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dKTtyZXR1cm4gZX0sbWFwOmZ1bmN0aW9uKGEsYixjKXt2YXIgZCxmPTAsZz1hLmxlbmd0aCxoPXIoYSksaT1bXTtpZihoKWZvcig7Zz5mO2YrKylkPWIoYVtmXSxmLGMpLG51bGwhPWQmJmkucHVzaChkKTtlbHNlIGZvcihmIGluIGEpZD1iKGFbZl0sZixjKSxudWxsIT1kJiZpLnB1c2goZCk7cmV0dXJuIGUuYXBwbHkoW10saSl9LGd1aWQ6MSxwcm94eTpmdW5jdGlvbihhLGIpe3ZhciBjLGUsZjtyZXR1cm4ic3RyaW5nIj09dHlwZW9mIGImJihmPWFbYl0sYj1hLGE9ZiksbS5pc0Z1bmN0aW9uKGEpPyhjPWQuY2FsbChhcmd1bWVudHMsMiksZT1mdW5jdGlvbigpe3JldHVybiBhLmFwcGx5KGJ8fHRoaXMsYy5jb25jYXQoZC5jYWxsKGFyZ3VtZW50cykpKX0sZS5ndWlkPWEuZ3VpZD1hLmd1aWR8fG0uZ3VpZCsrLGUpOnZvaWQgMH0sbm93OmZ1bmN0aW9uKCl7cmV0dXJuK25ldyBEYXRlfSxzdXBwb3J0Omt9KSxtLmVhY2goIkJvb2xlYW4gTnVtYmVyIFN0cmluZyBGdW5jdGlvbiBBcnJheSBEYXRlIFJlZ0V4cCBPYmplY3QgRXJyb3IiLnNwbGl0KCIgIiksZnVuY3Rpb24oYSxiKXtoWyJbb2JqZWN0ICIrYisiXSJdPWIudG9Mb3dlckNhc2UoKX0pO2Z1bmN0aW9uIHIoYSl7dmFyIGI9Imxlbmd0aCJpbiBhJiZhLmxlbmd0aCxjPW0udHlwZShhKTtyZXR1cm4iZnVuY3Rpb24iPT09Y3x8bS5pc1dpbmRvdyhhKT8hMToxPT09YS5ub2RlVHlwZSYmYj8hMDoiYXJyYXkiPT09Y3x8MD09PWJ8fCJudW1iZXIiPT10eXBlb2YgYiYmYj4wJiZiLTEgaW4gYX12YXIgcz1mdW5jdGlvbihhKXt2YXIgYixjLGQsZSxmLGcsaCxpLGosayxsLG0sbixvLHAscSxyLHMsdCx1PSJzaXp6bGUiKzEqbmV3IERhdGUsdj1hLmRvY3VtZW50LHc9MCx4PTAseT1oYSgpLHo9aGEoKSxBPWhhKCksQj1mdW5jdGlvbihhLGIpe3JldHVybiBhPT09YiYmKGw9ITApLDB9LEM9MTw8MzEsRD17fS5oYXNPd25Qcm9wZXJ0eSxFPVtdLEY9RS5wb3AsRz1FLnB1c2gsSD1FLnB1c2gsST1FLnNsaWNlLEo9ZnVuY3Rpb24oYSxiKXtmb3IodmFyIGM9MCxkPWEubGVuZ3RoO2Q+YztjKyspaWYoYVtjXT09PWIpcmV0dXJuIGM7cmV0dXJuLTF9LEs9ImNoZWNrZWR8c2VsZWN0ZWR8YXN5bmN8YXV0b2ZvY3VzfGF1dG9wbGF5fGNvbnRyb2xzfGRlZmVyfGRpc2FibGVkfGhpZGRlbnxpc21hcHxsb29wfG11bHRpcGxlfG9wZW58cmVhZG9ubHl8cmVxdWlyZWR8c2NvcGVkIixMPSJbXFx4MjBcXHRcXHJcXG5cXGZdIixNPSIoPzpcXFxcLnxbXFx3LV18W15cXHgwMC1cXHhhMF0pKyIsTj1NLnJlcGxhY2UoInciLCJ3IyIpLE89IlxcWyIrTCsiKigiK00rIikoPzoiK0wrIiooWypeJHwhfl0\/PSkiK0wrIiooPzonKCg\/OlxcXFwufFteXFxcXCddKSopJ3xcIigoPzpcXFxcLnxbXlxcXFxcIl0pKilcInwoIitOKyIpKXwpIitMKyIqXFxdIixQPSI6KCIrTSsiKSg\/OlxcKCgoJygoPzpcXFxcLnxbXlxcXFwnXSkqKSd8XCIoKD86XFxcXC58W15cXFxcXCJdKSopXCIpfCgoPzpcXFxcLnxbXlxcXFwoKVtcXF1dfCIrTysiKSopfC4qKVxcKXwpIixRPW5ldyBSZWdFeHAoTCsiKyIsImciKSxSPW5ldyBSZWdFeHAoIl4iK0wrIit8KCg\/Ol58W15cXFxcXSkoPzpcXFxcLikqKSIrTCsiKyQiLCJnIiksUz1uZXcgUmVnRXhwKCJeIitMKyIqLCIrTCsiKiIpLFQ9bmV3IFJlZ0V4cCgiXiIrTCsiKihbPit+XXwiK0wrIikiK0wrIioiKSxVPW5ldyBSZWdFeHAoIj0iK0wrIiooW15cXF0nXCJdKj8pIitMKyIqXFxdIiwiZyIpLFY9bmV3IFJlZ0V4cChQKSxXPW5ldyBSZWdFeHAoIl4iK04rIiQiKSxYPXtJRDpuZXcgUmVnRXhwKCJeIygiK00rIikiKSxDTEFTUzpuZXcgUmVnRXhwKCJeXFwuKCIrTSsiKSIpLFRBRzpuZXcgUmVnRXhwKCJeKCIrTS5yZXBsYWNlKCJ3IiwidyoiKSsiKSIpLEFUVFI6bmV3IFJlZ0V4cCgiXiIrTyksUFNFVURPOm5ldyBSZWdFeHAoIl4iK1ApLENISUxEOm5ldyBSZWdFeHAoIl46KG9ubHl8Zmlyc3R8bGFzdHxudGh8bnRoLWxhc3QpLShjaGlsZHxvZi10eXBlKSg\/OlxcKCIrTCsiKihldmVufG9kZHwoKFsrLV18KShcXGQqKW58KSIrTCsiKig\/OihbKy1dfCkiK0wrIiooXFxkKyl8KSkiK0wrIipcXCl8KSIsImkiKSxib29sOm5ldyBSZWdFeHAoIl4oPzoiK0srIikkIiwiaSIpLG5lZWRzQ29udGV4dDpuZXcgUmVnRXhwKCJeIitMKyIqWz4rfl18OihldmVufG9kZHxlcXxndHxsdHxudGh8Zmlyc3R8bGFzdCkoPzpcXCgiK0wrIiooKD86LVxcZCk\/XFxkKikiK0wrIipcXCl8KSg\/PVteLV18JCkiLCJpIil9LFk9L14oPzppbnB1dHxzZWxlY3R8dGV4dGFyZWF8YnV0dG9uKSQvaSxaPS9eaFxkJC9pLCQ9L15bXntdK1x7XHMqXFtuYXRpdmUgXHcvLF89L14oPzojKFtcdy1dKyl8KFx3Kyl8XC4oW1x3LV0rKSkkLyxhYT0vWyt+XS8sYmE9Lyd8XFwvZyxjYT1uZXcgUmVnRXhwKCJcXFxcKFtcXGRhLWZdezEsNn0iK0wrIj98KCIrTCsiKXwuKSIsImlnIiksZGE9ZnVuY3Rpb24oYSxiLGMpe3ZhciBkPSIweCIrYi02NTUzNjtyZXR1cm4gZCE9PWR8fGM\/YjowPmQ\/U3RyaW5nLmZyb21DaGFyQ29kZShkKzY1NTM2KTpTdHJpbmcuZnJvbUNoYXJDb2RlKGQ+PjEwfDU1Mjk2LDEwMjMmZHw1NjMyMCl9LGVhPWZ1bmN0aW9uKCl7bSgpfTt0cnl7SC5hcHBseShFPUkuY2FsbCh2LmNoaWxkTm9kZXMpLHYuY2hpbGROb2RlcyksRVt2LmNoaWxkTm9kZXMubGVuZ3RoXS5ub2RlVHlwZX1jYXRjaChmYSl7SD17YXBwbHk6RS5sZW5ndGg\/ZnVuY3Rpb24oYSxiKXtHLmFwcGx5KGEsSS5jYWxsKGIpKX06ZnVuY3Rpb24oYSxiKXt2YXIgYz1hLmxlbmd0aCxkPTA7d2hpbGUoYVtjKytdPWJbZCsrXSk7YS5sZW5ndGg9Yy0xfX19ZnVuY3Rpb24gZ2EoYSxiLGQsZSl7dmFyIGYsaCxqLGssbCxvLHIscyx3LHg7aWYoKGI\/Yi5vd25lckRvY3VtZW50fHxiOnYpIT09biYmbShiKSxiPWJ8fG4sZD1kfHxbXSxrPWIubm9kZVR5cGUsInN0cmluZyIhPXR5cGVvZiBhfHwhYXx8MSE9PWsmJjkhPT1rJiYxMSE9PWspcmV0dXJuIGQ7aWYoIWUmJnApe2lmKDExIT09ayYmKGY9Xy5leGVjKGEpKSlpZihqPWZbMV0pe2lmKDk9PT1rKXtpZihoPWIuZ2V0RWxlbWVudEJ5SWQoaiksIWh8fCFoLnBhcmVudE5vZGUpcmV0dXJuIGQ7aWYoaC5pZD09PWopcmV0dXJuIGQucHVzaChoKSxkfWVsc2UgaWYoYi5vd25lckRvY3VtZW50JiYoaD1iLm93bmVyRG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQoaikpJiZ0KGIsaCkmJmguaWQ9PT1qKXJldHVybiBkLnB1c2goaCksZH1lbHNle2lmKGZbMl0pcmV0dXJuIEguYXBwbHkoZCxiLmdldEVsZW1lbnRzQnlUYWdOYW1lKGEpKSxkO2lmKChqPWZbM10pJiZjLmdldEVsZW1lbnRzQnlDbGFzc05hbWUpcmV0dXJuIEguYXBwbHkoZCxiLmdldEVsZW1lbnRzQnlDbGFzc05hbWUoaikpLGR9aWYoYy5xc2EmJighcXx8IXEudGVzdChhKSkpe2lmKHM9cj11LHc9Yix4PTEhPT1rJiZhLDE9PT1rJiYib2JqZWN0IiE9PWIubm9kZU5hbWUudG9Mb3dlckNhc2UoKSl7bz1nKGEpLChyPWIuZ2V0QXR0cmlidXRlKCJpZCIpKT9zPXIucmVwbGFjZShiYSwiXFwkJiIpOmIuc2V0QXR0cmlidXRlKCJpZCIscykscz0iW2lkPSciK3MrIiddICIsbD1vLmxlbmd0aDt3aGlsZShsLS0pb1tsXT1zK3JhKG9bbF0pO3c9YWEudGVzdChhKSYmcGEoYi5wYXJlbnROb2RlKXx8Yix4PW8uam9pbigiLCIpfWlmKHgpdHJ5e3JldHVybiBILmFwcGx5KGQsdy5xdWVyeVNlbGVjdG9yQWxsKHgpKSxkfWNhdGNoKHkpe31maW5hbGx5e3J8fGIucmVtb3ZlQXR0cmlidXRlKCJpZCIpfX19cmV0dXJuIGkoYS5yZXBsYWNlKFIsIiQxIiksYixkLGUpfWZ1bmN0aW9uIGhhKCl7dmFyIGE9W107ZnVuY3Rpb24gYihjLGUpe3JldHVybiBhLnB1c2goYysiICIpPmQuY2FjaGVMZW5ndGgmJmRlbGV0ZSBiW2Euc2hpZnQoKV0sYltjKyIgIl09ZX1yZXR1cm4gYn1mdW5jdGlvbiBpYShhKXtyZXR1cm4gYVt1XT0hMCxhfWZ1bmN0aW9uIGphKGEpe3ZhciBiPW4uY3JlYXRlRWxlbWVudCgiZGl2Iik7dHJ5e3JldHVybiEhYShiKX1jYXRjaChjKXtyZXR1cm4hMX1maW5hbGx5e2IucGFyZW50Tm9kZSYmYi5wYXJlbnROb2RlLnJlbW92ZUNoaWxkKGIpLGI9bnVsbH19ZnVuY3Rpb24ga2EoYSxiKXt2YXIgYz1hLnNwbGl0KCJ8IiksZT1hLmxlbmd0aDt3aGlsZShlLS0pZC5hdHRySGFuZGxlW2NbZV1dPWJ9ZnVuY3Rpb24gbGEoYSxiKXt2YXIgYz1iJiZhLGQ9YyYmMT09PWEubm9kZVR5cGUmJjE9PT1iLm5vZGVUeXBlJiYofmIuc291cmNlSW5kZXh8fEMpLSh+YS5zb3VyY2VJbmRleHx8Qyk7aWYoZClyZXR1cm4gZDtpZihjKXdoaWxlKGM9Yy5uZXh0U2libGluZylpZihjPT09YilyZXR1cm4tMTtyZXR1cm4gYT8xOi0xfWZ1bmN0aW9uIG1hKGEpe3JldHVybiBmdW5jdGlvbihiKXt2YXIgYz1iLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk7cmV0dXJuImlucHV0Ij09PWMmJmIudHlwZT09PWF9fWZ1bmN0aW9uIG5hKGEpe3JldHVybiBmdW5jdGlvbihiKXt2YXIgYz1iLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk7cmV0dXJuKCJpbnB1dCI9PT1jfHwiYnV0dG9uIj09PWMpJiZiLnR5cGU9PT1hfX1mdW5jdGlvbiBvYShhKXtyZXR1cm4gaWEoZnVuY3Rpb24oYil7cmV0dXJuIGI9K2IsaWEoZnVuY3Rpb24oYyxkKXt2YXIgZSxmPWEoW10sYy5sZW5ndGgsYiksZz1mLmxlbmd0aDt3aGlsZShnLS0pY1tlPWZbZ11dJiYoY1tlXT0hKGRbZV09Y1tlXSkpfSl9KX1mdW5jdGlvbiBwYShhKXtyZXR1cm4gYSYmInVuZGVmaW5lZCIhPXR5cGVvZiBhLmdldEVsZW1lbnRzQnlUYWdOYW1lJiZhfWM9Z2Euc3VwcG9ydD17fSxmPWdhLmlzWE1MPWZ1bmN0aW9uKGEpe3ZhciBiPWEmJihhLm93bmVyRG9jdW1lbnR8fGEpLmRvY3VtZW50RWxlbWVudDtyZXR1cm4gYj8iSFRNTCIhPT1iLm5vZGVOYW1lOiExfSxtPWdhLnNldERvY3VtZW50PWZ1bmN0aW9uKGEpe3ZhciBiLGUsZz1hP2Eub3duZXJEb2N1bWVudHx8YTp2O3JldHVybiBnIT09biYmOT09PWcubm9kZVR5cGUmJmcuZG9jdW1lbnRFbGVtZW50PyhuPWcsbz1nLmRvY3VtZW50RWxlbWVudCxlPWcuZGVmYXVsdFZpZXcsZSYmZSE9PWUudG9wJiYoZS5hZGRFdmVudExpc3RlbmVyP2UuYWRkRXZlbnRMaXN0ZW5lcigidW5sb2FkIixlYSwhMSk6ZS5hdHRhY2hFdmVudCYmZS5hdHRhY2hFdmVudCgib251bmxvYWQiLGVhKSkscD0hZihnKSxjLmF0dHJpYnV0ZXM9amEoZnVuY3Rpb24oYSl7cmV0dXJuIGEuY2xhc3NOYW1lPSJpIiwhYS5nZXRBdHRyaWJ1dGUoImNsYXNzTmFtZSIpfSksYy5nZXRFbGVtZW50c0J5VGFnTmFtZT1qYShmdW5jdGlvbihhKXtyZXR1cm4gYS5hcHBlbmRDaGlsZChnLmNyZWF0ZUNvbW1lbnQoIiIpKSwhYS5nZXRFbGVtZW50c0J5VGFnTmFtZSgiKiIpLmxlbmd0aH0pLGMuZ2V0RWxlbWVudHNCeUNsYXNzTmFtZT0kLnRlc3QoZy5nZXRFbGVtZW50c0J5Q2xhc3NOYW1lKSxjLmdldEJ5SWQ9amEoZnVuY3Rpb24oYSl7cmV0dXJuIG8uYXBwZW5kQ2hpbGQoYSkuaWQ9dSwhZy5nZXRFbGVtZW50c0J5TmFtZXx8IWcuZ2V0RWxlbWVudHNCeU5hbWUodSkubGVuZ3RofSksYy5nZXRCeUlkPyhkLmZpbmQuSUQ9ZnVuY3Rpb24oYSxiKXtpZigidW5kZWZpbmVkIiE9dHlwZW9mIGIuZ2V0RWxlbWVudEJ5SWQmJnApe3ZhciBjPWIuZ2V0RWxlbWVudEJ5SWQoYSk7cmV0dXJuIGMmJmMucGFyZW50Tm9kZT9bY106W119fSxkLmZpbHRlci5JRD1mdW5jdGlvbihhKXt2YXIgYj1hLnJlcGxhY2UoY2EsZGEpO3JldHVybiBmdW5jdGlvbihhKXtyZXR1cm4gYS5nZXRBdHRyaWJ1dGUoImlkIik9PT1ifX0pOihkZWxldGUgZC5maW5kLklELGQuZmlsdGVyLklEPWZ1bmN0aW9uKGEpe3ZhciBiPWEucmVwbGFjZShjYSxkYSk7cmV0dXJuIGZ1bmN0aW9uKGEpe3ZhciBjPSJ1bmRlZmluZWQiIT10eXBlb2YgYS5nZXRBdHRyaWJ1dGVOb2RlJiZhLmdldEF0dHJpYnV0ZU5vZGUoImlkIik7cmV0dXJuIGMmJmMudmFsdWU9PT1ifX0pLGQuZmluZC5UQUc9Yy5nZXRFbGVtZW50c0J5VGFnTmFtZT9mdW5jdGlvbihhLGIpe3JldHVybiJ1bmRlZmluZWQiIT10eXBlb2YgYi5nZXRFbGVtZW50c0J5VGFnTmFtZT9iLmdldEVsZW1lbnRzQnlUYWdOYW1lKGEpOmMucXNhP2IucXVlcnlTZWxlY3RvckFsbChhKTp2b2lkIDB9OmZ1bmN0aW9uKGEsYil7dmFyIGMsZD1bXSxlPTAsZj1iLmdldEVsZW1lbnRzQnlUYWdOYW1lKGEpO2lmKCIqIj09PWEpe3doaWxlKGM9ZltlKytdKTE9PT1jLm5vZGVUeXBlJiZkLnB1c2goYyk7cmV0dXJuIGR9cmV0dXJuIGZ9LGQuZmluZC5DTEFTUz1jLmdldEVsZW1lbnRzQnlDbGFzc05hbWUmJmZ1bmN0aW9uKGEsYil7cmV0dXJuIHA\/Yi5nZXRFbGVtZW50c0J5Q2xhc3NOYW1lKGEpOnZvaWQgMH0scj1bXSxxPVtdLChjLnFzYT0kLnRlc3QoZy5xdWVyeVNlbGVjdG9yQWxsKSkmJihqYShmdW5jdGlvbihhKXtvLmFwcGVuZENoaWxkKGEpLmlubmVySFRNTD0iPGEgaWQ9JyIrdSsiJz48L2E+PHNlbGVjdCBpZD0nIit1KyItXGZdJyBtc2FsbG93Y2FwdHVyZT0nJz48b3B0aW9uIHNlbGVjdGVkPScnPjwvb3B0aW9uPjwvc2VsZWN0PiIsYS5xdWVyeVNlbGVjdG9yQWxsKCJbbXNhbGxvd2NhcHR1cmVePScnXSIpLmxlbmd0aCYmcS5wdXNoKCJbKl4kXT0iK0wrIiooPzonJ3xcIlwiKSIpLGEucXVlcnlTZWxlY3RvckFsbCgiW3NlbGVjdGVkXSIpLmxlbmd0aHx8cS5wdXNoKCJcXFsiK0wrIiooPzp2YWx1ZXwiK0srIikiKSxhLnF1ZXJ5U2VsZWN0b3JBbGwoIltpZH49Iit1KyItXSIpLmxlbmd0aHx8cS5wdXNoKCJ+PSIpLGEucXVlcnlTZWxlY3RvckFsbCgiOmNoZWNrZWQiKS5sZW5ndGh8fHEucHVzaCgiOmNoZWNrZWQiKSxhLnF1ZXJ5U2VsZWN0b3JBbGwoImEjIit1KyIrKiIpLmxlbmd0aHx8cS5wdXNoKCIuIy4rWyt+XSIpfSksamEoZnVuY3Rpb24oYSl7dmFyIGI9Zy5jcmVhdGVFbGVtZW50KCJpbnB1dCIpO2Iuc2V0QXR0cmlidXRlKCJ0eXBlIiwiaGlkZGVuIiksYS5hcHBlbmRDaGlsZChiKS5zZXRBdHRyaWJ1dGUoIm5hbWUiLCJEIiksYS5xdWVyeVNlbGVjdG9yQWxsKCJbbmFtZT1kXSIpLmxlbmd0aCYmcS5wdXNoKCJuYW1lIitMKyIqWypeJHwhfl0\/PSIpLGEucXVlcnlTZWxlY3RvckFsbCgiOmVuYWJsZWQiKS5sZW5ndGh8fHEucHVzaCgiOmVuYWJsZWQiLCI6ZGlzYWJsZWQiKSxhLnF1ZXJ5U2VsZWN0b3JBbGwoIiosOngiKSxxLnB1c2goIiwuKjoiKX0pKSwoYy5tYXRjaGVzU2VsZWN0b3I9JC50ZXN0KHM9by5tYXRjaGVzfHxvLndlYmtpdE1hdGNoZXNTZWxlY3Rvcnx8by5tb3pNYXRjaGVzU2VsZWN0b3J8fG8ub01hdGNoZXNTZWxlY3Rvcnx8by5tc01hdGNoZXNTZWxlY3RvcikpJiZqYShmdW5jdGlvbihhKXtjLmRpc2Nvbm5lY3RlZE1hdGNoPXMuY2FsbChhLCJkaXYiKSxzLmNhbGwoYSwiW3MhPScnXTp4Iiksci5wdXNoKCIhPSIsUCl9KSxxPXEubGVuZ3RoJiZuZXcgUmVnRXhwKHEuam9pbigifCIpKSxyPXIubGVuZ3RoJiZuZXcgUmVnRXhwKHIuam9pbigifCIpKSxiPSQudGVzdChvLmNvbXBhcmVEb2N1bWVudFBvc2l0aW9uKSx0PWJ8fCQudGVzdChvLmNvbnRhaW5zKT9mdW5jdGlvbihhLGIpe3ZhciBjPTk9PT1hLm5vZGVUeXBlP2EuZG9jdW1lbnRFbGVtZW50OmEsZD1iJiZiLnBhcmVudE5vZGU7cmV0dXJuIGE9PT1kfHwhKCFkfHwxIT09ZC5ub2RlVHlwZXx8IShjLmNvbnRhaW5zP2MuY29udGFpbnMoZCk6YS5jb21wYXJlRG9jdW1lbnRQb3NpdGlvbiYmMTYmYS5jb21wYXJlRG9jdW1lbnRQb3NpdGlvbihkKSkpfTpmdW5jdGlvbihhLGIpe2lmKGIpd2hpbGUoYj1iLnBhcmVudE5vZGUpaWYoYj09PWEpcmV0dXJuITA7cmV0dXJuITF9LEI9Yj9mdW5jdGlvbihhLGIpe2lmKGE9PT1iKXJldHVybiBsPSEwLDA7dmFyIGQ9IWEuY29tcGFyZURvY3VtZW50UG9zaXRpb24tIWIuY29tcGFyZURvY3VtZW50UG9zaXRpb247cmV0dXJuIGQ\/ZDooZD0oYS5vd25lckRvY3VtZW50fHxhKT09PShiLm93bmVyRG9jdW1lbnR8fGIpP2EuY29tcGFyZURvY3VtZW50UG9zaXRpb24oYik6MSwxJmR8fCFjLnNvcnREZXRhY2hlZCYmYi5jb21wYXJlRG9jdW1lbnRQb3NpdGlvbihhKT09PWQ\/YT09PWd8fGEub3duZXJEb2N1bWVudD09PXYmJnQodixhKT8tMTpiPT09Z3x8Yi5vd25lckRvY3VtZW50PT09diYmdCh2LGIpPzE6az9KKGssYSktSihrLGIpOjA6NCZkPy0xOjEpfTpmdW5jdGlvbihhLGIpe2lmKGE9PT1iKXJldHVybiBsPSEwLDA7dmFyIGMsZD0wLGU9YS5wYXJlbnROb2RlLGY9Yi5wYXJlbnROb2RlLGg9W2FdLGk9W2JdO2lmKCFlfHwhZilyZXR1cm4gYT09PWc\/LTE6Yj09PWc\/MTplPy0xOmY\/MTprP0ooayxhKS1KKGssYik6MDtpZihlPT09ZilyZXR1cm4gbGEoYSxiKTtjPWE7d2hpbGUoYz1jLnBhcmVudE5vZGUpaC51bnNoaWZ0KGMpO2M9Yjt3aGlsZShjPWMucGFyZW50Tm9kZSlpLnVuc2hpZnQoYyk7d2hpbGUoaFtkXT09PWlbZF0pZCsrO3JldHVybiBkP2xhKGhbZF0saVtkXSk6aFtkXT09PXY\/LTE6aVtkXT09PXY\/MTowfSxnKTpufSxnYS5tYXRjaGVzPWZ1bmN0aW9uKGEsYil7cmV0dXJuIGdhKGEsbnVsbCxudWxsLGIpfSxnYS5tYXRjaGVzU2VsZWN0b3I9ZnVuY3Rpb24oYSxiKXtpZigoYS5vd25lckRvY3VtZW50fHxhKSE9PW4mJm0oYSksYj1iLnJlcGxhY2UoVSwiPSckMSddIiksISghYy5tYXRjaGVzU2VsZWN0b3J8fCFwfHxyJiZyLnRlc3QoYil8fHEmJnEudGVzdChiKSkpdHJ5e3ZhciBkPXMuY2FsbChhLGIpO2lmKGR8fGMuZGlzY29ubmVjdGVkTWF0Y2h8fGEuZG9jdW1lbnQmJjExIT09YS5kb2N1bWVudC5ub2RlVHlwZSlyZXR1cm4gZH1jYXRjaChlKXt9cmV0dXJuIGdhKGIsbixudWxsLFthXSkubGVuZ3RoPjB9LGdhLmNvbnRhaW5zPWZ1bmN0aW9uKGEsYil7cmV0dXJuKGEub3duZXJEb2N1bWVudHx8YSkhPT1uJiZtKGEpLHQoYSxiKX0sZ2EuYXR0cj1mdW5jdGlvbihhLGIpeyhhLm93bmVyRG9jdW1lbnR8fGEpIT09biYmbShhKTt2YXIgZT1kLmF0dHJIYW5kbGVbYi50b0xvd2VyQ2FzZSgpXSxmPWUmJkQuY2FsbChkLmF0dHJIYW5kbGUsYi50b0xvd2VyQ2FzZSgpKT9lKGEsYiwhcCk6dm9pZCAwO3JldHVybiB2b2lkIDAhPT1mP2Y6Yy5hdHRyaWJ1dGVzfHwhcD9hLmdldEF0dHJpYnV0ZShiKTooZj1hLmdldEF0dHJpYnV0ZU5vZGUoYikpJiZmLnNwZWNpZmllZD9mLnZhbHVlOm51bGx9LGdhLmVycm9yPWZ1bmN0aW9uKGEpe3Rocm93IG5ldyBFcnJvcigiU3ludGF4IGVycm9yLCB1bnJlY29nbml6ZWQgZXhwcmVzc2lvbjogIithKX0sZ2EudW5pcXVlU29ydD1mdW5jdGlvbihhKXt2YXIgYixkPVtdLGU9MCxmPTA7aWYobD0hYy5kZXRlY3REdXBsaWNhdGVzLGs9IWMuc29ydFN0YWJsZSYmYS5zbGljZSgwKSxhLnNvcnQoQiksbCl7d2hpbGUoYj1hW2YrK10pYj09PWFbZl0mJihlPWQucHVzaChmKSk7d2hpbGUoZS0tKWEuc3BsaWNlKGRbZV0sMSl9cmV0dXJuIGs9bnVsbCxhfSxlPWdhLmdldFRleHQ9ZnVuY3Rpb24oYSl7dmFyIGIsYz0iIixkPTAsZj1hLm5vZGVUeXBlO2lmKGYpe2lmKDE9PT1mfHw5PT09Znx8MTE9PT1mKXtpZigic3RyaW5nIj09dHlwZW9mIGEudGV4dENvbnRlbnQpcmV0dXJuIGEudGV4dENvbnRlbnQ7Zm9yKGE9YS5maXJzdENoaWxkO2E7YT1hLm5leHRTaWJsaW5nKWMrPWUoYSl9ZWxzZSBpZigzPT09Znx8ND09PWYpcmV0dXJuIGEubm9kZVZhbHVlfWVsc2Ugd2hpbGUoYj1hW2QrK10pYys9ZShiKTtyZXR1cm4gY30sZD1nYS5zZWxlY3RvcnM9e2NhY2hlTGVuZ3RoOjUwLGNyZWF0ZVBzZXVkbzppYSxtYXRjaDpYLGF0dHJIYW5kbGU6e30sZmluZDp7fSxyZWxhdGl2ZTp7Ij4iOntkaXI6InBhcmVudE5vZGUiLGZpcnN0OiEwfSwiICI6e2RpcjoicGFyZW50Tm9kZSJ9LCIrIjp7ZGlyOiJwcmV2aW91c1NpYmxpbmciLGZpcnN0OiEwfSwifiI6e2RpcjoicHJldmlvdXNTaWJsaW5nIn19LHByZUZpbHRlcjp7QVRUUjpmdW5jdGlvbihhKXtyZXR1cm4gYVsxXT1hWzFdLnJlcGxhY2UoY2EsZGEpLGFbM109KGFbM118fGFbNF18fGFbNV18fCIiKS5yZXBsYWNlKGNhLGRhKSwifj0iPT09YVsyXSYmKGFbM109IiAiK2FbM10rIiAiKSxhLnNsaWNlKDAsNCl9LENISUxEOmZ1bmN0aW9uKGEpe3JldHVybiBhWzFdPWFbMV0udG9Mb3dlckNhc2UoKSwibnRoIj09PWFbMV0uc2xpY2UoMCwzKT8oYVszXXx8Z2EuZXJyb3IoYVswXSksYVs0XT0rKGFbNF0\/YVs1XSsoYVs2XXx8MSk6MiooImV2ZW4iPT09YVszXXx8Im9kZCI9PT1hWzNdKSksYVs1XT0rKGFbN10rYVs4XXx8Im9kZCI9PT1hWzNdKSk6YVszXSYmZ2EuZXJyb3IoYVswXSksYX0sUFNFVURPOmZ1bmN0aW9uKGEpe3ZhciBiLGM9IWFbNl0mJmFbMl07cmV0dXJuIFguQ0hJTEQudGVzdChhWzBdKT9udWxsOihhWzNdP2FbMl09YVs0XXx8YVs1XXx8IiI6YyYmVi50ZXN0KGMpJiYoYj1nKGMsITApKSYmKGI9Yy5pbmRleE9mKCIpIixjLmxlbmd0aC1iKS1jLmxlbmd0aCkmJihhWzBdPWFbMF0uc2xpY2UoMCxiKSxhWzJdPWMuc2xpY2UoMCxiKSksYS5zbGljZSgwLDMpKX19LGZpbHRlcjp7VEFHOmZ1bmN0aW9uKGEpe3ZhciBiPWEucmVwbGFjZShjYSxkYSkudG9Mb3dlckNhc2UoKTtyZXR1cm4iKiI9PT1hP2Z1bmN0aW9uKCl7cmV0dXJuITB9OmZ1bmN0aW9uKGEpe3JldHVybiBhLm5vZGVOYW1lJiZhLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk9PT1ifX0sQ0xBU1M6ZnVuY3Rpb24oYSl7dmFyIGI9eVthKyIgIl07cmV0dXJuIGJ8fChiPW5ldyBSZWdFeHAoIihefCIrTCsiKSIrYSsiKCIrTCsifCQpIikpJiZ5KGEsZnVuY3Rpb24oYSl7cmV0dXJuIGIudGVzdCgic3RyaW5nIj09dHlwZW9mIGEuY2xhc3NOYW1lJiZhLmNsYXNzTmFtZXx8InVuZGVmaW5lZCIhPXR5cGVvZiBhLmdldEF0dHJpYnV0ZSYmYS5nZXRBdHRyaWJ1dGUoImNsYXNzIil8fCIiKX0pfSxBVFRSOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gZnVuY3Rpb24oZCl7dmFyIGU9Z2EuYXR0cihkLGEpO3JldHVybiBudWxsPT1lPyIhPSI9PT1iOmI\/KGUrPSIiLCI9Ij09PWI\/ZT09PWM6IiE9Ij09PWI\/ZSE9PWM6Il49Ij09PWI\/YyYmMD09PWUuaW5kZXhPZihjKToiKj0iPT09Yj9jJiZlLmluZGV4T2YoYyk+LTE6IiQ9Ij09PWI\/YyYmZS5zbGljZSgtYy5sZW5ndGgpPT09Yzoifj0iPT09Yj8oIiAiK2UucmVwbGFjZShRLCIgIikrIiAiKS5pbmRleE9mKGMpPi0xOiJ8PSI9PT1iP2U9PT1jfHxlLnNsaWNlKDAsYy5sZW5ndGgrMSk9PT1jKyItIjohMSk6ITB9fSxDSElMRDpmdW5jdGlvbihhLGIsYyxkLGUpe3ZhciBmPSJudGgiIT09YS5zbGljZSgwLDMpLGc9Imxhc3QiIT09YS5zbGljZSgtNCksaD0ib2YtdHlwZSI9PT1iO3JldHVybiAxPT09ZCYmMD09PWU\/ZnVuY3Rpb24oYSl7cmV0dXJuISFhLnBhcmVudE5vZGV9OmZ1bmN0aW9uKGIsYyxpKXt2YXIgaixrLGwsbSxuLG8scD1mIT09Zz8ibmV4dFNpYmxpbmciOiJwcmV2aW91c1NpYmxpbmciLHE9Yi5wYXJlbnROb2RlLHI9aCYmYi5ub2RlTmFtZS50b0xvd2VyQ2FzZSgpLHM9IWkmJiFoO2lmKHEpe2lmKGYpe3doaWxlKHApe2w9Yjt3aGlsZShsPWxbcF0paWYoaD9sLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk9PT1yOjE9PT1sLm5vZGVUeXBlKXJldHVybiExO289cD0ib25seSI9PT1hJiYhbyYmIm5leHRTaWJsaW5nIn1yZXR1cm4hMH1pZihvPVtnP3EuZmlyc3RDaGlsZDpxLmxhc3RDaGlsZF0sZyYmcyl7az1xW3VdfHwocVt1XT17fSksaj1rW2FdfHxbXSxuPWpbMF09PT13JiZqWzFdLG09alswXT09PXcmJmpbMl0sbD1uJiZxLmNoaWxkTm9kZXNbbl07d2hpbGUobD0rK24mJmwmJmxbcF18fChtPW49MCl8fG8ucG9wKCkpaWYoMT09PWwubm9kZVR5cGUmJisrbSYmbD09PWIpe2tbYV09W3csbixtXTticmVha319ZWxzZSBpZihzJiYoaj0oYlt1XXx8KGJbdV09e30pKVthXSkmJmpbMF09PT13KW09alsxXTtlbHNlIHdoaWxlKGw9KytuJiZsJiZsW3BdfHwobT1uPTApfHxvLnBvcCgpKWlmKChoP2wubm9kZU5hbWUudG9Mb3dlckNhc2UoKT09PXI6MT09PWwubm9kZVR5cGUpJiYrK20mJihzJiYoKGxbdV18fChsW3VdPXt9KSlbYV09W3csbV0pLGw9PT1iKSlicmVhaztyZXR1cm4gbS09ZSxtPT09ZHx8bSVkPT09MCYmbS9kPj0wfX19LFBTRVVETzpmdW5jdGlvbihhLGIpe3ZhciBjLGU9ZC5wc2V1ZG9zW2FdfHxkLnNldEZpbHRlcnNbYS50b0xvd2VyQ2FzZSgpXXx8Z2EuZXJyb3IoInVuc3VwcG9ydGVkIHBzZXVkbzogIithKTtyZXR1cm4gZVt1XT9lKGIpOmUubGVuZ3RoPjE\/KGM9W2EsYSwiIixiXSxkLnNldEZpbHRlcnMuaGFzT3duUHJvcGVydHkoYS50b0xvd2VyQ2FzZSgpKT9pYShmdW5jdGlvbihhLGMpe3ZhciBkLGY9ZShhLGIpLGc9Zi5sZW5ndGg7d2hpbGUoZy0tKWQ9SihhLGZbZ10pLGFbZF09IShjW2RdPWZbZ10pfSk6ZnVuY3Rpb24oYSl7cmV0dXJuIGUoYSwwLGMpfSk6ZX19LHBzZXVkb3M6e25vdDppYShmdW5jdGlvbihhKXt2YXIgYj1bXSxjPVtdLGQ9aChhLnJlcGxhY2UoUiwiJDEiKSk7cmV0dXJuIGRbdV0\/aWEoZnVuY3Rpb24oYSxiLGMsZSl7dmFyIGYsZz1kKGEsbnVsbCxlLFtdKSxoPWEubGVuZ3RoO3doaWxlKGgtLSkoZj1nW2hdKSYmKGFbaF09IShiW2hdPWYpKX0pOmZ1bmN0aW9uKGEsZSxmKXtyZXR1cm4gYlswXT1hLGQoYixudWxsLGYsYyksYlswXT1udWxsLCFjLnBvcCgpfX0pLGhhczppYShmdW5jdGlvbihhKXtyZXR1cm4gZnVuY3Rpb24oYil7cmV0dXJuIGdhKGEsYikubGVuZ3RoPjB9fSksY29udGFpbnM6aWEoZnVuY3Rpb24oYSl7cmV0dXJuIGE9YS5yZXBsYWNlKGNhLGRhKSxmdW5jdGlvbihiKXtyZXR1cm4oYi50ZXh0Q29udGVudHx8Yi5pbm5lclRleHR8fGUoYikpLmluZGV4T2YoYSk+LTF9fSksbGFuZzppYShmdW5jdGlvbihhKXtyZXR1cm4gVy50ZXN0KGF8fCIiKXx8Z2EuZXJyb3IoInVuc3VwcG9ydGVkIGxhbmc6ICIrYSksYT1hLnJlcGxhY2UoY2EsZGEpLnRvTG93ZXJDYXNlKCksZnVuY3Rpb24oYil7dmFyIGM7ZG8gaWYoYz1wP2IubGFuZzpiLmdldEF0dHJpYnV0ZSgieG1sOmxhbmciKXx8Yi5nZXRBdHRyaWJ1dGUoImxhbmciKSlyZXR1cm4gYz1jLnRvTG93ZXJDYXNlKCksYz09PWF8fDA9PT1jLmluZGV4T2YoYSsiLSIpO3doaWxlKChiPWIucGFyZW50Tm9kZSkmJjE9PT1iLm5vZGVUeXBlKTtyZXR1cm4hMX19KSx0YXJnZXQ6ZnVuY3Rpb24oYil7dmFyIGM9YS5sb2NhdGlvbiYmYS5sb2NhdGlvbi5oYXNoO3JldHVybiBjJiZjLnNsaWNlKDEpPT09Yi5pZH0scm9vdDpmdW5jdGlvbihhKXtyZXR1cm4gYT09PW99LGZvY3VzOmZ1bmN0aW9uKGEpe3JldHVybiBhPT09bi5hY3RpdmVFbGVtZW50JiYoIW4uaGFzRm9jdXN8fG4uaGFzRm9jdXMoKSkmJiEhKGEudHlwZXx8YS5ocmVmfHx+YS50YWJJbmRleCl9LGVuYWJsZWQ6ZnVuY3Rpb24oYSl7cmV0dXJuIGEuZGlzYWJsZWQ9PT0hMX0sZGlzYWJsZWQ6ZnVuY3Rpb24oYSl7cmV0dXJuIGEuZGlzYWJsZWQ9PT0hMH0sY2hlY2tlZDpmdW5jdGlvbihhKXt2YXIgYj1hLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk7cmV0dXJuImlucHV0Ij09PWImJiEhYS5jaGVja2VkfHwib3B0aW9uIj09PWImJiEhYS5zZWxlY3RlZH0sc2VsZWN0ZWQ6ZnVuY3Rpb24oYSl7cmV0dXJuIGEucGFyZW50Tm9kZSYmYS5wYXJlbnROb2RlLnNlbGVjdGVkSW5kZXgsYS5zZWxlY3RlZD09PSEwfSxlbXB0eTpmdW5jdGlvbihhKXtmb3IoYT1hLmZpcnN0Q2hpbGQ7YTthPWEubmV4dFNpYmxpbmcpaWYoYS5ub2RlVHlwZTw2KXJldHVybiExO3JldHVybiEwfSxwYXJlbnQ6ZnVuY3Rpb24oYSl7cmV0dXJuIWQucHNldWRvcy5lbXB0eShhKX0saGVhZGVyOmZ1bmN0aW9uKGEpe3JldHVybiBaLnRlc3QoYS5ub2RlTmFtZSl9LGlucHV0OmZ1bmN0aW9uKGEpe3JldHVybiBZLnRlc3QoYS5ub2RlTmFtZSl9LGJ1dHRvbjpmdW5jdGlvbihhKXt2YXIgYj1hLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk7cmV0dXJuImlucHV0Ij09PWImJiJidXR0b24iPT09YS50eXBlfHwiYnV0dG9uIj09PWJ9LHRleHQ6ZnVuY3Rpb24oYSl7dmFyIGI7cmV0dXJuImlucHV0Ij09PWEubm9kZU5hbWUudG9Mb3dlckNhc2UoKSYmInRleHQiPT09YS50eXBlJiYobnVsbD09KGI9YS5nZXRBdHRyaWJ1dGUoInR5cGUiKSl8fCJ0ZXh0Ij09PWIudG9Mb3dlckNhc2UoKSl9LGZpcnN0Om9hKGZ1bmN0aW9uKCl7cmV0dXJuWzBdfSksbGFzdDpvYShmdW5jdGlvbihhLGIpe3JldHVybltiLTFdfSksZXE6b2EoZnVuY3Rpb24oYSxiLGMpe3JldHVyblswPmM\/YytiOmNdfSksZXZlbjpvYShmdW5jdGlvbihhLGIpe2Zvcih2YXIgYz0wO2I+YztjKz0yKWEucHVzaChjKTtyZXR1cm4gYX0pLG9kZDpvYShmdW5jdGlvbihhLGIpe2Zvcih2YXIgYz0xO2I+YztjKz0yKWEucHVzaChjKTtyZXR1cm4gYX0pLGx0Om9hKGZ1bmN0aW9uKGEsYixjKXtmb3IodmFyIGQ9MD5jP2MrYjpjOy0tZD49MDspYS5wdXNoKGQpO3JldHVybiBhfSksZ3Q6b2EoZnVuY3Rpb24oYSxiLGMpe2Zvcih2YXIgZD0wPmM\/YytiOmM7KytkPGI7KWEucHVzaChkKTtyZXR1cm4gYX0pfX0sZC5wc2V1ZG9zLm50aD1kLnBzZXVkb3MuZXE7Zm9yKGIgaW57cmFkaW86ITAsY2hlY2tib3g6ITAsZmlsZTohMCxwYXNzd29yZDohMCxpbWFnZTohMH0pZC5wc2V1ZG9zW2JdPW1hKGIpO2ZvcihiIGlue3N1Ym1pdDohMCxyZXNldDohMH0pZC5wc2V1ZG9zW2JdPW5hKGIpO2Z1bmN0aW9uIHFhKCl7fXFhLnByb3RvdHlwZT1kLmZpbHRlcnM9ZC5wc2V1ZG9zLGQuc2V0RmlsdGVycz1uZXcgcWEsZz1nYS50b2tlbml6ZT1mdW5jdGlvbihhLGIpe3ZhciBjLGUsZixnLGgsaSxqLGs9elthKyIgIl07aWYoaylyZXR1cm4gYj8wOmsuc2xpY2UoMCk7aD1hLGk9W10saj1kLnByZUZpbHRlcjt3aGlsZShoKXsoIWN8fChlPVMuZXhlYyhoKSkpJiYoZSYmKGg9aC5zbGljZShlWzBdLmxlbmd0aCl8fGgpLGkucHVzaChmPVtdKSksYz0hMSwoZT1ULmV4ZWMoaCkpJiYoYz1lLnNoaWZ0KCksZi5wdXNoKHt2YWx1ZTpjLHR5cGU6ZVswXS5yZXBsYWNlKFIsIiAiKX0pLGg9aC5zbGljZShjLmxlbmd0aCkpO2ZvcihnIGluIGQuZmlsdGVyKSEoZT1YW2ddLmV4ZWMoaCkpfHxqW2ddJiYhKGU9altnXShlKSl8fChjPWUuc2hpZnQoKSxmLnB1c2goe3ZhbHVlOmMsdHlwZTpnLG1hdGNoZXM6ZX0pLGg9aC5zbGljZShjLmxlbmd0aCkpO2lmKCFjKWJyZWFrfXJldHVybiBiP2gubGVuZ3RoOmg\/Z2EuZXJyb3IoYSk6eihhLGkpLnNsaWNlKDApfTtmdW5jdGlvbiByYShhKXtmb3IodmFyIGI9MCxjPWEubGVuZ3RoLGQ9IiI7Yz5iO2IrKylkKz1hW2JdLnZhbHVlO3JldHVybiBkfWZ1bmN0aW9uIHNhKGEsYixjKXt2YXIgZD1iLmRpcixlPWMmJiJwYXJlbnROb2RlIj09PWQsZj14Kys7cmV0dXJuIGIuZmlyc3Q\/ZnVuY3Rpb24oYixjLGYpe3doaWxlKGI9YltkXSlpZigxPT09Yi5ub2RlVHlwZXx8ZSlyZXR1cm4gYShiLGMsZil9OmZ1bmN0aW9uKGIsYyxnKXt2YXIgaCxpLGo9W3csZl07aWYoZyl7d2hpbGUoYj1iW2RdKWlmKCgxPT09Yi5ub2RlVHlwZXx8ZSkmJmEoYixjLGcpKXJldHVybiEwfWVsc2Ugd2hpbGUoYj1iW2RdKWlmKDE9PT1iLm5vZGVUeXBlfHxlKXtpZihpPWJbdV18fChiW3VdPXt9KSwoaD1pW2RdKSYmaFswXT09PXcmJmhbMV09PT1mKXJldHVybiBqWzJdPWhbMl07aWYoaVtkXT1qLGpbMl09YShiLGMsZykpcmV0dXJuITB9fX1mdW5jdGlvbiB0YShhKXtyZXR1cm4gYS5sZW5ndGg+MT9mdW5jdGlvbihiLGMsZCl7dmFyIGU9YS5sZW5ndGg7d2hpbGUoZS0tKWlmKCFhW2VdKGIsYyxkKSlyZXR1cm4hMTtyZXR1cm4hMH06YVswXX1mdW5jdGlvbiB1YShhLGIsYyl7Zm9yKHZhciBkPTAsZT1iLmxlbmd0aDtlPmQ7ZCsrKWdhKGEsYltkXSxjKTtyZXR1cm4gY31mdW5jdGlvbiB2YShhLGIsYyxkLGUpe2Zvcih2YXIgZixnPVtdLGg9MCxpPWEubGVuZ3RoLGo9bnVsbCE9YjtpPmg7aCsrKShmPWFbaF0pJiYoIWN8fGMoZixkLGUpKSYmKGcucHVzaChmKSxqJiZiLnB1c2goaCkpO3JldHVybiBnfWZ1bmN0aW9uIHdhKGEsYixjLGQsZSxmKXtyZXR1cm4gZCYmIWRbdV0mJihkPXdhKGQpKSxlJiYhZVt1XSYmKGU9d2EoZSxmKSksaWEoZnVuY3Rpb24oZixnLGgsaSl7dmFyIGosayxsLG09W10sbj1bXSxvPWcubGVuZ3RoLHA9Znx8dWEoYnx8IioiLGgubm9kZVR5cGU\/W2hdOmgsW10pLHE9IWF8fCFmJiZiP3A6dmEocCxtLGEsaCxpKSxyPWM\/ZXx8KGY\/YTpvfHxkKT9bXTpnOnE7aWYoYyYmYyhxLHIsaCxpKSxkKXtqPXZhKHIsbiksZChqLFtdLGgsaSksaz1qLmxlbmd0aDt3aGlsZShrLS0pKGw9altrXSkmJihyW25ba11dPSEocVtuW2tdXT1sKSl9aWYoZil7aWYoZXx8YSl7aWYoZSl7aj1bXSxrPXIubGVuZ3RoO3doaWxlKGstLSkobD1yW2tdKSYmai5wdXNoKHFba109bCk7ZShudWxsLHI9W10saixpKX1rPXIubGVuZ3RoO3doaWxlKGstLSkobD1yW2tdKSYmKGo9ZT9KKGYsbCk6bVtrXSk+LTEmJihmW2pdPSEoZ1tqXT1sKSl9fWVsc2Ugcj12YShyPT09Zz9yLnNwbGljZShvLHIubGVuZ3RoKTpyKSxlP2UobnVsbCxnLHIsaSk6SC5hcHBseShnLHIpfSl9ZnVuY3Rpb24geGEoYSl7Zm9yKHZhciBiLGMsZSxmPWEubGVuZ3RoLGc9ZC5yZWxhdGl2ZVthWzBdLnR5cGVdLGg9Z3x8ZC5yZWxhdGl2ZVsiICJdLGk9Zz8xOjAsaz1zYShmdW5jdGlvbihhKXtyZXR1cm4gYT09PWJ9LGgsITApLGw9c2EoZnVuY3Rpb24oYSl7cmV0dXJuIEooYixhKT4tMX0saCwhMCksbT1bZnVuY3Rpb24oYSxjLGQpe3ZhciBlPSFnJiYoZHx8YyE9PWopfHwoKGI9Yykubm9kZVR5cGU\/ayhhLGMsZCk6bChhLGMsZCkpO3JldHVybiBiPW51bGwsZX1dO2Y+aTtpKyspaWYoYz1kLnJlbGF0aXZlW2FbaV0udHlwZV0pbT1bc2EodGEobSksYyldO2Vsc2V7aWYoYz1kLmZpbHRlclthW2ldLnR5cGVdLmFwcGx5KG51bGwsYVtpXS5tYXRjaGVzKSxjW3VdKXtmb3IoZT0rK2k7Zj5lO2UrKylpZihkLnJlbGF0aXZlW2FbZV0udHlwZV0pYnJlYWs7cmV0dXJuIHdhKGk+MSYmdGEobSksaT4xJiZyYShhLnNsaWNlKDAsaS0xKS5jb25jYXQoe3ZhbHVlOiIgIj09PWFbaS0yXS50eXBlPyIqIjoiIn0pKS5yZXBsYWNlKFIsIiQxIiksYyxlPmkmJnhhKGEuc2xpY2UoaSxlKSksZj5lJiZ4YShhPWEuc2xpY2UoZSkpLGY+ZSYmcmEoYSkpfW0ucHVzaChjKX1yZXR1cm4gdGEobSl9ZnVuY3Rpb24geWEoYSxiKXt2YXIgYz1iLmxlbmd0aD4wLGU9YS5sZW5ndGg+MCxmPWZ1bmN0aW9uKGYsZyxoLGksayl7dmFyIGwsbSxvLHA9MCxxPSIwIixyPWYmJltdLHM9W10sdD1qLHU9Znx8ZSYmZC5maW5kLlRBRygiKiIsayksdj13Kz1udWxsPT10PzE6TWF0aC5yYW5kb20oKXx8LjEseD11Lmxlbmd0aDtmb3IoayYmKGo9ZyE9PW4mJmcpO3EhPT14JiZudWxsIT0obD11W3FdKTtxKyspe2lmKGUmJmwpe209MDt3aGlsZShvPWFbbSsrXSlpZihvKGwsZyxoKSl7aS5wdXNoKGwpO2JyZWFrfWsmJih3PXYpfWMmJigobD0hbyYmbCkmJnAtLSxmJiZyLnB1c2gobCkpfWlmKHArPXEsYyYmcSE9PXApe209MDt3aGlsZShvPWJbbSsrXSlvKHIscyxnLGgpO2lmKGYpe2lmKHA+MCl3aGlsZShxLS0pcltxXXx8c1txXXx8KHNbcV09Ri5jYWxsKGkpKTtzPXZhKHMpfUguYXBwbHkoaSxzKSxrJiYhZiYmcy5sZW5ndGg+MCYmcCtiLmxlbmd0aD4xJiZnYS51bmlxdWVTb3J0KGkpfXJldHVybiBrJiYodz12LGo9dCkscn07cmV0dXJuIGM\/aWEoZik6Zn1yZXR1cm4gaD1nYS5jb21waWxlPWZ1bmN0aW9uKGEsYil7dmFyIGMsZD1bXSxlPVtdLGY9QVthKyIgIl07aWYoIWYpe2J8fChiPWcoYSkpLGM9Yi5sZW5ndGg7d2hpbGUoYy0tKWY9eGEoYltjXSksZlt1XT9kLnB1c2goZik6ZS5wdXNoKGYpO2Y9QShhLHlhKGUsZCkpLGYuc2VsZWN0b3I9YX1yZXR1cm4gZn0saT1nYS5zZWxlY3Q9ZnVuY3Rpb24oYSxiLGUsZil7dmFyIGksaixrLGwsbSxuPSJmdW5jdGlvbiI9PXR5cGVvZiBhJiZhLG89IWYmJmcoYT1uLnNlbGVjdG9yfHxhKTtpZihlPWV8fFtdLDE9PT1vLmxlbmd0aCl7aWYoaj1vWzBdPW9bMF0uc2xpY2UoMCksai5sZW5ndGg+MiYmIklEIj09PShrPWpbMF0pLnR5cGUmJmMuZ2V0QnlJZCYmOT09PWIubm9kZVR5cGUmJnAmJmQucmVsYXRpdmVbalsxXS50eXBlXSl7aWYoYj0oZC5maW5kLklEKGsubWF0Y2hlc1swXS5yZXBsYWNlKGNhLGRhKSxiKXx8W10pWzBdLCFiKXJldHVybiBlO24mJihiPWIucGFyZW50Tm9kZSksYT1hLnNsaWNlKGouc2hpZnQoKS52YWx1ZS5sZW5ndGgpfWk9WC5uZWVkc0NvbnRleHQudGVzdChhKT8wOmoubGVuZ3RoO3doaWxlKGktLSl7aWYoaz1qW2ldLGQucmVsYXRpdmVbbD1rLnR5cGVdKWJyZWFrO2lmKChtPWQuZmluZFtsXSkmJihmPW0oay5tYXRjaGVzWzBdLnJlcGxhY2UoY2EsZGEpLGFhLnRlc3QoalswXS50eXBlKSYmcGEoYi5wYXJlbnROb2RlKXx8YikpKXtpZihqLnNwbGljZShpLDEpLGE9Zi5sZW5ndGgmJnJhKGopLCFhKXJldHVybiBILmFwcGx5KGUsZiksZTticmVha319fXJldHVybihufHxoKGEsbykpKGYsYiwhcCxlLGFhLnRlc3QoYSkmJnBhKGIucGFyZW50Tm9kZSl8fGIpLGV9LGMuc29ydFN0YWJsZT11LnNwbGl0KCIiKS5zb3J0KEIpLmpvaW4oIiIpPT09dSxjLmRldGVjdER1cGxpY2F0ZXM9ISFsLG0oKSxjLnNvcnREZXRhY2hlZD1qYShmdW5jdGlvbihhKXtyZXR1cm4gMSZhLmNvbXBhcmVEb2N1bWVudFBvc2l0aW9uKG4uY3JlYXRlRWxlbWVudCgiZGl2IikpfSksamEoZnVuY3Rpb24oYSl7cmV0dXJuIGEuaW5uZXJIVE1MPSI8YSBocmVmPScjJz48L2E+IiwiIyI9PT1hLmZpcnN0Q2hpbGQuZ2V0QXR0cmlidXRlKCJocmVmIil9KXx8a2EoInR5cGV8aHJlZnxoZWlnaHR8d2lkdGgiLGZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gYz92b2lkIDA6YS5nZXRBdHRyaWJ1dGUoYiwidHlwZSI9PT1iLnRvTG93ZXJDYXNlKCk\/MToyKX0pLGMuYXR0cmlidXRlcyYmamEoZnVuY3Rpb24oYSl7cmV0dXJuIGEuaW5uZXJIVE1MPSI8aW5wdXQvPiIsYS5maXJzdENoaWxkLnNldEF0dHJpYnV0ZSgidmFsdWUiLCIiKSwiIj09PWEuZmlyc3RDaGlsZC5nZXRBdHRyaWJ1dGUoInZhbHVlIil9KXx8a2EoInZhbHVlIixmdW5jdGlvbihhLGIsYyl7cmV0dXJuIGN8fCJpbnB1dCIhPT1hLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk\/dm9pZCAwOmEuZGVmYXVsdFZhbHVlfSksamEoZnVuY3Rpb24oYSl7cmV0dXJuIG51bGw9PWEuZ2V0QXR0cmlidXRlKCJkaXNhYmxlZCIpfSl8fGthKEssZnVuY3Rpb24oYSxiLGMpe3ZhciBkO3JldHVybiBjP3ZvaWQgMDphW2JdPT09ITA\/Yi50b0xvd2VyQ2FzZSgpOihkPWEuZ2V0QXR0cmlidXRlTm9kZShiKSkmJmQuc3BlY2lmaWVkP2QudmFsdWU6bnVsbH0pLGdhfShhKTttLmZpbmQ9cyxtLmV4cHI9cy5zZWxlY3RvcnMsbS5leHByWyI6Il09bS5leHByLnBzZXVkb3MsbS51bmlxdWU9cy51bmlxdWVTb3J0LG0udGV4dD1zLmdldFRleHQsbS5pc1hNTERvYz1zLmlzWE1MLG0uY29udGFpbnM9cy5jb250YWluczt2YXIgdD1tLmV4cHIubWF0Y2gubmVlZHNDb250ZXh0LHU9L148KFx3KylccypcLz8+KD86PFwvXDE+fCkkLyx2PS9eLlteOiNcW1wuLF0qJC87ZnVuY3Rpb24gdyhhLGIsYyl7aWYobS5pc0Z1bmN0aW9uKGIpKXJldHVybiBtLmdyZXAoYSxmdW5jdGlvbihhLGQpe3JldHVybiEhYi5jYWxsKGEsZCxhKSE9PWN9KTtpZihiLm5vZGVUeXBlKXJldHVybiBtLmdyZXAoYSxmdW5jdGlvbihhKXtyZXR1cm4gYT09PWIhPT1jfSk7aWYoInN0cmluZyI9PXR5cGVvZiBiKXtpZih2LnRlc3QoYikpcmV0dXJuIG0uZmlsdGVyKGIsYSxjKTtiPW0uZmlsdGVyKGIsYSl9cmV0dXJuIG0uZ3JlcChhLGZ1bmN0aW9uKGEpe3JldHVybiBtLmluQXJyYXkoYSxiKT49MCE9PWN9KX1tLmZpbHRlcj1mdW5jdGlvbihhLGIsYyl7dmFyIGQ9YlswXTtyZXR1cm4gYyYmKGE9Ijpub3QoIithKyIpIiksMT09PWIubGVuZ3RoJiYxPT09ZC5ub2RlVHlwZT9tLmZpbmQubWF0Y2hlc1NlbGVjdG9yKGQsYSk\/W2RdOltdOm0uZmluZC5tYXRjaGVzKGEsbS5ncmVwKGIsZnVuY3Rpb24oYSl7cmV0dXJuIDE9PT1hLm5vZGVUeXBlfSkpfSxtLmZuLmV4dGVuZCh7ZmluZDpmdW5jdGlvbihhKXt2YXIgYixjPVtdLGQ9dGhpcyxlPWQubGVuZ3RoO2lmKCJzdHJpbmciIT10eXBlb2YgYSlyZXR1cm4gdGhpcy5wdXNoU3RhY2sobShhKS5maWx0ZXIoZnVuY3Rpb24oKXtmb3IoYj0wO2U+YjtiKyspaWYobS5jb250YWlucyhkW2JdLHRoaXMpKXJldHVybiEwfSkpO2ZvcihiPTA7ZT5iO2IrKyltLmZpbmQoYSxkW2JdLGMpO3JldHVybiBjPXRoaXMucHVzaFN0YWNrKGU+MT9tLnVuaXF1ZShjKTpjKSxjLnNlbGVjdG9yPXRoaXMuc2VsZWN0b3I\/dGhpcy5zZWxlY3RvcisiICIrYTphLGN9LGZpbHRlcjpmdW5jdGlvbihhKXtyZXR1cm4gdGhpcy5wdXNoU3RhY2sodyh0aGlzLGF8fFtdLCExKSl9LG5vdDpmdW5jdGlvbihhKXtyZXR1cm4gdGhpcy5wdXNoU3RhY2sodyh0aGlzLGF8fFtdLCEwKSl9LGlzOmZ1bmN0aW9uKGEpe3JldHVybiEhdyh0aGlzLCJzdHJpbmciPT10eXBlb2YgYSYmdC50ZXN0KGEpP20oYSk6YXx8W10sITEpLmxlbmd0aH19KTt2YXIgeCx5PWEuZG9jdW1lbnQsej0vXig\/OlxzKig8W1x3XFddKz4pW14+XSp8IyhbXHctXSopKSQvLEE9bS5mbi5pbml0PWZ1bmN0aW9uKGEsYil7dmFyIGMsZDtpZighYSlyZXR1cm4gdGhpcztpZigic3RyaW5nIj09dHlwZW9mIGEpe2lmKGM9IjwiPT09YS5jaGFyQXQoMCkmJiI+Ij09PWEuY2hhckF0KGEubGVuZ3RoLTEpJiZhLmxlbmd0aD49Mz9bbnVsbCxhLG51bGxdOnouZXhlYyhhKSwhY3x8IWNbMV0mJmIpcmV0dXJuIWJ8fGIuanF1ZXJ5PyhifHx4KS5maW5kKGEpOnRoaXMuY29uc3RydWN0b3IoYikuZmluZChhKTtpZihjWzFdKXtpZihiPWIgaW5zdGFuY2VvZiBtP2JbMF06YixtLm1lcmdlKHRoaXMsbS5wYXJzZUhUTUwoY1sxXSxiJiZiLm5vZGVUeXBlP2Iub3duZXJEb2N1bWVudHx8Yjp5LCEwKSksdS50ZXN0KGNbMV0pJiZtLmlzUGxhaW5PYmplY3QoYikpZm9yKGMgaW4gYiltLmlzRnVuY3Rpb24odGhpc1tjXSk\/dGhpc1tjXShiW2NdKTp0aGlzLmF0dHIoYyxiW2NdKTtyZXR1cm4gdGhpc31pZihkPXkuZ2V0RWxlbWVudEJ5SWQoY1syXSksZCYmZC5wYXJlbnROb2RlKXtpZihkLmlkIT09Y1syXSlyZXR1cm4geC5maW5kKGEpO3RoaXMubGVuZ3RoPTEsdGhpc1swXT1kfXJldHVybiB0aGlzLmNvbnRleHQ9eSx0aGlzLnNlbGVjdG9yPWEsdGhpc31yZXR1cm4gYS5ub2RlVHlwZT8odGhpcy5jb250ZXh0PXRoaXNbMF09YSx0aGlzLmxlbmd0aD0xLHRoaXMpOm0uaXNGdW5jdGlvbihhKT8idW5kZWZpbmVkIiE9dHlwZW9mIHgucmVhZHk\/eC5yZWFkeShhKTphKG0pOih2b2lkIDAhPT1hLnNlbGVjdG9yJiYodGhpcy5zZWxlY3Rvcj1hLnNlbGVjdG9yLHRoaXMuY29udGV4dD1hLmNvbnRleHQpLG0ubWFrZUFycmF5KGEsdGhpcykpfTtBLnByb3RvdHlwZT1tLmZuLHg9bSh5KTt2YXIgQj0vXig\/OnBhcmVudHN8cHJldig\/OlVudGlsfEFsbCkpLyxDPXtjaGlsZHJlbjohMCxjb250ZW50czohMCxuZXh0OiEwLHByZXY6ITB9O20uZXh0ZW5kKHtkaXI6ZnVuY3Rpb24oYSxiLGMpe3ZhciBkPVtdLGU9YVtiXTt3aGlsZShlJiY5IT09ZS5ub2RlVHlwZSYmKHZvaWQgMD09PWN8fDEhPT1lLm5vZGVUeXBlfHwhbShlKS5pcyhjKSkpMT09PWUubm9kZVR5cGUmJmQucHVzaChlKSxlPWVbYl07cmV0dXJuIGR9LHNpYmxpbmc6ZnVuY3Rpb24oYSxiKXtmb3IodmFyIGM9W107YTthPWEubmV4dFNpYmxpbmcpMT09PWEubm9kZVR5cGUmJmEhPT1iJiZjLnB1c2goYSk7cmV0dXJuIGN9fSksbS5mbi5leHRlbmQoe2hhczpmdW5jdGlvbihhKXt2YXIgYixjPW0oYSx0aGlzKSxkPWMubGVuZ3RoO3JldHVybiB0aGlzLmZpbHRlcihmdW5jdGlvbigpe2ZvcihiPTA7ZD5iO2IrKylpZihtLmNvbnRhaW5zKHRoaXMsY1tiXSkpcmV0dXJuITB9KX0sY2xvc2VzdDpmdW5jdGlvbihhLGIpe2Zvcih2YXIgYyxkPTAsZT10aGlzLmxlbmd0aCxmPVtdLGc9dC50ZXN0KGEpfHwic3RyaW5nIiE9dHlwZW9mIGE\/bShhLGJ8fHRoaXMuY29udGV4dCk6MDtlPmQ7ZCsrKWZvcihjPXRoaXNbZF07YyYmYyE9PWI7Yz1jLnBhcmVudE5vZGUpaWYoYy5ub2RlVHlwZTwxMSYmKGc\/Zy5pbmRleChjKT4tMToxPT09Yy5ub2RlVHlwZSYmbS5maW5kLm1hdGNoZXNTZWxlY3RvcihjLGEpKSl7Zi5wdXNoKGMpO2JyZWFrfXJldHVybiB0aGlzLnB1c2hTdGFjayhmLmxlbmd0aD4xP20udW5pcXVlKGYpOmYpfSxpbmRleDpmdW5jdGlvbihhKXtyZXR1cm4gYT8ic3RyaW5nIj09dHlwZW9mIGE\/bS5pbkFycmF5KHRoaXNbMF0sbShhKSk6bS5pbkFycmF5KGEuanF1ZXJ5P2FbMF06YSx0aGlzKTp0aGlzWzBdJiZ0aGlzWzBdLnBhcmVudE5vZGU\/dGhpcy5maXJzdCgpLnByZXZBbGwoKS5sZW5ndGg6LTF9LGFkZDpmdW5jdGlvbihhLGIpe3JldHVybiB0aGlzLnB1c2hTdGFjayhtLnVuaXF1ZShtLm1lcmdlKHRoaXMuZ2V0KCksbShhLGIpKSkpfSxhZGRCYWNrOmZ1bmN0aW9uKGEpe3JldHVybiB0aGlzLmFkZChudWxsPT1hP3RoaXMucHJldk9iamVjdDp0aGlzLnByZXZPYmplY3QuZmlsdGVyKGEpKX19KTtmdW5jdGlvbiBEKGEsYil7ZG8gYT1hW2JdO3doaWxlKGEmJjEhPT1hLm5vZGVUeXBlKTtyZXR1cm4gYX1tLmVhY2goe3BhcmVudDpmdW5jdGlvbihhKXt2YXIgYj1hLnBhcmVudE5vZGU7cmV0dXJuIGImJjExIT09Yi5ub2RlVHlwZT9iOm51bGx9LHBhcmVudHM6ZnVuY3Rpb24oYSl7cmV0dXJuIG0uZGlyKGEsInBhcmVudE5vZGUiKX0scGFyZW50c1VudGlsOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gbS5kaXIoYSwicGFyZW50Tm9kZSIsYyl9LG5leHQ6ZnVuY3Rpb24oYSl7cmV0dXJuIEQoYSwibmV4dFNpYmxpbmciKX0scHJldjpmdW5jdGlvbihhKXtyZXR1cm4gRChhLCJwcmV2aW91c1NpYmxpbmciKX0sbmV4dEFsbDpmdW5jdGlvbihhKXtyZXR1cm4gbS5kaXIoYSwibmV4dFNpYmxpbmciKX0scHJldkFsbDpmdW5jdGlvbihhKXtyZXR1cm4gbS5kaXIoYSwicHJldmlvdXNTaWJsaW5nIil9LG5leHRVbnRpbDpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIG0uZGlyKGEsIm5leHRTaWJsaW5nIixjKX0scHJldlVudGlsOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gbS5kaXIoYSwicHJldmlvdXNTaWJsaW5nIixjKX0sc2libGluZ3M6ZnVuY3Rpb24oYSl7cmV0dXJuIG0uc2libGluZygoYS5wYXJlbnROb2RlfHx7fSkuZmlyc3RDaGlsZCxhKX0sY2hpbGRyZW46ZnVuY3Rpb24oYSl7cmV0dXJuIG0uc2libGluZyhhLmZpcnN0Q2hpbGQpfSxjb250ZW50czpmdW5jdGlvbihhKXtyZXR1cm4gbS5ub2RlTmFtZShhLCJpZnJhbWUiKT9hLmNvbnRlbnREb2N1bWVudHx8YS5jb250ZW50V2luZG93LmRvY3VtZW50Om0ubWVyZ2UoW10sYS5jaGlsZE5vZGVzKX19LGZ1bmN0aW9uKGEsYil7bS5mblthXT1mdW5jdGlvbihjLGQpe3ZhciBlPW0ubWFwKHRoaXMsYixjKTtyZXR1cm4iVW50aWwiIT09YS5zbGljZSgtNSkmJihkPWMpLGQmJiJzdHJpbmciPT10eXBlb2YgZCYmKGU9bS5maWx0ZXIoZCxlKSksdGhpcy5sZW5ndGg+MSYmKENbYV18fChlPW0udW5pcXVlKGUpKSxCLnRlc3QoYSkmJihlPWUucmV2ZXJzZSgpKSksdGhpcy5wdXNoU3RhY2soZSl9fSk7dmFyIEU9L1xTKy9nLEY9e307ZnVuY3Rpb24gRyhhKXt2YXIgYj1GW2FdPXt9O3JldHVybiBtLmVhY2goYS5tYXRjaChFKXx8W10sZnVuY3Rpb24oYSxjKXtiW2NdPSEwfSksYn1tLkNhbGxiYWNrcz1mdW5jdGlvbihhKXthPSJzdHJpbmciPT10eXBlb2YgYT9GW2FdfHxHKGEpOm0uZXh0ZW5kKHt9LGEpO3ZhciBiLGMsZCxlLGYsZyxoPVtdLGk9IWEub25jZSYmW10saj1mdW5jdGlvbihsKXtmb3IoYz1hLm1lbW9yeSYmbCxkPSEwLGY9Z3x8MCxnPTAsZT1oLmxlbmd0aCxiPSEwO2gmJmU+ZjtmKyspaWYoaFtmXS5hcHBseShsWzBdLGxbMV0pPT09ITEmJmEuc3RvcE9uRmFsc2Upe2M9ITE7YnJlYWt9Yj0hMSxoJiYoaT9pLmxlbmd0aCYmaihpLnNoaWZ0KCkpOmM\/aD1bXTprLmRpc2FibGUoKSl9LGs9e2FkZDpmdW5jdGlvbigpe2lmKGgpe3ZhciBkPWgubGVuZ3RoOyFmdW5jdGlvbiBmKGIpe20uZWFjaChiLGZ1bmN0aW9uKGIsYyl7dmFyIGQ9bS50eXBlKGMpOyJmdW5jdGlvbiI9PT1kP2EudW5pcXVlJiZrLmhhcyhjKXx8aC5wdXNoKGMpOmMmJmMubGVuZ3RoJiYic3RyaW5nIiE9PWQmJmYoYyl9KX0oYXJndW1lbnRzKSxiP2U9aC5sZW5ndGg6YyYmKGc9ZCxqKGMpKX1yZXR1cm4gdGhpc30scmVtb3ZlOmZ1bmN0aW9uKCl7cmV0dXJuIGgmJm0uZWFjaChhcmd1bWVudHMsZnVuY3Rpb24oYSxjKXt2YXIgZDt3aGlsZSgoZD1tLmluQXJyYXkoYyxoLGQpKT4tMSloLnNwbGljZShkLDEpLGImJihlPj1kJiZlLS0sZj49ZCYmZi0tKX0pLHRoaXN9LGhhczpmdW5jdGlvbihhKXtyZXR1cm4gYT9tLmluQXJyYXkoYSxoKT4tMTohKCFofHwhaC5sZW5ndGgpfSxlbXB0eTpmdW5jdGlvbigpe3JldHVybiBoPVtdLGU9MCx0aGlzfSxkaXNhYmxlOmZ1bmN0aW9uKCl7cmV0dXJuIGg9aT1jPXZvaWQgMCx0aGlzfSxkaXNhYmxlZDpmdW5jdGlvbigpe3JldHVybiFofSxsb2NrOmZ1bmN0aW9uKCl7cmV0dXJuIGk9dm9pZCAwLGN8fGsuZGlzYWJsZSgpLHRoaXN9LGxvY2tlZDpmdW5jdGlvbigpe3JldHVybiFpfSxmaXJlV2l0aDpmdW5jdGlvbihhLGMpe3JldHVybiFofHxkJiYhaXx8KGM9Y3x8W10sYz1bYSxjLnNsaWNlP2Muc2xpY2UoKTpjXSxiP2kucHVzaChjKTpqKGMpKSx0aGlzfSxmaXJlOmZ1bmN0aW9uKCl7cmV0dXJuIGsuZmlyZVdpdGgodGhpcyxhcmd1bWVudHMpLHRoaXN9LGZpcmVkOmZ1bmN0aW9uKCl7cmV0dXJuISFkfX07cmV0dXJuIGt9LG0uZXh0ZW5kKHtEZWZlcnJlZDpmdW5jdGlvbihhKXt2YXIgYj1bWyJyZXNvbHZlIiwiZG9uZSIsbS5DYWxsYmFja3MoIm9uY2UgbWVtb3J5IiksInJlc29sdmVkIl0sWyJyZWplY3QiLCJmYWlsIixtLkNhbGxiYWNrcygib25jZSBtZW1vcnkiKSwicmVqZWN0ZWQiXSxbIm5vdGlmeSIsInByb2dyZXNzIixtLkNhbGxiYWNrcygibWVtb3J5IildXSxjPSJwZW5kaW5nIixkPXtzdGF0ZTpmdW5jdGlvbigpe3JldHVybiBjfSxhbHdheXM6ZnVuY3Rpb24oKXtyZXR1cm4gZS5kb25lKGFyZ3VtZW50cykuZmFpbChhcmd1bWVudHMpLHRoaXN9LHRoZW46ZnVuY3Rpb24oKXt2YXIgYT1hcmd1bWVudHM7cmV0dXJuIG0uRGVmZXJyZWQoZnVuY3Rpb24oYyl7bS5lYWNoKGIsZnVuY3Rpb24oYixmKXt2YXIgZz1tLmlzRnVuY3Rpb24oYVtiXSkmJmFbYl07ZVtmWzFdXShmdW5jdGlvbigpe3ZhciBhPWcmJmcuYXBwbHkodGhpcyxhcmd1bWVudHMpO2EmJm0uaXNGdW5jdGlvbihhLnByb21pc2UpP2EucHJvbWlzZSgpLmRvbmUoYy5yZXNvbHZlKS5mYWlsKGMucmVqZWN0KS5wcm9ncmVzcyhjLm5vdGlmeSk6Y1tmWzBdKyJXaXRoIl0odGhpcz09PWQ\/Yy5wcm9taXNlKCk6dGhpcyxnP1thXTphcmd1bWVudHMpfSl9KSxhPW51bGx9KS5wcm9taXNlKCl9LHByb21pc2U6ZnVuY3Rpb24oYSl7cmV0dXJuIG51bGwhPWE\/bS5leHRlbmQoYSxkKTpkfX0sZT17fTtyZXR1cm4gZC5waXBlPWQudGhlbixtLmVhY2goYixmdW5jdGlvbihhLGYpe3ZhciBnPWZbMl0saD1mWzNdO2RbZlsxXV09Zy5hZGQsaCYmZy5hZGQoZnVuY3Rpb24oKXtjPWh9LGJbMV5hXVsyXS5kaXNhYmxlLGJbMl1bMl0ubG9jayksZVtmWzBdXT1mdW5jdGlvbigpe3JldHVybiBlW2ZbMF0rIldpdGgiXSh0aGlzPT09ZT9kOnRoaXMsYXJndW1lbnRzKSx0aGlzfSxlW2ZbMF0rIldpdGgiXT1nLmZpcmVXaXRofSksZC5wcm9taXNlKGUpLGEmJmEuY2FsbChlLGUpLGV9LHdoZW46ZnVuY3Rpb24oYSl7dmFyIGI9MCxjPWQuY2FsbChhcmd1bWVudHMpLGU9Yy5sZW5ndGgsZj0xIT09ZXx8YSYmbS5pc0Z1bmN0aW9uKGEucHJvbWlzZSk\/ZTowLGc9MT09PWY\/YTptLkRlZmVycmVkKCksaD1mdW5jdGlvbihhLGIsYyl7cmV0dXJuIGZ1bmN0aW9uKGUpe2JbYV09dGhpcyxjW2FdPWFyZ3VtZW50cy5sZW5ndGg+MT9kLmNhbGwoYXJndW1lbnRzKTplLGM9PT1pP2cubm90aWZ5V2l0aChiLGMpOi0tZnx8Zy5yZXNvbHZlV2l0aChiLGMpfX0saSxqLGs7aWYoZT4xKWZvcihpPW5ldyBBcnJheShlKSxqPW5ldyBBcnJheShlKSxrPW5ldyBBcnJheShlKTtlPmI7YisrKWNbYl0mJm0uaXNGdW5jdGlvbihjW2JdLnByb21pc2UpP2NbYl0ucHJvbWlzZSgpLmRvbmUoaChiLGssYykpLmZhaWwoZy5yZWplY3QpLnByb2dyZXNzKGgoYixqLGkpKTotLWY7cmV0dXJuIGZ8fGcucmVzb2x2ZVdpdGgoayxjKSxnLnByb21pc2UoKX19KTt2YXIgSDttLmZuLnJlYWR5PWZ1bmN0aW9uKGEpe3JldHVybiBtLnJlYWR5LnByb21pc2UoKS5kb25lKGEpLHRoaXN9LG0uZXh0ZW5kKHtpc1JlYWR5OiExLHJlYWR5V2FpdDoxLGhvbGRSZWFkeTpmdW5jdGlvbihhKXthP20ucmVhZHlXYWl0Kys6bS5yZWFkeSghMCl9LHJlYWR5OmZ1bmN0aW9uKGEpe2lmKGE9PT0hMD8hLS1tLnJlYWR5V2FpdDohbS5pc1JlYWR5KXtpZigheS5ib2R5KXJldHVybiBzZXRUaW1lb3V0KG0ucmVhZHkpO20uaXNSZWFkeT0hMCxhIT09ITAmJi0tbS5yZWFkeVdhaXQ+MHx8KEgucmVzb2x2ZVdpdGgoeSxbbV0pLG0uZm4udHJpZ2dlckhhbmRsZXImJihtKHkpLnRyaWdnZXJIYW5kbGVyKCJyZWFkeSIpLG0oeSkub2ZmKCJyZWFkeSIpKSl9fX0pO2Z1bmN0aW9uIEkoKXt5LmFkZEV2ZW50TGlzdGVuZXI\/KHkucmVtb3ZlRXZlbnRMaXN0ZW5lcigiRE9NQ29udGVudExvYWRlZCIsSiwhMSksYS5yZW1vdmVFdmVudExpc3RlbmVyKCJsb2FkIixKLCExKSk6KHkuZGV0YWNoRXZlbnQoIm9ucmVhZHlzdGF0ZWNoYW5nZSIsSiksYS5kZXRhY2hFdmVudCgib25sb2FkIixKKSl9ZnVuY3Rpb24gSigpeyh5LmFkZEV2ZW50TGlzdGVuZXJ8fCJsb2FkIj09PWV2ZW50LnR5cGV8fCJjb21wbGV0ZSI9PT15LnJlYWR5U3RhdGUpJiYoSSgpLG0ucmVhZHkoKSl9bS5yZWFkeS5wcm9taXNlPWZ1bmN0aW9uKGIpe2lmKCFIKWlmKEg9bS5EZWZlcnJlZCgpLCJjb21wbGV0ZSI9PT15LnJlYWR5U3RhdGUpc2V0VGltZW91dChtLnJlYWR5KTtlbHNlIGlmKHkuYWRkRXZlbnRMaXN0ZW5lcil5LmFkZEV2ZW50TGlzdGVuZXIoIkRPTUNvbnRlbnRMb2FkZWQiLEosITEpLGEuYWRkRXZlbnRMaXN0ZW5lcigibG9hZCIsSiwhMSk7ZWxzZXt5LmF0dGFjaEV2ZW50KCJvbnJlYWR5c3RhdGVjaGFuZ2UiLEopLGEuYXR0YWNoRXZlbnQoIm9ubG9hZCIsSik7dmFyIGM9ITE7dHJ5e2M9bnVsbD09YS5mcmFtZUVsZW1lbnQmJnkuZG9jdW1lbnRFbGVtZW50fWNhdGNoKGQpe31jJiZjLmRvU2Nyb2xsJiYhZnVuY3Rpb24gZSgpe2lmKCFtLmlzUmVhZHkpe3RyeXtjLmRvU2Nyb2xsKCJsZWZ0Iil9Y2F0Y2goYSl7cmV0dXJuIHNldFRpbWVvdXQoZSw1MCl9SSgpLG0ucmVhZHkoKX19KCl9cmV0dXJuIEgucHJvbWlzZShiKX07dmFyIEs9InVuZGVmaW5lZCIsTDtmb3IoTCBpbiBtKGspKWJyZWFrO2sub3duTGFzdD0iMCIhPT1MLGsuaW5saW5lQmxvY2tOZWVkc0xheW91dD0hMSxtKGZ1bmN0aW9uKCl7dmFyIGEsYixjLGQ7Yz15LmdldEVsZW1lbnRzQnlUYWdOYW1lKCJib2R5IilbMF0sYyYmYy5zdHlsZSYmKGI9eS5jcmVhdGVFbGVtZW50KCJkaXYiKSxkPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksZC5zdHlsZS5jc3NUZXh0PSJwb3NpdGlvbjphYnNvbHV0ZTtib3JkZXI6MDt3aWR0aDowO2hlaWdodDowO3RvcDowO2xlZnQ6LTk5OTlweCIsYy5hcHBlbmRDaGlsZChkKS5hcHBlbmRDaGlsZChiKSx0eXBlb2YgYi5zdHlsZS56b29tIT09SyYmKGIuc3R5bGUuY3NzVGV4dD0iZGlzcGxheTppbmxpbmU7bWFyZ2luOjA7Ym9yZGVyOjA7cGFkZGluZzoxcHg7d2lkdGg6MXB4O3pvb206MSIsay5pbmxpbmVCbG9ja05lZWRzTGF5b3V0PWE9Mz09PWIub2Zmc2V0V2lkdGgsYSYmKGMuc3R5bGUuem9vbT0xKSksYy5yZW1vdmVDaGlsZChkKSl9KSxmdW5jdGlvbigpe3ZhciBhPXkuY3JlYXRlRWxlbWVudCgiZGl2Iik7aWYobnVsbD09ay5kZWxldGVFeHBhbmRvKXtrLmRlbGV0ZUV4cGFuZG89ITA7dHJ5e2RlbGV0ZSBhLnRlc3R9Y2F0Y2goYil7ay5kZWxldGVFeHBhbmRvPSExfX1hPW51bGx9KCksbS5hY2NlcHREYXRhPWZ1bmN0aW9uKGEpe3ZhciBiPW0ubm9EYXRhWyhhLm5vZGVOYW1lKyIgIikudG9Mb3dlckNhc2UoKV0sYz0rYS5ub2RlVHlwZXx8MTtyZXR1cm4gMSE9PWMmJjkhPT1jPyExOiFifHxiIT09ITAmJmEuZ2V0QXR0cmlidXRlKCJjbGFzc2lkIik9PT1ifTt2YXIgTT0vXig\/Olx7W1x3XFddKlx9fFxbW1x3XFddKlxdKSQvLE49LyhbQS1aXSkvZztmdW5jdGlvbiBPKGEsYixjKXtpZih2b2lkIDA9PT1jJiYxPT09YS5ub2RlVHlwZSl7dmFyIGQ9ImRhdGEtIitiLnJlcGxhY2UoTiwiLSQxIikudG9Mb3dlckNhc2UoKTtpZihjPWEuZ2V0QXR0cmlidXRlKGQpLCJzdHJpbmciPT10eXBlb2YgYyl7dHJ5e2M9InRydWUiPT09Yz8hMDoiZmFsc2UiPT09Yz8hMToibnVsbCI9PT1jP251bGw6K2MrIiI9PT1jPytjOk0udGVzdChjKT9tLnBhcnNlSlNPTihjKTpjfWNhdGNoKGUpe31tLmRhdGEoYSxiLGMpfWVsc2UgYz12b2lkIDB9cmV0dXJuIGN9ZnVuY3Rpb24gUChhKXt2YXIgYjtmb3IoYiBpbiBhKWlmKCgiZGF0YSIhPT1ifHwhbS5pc0VtcHR5T2JqZWN0KGFbYl0pKSYmInRvSlNPTiIhPT1iKXJldHVybiExOwoKcmV0dXJuITB9ZnVuY3Rpb24gUShhLGIsZCxlKXtpZihtLmFjY2VwdERhdGEoYSkpe3ZhciBmLGcsaD1tLmV4cGFuZG8saT1hLm5vZGVUeXBlLGo9aT9tLmNhY2hlOmEsaz1pP2FbaF06YVtoXSYmaDtpZihrJiZqW2tdJiYoZXx8altrXS5kYXRhKXx8dm9pZCAwIT09ZHx8InN0cmluZyIhPXR5cGVvZiBiKXJldHVybiBrfHwoaz1pP2FbaF09Yy5wb3AoKXx8bS5ndWlkKys6aCksaltrXXx8KGpba109aT97fTp7dG9KU09OOm0ubm9vcH0pLCgib2JqZWN0Ij09dHlwZW9mIGJ8fCJmdW5jdGlvbiI9PXR5cGVvZiBiKSYmKGU\/altrXT1tLmV4dGVuZChqW2tdLGIpOmpba10uZGF0YT1tLmV4dGVuZChqW2tdLmRhdGEsYikpLGc9altrXSxlfHwoZy5kYXRhfHwoZy5kYXRhPXt9KSxnPWcuZGF0YSksdm9pZCAwIT09ZCYmKGdbbS5jYW1lbENhc2UoYildPWQpLCJzdHJpbmciPT10eXBlb2YgYj8oZj1nW2JdLG51bGw9PWYmJihmPWdbbS5jYW1lbENhc2UoYildKSk6Zj1nLGZ9fWZ1bmN0aW9uIFIoYSxiLGMpe2lmKG0uYWNjZXB0RGF0YShhKSl7dmFyIGQsZSxmPWEubm9kZVR5cGUsZz1mP20uY2FjaGU6YSxoPWY\/YVttLmV4cGFuZG9dOm0uZXhwYW5kbztpZihnW2hdKXtpZihiJiYoZD1jP2dbaF06Z1toXS5kYXRhKSl7bS5pc0FycmF5KGIpP2I9Yi5jb25jYXQobS5tYXAoYixtLmNhbWVsQ2FzZSkpOmIgaW4gZD9iPVtiXTooYj1tLmNhbWVsQ2FzZShiKSxiPWIgaW4gZD9bYl06Yi5zcGxpdCgiICIpKSxlPWIubGVuZ3RoO3doaWxlKGUtLSlkZWxldGUgZFtiW2VdXTtpZihjPyFQKGQpOiFtLmlzRW1wdHlPYmplY3QoZCkpcmV0dXJufShjfHwoZGVsZXRlIGdbaF0uZGF0YSxQKGdbaF0pKSkmJihmP20uY2xlYW5EYXRhKFthXSwhMCk6ay5kZWxldGVFeHBhbmRvfHxnIT1nLndpbmRvdz9kZWxldGUgZ1toXTpnW2hdPW51bGwpfX19bS5leHRlbmQoe2NhY2hlOnt9LG5vRGF0YTp7ImFwcGxldCAiOiEwLCJlbWJlZCAiOiEwLCJvYmplY3QgIjoiY2xzaWQ6RDI3Q0RCNkUtQUU2RC0xMWNmLTk2QjgtNDQ0NTUzNTQwMDAwIn0saGFzRGF0YTpmdW5jdGlvbihhKXtyZXR1cm4gYT1hLm5vZGVUeXBlP20uY2FjaGVbYVttLmV4cGFuZG9dXTphW20uZXhwYW5kb10sISFhJiYhUChhKX0sZGF0YTpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIFEoYSxiLGMpfSxyZW1vdmVEYXRhOmZ1bmN0aW9uKGEsYil7cmV0dXJuIFIoYSxiKX0sX2RhdGE6ZnVuY3Rpb24oYSxiLGMpe3JldHVybiBRKGEsYixjLCEwKX0sX3JlbW92ZURhdGE6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gUihhLGIsITApfX0pLG0uZm4uZXh0ZW5kKHtkYXRhOmZ1bmN0aW9uKGEsYil7dmFyIGMsZCxlLGY9dGhpc1swXSxnPWYmJmYuYXR0cmlidXRlcztpZih2b2lkIDA9PT1hKXtpZih0aGlzLmxlbmd0aCYmKGU9bS5kYXRhKGYpLDE9PT1mLm5vZGVUeXBlJiYhbS5fZGF0YShmLCJwYXJzZWRBdHRycyIpKSl7Yz1nLmxlbmd0aDt3aGlsZShjLS0pZ1tjXSYmKGQ9Z1tjXS5uYW1lLDA9PT1kLmluZGV4T2YoImRhdGEtIikmJihkPW0uY2FtZWxDYXNlKGQuc2xpY2UoNSkpLE8oZixkLGVbZF0pKSk7bS5fZGF0YShmLCJwYXJzZWRBdHRycyIsITApfXJldHVybiBlfXJldHVybiJvYmplY3QiPT10eXBlb2YgYT90aGlzLmVhY2goZnVuY3Rpb24oKXttLmRhdGEodGhpcyxhKX0pOmFyZ3VtZW50cy5sZW5ndGg+MT90aGlzLmVhY2goZnVuY3Rpb24oKXttLmRhdGEodGhpcyxhLGIpfSk6Zj9PKGYsYSxtLmRhdGEoZixhKSk6dm9pZCAwfSxyZW1vdmVEYXRhOmZ1bmN0aW9uKGEpe3JldHVybiB0aGlzLmVhY2goZnVuY3Rpb24oKXttLnJlbW92ZURhdGEodGhpcyxhKX0pfX0pLG0uZXh0ZW5kKHtxdWV1ZTpmdW5jdGlvbihhLGIsYyl7dmFyIGQ7cmV0dXJuIGE\/KGI9KGJ8fCJmeCIpKyJxdWV1ZSIsZD1tLl9kYXRhKGEsYiksYyYmKCFkfHxtLmlzQXJyYXkoYyk\/ZD1tLl9kYXRhKGEsYixtLm1ha2VBcnJheShjKSk6ZC5wdXNoKGMpKSxkfHxbXSk6dm9pZCAwfSxkZXF1ZXVlOmZ1bmN0aW9uKGEsYil7Yj1ifHwiZngiO3ZhciBjPW0ucXVldWUoYSxiKSxkPWMubGVuZ3RoLGU9Yy5zaGlmdCgpLGY9bS5fcXVldWVIb29rcyhhLGIpLGc9ZnVuY3Rpb24oKXttLmRlcXVldWUoYSxiKX07ImlucHJvZ3Jlc3MiPT09ZSYmKGU9Yy5zaGlmdCgpLGQtLSksZSYmKCJmeCI9PT1iJiZjLnVuc2hpZnQoImlucHJvZ3Jlc3MiKSxkZWxldGUgZi5zdG9wLGUuY2FsbChhLGcsZikpLCFkJiZmJiZmLmVtcHR5LmZpcmUoKX0sX3F1ZXVlSG9va3M6ZnVuY3Rpb24oYSxiKXt2YXIgYz1iKyJxdWV1ZUhvb2tzIjtyZXR1cm4gbS5fZGF0YShhLGMpfHxtLl9kYXRhKGEsYyx7ZW1wdHk6bS5DYWxsYmFja3MoIm9uY2UgbWVtb3J5IikuYWRkKGZ1bmN0aW9uKCl7bS5fcmVtb3ZlRGF0YShhLGIrInF1ZXVlIiksbS5fcmVtb3ZlRGF0YShhLGMpfSl9KX19KSxtLmZuLmV4dGVuZCh7cXVldWU6ZnVuY3Rpb24oYSxiKXt2YXIgYz0yO3JldHVybiJzdHJpbmciIT10eXBlb2YgYSYmKGI9YSxhPSJmeCIsYy0tKSxhcmd1bWVudHMubGVuZ3RoPGM\/bS5xdWV1ZSh0aGlzWzBdLGEpOnZvaWQgMD09PWI\/dGhpczp0aGlzLmVhY2goZnVuY3Rpb24oKXt2YXIgYz1tLnF1ZXVlKHRoaXMsYSxiKTttLl9xdWV1ZUhvb2tzKHRoaXMsYSksImZ4Ij09PWEmJiJpbnByb2dyZXNzIiE9PWNbMF0mJm0uZGVxdWV1ZSh0aGlzLGEpfSl9LGRlcXVldWU6ZnVuY3Rpb24oYSl7cmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbigpe20uZGVxdWV1ZSh0aGlzLGEpfSl9LGNsZWFyUXVldWU6ZnVuY3Rpb24oYSl7cmV0dXJuIHRoaXMucXVldWUoYXx8ImZ4IixbXSl9LHByb21pc2U6ZnVuY3Rpb24oYSxiKXt2YXIgYyxkPTEsZT1tLkRlZmVycmVkKCksZj10aGlzLGc9dGhpcy5sZW5ndGgsaD1mdW5jdGlvbigpey0tZHx8ZS5yZXNvbHZlV2l0aChmLFtmXSl9OyJzdHJpbmciIT10eXBlb2YgYSYmKGI9YSxhPXZvaWQgMCksYT1hfHwiZngiO3doaWxlKGctLSljPW0uX2RhdGEoZltnXSxhKyJxdWV1ZUhvb2tzIiksYyYmYy5lbXB0eSYmKGQrKyxjLmVtcHR5LmFkZChoKSk7cmV0dXJuIGgoKSxlLnByb21pc2UoYil9fSk7dmFyIFM9L1srLV0\/KD86XGQqXC58KVxkKyg\/OltlRV1bKy1dP1xkK3wpLy5zb3VyY2UsVD1bIlRvcCIsIlJpZ2h0IiwiQm90dG9tIiwiTGVmdCJdLFU9ZnVuY3Rpb24oYSxiKXtyZXR1cm4gYT1ifHxhLCJub25lIj09PW0uY3NzKGEsImRpc3BsYXkiKXx8IW0uY29udGFpbnMoYS5vd25lckRvY3VtZW50LGEpfSxWPW0uYWNjZXNzPWZ1bmN0aW9uKGEsYixjLGQsZSxmLGcpe3ZhciBoPTAsaT1hLmxlbmd0aCxqPW51bGw9PWM7aWYoIm9iamVjdCI9PT1tLnR5cGUoYykpe2U9ITA7Zm9yKGggaW4gYyltLmFjY2VzcyhhLGIsaCxjW2hdLCEwLGYsZyl9ZWxzZSBpZih2b2lkIDAhPT1kJiYoZT0hMCxtLmlzRnVuY3Rpb24oZCl8fChnPSEwKSxqJiYoZz8oYi5jYWxsKGEsZCksYj1udWxsKTooaj1iLGI9ZnVuY3Rpb24oYSxiLGMpe3JldHVybiBqLmNhbGwobShhKSxjKX0pKSxiKSlmb3IoO2k+aDtoKyspYihhW2hdLGMsZz9kOmQuY2FsbChhW2hdLGgsYihhW2hdLGMpKSk7cmV0dXJuIGU\/YTpqP2IuY2FsbChhKTppP2IoYVswXSxjKTpmfSxXPS9eKD86Y2hlY2tib3h8cmFkaW8pJC9pOyFmdW5jdGlvbigpe3ZhciBhPXkuY3JlYXRlRWxlbWVudCgiaW5wdXQiKSxiPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksYz15LmNyZWF0ZURvY3VtZW50RnJhZ21lbnQoKTtpZihiLmlubmVySFRNTD0iICA8bGluay8+PHRhYmxlPjwvdGFibGU+PGEgaHJlZj0nL2EnPmE8L2E+PGlucHV0IHR5cGU9J2NoZWNrYm94Jy8+IixrLmxlYWRpbmdXaGl0ZXNwYWNlPTM9PT1iLmZpcnN0Q2hpbGQubm9kZVR5cGUsay50Ym9keT0hYi5nZXRFbGVtZW50c0J5VGFnTmFtZSgidGJvZHkiKS5sZW5ndGgsay5odG1sU2VyaWFsaXplPSEhYi5nZXRFbGVtZW50c0J5VGFnTmFtZSgibGluayIpLmxlbmd0aCxrLmh0bWw1Q2xvbmU9Ijw6bmF2PjwvOm5hdj4iIT09eS5jcmVhdGVFbGVtZW50KCJuYXYiKS5jbG9uZU5vZGUoITApLm91dGVySFRNTCxhLnR5cGU9ImNoZWNrYm94IixhLmNoZWNrZWQ9ITAsYy5hcHBlbmRDaGlsZChhKSxrLmFwcGVuZENoZWNrZWQ9YS5jaGVja2VkLGIuaW5uZXJIVE1MPSI8dGV4dGFyZWE+eDwvdGV4dGFyZWE+IixrLm5vQ2xvbmVDaGVja2VkPSEhYi5jbG9uZU5vZGUoITApLmxhc3RDaGlsZC5kZWZhdWx0VmFsdWUsYy5hcHBlbmRDaGlsZChiKSxiLmlubmVySFRNTD0iPGlucHV0IHR5cGU9J3JhZGlvJyBjaGVja2VkPSdjaGVja2VkJyBuYW1lPSd0Jy8+IixrLmNoZWNrQ2xvbmU9Yi5jbG9uZU5vZGUoITApLmNsb25lTm9kZSghMCkubGFzdENoaWxkLmNoZWNrZWQsay5ub0Nsb25lRXZlbnQ9ITAsYi5hdHRhY2hFdmVudCYmKGIuYXR0YWNoRXZlbnQoIm9uY2xpY2siLGZ1bmN0aW9uKCl7ay5ub0Nsb25lRXZlbnQ9ITF9KSxiLmNsb25lTm9kZSghMCkuY2xpY2soKSksbnVsbD09ay5kZWxldGVFeHBhbmRvKXtrLmRlbGV0ZUV4cGFuZG89ITA7dHJ5e2RlbGV0ZSBiLnRlc3R9Y2F0Y2goZCl7ay5kZWxldGVFeHBhbmRvPSExfX19KCksZnVuY3Rpb24oKXt2YXIgYixjLGQ9eS5jcmVhdGVFbGVtZW50KCJkaXYiKTtmb3IoYiBpbntzdWJtaXQ6ITAsY2hhbmdlOiEwLGZvY3VzaW46ITB9KWM9Im9uIitiLChrW2IrIkJ1YmJsZXMiXT1jIGluIGEpfHwoZC5zZXRBdHRyaWJ1dGUoYywidCIpLGtbYisiQnViYmxlcyJdPWQuYXR0cmlidXRlc1tjXS5leHBhbmRvPT09ITEpO2Q9bnVsbH0oKTt2YXIgWD0vXig\/OmlucHV0fHNlbGVjdHx0ZXh0YXJlYSkkL2ksWT0vXmtleS8sWj0vXig\/Om1vdXNlfHBvaW50ZXJ8Y29udGV4dG1lbnUpfGNsaWNrLywkPS9eKD86Zm9jdXNpbmZvY3VzfGZvY3Vzb3V0Ymx1cikkLyxfPS9eKFteLl0qKSg\/OlwuKC4rKXwpJC87ZnVuY3Rpb24gYWEoKXtyZXR1cm4hMH1mdW5jdGlvbiBiYSgpe3JldHVybiExfWZ1bmN0aW9uIGNhKCl7dHJ5e3JldHVybiB5LmFjdGl2ZUVsZW1lbnR9Y2F0Y2goYSl7fX1tLmV2ZW50PXtnbG9iYWw6e30sYWRkOmZ1bmN0aW9uKGEsYixjLGQsZSl7dmFyIGYsZyxoLGksaixrLGwsbixvLHAscSxyPW0uX2RhdGEoYSk7aWYocil7Yy5oYW5kbGVyJiYoaT1jLGM9aS5oYW5kbGVyLGU9aS5zZWxlY3RvciksYy5ndWlkfHwoYy5ndWlkPW0uZ3VpZCsrKSwoZz1yLmV2ZW50cyl8fChnPXIuZXZlbnRzPXt9KSwoaz1yLmhhbmRsZSl8fChrPXIuaGFuZGxlPWZ1bmN0aW9uKGEpe3JldHVybiB0eXBlb2YgbT09PUt8fGEmJm0uZXZlbnQudHJpZ2dlcmVkPT09YS50eXBlP3ZvaWQgMDptLmV2ZW50LmRpc3BhdGNoLmFwcGx5KGsuZWxlbSxhcmd1bWVudHMpfSxrLmVsZW09YSksYj0oYnx8IiIpLm1hdGNoKEUpfHxbIiJdLGg9Yi5sZW5ndGg7d2hpbGUoaC0tKWY9Xy5leGVjKGJbaF0pfHxbXSxvPXE9ZlsxXSxwPShmWzJdfHwiIikuc3BsaXQoIi4iKS5zb3J0KCksbyYmKGo9bS5ldmVudC5zcGVjaWFsW29dfHx7fSxvPShlP2ouZGVsZWdhdGVUeXBlOmouYmluZFR5cGUpfHxvLGo9bS5ldmVudC5zcGVjaWFsW29dfHx7fSxsPW0uZXh0ZW5kKHt0eXBlOm8sb3JpZ1R5cGU6cSxkYXRhOmQsaGFuZGxlcjpjLGd1aWQ6Yy5ndWlkLHNlbGVjdG9yOmUsbmVlZHNDb250ZXh0OmUmJm0uZXhwci5tYXRjaC5uZWVkc0NvbnRleHQudGVzdChlKSxuYW1lc3BhY2U6cC5qb2luKCIuIil9LGkpLChuPWdbb10pfHwobj1nW29dPVtdLG4uZGVsZWdhdGVDb3VudD0wLGouc2V0dXAmJmouc2V0dXAuY2FsbChhLGQscCxrKSE9PSExfHwoYS5hZGRFdmVudExpc3RlbmVyP2EuYWRkRXZlbnRMaXN0ZW5lcihvLGssITEpOmEuYXR0YWNoRXZlbnQmJmEuYXR0YWNoRXZlbnQoIm9uIitvLGspKSksai5hZGQmJihqLmFkZC5jYWxsKGEsbCksbC5oYW5kbGVyLmd1aWR8fChsLmhhbmRsZXIuZ3VpZD1jLmd1aWQpKSxlP24uc3BsaWNlKG4uZGVsZWdhdGVDb3VudCsrLDAsbCk6bi5wdXNoKGwpLG0uZXZlbnQuZ2xvYmFsW29dPSEwKTthPW51bGx9fSxyZW1vdmU6ZnVuY3Rpb24oYSxiLGMsZCxlKXt2YXIgZixnLGgsaSxqLGssbCxuLG8scCxxLHI9bS5oYXNEYXRhKGEpJiZtLl9kYXRhKGEpO2lmKHImJihrPXIuZXZlbnRzKSl7Yj0oYnx8IiIpLm1hdGNoKEUpfHxbIiJdLGo9Yi5sZW5ndGg7d2hpbGUoai0tKWlmKGg9Xy5leGVjKGJbal0pfHxbXSxvPXE9aFsxXSxwPShoWzJdfHwiIikuc3BsaXQoIi4iKS5zb3J0KCksbyl7bD1tLmV2ZW50LnNwZWNpYWxbb118fHt9LG89KGQ\/bC5kZWxlZ2F0ZVR5cGU6bC5iaW5kVHlwZSl8fG8sbj1rW29dfHxbXSxoPWhbMl0mJm5ldyBSZWdFeHAoIihefFxcLikiK3Auam9pbigiXFwuKD86LipcXC58KSIpKyIoXFwufCQpIiksaT1mPW4ubGVuZ3RoO3doaWxlKGYtLSlnPW5bZl0sIWUmJnEhPT1nLm9yaWdUeXBlfHxjJiZjLmd1aWQhPT1nLmd1aWR8fGgmJiFoLnRlc3QoZy5uYW1lc3BhY2UpfHxkJiZkIT09Zy5zZWxlY3RvciYmKCIqKiIhPT1kfHwhZy5zZWxlY3Rvcil8fChuLnNwbGljZShmLDEpLGcuc2VsZWN0b3ImJm4uZGVsZWdhdGVDb3VudC0tLGwucmVtb3ZlJiZsLnJlbW92ZS5jYWxsKGEsZykpO2kmJiFuLmxlbmd0aCYmKGwudGVhcmRvd24mJmwudGVhcmRvd24uY2FsbChhLHAsci5oYW5kbGUpIT09ITF8fG0ucmVtb3ZlRXZlbnQoYSxvLHIuaGFuZGxlKSxkZWxldGUga1tvXSl9ZWxzZSBmb3IobyBpbiBrKW0uZXZlbnQucmVtb3ZlKGEsbytiW2pdLGMsZCwhMCk7bS5pc0VtcHR5T2JqZWN0KGspJiYoZGVsZXRlIHIuaGFuZGxlLG0uX3JlbW92ZURhdGEoYSwiZXZlbnRzIikpfX0sdHJpZ2dlcjpmdW5jdGlvbihiLGMsZCxlKXt2YXIgZixnLGgsaSxrLGwsbixvPVtkfHx5XSxwPWouY2FsbChiLCJ0eXBlIik\/Yi50eXBlOmIscT1qLmNhbGwoYiwibmFtZXNwYWNlIik\/Yi5uYW1lc3BhY2Uuc3BsaXQoIi4iKTpbXTtpZihoPWw9ZD1kfHx5LDMhPT1kLm5vZGVUeXBlJiY4IT09ZC5ub2RlVHlwZSYmISQudGVzdChwK20uZXZlbnQudHJpZ2dlcmVkKSYmKHAuaW5kZXhPZigiLiIpPj0wJiYocT1wLnNwbGl0KCIuIikscD1xLnNoaWZ0KCkscS5zb3J0KCkpLGc9cC5pbmRleE9mKCI6Iik8MCYmIm9uIitwLGI9YlttLmV4cGFuZG9dP2I6bmV3IG0uRXZlbnQocCwib2JqZWN0Ij09dHlwZW9mIGImJmIpLGIuaXNUcmlnZ2VyPWU\/MjozLGIubmFtZXNwYWNlPXEuam9pbigiLiIpLGIubmFtZXNwYWNlX3JlPWIubmFtZXNwYWNlP25ldyBSZWdFeHAoIihefFxcLikiK3Euam9pbigiXFwuKD86LipcXC58KSIpKyIoXFwufCQpIik6bnVsbCxiLnJlc3VsdD12b2lkIDAsYi50YXJnZXR8fChiLnRhcmdldD1kKSxjPW51bGw9PWM\/W2JdOm0ubWFrZUFycmF5KGMsW2JdKSxrPW0uZXZlbnQuc3BlY2lhbFtwXXx8e30sZXx8IWsudHJpZ2dlcnx8ay50cmlnZ2VyLmFwcGx5KGQsYykhPT0hMSkpe2lmKCFlJiYhay5ub0J1YmJsZSYmIW0uaXNXaW5kb3coZCkpe2ZvcihpPWsuZGVsZWdhdGVUeXBlfHxwLCQudGVzdChpK3ApfHwoaD1oLnBhcmVudE5vZGUpO2g7aD1oLnBhcmVudE5vZGUpby5wdXNoKGgpLGw9aDtsPT09KGQub3duZXJEb2N1bWVudHx8eSkmJm8ucHVzaChsLmRlZmF1bHRWaWV3fHxsLnBhcmVudFdpbmRvd3x8YSl9bj0wO3doaWxlKChoPW9bbisrXSkmJiFiLmlzUHJvcGFnYXRpb25TdG9wcGVkKCkpYi50eXBlPW4+MT9pOmsuYmluZFR5cGV8fHAsZj0obS5fZGF0YShoLCJldmVudHMiKXx8e30pW2IudHlwZV0mJm0uX2RhdGEoaCwiaGFuZGxlIiksZiYmZi5hcHBseShoLGMpLGY9ZyYmaFtnXSxmJiZmLmFwcGx5JiZtLmFjY2VwdERhdGEoaCkmJihiLnJlc3VsdD1mLmFwcGx5KGgsYyksYi5yZXN1bHQ9PT0hMSYmYi5wcmV2ZW50RGVmYXVsdCgpKTtpZihiLnR5cGU9cCwhZSYmIWIuaXNEZWZhdWx0UHJldmVudGVkKCkmJighay5fZGVmYXVsdHx8ay5fZGVmYXVsdC5hcHBseShvLnBvcCgpLGMpPT09ITEpJiZtLmFjY2VwdERhdGEoZCkmJmcmJmRbcF0mJiFtLmlzV2luZG93KGQpKXtsPWRbZ10sbCYmKGRbZ109bnVsbCksbS5ldmVudC50cmlnZ2VyZWQ9cDt0cnl7ZFtwXSgpfWNhdGNoKHIpe31tLmV2ZW50LnRyaWdnZXJlZD12b2lkIDAsbCYmKGRbZ109bCl9cmV0dXJuIGIucmVzdWx0fX0sZGlzcGF0Y2g6ZnVuY3Rpb24oYSl7YT1tLmV2ZW50LmZpeChhKTt2YXIgYixjLGUsZixnLGg9W10saT1kLmNhbGwoYXJndW1lbnRzKSxqPShtLl9kYXRhKHRoaXMsImV2ZW50cyIpfHx7fSlbYS50eXBlXXx8W10saz1tLmV2ZW50LnNwZWNpYWxbYS50eXBlXXx8e307aWYoaVswXT1hLGEuZGVsZWdhdGVUYXJnZXQ9dGhpcywhay5wcmVEaXNwYXRjaHx8ay5wcmVEaXNwYXRjaC5jYWxsKHRoaXMsYSkhPT0hMSl7aD1tLmV2ZW50LmhhbmRsZXJzLmNhbGwodGhpcyxhLGopLGI9MDt3aGlsZSgoZj1oW2IrK10pJiYhYS5pc1Byb3BhZ2F0aW9uU3RvcHBlZCgpKXthLmN1cnJlbnRUYXJnZXQ9Zi5lbGVtLGc9MDt3aGlsZSgoZT1mLmhhbmRsZXJzW2crK10pJiYhYS5pc0ltbWVkaWF0ZVByb3BhZ2F0aW9uU3RvcHBlZCgpKSghYS5uYW1lc3BhY2VfcmV8fGEubmFtZXNwYWNlX3JlLnRlc3QoZS5uYW1lc3BhY2UpKSYmKGEuaGFuZGxlT2JqPWUsYS5kYXRhPWUuZGF0YSxjPSgobS5ldmVudC5zcGVjaWFsW2Uub3JpZ1R5cGVdfHx7fSkuaGFuZGxlfHxlLmhhbmRsZXIpLmFwcGx5KGYuZWxlbSxpKSx2b2lkIDAhPT1jJiYoYS5yZXN1bHQ9Yyk9PT0hMSYmKGEucHJldmVudERlZmF1bHQoKSxhLnN0b3BQcm9wYWdhdGlvbigpKSl9cmV0dXJuIGsucG9zdERpc3BhdGNoJiZrLnBvc3REaXNwYXRjaC5jYWxsKHRoaXMsYSksYS5yZXN1bHR9fSxoYW5kbGVyczpmdW5jdGlvbihhLGIpe3ZhciBjLGQsZSxmLGc9W10saD1iLmRlbGVnYXRlQ291bnQsaT1hLnRhcmdldDtpZihoJiZpLm5vZGVUeXBlJiYoIWEuYnV0dG9ufHwiY2xpY2siIT09YS50eXBlKSlmb3IoO2khPXRoaXM7aT1pLnBhcmVudE5vZGV8fHRoaXMpaWYoMT09PWkubm9kZVR5cGUmJihpLmRpc2FibGVkIT09ITB8fCJjbGljayIhPT1hLnR5cGUpKXtmb3IoZT1bXSxmPTA7aD5mO2YrKylkPWJbZl0sYz1kLnNlbGVjdG9yKyIgIix2b2lkIDA9PT1lW2NdJiYoZVtjXT1kLm5lZWRzQ29udGV4dD9tKGMsdGhpcykuaW5kZXgoaSk+PTA6bS5maW5kKGMsdGhpcyxudWxsLFtpXSkubGVuZ3RoKSxlW2NdJiZlLnB1c2goZCk7ZS5sZW5ndGgmJmcucHVzaCh7ZWxlbTppLGhhbmRsZXJzOmV9KX1yZXR1cm4gaDxiLmxlbmd0aCYmZy5wdXNoKHtlbGVtOnRoaXMsaGFuZGxlcnM6Yi5zbGljZShoKX0pLGd9LGZpeDpmdW5jdGlvbihhKXtpZihhW20uZXhwYW5kb10pcmV0dXJuIGE7dmFyIGIsYyxkLGU9YS50eXBlLGY9YSxnPXRoaXMuZml4SG9va3NbZV07Z3x8KHRoaXMuZml4SG9va3NbZV09Zz1aLnRlc3QoZSk\/dGhpcy5tb3VzZUhvb2tzOlkudGVzdChlKT90aGlzLmtleUhvb2tzOnt9KSxkPWcucHJvcHM\/dGhpcy5wcm9wcy5jb25jYXQoZy5wcm9wcyk6dGhpcy5wcm9wcyxhPW5ldyBtLkV2ZW50KGYpLGI9ZC5sZW5ndGg7d2hpbGUoYi0tKWM9ZFtiXSxhW2NdPWZbY107cmV0dXJuIGEudGFyZ2V0fHwoYS50YXJnZXQ9Zi5zcmNFbGVtZW50fHx5KSwzPT09YS50YXJnZXQubm9kZVR5cGUmJihhLnRhcmdldD1hLnRhcmdldC5wYXJlbnROb2RlKSxhLm1ldGFLZXk9ISFhLm1ldGFLZXksZy5maWx0ZXI\/Zy5maWx0ZXIoYSxmKTphfSxwcm9wczoiYWx0S2V5IGJ1YmJsZXMgY2FuY2VsYWJsZSBjdHJsS2V5IGN1cnJlbnRUYXJnZXQgZXZlbnRQaGFzZSBtZXRhS2V5IHJlbGF0ZWRUYXJnZXQgc2hpZnRLZXkgdGFyZ2V0IHRpbWVTdGFtcCB2aWV3IHdoaWNoIi5zcGxpdCgiICIpLGZpeEhvb2tzOnt9LGtleUhvb2tzOntwcm9wczoiY2hhciBjaGFyQ29kZSBrZXkga2V5Q29kZSIuc3BsaXQoIiAiKSxmaWx0ZXI6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gbnVsbD09YS53aGljaCYmKGEud2hpY2g9bnVsbCE9Yi5jaGFyQ29kZT9iLmNoYXJDb2RlOmIua2V5Q29kZSksYX19LG1vdXNlSG9va3M6e3Byb3BzOiJidXR0b24gYnV0dG9ucyBjbGllbnRYIGNsaWVudFkgZnJvbUVsZW1lbnQgb2Zmc2V0WCBvZmZzZXRZIHBhZ2VYIHBhZ2VZIHNjcmVlblggc2NyZWVuWSB0b0VsZW1lbnQiLnNwbGl0KCIgIiksZmlsdGVyOmZ1bmN0aW9uKGEsYil7dmFyIGMsZCxlLGY9Yi5idXR0b24sZz1iLmZyb21FbGVtZW50O3JldHVybiBudWxsPT1hLnBhZ2VYJiZudWxsIT1iLmNsaWVudFgmJihkPWEudGFyZ2V0Lm93bmVyRG9jdW1lbnR8fHksZT1kLmRvY3VtZW50RWxlbWVudCxjPWQuYm9keSxhLnBhZ2VYPWIuY2xpZW50WCsoZSYmZS5zY3JvbGxMZWZ0fHxjJiZjLnNjcm9sbExlZnR8fDApLShlJiZlLmNsaWVudExlZnR8fGMmJmMuY2xpZW50TGVmdHx8MCksYS5wYWdlWT1iLmNsaWVudFkrKGUmJmUuc2Nyb2xsVG9wfHxjJiZjLnNjcm9sbFRvcHx8MCktKGUmJmUuY2xpZW50VG9wfHxjJiZjLmNsaWVudFRvcHx8MCkpLCFhLnJlbGF0ZWRUYXJnZXQmJmcmJihhLnJlbGF0ZWRUYXJnZXQ9Zz09PWEudGFyZ2V0P2IudG9FbGVtZW50OmcpLGEud2hpY2h8fHZvaWQgMD09PWZ8fChhLndoaWNoPTEmZj8xOjImZj8zOjQmZj8yOjApLGF9fSxzcGVjaWFsOntsb2FkOntub0J1YmJsZTohMH0sZm9jdXM6e3RyaWdnZXI6ZnVuY3Rpb24oKXtpZih0aGlzIT09Y2EoKSYmdGhpcy5mb2N1cyl0cnl7cmV0dXJuIHRoaXMuZm9jdXMoKSwhMX1jYXRjaChhKXt9fSxkZWxlZ2F0ZVR5cGU6ImZvY3VzaW4ifSxibHVyOnt0cmlnZ2VyOmZ1bmN0aW9uKCl7cmV0dXJuIHRoaXM9PT1jYSgpJiZ0aGlzLmJsdXI\/KHRoaXMuYmx1cigpLCExKTp2b2lkIDB9LGRlbGVnYXRlVHlwZToiZm9jdXNvdXQifSxjbGljazp7dHJpZ2dlcjpmdW5jdGlvbigpe3JldHVybiBtLm5vZGVOYW1lKHRoaXMsImlucHV0IikmJiJjaGVja2JveCI9PT10aGlzLnR5cGUmJnRoaXMuY2xpY2s\/KHRoaXMuY2xpY2soKSwhMSk6dm9pZCAwfSxfZGVmYXVsdDpmdW5jdGlvbihhKXtyZXR1cm4gbS5ub2RlTmFtZShhLnRhcmdldCwiYSIpfX0sYmVmb3JldW5sb2FkOntwb3N0RGlzcGF0Y2g6ZnVuY3Rpb24oYSl7dm9pZCAwIT09YS5yZXN1bHQmJmEub3JpZ2luYWxFdmVudCYmKGEub3JpZ2luYWxFdmVudC5yZXR1cm5WYWx1ZT1hLnJlc3VsdCl9fX0sc2ltdWxhdGU6ZnVuY3Rpb24oYSxiLGMsZCl7dmFyIGU9bS5leHRlbmQobmV3IG0uRXZlbnQsYyx7dHlwZTphLGlzU2ltdWxhdGVkOiEwLG9yaWdpbmFsRXZlbnQ6e319KTtkP20uZXZlbnQudHJpZ2dlcihlLG51bGwsYik6bS5ldmVudC5kaXNwYXRjaC5jYWxsKGIsZSksZS5pc0RlZmF1bHRQcmV2ZW50ZWQoKSYmYy5wcmV2ZW50RGVmYXVsdCgpfX0sbS5yZW1vdmVFdmVudD15LnJlbW92ZUV2ZW50TGlzdGVuZXI\/ZnVuY3Rpb24oYSxiLGMpe2EucmVtb3ZlRXZlbnRMaXN0ZW5lciYmYS5yZW1vdmVFdmVudExpc3RlbmVyKGIsYywhMSl9OmZ1bmN0aW9uKGEsYixjKXt2YXIgZD0ib24iK2I7YS5kZXRhY2hFdmVudCYmKHR5cGVvZiBhW2RdPT09SyYmKGFbZF09bnVsbCksYS5kZXRhY2hFdmVudChkLGMpKX0sbS5FdmVudD1mdW5jdGlvbihhLGIpe3JldHVybiB0aGlzIGluc3RhbmNlb2YgbS5FdmVudD8oYSYmYS50eXBlPyh0aGlzLm9yaWdpbmFsRXZlbnQ9YSx0aGlzLnR5cGU9YS50eXBlLHRoaXMuaXNEZWZhdWx0UHJldmVudGVkPWEuZGVmYXVsdFByZXZlbnRlZHx8dm9pZCAwPT09YS5kZWZhdWx0UHJldmVudGVkJiZhLnJldHVyblZhbHVlPT09ITE\/YWE6YmEpOnRoaXMudHlwZT1hLGImJm0uZXh0ZW5kKHRoaXMsYiksdGhpcy50aW1lU3RhbXA9YSYmYS50aW1lU3RhbXB8fG0ubm93KCksdm9pZCh0aGlzW20uZXhwYW5kb109ITApKTpuZXcgbS5FdmVudChhLGIpfSxtLkV2ZW50LnByb3RvdHlwZT17aXNEZWZhdWx0UHJldmVudGVkOmJhLGlzUHJvcGFnYXRpb25TdG9wcGVkOmJhLGlzSW1tZWRpYXRlUHJvcGFnYXRpb25TdG9wcGVkOmJhLHByZXZlbnREZWZhdWx0OmZ1bmN0aW9uKCl7dmFyIGE9dGhpcy5vcmlnaW5hbEV2ZW50O3RoaXMuaXNEZWZhdWx0UHJldmVudGVkPWFhLGEmJihhLnByZXZlbnREZWZhdWx0P2EucHJldmVudERlZmF1bHQoKTphLnJldHVyblZhbHVlPSExKX0sc3RvcFByb3BhZ2F0aW9uOmZ1bmN0aW9uKCl7dmFyIGE9dGhpcy5vcmlnaW5hbEV2ZW50O3RoaXMuaXNQcm9wYWdhdGlvblN0b3BwZWQ9YWEsYSYmKGEuc3RvcFByb3BhZ2F0aW9uJiZhLnN0b3BQcm9wYWdhdGlvbigpLGEuY2FuY2VsQnViYmxlPSEwKX0sc3RvcEltbWVkaWF0ZVByb3BhZ2F0aW9uOmZ1bmN0aW9uKCl7dmFyIGE9dGhpcy5vcmlnaW5hbEV2ZW50O3RoaXMuaXNJbW1lZGlhdGVQcm9wYWdhdGlvblN0b3BwZWQ9YWEsYSYmYS5zdG9wSW1tZWRpYXRlUHJvcGFnYXRpb24mJmEuc3RvcEltbWVkaWF0ZVByb3BhZ2F0aW9uKCksdGhpcy5zdG9wUHJvcGFnYXRpb24oKX19LG0uZWFjaCh7bW91c2VlbnRlcjoibW91c2VvdmVyIixtb3VzZWxlYXZlOiJtb3VzZW91dCIscG9pbnRlcmVudGVyOiJwb2ludGVyb3ZlciIscG9pbnRlcmxlYXZlOiJwb2ludGVyb3V0In0sZnVuY3Rpb24oYSxiKXttLmV2ZW50LnNwZWNpYWxbYV09e2RlbGVnYXRlVHlwZTpiLGJpbmRUeXBlOmIsaGFuZGxlOmZ1bmN0aW9uKGEpe3ZhciBjLGQ9dGhpcyxlPWEucmVsYXRlZFRhcmdldCxmPWEuaGFuZGxlT2JqO3JldHVybighZXx8ZSE9PWQmJiFtLmNvbnRhaW5zKGQsZSkpJiYoYS50eXBlPWYub3JpZ1R5cGUsYz1mLmhhbmRsZXIuYXBwbHkodGhpcyxhcmd1bWVudHMpLGEudHlwZT1iKSxjfX19KSxrLnN1Ym1pdEJ1YmJsZXN8fChtLmV2ZW50LnNwZWNpYWwuc3VibWl0PXtzZXR1cDpmdW5jdGlvbigpe3JldHVybiBtLm5vZGVOYW1lKHRoaXMsImZvcm0iKT8hMTp2b2lkIG0uZXZlbnQuYWRkKHRoaXMsImNsaWNrLl9zdWJtaXQga2V5cHJlc3MuX3N1Ym1pdCIsZnVuY3Rpb24oYSl7dmFyIGI9YS50YXJnZXQsYz1tLm5vZGVOYW1lKGIsImlucHV0Iil8fG0ubm9kZU5hbWUoYiwiYnV0dG9uIik\/Yi5mb3JtOnZvaWQgMDtjJiYhbS5fZGF0YShjLCJzdWJtaXRCdWJibGVzIikmJihtLmV2ZW50LmFkZChjLCJzdWJtaXQuX3N1Ym1pdCIsZnVuY3Rpb24oYSl7YS5fc3VibWl0X2J1YmJsZT0hMH0pLG0uX2RhdGEoYywic3VibWl0QnViYmxlcyIsITApKX0pfSxwb3N0RGlzcGF0Y2g6ZnVuY3Rpb24oYSl7YS5fc3VibWl0X2J1YmJsZSYmKGRlbGV0ZSBhLl9zdWJtaXRfYnViYmxlLHRoaXMucGFyZW50Tm9kZSYmIWEuaXNUcmlnZ2VyJiZtLmV2ZW50LnNpbXVsYXRlKCJzdWJtaXQiLHRoaXMucGFyZW50Tm9kZSxhLCEwKSl9LHRlYXJkb3duOmZ1bmN0aW9uKCl7cmV0dXJuIG0ubm9kZU5hbWUodGhpcywiZm9ybSIpPyExOnZvaWQgbS5ldmVudC5yZW1vdmUodGhpcywiLl9zdWJtaXQiKX19KSxrLmNoYW5nZUJ1YmJsZXN8fChtLmV2ZW50LnNwZWNpYWwuY2hhbmdlPXtzZXR1cDpmdW5jdGlvbigpe3JldHVybiBYLnRlc3QodGhpcy5ub2RlTmFtZSk\/KCgiY2hlY2tib3giPT09dGhpcy50eXBlfHwicmFkaW8iPT09dGhpcy50eXBlKSYmKG0uZXZlbnQuYWRkKHRoaXMsInByb3BlcnR5Y2hhbmdlLl9jaGFuZ2UiLGZ1bmN0aW9uKGEpeyJjaGVja2VkIj09PWEub3JpZ2luYWxFdmVudC5wcm9wZXJ0eU5hbWUmJih0aGlzLl9qdXN0X2NoYW5nZWQ9ITApfSksbS5ldmVudC5hZGQodGhpcywiY2xpY2suX2NoYW5nZSIsZnVuY3Rpb24oYSl7dGhpcy5fanVzdF9jaGFuZ2VkJiYhYS5pc1RyaWdnZXImJih0aGlzLl9qdXN0X2NoYW5nZWQ9ITEpLG0uZXZlbnQuc2ltdWxhdGUoImNoYW5nZSIsdGhpcyxhLCEwKX0pKSwhMSk6dm9pZCBtLmV2ZW50LmFkZCh0aGlzLCJiZWZvcmVhY3RpdmF0ZS5fY2hhbmdlIixmdW5jdGlvbihhKXt2YXIgYj1hLnRhcmdldDtYLnRlc3QoYi5ub2RlTmFtZSkmJiFtLl9kYXRhKGIsImNoYW5nZUJ1YmJsZXMiKSYmKG0uZXZlbnQuYWRkKGIsImNoYW5nZS5fY2hhbmdlIixmdW5jdGlvbihhKXshdGhpcy5wYXJlbnROb2RlfHxhLmlzU2ltdWxhdGVkfHxhLmlzVHJpZ2dlcnx8bS5ldmVudC5zaW11bGF0ZSgiY2hhbmdlIix0aGlzLnBhcmVudE5vZGUsYSwhMCl9KSxtLl9kYXRhKGIsImNoYW5nZUJ1YmJsZXMiLCEwKSl9KX0saGFuZGxlOmZ1bmN0aW9uKGEpe3ZhciBiPWEudGFyZ2V0O3JldHVybiB0aGlzIT09Ynx8YS5pc1NpbXVsYXRlZHx8YS5pc1RyaWdnZXJ8fCJyYWRpbyIhPT1iLnR5cGUmJiJjaGVja2JveCIhPT1iLnR5cGU\/YS5oYW5kbGVPYmouaGFuZGxlci5hcHBseSh0aGlzLGFyZ3VtZW50cyk6dm9pZCAwfSx0ZWFyZG93bjpmdW5jdGlvbigpe3JldHVybiBtLmV2ZW50LnJlbW92ZSh0aGlzLCIuX2NoYW5nZSIpLCFYLnRlc3QodGhpcy5ub2RlTmFtZSl9fSksay5mb2N1c2luQnViYmxlc3x8bS5lYWNoKHtmb2N1czoiZm9jdXNpbiIsYmx1cjoiZm9jdXNvdXQifSxmdW5jdGlvbihhLGIpe3ZhciBjPWZ1bmN0aW9uKGEpe20uZXZlbnQuc2ltdWxhdGUoYixhLnRhcmdldCxtLmV2ZW50LmZpeChhKSwhMCl9O20uZXZlbnQuc3BlY2lhbFtiXT17c2V0dXA6ZnVuY3Rpb24oKXt2YXIgZD10aGlzLm93bmVyRG9jdW1lbnR8fHRoaXMsZT1tLl9kYXRhKGQsYik7ZXx8ZC5hZGRFdmVudExpc3RlbmVyKGEsYywhMCksbS5fZGF0YShkLGIsKGV8fDApKzEpfSx0ZWFyZG93bjpmdW5jdGlvbigpe3ZhciBkPXRoaXMub3duZXJEb2N1bWVudHx8dGhpcyxlPW0uX2RhdGEoZCxiKS0xO2U\/bS5fZGF0YShkLGIsZSk6KGQucmVtb3ZlRXZlbnRMaXN0ZW5lcihhLGMsITApLG0uX3JlbW92ZURhdGEoZCxiKSl9fX0pLG0uZm4uZXh0ZW5kKHtvbjpmdW5jdGlvbihhLGIsYyxkLGUpe3ZhciBmLGc7aWYoIm9iamVjdCI9PXR5cGVvZiBhKXsic3RyaW5nIiE9dHlwZW9mIGImJihjPWN8fGIsYj12b2lkIDApO2ZvcihmIGluIGEpdGhpcy5vbihmLGIsYyxhW2ZdLGUpO3JldHVybiB0aGlzfWlmKG51bGw9PWMmJm51bGw9PWQ\/KGQ9YixjPWI9dm9pZCAwKTpudWxsPT1kJiYoInN0cmluZyI9PXR5cGVvZiBiPyhkPWMsYz12b2lkIDApOihkPWMsYz1iLGI9dm9pZCAwKSksZD09PSExKWQ9YmE7ZWxzZSBpZighZClyZXR1cm4gdGhpcztyZXR1cm4gMT09PWUmJihnPWQsZD1mdW5jdGlvbihhKXtyZXR1cm4gbSgpLm9mZihhKSxnLmFwcGx5KHRoaXMsYXJndW1lbnRzKX0sZC5ndWlkPWcuZ3VpZHx8KGcuZ3VpZD1tLmd1aWQrKykpLHRoaXMuZWFjaChmdW5jdGlvbigpe20uZXZlbnQuYWRkKHRoaXMsYSxkLGMsYil9KX0sb25lOmZ1bmN0aW9uKGEsYixjLGQpe3JldHVybiB0aGlzLm9uKGEsYixjLGQsMSl9LG9mZjpmdW5jdGlvbihhLGIsYyl7dmFyIGQsZTtpZihhJiZhLnByZXZlbnREZWZhdWx0JiZhLmhhbmRsZU9iailyZXR1cm4gZD1hLmhhbmRsZU9iaixtKGEuZGVsZWdhdGVUYXJnZXQpLm9mZihkLm5hbWVzcGFjZT9kLm9yaWdUeXBlKyIuIitkLm5hbWVzcGFjZTpkLm9yaWdUeXBlLGQuc2VsZWN0b3IsZC5oYW5kbGVyKSx0aGlzO2lmKCJvYmplY3QiPT10eXBlb2YgYSl7Zm9yKGUgaW4gYSl0aGlzLm9mZihlLGIsYVtlXSk7cmV0dXJuIHRoaXN9cmV0dXJuKGI9PT0hMXx8ImZ1bmN0aW9uIj09dHlwZW9mIGIpJiYoYz1iLGI9dm9pZCAwKSxjPT09ITEmJihjPWJhKSx0aGlzLmVhY2goZnVuY3Rpb24oKXttLmV2ZW50LnJlbW92ZSh0aGlzLGEsYyxiKX0pfSx0cmlnZ2VyOmZ1bmN0aW9uKGEsYil7cmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbigpe20uZXZlbnQudHJpZ2dlcihhLGIsdGhpcyl9KX0sdHJpZ2dlckhhbmRsZXI6ZnVuY3Rpb24oYSxiKXt2YXIgYz10aGlzWzBdO3JldHVybiBjP20uZXZlbnQudHJpZ2dlcihhLGIsYywhMCk6dm9pZCAwfX0pO2Z1bmN0aW9uIGRhKGEpe3ZhciBiPWVhLnNwbGl0KCJ8IiksYz1hLmNyZWF0ZURvY3VtZW50RnJhZ21lbnQoKTtpZihjLmNyZWF0ZUVsZW1lbnQpd2hpbGUoYi5sZW5ndGgpYy5jcmVhdGVFbGVtZW50KGIucG9wKCkpO3JldHVybiBjfXZhciBlYT0iYWJicnxhcnRpY2xlfGFzaWRlfGF1ZGlvfGJkaXxjYW52YXN8ZGF0YXxkYXRhbGlzdHxkZXRhaWxzfGZpZ2NhcHRpb258ZmlndXJlfGZvb3RlcnxoZWFkZXJ8aGdyb3VwfG1hcmt8bWV0ZXJ8bmF2fG91dHB1dHxwcm9ncmVzc3xzZWN0aW9ufHN1bW1hcnl8dGltZXx2aWRlbyIsZmE9LyBqUXVlcnlcZCs9Iig\/Om51bGx8XGQrKSIvZyxnYT1uZXcgUmVnRXhwKCI8KD86IitlYSsiKVtcXHMvPl0iLCJpIiksaGE9L15ccysvLGlhPS88KD8hYXJlYXxicnxjb2x8ZW1iZWR8aHJ8aW1nfGlucHV0fGxpbmt8bWV0YXxwYXJhbSkoKFtcdzpdKylbXj5dKilcLz4vZ2ksamE9LzwoW1x3Ol0rKS8sa2E9Lzx0Ym9keS9pLGxhPS88fCYjP1x3KzsvLG1hPS88KD86c2NyaXB0fHN0eWxlfGxpbmspL2ksbmE9L2NoZWNrZWRccyooPzpbXj1dfD1ccyouY2hlY2tlZC4pL2ksb2E9L14kfFwvKD86amF2YXxlY21hKXNjcmlwdC9pLHBhPS9edHJ1ZVwvKC4qKS8scWE9L15ccyo8ISg\/OlxbQ0RBVEFcW3wtLSl8KD86XF1cXXwtLSk+XHMqJC9nLHJhPXtvcHRpb246WzEsIjxzZWxlY3QgbXVsdGlwbGU9J211bHRpcGxlJz4iLCI8L3NlbGVjdD4iXSxsZWdlbmQ6WzEsIjxmaWVsZHNldD4iLCI8L2ZpZWxkc2V0PiJdLGFyZWE6WzEsIjxtYXA+IiwiPC9tYXA+Il0scGFyYW06WzEsIjxvYmplY3Q+IiwiPC9vYmplY3Q+Il0sdGhlYWQ6WzEsIjx0YWJsZT4iLCI8L3RhYmxlPiJdLHRyOlsyLCI8dGFibGU+PHRib2R5PiIsIjwvdGJvZHk+PC90YWJsZT4iXSxjb2w6WzIsIjx0YWJsZT48dGJvZHk+PC90Ym9keT48Y29sZ3JvdXA+IiwiPC9jb2xncm91cD48L3RhYmxlPiJdLHRkOlszLCI8dGFibGU+PHRib2R5Pjx0cj4iLCI8L3RyPjwvdGJvZHk+PC90YWJsZT4iXSxfZGVmYXVsdDprLmh0bWxTZXJpYWxpemU\/WzAsIiIsIiJdOlsxLCJYPGRpdj4iLCI8L2Rpdj4iXX0sc2E9ZGEoeSksdGE9c2EuYXBwZW5kQ2hpbGQoeS5jcmVhdGVFbGVtZW50KCJkaXYiKSk7cmEub3B0Z3JvdXA9cmEub3B0aW9uLHJhLnRib2R5PXJhLnRmb290PXJhLmNvbGdyb3VwPXJhLmNhcHRpb249cmEudGhlYWQscmEudGg9cmEudGQ7ZnVuY3Rpb24gdWEoYSxiKXt2YXIgYyxkLGU9MCxmPXR5cGVvZiBhLmdldEVsZW1lbnRzQnlUYWdOYW1lIT09Sz9hLmdldEVsZW1lbnRzQnlUYWdOYW1lKGJ8fCIqIik6dHlwZW9mIGEucXVlcnlTZWxlY3RvckFsbCE9PUs\/YS5xdWVyeVNlbGVjdG9yQWxsKGJ8fCIqIik6dm9pZCAwO2lmKCFmKWZvcihmPVtdLGM9YS5jaGlsZE5vZGVzfHxhO251bGwhPShkPWNbZV0pO2UrKykhYnx8bS5ub2RlTmFtZShkLGIpP2YucHVzaChkKTptLm1lcmdlKGYsdWEoZCxiKSk7cmV0dXJuIHZvaWQgMD09PWJ8fGImJm0ubm9kZU5hbWUoYSxiKT9tLm1lcmdlKFthXSxmKTpmfWZ1bmN0aW9uIHZhKGEpe1cudGVzdChhLnR5cGUpJiYoYS5kZWZhdWx0Q2hlY2tlZD1hLmNoZWNrZWQpfWZ1bmN0aW9uIHdhKGEsYil7cmV0dXJuIG0ubm9kZU5hbWUoYSwidGFibGUiKSYmbS5ub2RlTmFtZSgxMSE9PWIubm9kZVR5cGU\/YjpiLmZpcnN0Q2hpbGQsInRyIik\/YS5nZXRFbGVtZW50c0J5VGFnTmFtZSgidGJvZHkiKVswXXx8YS5hcHBlbmRDaGlsZChhLm93bmVyRG9jdW1lbnQuY3JlYXRlRWxlbWVudCgidGJvZHkiKSk6YX1mdW5jdGlvbiB4YShhKXtyZXR1cm4gYS50eXBlPShudWxsIT09bS5maW5kLmF0dHIoYSwidHlwZSIpKSsiLyIrYS50eXBlLGF9ZnVuY3Rpb24geWEoYSl7dmFyIGI9cGEuZXhlYyhhLnR5cGUpO3JldHVybiBiP2EudHlwZT1iWzFdOmEucmVtb3ZlQXR0cmlidXRlKCJ0eXBlIiksYX1mdW5jdGlvbiB6YShhLGIpe2Zvcih2YXIgYyxkPTA7bnVsbCE9KGM9YVtkXSk7ZCsrKW0uX2RhdGEoYywiZ2xvYmFsRXZhbCIsIWJ8fG0uX2RhdGEoYltkXSwiZ2xvYmFsRXZhbCIpKX1mdW5jdGlvbiBBYShhLGIpe2lmKDE9PT1iLm5vZGVUeXBlJiZtLmhhc0RhdGEoYSkpe3ZhciBjLGQsZSxmPW0uX2RhdGEoYSksZz1tLl9kYXRhKGIsZiksaD1mLmV2ZW50cztpZihoKXtkZWxldGUgZy5oYW5kbGUsZy5ldmVudHM9e307Zm9yKGMgaW4gaClmb3IoZD0wLGU9aFtjXS5sZW5ndGg7ZT5kO2QrKyltLmV2ZW50LmFkZChiLGMsaFtjXVtkXSl9Zy5kYXRhJiYoZy5kYXRhPW0uZXh0ZW5kKHt9LGcuZGF0YSkpfX1mdW5jdGlvbiBCYShhLGIpe3ZhciBjLGQsZTtpZigxPT09Yi5ub2RlVHlwZSl7aWYoYz1iLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCksIWsubm9DbG9uZUV2ZW50JiZiW20uZXhwYW5kb10pe2U9bS5fZGF0YShiKTtmb3IoZCBpbiBlLmV2ZW50cyltLnJlbW92ZUV2ZW50KGIsZCxlLmhhbmRsZSk7Yi5yZW1vdmVBdHRyaWJ1dGUobS5leHBhbmRvKX0ic2NyaXB0Ij09PWMmJmIudGV4dCE9PWEudGV4dD8oeGEoYikudGV4dD1hLnRleHQseWEoYikpOiJvYmplY3QiPT09Yz8oYi5wYXJlbnROb2RlJiYoYi5vdXRlckhUTUw9YS5vdXRlckhUTUwpLGsuaHRtbDVDbG9uZSYmYS5pbm5lckhUTUwmJiFtLnRyaW0oYi5pbm5lckhUTUwpJiYoYi5pbm5lckhUTUw9YS5pbm5lckhUTUwpKToiaW5wdXQiPT09YyYmVy50ZXN0KGEudHlwZSk\/KGIuZGVmYXVsdENoZWNrZWQ9Yi5jaGVja2VkPWEuY2hlY2tlZCxiLnZhbHVlIT09YS52YWx1ZSYmKGIudmFsdWU9YS52YWx1ZSkpOiJvcHRpb24iPT09Yz9iLmRlZmF1bHRTZWxlY3RlZD1iLnNlbGVjdGVkPWEuZGVmYXVsdFNlbGVjdGVkOigiaW5wdXQiPT09Y3x8InRleHRhcmVhIj09PWMpJiYoYi5kZWZhdWx0VmFsdWU9YS5kZWZhdWx0VmFsdWUpfX1tLmV4dGVuZCh7Y2xvbmU6ZnVuY3Rpb24oYSxiLGMpe3ZhciBkLGUsZixnLGgsaT1tLmNvbnRhaW5zKGEub3duZXJEb2N1bWVudCxhKTtpZihrLmh0bWw1Q2xvbmV8fG0uaXNYTUxEb2MoYSl8fCFnYS50ZXN0KCI8IithLm5vZGVOYW1lKyI+Iik\/Zj1hLmNsb25lTm9kZSghMCk6KHRhLmlubmVySFRNTD1hLm91dGVySFRNTCx0YS5yZW1vdmVDaGlsZChmPXRhLmZpcnN0Q2hpbGQpKSwhKGsubm9DbG9uZUV2ZW50JiZrLm5vQ2xvbmVDaGVja2VkfHwxIT09YS5ub2RlVHlwZSYmMTEhPT1hLm5vZGVUeXBlfHxtLmlzWE1MRG9jKGEpKSlmb3IoZD11YShmKSxoPXVhKGEpLGc9MDtudWxsIT0oZT1oW2ddKTsrK2cpZFtnXSYmQmEoZSxkW2ddKTtpZihiKWlmKGMpZm9yKGg9aHx8dWEoYSksZD1kfHx1YShmKSxnPTA7bnVsbCE9KGU9aFtnXSk7ZysrKUFhKGUsZFtnXSk7ZWxzZSBBYShhLGYpO3JldHVybiBkPXVhKGYsInNjcmlwdCIpLGQubGVuZ3RoPjAmJnphKGQsIWkmJnVhKGEsInNjcmlwdCIpKSxkPWg9ZT1udWxsLGZ9LGJ1aWxkRnJhZ21lbnQ6ZnVuY3Rpb24oYSxiLGMsZCl7Zm9yKHZhciBlLGYsZyxoLGksaixsLG49YS5sZW5ndGgsbz1kYShiKSxwPVtdLHE9MDtuPnE7cSsrKWlmKGY9YVtxXSxmfHwwPT09ZilpZigib2JqZWN0Ij09PW0udHlwZShmKSltLm1lcmdlKHAsZi5ub2RlVHlwZT9bZl06Zik7ZWxzZSBpZihsYS50ZXN0KGYpKXtoPWh8fG8uYXBwZW5kQ2hpbGQoYi5jcmVhdGVFbGVtZW50KCJkaXYiKSksaT0oamEuZXhlYyhmKXx8WyIiLCIiXSlbMV0udG9Mb3dlckNhc2UoKSxsPXJhW2ldfHxyYS5fZGVmYXVsdCxoLmlubmVySFRNTD1sWzFdK2YucmVwbGFjZShpYSwiPCQxPjwvJDI+IikrbFsyXSxlPWxbMF07d2hpbGUoZS0tKWg9aC5sYXN0Q2hpbGQ7aWYoIWsubGVhZGluZ1doaXRlc3BhY2UmJmhhLnRlc3QoZikmJnAucHVzaChiLmNyZWF0ZVRleHROb2RlKGhhLmV4ZWMoZilbMF0pKSwhay50Ym9keSl7Zj0idGFibGUiIT09aXx8a2EudGVzdChmKT8iPHRhYmxlPiIhPT1sWzFdfHxrYS50ZXN0KGYpPzA6aDpoLmZpcnN0Q2hpbGQsZT1mJiZmLmNoaWxkTm9kZXMubGVuZ3RoO3doaWxlKGUtLSltLm5vZGVOYW1lKGo9Zi5jaGlsZE5vZGVzW2VdLCJ0Ym9keSIpJiYhai5jaGlsZE5vZGVzLmxlbmd0aCYmZi5yZW1vdmVDaGlsZChqKX1tLm1lcmdlKHAsaC5jaGlsZE5vZGVzKSxoLnRleHRDb250ZW50PSIiO3doaWxlKGguZmlyc3RDaGlsZCloLnJlbW92ZUNoaWxkKGguZmlyc3RDaGlsZCk7aD1vLmxhc3RDaGlsZH1lbHNlIHAucHVzaChiLmNyZWF0ZVRleHROb2RlKGYpKTtoJiZvLnJlbW92ZUNoaWxkKGgpLGsuYXBwZW5kQ2hlY2tlZHx8bS5ncmVwKHVhKHAsImlucHV0IiksdmEpLHE9MDt3aGlsZShmPXBbcSsrXSlpZigoIWR8fC0xPT09bS5pbkFycmF5KGYsZCkpJiYoZz1tLmNvbnRhaW5zKGYub3duZXJEb2N1bWVudCxmKSxoPXVhKG8uYXBwZW5kQ2hpbGQoZiksInNjcmlwdCIpLGcmJnphKGgpLGMpKXtlPTA7d2hpbGUoZj1oW2UrK10pb2EudGVzdChmLnR5cGV8fCIiKSYmYy5wdXNoKGYpfXJldHVybiBoPW51bGwsb30sY2xlYW5EYXRhOmZ1bmN0aW9uKGEsYil7Zm9yKHZhciBkLGUsZixnLGg9MCxpPW0uZXhwYW5kbyxqPW0uY2FjaGUsbD1rLmRlbGV0ZUV4cGFuZG8sbj1tLmV2ZW50LnNwZWNpYWw7bnVsbCE9KGQ9YVtoXSk7aCsrKWlmKChifHxtLmFjY2VwdERhdGEoZCkpJiYoZj1kW2ldLGc9ZiYmaltmXSkpe2lmKGcuZXZlbnRzKWZvcihlIGluIGcuZXZlbnRzKW5bZV0\/bS5ldmVudC5yZW1vdmUoZCxlKTptLnJlbW92ZUV2ZW50KGQsZSxnLmhhbmRsZSk7altmXSYmKGRlbGV0ZSBqW2ZdLGw\/ZGVsZXRlIGRbaV06dHlwZW9mIGQucmVtb3ZlQXR0cmlidXRlIT09Sz9kLnJlbW92ZUF0dHJpYnV0ZShpKTpkW2ldPW51bGwsYy5wdXNoKGYpKX19fSksbS5mbi5leHRlbmQoe3RleHQ6ZnVuY3Rpb24oYSl7cmV0dXJuIFYodGhpcyxmdW5jdGlvbihhKXtyZXR1cm4gdm9pZCAwPT09YT9tLnRleHQodGhpcyk6dGhpcy5lbXB0eSgpLmFwcGVuZCgodGhpc1swXSYmdGhpc1swXS5vd25lckRvY3VtZW50fHx5KS5jcmVhdGVUZXh0Tm9kZShhKSl9LG51bGwsYSxhcmd1bWVudHMubGVuZ3RoKX0sYXBwZW5kOmZ1bmN0aW9uKCl7cmV0dXJuIHRoaXMuZG9tTWFuaXAoYXJndW1lbnRzLGZ1bmN0aW9uKGEpe2lmKDE9PT10aGlzLm5vZGVUeXBlfHwxMT09PXRoaXMubm9kZVR5cGV8fDk9PT10aGlzLm5vZGVUeXBlKXt2YXIgYj13YSh0aGlzLGEpO2IuYXBwZW5kQ2hpbGQoYSl9fSl9LHByZXBlbmQ6ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5kb21NYW5pcChhcmd1bWVudHMsZnVuY3Rpb24oYSl7aWYoMT09PXRoaXMubm9kZVR5cGV8fDExPT09dGhpcy5ub2RlVHlwZXx8OT09PXRoaXMubm9kZVR5cGUpe3ZhciBiPXdhKHRoaXMsYSk7Yi5pbnNlcnRCZWZvcmUoYSxiLmZpcnN0Q2hpbGQpfX0pfSxiZWZvcmU6ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5kb21NYW5pcChhcmd1bWVudHMsZnVuY3Rpb24oYSl7dGhpcy5wYXJlbnROb2RlJiZ0aGlzLnBhcmVudE5vZGUuaW5zZXJ0QmVmb3JlKGEsdGhpcyl9KX0sYWZ0ZXI6ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5kb21NYW5pcChhcmd1bWVudHMsZnVuY3Rpb24oYSl7dGhpcy5wYXJlbnROb2RlJiZ0aGlzLnBhcmVudE5vZGUuaW5zZXJ0QmVmb3JlKGEsdGhpcy5uZXh0U2libGluZyl9KX0scmVtb3ZlOmZ1bmN0aW9uKGEsYil7Zm9yKHZhciBjLGQ9YT9tLmZpbHRlcihhLHRoaXMpOnRoaXMsZT0wO251bGwhPShjPWRbZV0pO2UrKylifHwxIT09Yy5ub2RlVHlwZXx8bS5jbGVhbkRhdGEodWEoYykpLGMucGFyZW50Tm9kZSYmKGImJm0uY29udGFpbnMoYy5vd25lckRvY3VtZW50LGMpJiZ6YSh1YShjLCJzY3JpcHQiKSksYy5wYXJlbnROb2RlLnJlbW92ZUNoaWxkKGMpKTtyZXR1cm4gdGhpc30sZW1wdHk6ZnVuY3Rpb24oKXtmb3IodmFyIGEsYj0wO251bGwhPShhPXRoaXNbYl0pO2IrKyl7MT09PWEubm9kZVR5cGUmJm0uY2xlYW5EYXRhKHVhKGEsITEpKTt3aGlsZShhLmZpcnN0Q2hpbGQpYS5yZW1vdmVDaGlsZChhLmZpcnN0Q2hpbGQpO2Eub3B0aW9ucyYmbS5ub2RlTmFtZShhLCJzZWxlY3QiKSYmKGEub3B0aW9ucy5sZW5ndGg9MCl9cmV0dXJuIHRoaXN9LGNsb25lOmZ1bmN0aW9uKGEsYil7cmV0dXJuIGE9bnVsbD09YT8hMTphLGI9bnVsbD09Yj9hOmIsdGhpcy5tYXAoZnVuY3Rpb24oKXtyZXR1cm4gbS5jbG9uZSh0aGlzLGEsYil9KX0saHRtbDpmdW5jdGlvbihhKXtyZXR1cm4gVih0aGlzLGZ1bmN0aW9uKGEpe3ZhciBiPXRoaXNbMF18fHt9LGM9MCxkPXRoaXMubGVuZ3RoO2lmKHZvaWQgMD09PWEpcmV0dXJuIDE9PT1iLm5vZGVUeXBlP2IuaW5uZXJIVE1MLnJlcGxhY2UoZmEsIiIpOnZvaWQgMDtpZighKCJzdHJpbmciIT10eXBlb2YgYXx8bWEudGVzdChhKXx8IWsuaHRtbFNlcmlhbGl6ZSYmZ2EudGVzdChhKXx8IWsubGVhZGluZ1doaXRlc3BhY2UmJmhhLnRlc3QoYSl8fHJhWyhqYS5leGVjKGEpfHxbIiIsIiJdKVsxXS50b0xvd2VyQ2FzZSgpXSkpe2E9YS5yZXBsYWNlKGlhLCI8JDE+PC8kMj4iKTt0cnl7Zm9yKDtkPmM7YysrKWI9dGhpc1tjXXx8e30sMT09PWIubm9kZVR5cGUmJihtLmNsZWFuRGF0YSh1YShiLCExKSksYi5pbm5lckhUTUw9YSk7Yj0wfWNhdGNoKGUpe319YiYmdGhpcy5lbXB0eSgpLmFwcGVuZChhKX0sbnVsbCxhLGFyZ3VtZW50cy5sZW5ndGgpfSxyZXBsYWNlV2l0aDpmdW5jdGlvbigpe3ZhciBhPWFyZ3VtZW50c1swXTtyZXR1cm4gdGhpcy5kb21NYW5pcChhcmd1bWVudHMsZnVuY3Rpb24oYil7YT10aGlzLnBhcmVudE5vZGUsbS5jbGVhbkRhdGEodWEodGhpcykpLGEmJmEucmVwbGFjZUNoaWxkKGIsdGhpcyl9KSxhJiYoYS5sZW5ndGh8fGEubm9kZVR5cGUpP3RoaXM6dGhpcy5yZW1vdmUoKX0sZGV0YWNoOmZ1bmN0aW9uKGEpe3JldHVybiB0aGlzLnJlbW92ZShhLCEwKX0sZG9tTWFuaXA6ZnVuY3Rpb24oYSxiKXthPWUuYXBwbHkoW10sYSk7dmFyIGMsZCxmLGcsaCxpLGo9MCxsPXRoaXMubGVuZ3RoLG49dGhpcyxvPWwtMSxwPWFbMF0scT1tLmlzRnVuY3Rpb24ocCk7aWYocXx8bD4xJiYic3RyaW5nIj09dHlwZW9mIHAmJiFrLmNoZWNrQ2xvbmUmJm5hLnRlc3QocCkpcmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbihjKXt2YXIgZD1uLmVxKGMpO3EmJihhWzBdPXAuY2FsbCh0aGlzLGMsZC5odG1sKCkpKSxkLmRvbU1hbmlwKGEsYil9KTtpZihsJiYoaT1tLmJ1aWxkRnJhZ21lbnQoYSx0aGlzWzBdLm93bmVyRG9jdW1lbnQsITEsdGhpcyksYz1pLmZpcnN0Q2hpbGQsMT09PWkuY2hpbGROb2Rlcy5sZW5ndGgmJihpPWMpLGMpKXtmb3IoZz1tLm1hcCh1YShpLCJzY3JpcHQiKSx4YSksZj1nLmxlbmd0aDtsPmo7aisrKWQ9aSxqIT09byYmKGQ9bS5jbG9uZShkLCEwLCEwKSxmJiZtLm1lcmdlKGcsdWEoZCwic2NyaXB0IikpKSxiLmNhbGwodGhpc1tqXSxkLGopO2lmKGYpZm9yKGg9Z1tnLmxlbmd0aC0xXS5vd25lckRvY3VtZW50LG0ubWFwKGcseWEpLGo9MDtmPmo7aisrKWQ9Z1tqXSxvYS50ZXN0KGQudHlwZXx8IiIpJiYhbS5fZGF0YShkLCJnbG9iYWxFdmFsIikmJm0uY29udGFpbnMoaCxkKSYmKGQuc3JjP20uX2V2YWxVcmwmJm0uX2V2YWxVcmwoZC5zcmMpOm0uZ2xvYmFsRXZhbCgoZC50ZXh0fHxkLnRleHRDb250ZW50fHxkLmlubmVySFRNTHx8IiIpLnJlcGxhY2UocWEsIiIpKSk7aT1jPW51bGx9cmV0dXJuIHRoaXN9fSksbS5lYWNoKHthcHBlbmRUbzoiYXBwZW5kIixwcmVwZW5kVG86InByZXBlbmQiLGluc2VydEJlZm9yZToiYmVmb3JlIixpbnNlcnRBZnRlcjoiYWZ0ZXIiLHJlcGxhY2VBbGw6InJlcGxhY2VXaXRoIn0sZnVuY3Rpb24oYSxiKXttLmZuW2FdPWZ1bmN0aW9uKGEpe2Zvcih2YXIgYyxkPTAsZT1bXSxnPW0oYSksaD1nLmxlbmd0aC0xO2g+PWQ7ZCsrKWM9ZD09PWg\/dGhpczp0aGlzLmNsb25lKCEwKSxtKGdbZF0pW2JdKGMpLGYuYXBwbHkoZSxjLmdldCgpKTtyZXR1cm4gdGhpcy5wdXNoU3RhY2soZSl9fSk7dmFyIENhLERhPXt9O2Z1bmN0aW9uIEVhKGIsYyl7dmFyIGQsZT1tKGMuY3JlYXRlRWxlbWVudChiKSkuYXBwZW5kVG8oYy5ib2R5KSxmPWEuZ2V0RGVmYXVsdENvbXB1dGVkU3R5bGUmJihkPWEuZ2V0RGVmYXVsdENvbXB1dGVkU3R5bGUoZVswXSkpP2QuZGlzcGxheTptLmNzcyhlWzBdLCJkaXNwbGF5Iik7cmV0dXJuIGUuZGV0YWNoKCksZn1mdW5jdGlvbiBGYShhKXt2YXIgYj15LGM9RGFbYV07cmV0dXJuIGN8fChjPUVhKGEsYiksIm5vbmUiIT09YyYmY3x8KENhPShDYXx8bSgiPGlmcmFtZSBmcmFtZWJvcmRlcj0nMCcgd2lkdGg9JzAnIGhlaWdodD0nMCcvPiIpKS5hcHBlbmRUbyhiLmRvY3VtZW50RWxlbWVudCksYj0oQ2FbMF0uY29udGVudFdpbmRvd3x8Q2FbMF0uY29udGVudERvY3VtZW50KS5kb2N1bWVudCxiLndyaXRlKCksYi5jbG9zZSgpLGM9RWEoYSxiKSxDYS5kZXRhY2goKSksRGFbYV09YyksY30hZnVuY3Rpb24oKXt2YXIgYTtrLnNocmlua1dyYXBCbG9ja3M9ZnVuY3Rpb24oKXtpZihudWxsIT1hKXJldHVybiBhO2E9ITE7dmFyIGIsYyxkO3JldHVybiBjPXkuZ2V0RWxlbWVudHNCeVRhZ05hbWUoImJvZHkiKVswXSxjJiZjLnN0eWxlPyhiPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksZD15LmNyZWF0ZUVsZW1lbnQoImRpdiIpLGQuc3R5bGUuY3NzVGV4dD0icG9zaXRpb246YWJzb2x1dGU7Ym9yZGVyOjA7d2lkdGg6MDtoZWlnaHQ6MDt0b3A6MDtsZWZ0Oi05OTk5cHgiLGMuYXBwZW5kQ2hpbGQoZCkuYXBwZW5kQ2hpbGQoYiksdHlwZW9mIGIuc3R5bGUuem9vbSE9PUsmJihiLnN0eWxlLmNzc1RleHQ9Ii13ZWJraXQtYm94LXNpemluZzpjb250ZW50LWJveDstbW96LWJveC1zaXppbmc6Y29udGVudC1ib3g7Ym94LXNpemluZzpjb250ZW50LWJveDtkaXNwbGF5OmJsb2NrO21hcmdpbjowO2JvcmRlcjowO3BhZGRpbmc6MXB4O3dpZHRoOjFweDt6b29tOjEiLGIuYXBwZW5kQ2hpbGQoeS5jcmVhdGVFbGVtZW50KCJkaXYiKSkuc3R5bGUud2lkdGg9IjVweCIsYT0zIT09Yi5vZmZzZXRXaWR0aCksYy5yZW1vdmVDaGlsZChkKSxhKTp2b2lkIDB9fSgpO3ZhciBHYT0vXm1hcmdpbi8sSGE9bmV3IFJlZ0V4cCgiXigiK1MrIikoPyFweClbYS16JV0rJCIsImkiKSxJYSxKYSxLYT0vXih0b3B8cmlnaHR8Ym90dG9tfGxlZnQpJC87YS5nZXRDb21wdXRlZFN0eWxlPyhJYT1mdW5jdGlvbihiKXtyZXR1cm4gYi5vd25lckRvY3VtZW50LmRlZmF1bHRWaWV3Lm9wZW5lcj9iLm93bmVyRG9jdW1lbnQuZGVmYXVsdFZpZXcuZ2V0Q29tcHV0ZWRTdHlsZShiLG51bGwpOmEuZ2V0Q29tcHV0ZWRTdHlsZShiLG51bGwpfSxKYT1mdW5jdGlvbihhLGIsYyl7dmFyIGQsZSxmLGcsaD1hLnN0eWxlO3JldHVybiBjPWN8fElhKGEpLGc9Yz9jLmdldFByb3BlcnR5VmFsdWUoYil8fGNbYl06dm9pZCAwLGMmJigiIiE9PWd8fG0uY29udGFpbnMoYS5vd25lckRvY3VtZW50LGEpfHwoZz1tLnN0eWxlKGEsYikpLEhhLnRlc3QoZykmJkdhLnRlc3QoYikmJihkPWgud2lkdGgsZT1oLm1pbldpZHRoLGY9aC5tYXhXaWR0aCxoLm1pbldpZHRoPWgubWF4V2lkdGg9aC53aWR0aD1nLGc9Yy53aWR0aCxoLndpZHRoPWQsaC5taW5XaWR0aD1lLGgubWF4V2lkdGg9ZikpLHZvaWQgMD09PWc\/ZzpnKyIifSk6eS5kb2N1bWVudEVsZW1lbnQuY3VycmVudFN0eWxlJiYoSWE9ZnVuY3Rpb24oYSl7cmV0dXJuIGEuY3VycmVudFN0eWxlfSxKYT1mdW5jdGlvbihhLGIsYyl7dmFyIGQsZSxmLGcsaD1hLnN0eWxlO3JldHVybiBjPWN8fElhKGEpLGc9Yz9jW2JdOnZvaWQgMCxudWxsPT1nJiZoJiZoW2JdJiYoZz1oW2JdKSxIYS50ZXN0KGcpJiYhS2EudGVzdChiKSYmKGQ9aC5sZWZ0LGU9YS5ydW50aW1lU3R5bGUsZj1lJiZlLmxlZnQsZiYmKGUubGVmdD1hLmN1cnJlbnRTdHlsZS5sZWZ0KSxoLmxlZnQ9ImZvbnRTaXplIj09PWI\/IjFlbSI6ZyxnPWgucGl4ZWxMZWZ0KyJweCIsaC5sZWZ0PWQsZiYmKGUubGVmdD1mKSksdm9pZCAwPT09Zz9nOmcrIiJ8fCJhdXRvIn0pO2Z1bmN0aW9uIExhKGEsYil7cmV0dXJue2dldDpmdW5jdGlvbigpe3ZhciBjPWEoKTtpZihudWxsIT1jKXJldHVybiBjP3ZvaWQgZGVsZXRlIHRoaXMuZ2V0Oih0aGlzLmdldD1iKS5hcHBseSh0aGlzLGFyZ3VtZW50cyl9fX0hZnVuY3Rpb24oKXt2YXIgYixjLGQsZSxmLGcsaDtpZihiPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksYi5pbm5lckhUTUw9IiAgPGxpbmsvPjx0YWJsZT48L3RhYmxlPjxhIGhyZWY9Jy9hJz5hPC9hPjxpbnB1dCB0eXBlPSdjaGVja2JveCcvPiIsZD1iLmdldEVsZW1lbnRzQnlUYWdOYW1lKCJhIilbMF0sYz1kJiZkLnN0eWxlKXtjLmNzc1RleHQ9ImZsb2F0OmxlZnQ7b3BhY2l0eTouNSIsay5vcGFjaXR5PSIwLjUiPT09Yy5vcGFjaXR5LGsuY3NzRmxvYXQ9ISFjLmNzc0Zsb2F0LGIuc3R5bGUuYmFja2dyb3VuZENsaXA9ImNvbnRlbnQtYm94IixiLmNsb25lTm9kZSghMCkuc3R5bGUuYmFja2dyb3VuZENsaXA9IiIsay5jbGVhckNsb25lU3R5bGU9ImNvbnRlbnQtYm94Ij09PWIuc3R5bGUuYmFja2dyb3VuZENsaXAsay5ib3hTaXppbmc9IiI9PT1jLmJveFNpemluZ3x8IiI9PT1jLk1vekJveFNpemluZ3x8IiI9PT1jLldlYmtpdEJveFNpemluZyxtLmV4dGVuZChrLHtyZWxpYWJsZUhpZGRlbk9mZnNldHM6ZnVuY3Rpb24oKXtyZXR1cm4gbnVsbD09ZyYmaSgpLGd9LGJveFNpemluZ1JlbGlhYmxlOmZ1bmN0aW9uKCl7cmV0dXJuIG51bGw9PWYmJmkoKSxmfSxwaXhlbFBvc2l0aW9uOmZ1bmN0aW9uKCl7cmV0dXJuIG51bGw9PWUmJmkoKSxlfSxyZWxpYWJsZU1hcmdpblJpZ2h0OmZ1bmN0aW9uKCl7cmV0dXJuIG51bGw9PWgmJmkoKSxofX0pO2Z1bmN0aW9uIGkoKXt2YXIgYixjLGQsaTtjPXkuZ2V0RWxlbWVudHNCeVRhZ05hbWUoImJvZHkiKVswXSxjJiZjLnN0eWxlJiYoYj15LmNyZWF0ZUVsZW1lbnQoImRpdiIpLGQ9eS5jcmVhdGVFbGVtZW50KCJkaXYiKSxkLnN0eWxlLmNzc1RleHQ9InBvc2l0aW9uOmFic29sdXRlO2JvcmRlcjowO3dpZHRoOjA7aGVpZ2h0OjA7dG9wOjA7bGVmdDotOTk5OXB4IixjLmFwcGVuZENoaWxkKGQpLmFwcGVuZENoaWxkKGIpLGIuc3R5bGUuY3NzVGV4dD0iLXdlYmtpdC1ib3gtc2l6aW5nOmJvcmRlci1ib3g7LW1vei1ib3gtc2l6aW5nOmJvcmRlci1ib3g7Ym94LXNpemluZzpib3JkZXItYm94O2Rpc3BsYXk6YmxvY2s7bWFyZ2luLXRvcDoxJTt0b3A6MSU7Ym9yZGVyOjFweDtwYWRkaW5nOjFweDt3aWR0aDo0cHg7cG9zaXRpb246YWJzb2x1dGUiLGU9Zj0hMSxoPSEwLGEuZ2V0Q29tcHV0ZWRTdHlsZSYmKGU9IjElIiE9PShhLmdldENvbXB1dGVkU3R5bGUoYixudWxsKXx8e30pLnRvcCxmPSI0cHgiPT09KGEuZ2V0Q29tcHV0ZWRTdHlsZShiLG51bGwpfHx7d2lkdGg6IjRweCJ9KS53aWR0aCxpPWIuYXBwZW5kQ2hpbGQoeS5jcmVhdGVFbGVtZW50KCJkaXYiKSksaS5zdHlsZS5jc3NUZXh0PWIuc3R5bGUuY3NzVGV4dD0iLXdlYmtpdC1ib3gtc2l6aW5nOmNvbnRlbnQtYm94Oy1tb3otYm94LXNpemluZzpjb250ZW50LWJveDtib3gtc2l6aW5nOmNvbnRlbnQtYm94O2Rpc3BsYXk6YmxvY2s7bWFyZ2luOjA7Ym9yZGVyOjA7cGFkZGluZzowIixpLnN0eWxlLm1hcmdpblJpZ2h0PWkuc3R5bGUud2lkdGg9IjAiLGIuc3R5bGUud2lkdGg9IjFweCIsaD0hcGFyc2VGbG9hdCgoYS5nZXRDb21wdXRlZFN0eWxlKGksbnVsbCl8fHt9KS5tYXJnaW5SaWdodCksYi5yZW1vdmVDaGlsZChpKSksYi5pbm5lckhUTUw9Ijx0YWJsZT48dHI+PHRkPjwvdGQ+PHRkPnQ8L3RkPjwvdHI+PC90YWJsZT4iLGk9Yi5nZXRFbGVtZW50c0J5VGFnTmFtZSgidGQiKSxpWzBdLnN0eWxlLmNzc1RleHQ9Im1hcmdpbjowO2JvcmRlcjowO3BhZGRpbmc6MDtkaXNwbGF5Om5vbmUiLGc9MD09PWlbMF0ub2Zmc2V0SGVpZ2h0LGcmJihpWzBdLnN0eWxlLmRpc3BsYXk9IiIsaVsxXS5zdHlsZS5kaXNwbGF5PSJub25lIixnPTA9PT1pWzBdLm9mZnNldEhlaWdodCksYy5yZW1vdmVDaGlsZChkKSl9fX0oKSxtLnN3YXA9ZnVuY3Rpb24oYSxiLGMsZCl7dmFyIGUsZixnPXt9O2ZvcihmIGluIGIpZ1tmXT1hLnN0eWxlW2ZdLGEuc3R5bGVbZl09YltmXTtlPWMuYXBwbHkoYSxkfHxbXSk7Zm9yKGYgaW4gYilhLnN0eWxlW2ZdPWdbZl07cmV0dXJuIGV9O3ZhciBNYT0vYWxwaGFcKFteKV0qXCkvaSxOYT0vb3BhY2l0eVxzKj1ccyooW14pXSopLyxPYT0vXihub25lfHRhYmxlKD8hLWNbZWFdKS4rKS8sUGE9bmV3IFJlZ0V4cCgiXigiK1MrIikoLiopJCIsImkiKSxRYT1uZXcgUmVnRXhwKCJeKFsrLV0pPSgiK1MrIikiLCJpIiksUmE9e3Bvc2l0aW9uOiJhYnNvbHV0ZSIsdmlzaWJpbGl0eToiaGlkZGVuIixkaXNwbGF5OiJibG9jayJ9LFNhPXtsZXR0ZXJTcGFjaW5nOiIwIixmb250V2VpZ2h0OiI0MDAifSxUYT1bIldlYmtpdCIsIk8iLCJNb3oiLCJtcyJdO2Z1bmN0aW9uIFVhKGEsYil7aWYoYiBpbiBhKXJldHVybiBiO3ZhciBjPWIuY2hhckF0KDApLnRvVXBwZXJDYXNlKCkrYi5zbGljZSgxKSxkPWIsZT1UYS5sZW5ndGg7d2hpbGUoZS0tKWlmKGI9VGFbZV0rYyxiIGluIGEpcmV0dXJuIGI7cmV0dXJuIGR9ZnVuY3Rpb24gVmEoYSxiKXtmb3IodmFyIGMsZCxlLGY9W10sZz0wLGg9YS5sZW5ndGg7aD5nO2crKylkPWFbZ10sZC5zdHlsZSYmKGZbZ109bS5fZGF0YShkLCJvbGRkaXNwbGF5IiksYz1kLnN0eWxlLmRpc3BsYXksYj8oZltnXXx8Im5vbmUiIT09Y3x8KGQuc3R5bGUuZGlzcGxheT0iIiksIiI9PT1kLnN0eWxlLmRpc3BsYXkmJlUoZCkmJihmW2ddPW0uX2RhdGEoZCwib2xkZGlzcGxheSIsRmEoZC5ub2RlTmFtZSkpKSk6KGU9VShkKSwoYyYmIm5vbmUiIT09Y3x8IWUpJiZtLl9kYXRhKGQsIm9sZGRpc3BsYXkiLGU\/YzptLmNzcyhkLCJkaXNwbGF5IikpKSk7Zm9yKGc9MDtoPmc7ZysrKWQ9YVtnXSxkLnN0eWxlJiYoYiYmIm5vbmUiIT09ZC5zdHlsZS5kaXNwbGF5JiYiIiE9PWQuc3R5bGUuZGlzcGxheXx8KGQuc3R5bGUuZGlzcGxheT1iP2ZbZ118fCIiOiJub25lIikpO3JldHVybiBhfWZ1bmN0aW9uIFdhKGEsYixjKXt2YXIgZD1QYS5leGVjKGIpO3JldHVybiBkP01hdGgubWF4KDAsZFsxXS0oY3x8MCkpKyhkWzJdfHwicHgiKTpifWZ1bmN0aW9uIFhhKGEsYixjLGQsZSl7Zm9yKHZhciBmPWM9PT0oZD8iYm9yZGVyIjoiY29udGVudCIpPzQ6IndpZHRoIj09PWI\/MTowLGc9MDs0PmY7Zis9MikibWFyZ2luIj09PWMmJihnKz1tLmNzcyhhLGMrVFtmXSwhMCxlKSksZD8oImNvbnRlbnQiPT09YyYmKGctPW0uY3NzKGEsInBhZGRpbmciK1RbZl0sITAsZSkpLCJtYXJnaW4iIT09YyYmKGctPW0uY3NzKGEsImJvcmRlciIrVFtmXSsiV2lkdGgiLCEwLGUpKSk6KGcrPW0uY3NzKGEsInBhZGRpbmciK1RbZl0sITAsZSksInBhZGRpbmciIT09YyYmKGcrPW0uY3NzKGEsImJvcmRlciIrVFtmXSsiV2lkdGgiLCEwLGUpKSk7cmV0dXJuIGd9ZnVuY3Rpb24gWWEoYSxiLGMpe3ZhciBkPSEwLGU9IndpZHRoIj09PWI\/YS5vZmZzZXRXaWR0aDphLm9mZnNldEhlaWdodCxmPUlhKGEpLGc9ay5ib3hTaXppbmcmJiJib3JkZXItYm94Ij09PW0uY3NzKGEsImJveFNpemluZyIsITEsZik7aWYoMD49ZXx8bnVsbD09ZSl7aWYoZT1KYShhLGIsZiksKDA+ZXx8bnVsbD09ZSkmJihlPWEuc3R5bGVbYl0pLEhhLnRlc3QoZSkpcmV0dXJuIGU7ZD1nJiYoay5ib3hTaXppbmdSZWxpYWJsZSgpfHxlPT09YS5zdHlsZVtiXSksZT1wYXJzZUZsb2F0KGUpfHwwfXJldHVybiBlK1hhKGEsYixjfHwoZz8iYm9yZGVyIjoiY29udGVudCIpLGQsZikrInB4In1tLmV4dGVuZCh7Y3NzSG9va3M6e29wYWNpdHk6e2dldDpmdW5jdGlvbihhLGIpe2lmKGIpe3ZhciBjPUphKGEsIm9wYWNpdHkiKTtyZXR1cm4iIj09PWM\/IjEiOmN9fX19LGNzc051bWJlcjp7Y29sdW1uQ291bnQ6ITAsZmlsbE9wYWNpdHk6ITAsZmxleEdyb3c6ITAsZmxleFNocmluazohMCxmb250V2VpZ2h0OiEwLGxpbmVIZWlnaHQ6ITAsb3BhY2l0eTohMCxvcmRlcjohMCxvcnBoYW5zOiEwLHdpZG93czohMCx6SW5kZXg6ITAsem9vbTohMH0sY3NzUHJvcHM6eyJmbG9hdCI6ay5jc3NGbG9hdD8iY3NzRmxvYXQiOiJzdHlsZUZsb2F0In0sc3R5bGU6ZnVuY3Rpb24oYSxiLGMsZCl7aWYoYSYmMyE9PWEubm9kZVR5cGUmJjghPT1hLm5vZGVUeXBlJiZhLnN0eWxlKXt2YXIgZSxmLGcsaD1tLmNhbWVsQ2FzZShiKSxpPWEuc3R5bGU7aWYoYj1tLmNzc1Byb3BzW2hdfHwobS5jc3NQcm9wc1toXT1VYShpLGgpKSxnPW0uY3NzSG9va3NbYl18fG0uY3NzSG9va3NbaF0sdm9pZCAwPT09YylyZXR1cm4gZyYmImdldCJpbiBnJiZ2b2lkIDAhPT0oZT1nLmdldChhLCExLGQpKT9lOmlbYl07aWYoZj10eXBlb2YgYywic3RyaW5nIj09PWYmJihlPVFhLmV4ZWMoYykpJiYoYz0oZVsxXSsxKSplWzJdK3BhcnNlRmxvYXQobS5jc3MoYSxiKSksZj0ibnVtYmVyIiksbnVsbCE9YyYmYz09PWMmJigibnVtYmVyIiE9PWZ8fG0uY3NzTnVtYmVyW2hdfHwoYys9InB4Iiksay5jbGVhckNsb25lU3R5bGV8fCIiIT09Y3x8MCE9PWIuaW5kZXhPZigiYmFja2dyb3VuZCIpfHwoaVtiXT0iaW5oZXJpdCIpLCEoZyYmInNldCJpbiBnJiZ2b2lkIDA9PT0oYz1nLnNldChhLGMsZCkpKSkpdHJ5e2lbYl09Y31jYXRjaChqKXt9fX0sY3NzOmZ1bmN0aW9uKGEsYixjLGQpe3ZhciBlLGYsZyxoPW0uY2FtZWxDYXNlKGIpO3JldHVybiBiPW0uY3NzUHJvcHNbaF18fChtLmNzc1Byb3BzW2hdPVVhKGEuc3R5bGUsaCkpLGc9bS5jc3NIb29rc1tiXXx8bS5jc3NIb29rc1toXSxnJiYiZ2V0ImluIGcmJihmPWcuZ2V0KGEsITAsYykpLHZvaWQgMD09PWYmJihmPUphKGEsYixkKSksIm5vcm1hbCI9PT1mJiZiIGluIFNhJiYoZj1TYVtiXSksIiI9PT1jfHxjPyhlPXBhcnNlRmxvYXQoZiksYz09PSEwfHxtLmlzTnVtZXJpYyhlKT9lfHwwOmYpOmZ9fSksbS5lYWNoKFsiaGVpZ2h0Iiwid2lkdGgiXSxmdW5jdGlvbihhLGIpe20uY3NzSG9va3NbYl09e2dldDpmdW5jdGlvbihhLGMsZCl7cmV0dXJuIGM\/T2EudGVzdChtLmNzcyhhLCJkaXNwbGF5IikpJiYwPT09YS5vZmZzZXRXaWR0aD9tLnN3YXAoYSxSYSxmdW5jdGlvbigpe3JldHVybiBZYShhLGIsZCl9KTpZYShhLGIsZCk6dm9pZCAwfSxzZXQ6ZnVuY3Rpb24oYSxjLGQpe3ZhciBlPWQmJklhKGEpO3JldHVybiBXYShhLGMsZD9YYShhLGIsZCxrLmJveFNpemluZyYmImJvcmRlci1ib3giPT09bS5jc3MoYSwiYm94U2l6aW5nIiwhMSxlKSxlKTowKX19fSksay5vcGFjaXR5fHwobS5jc3NIb29rcy5vcGFjaXR5PXtnZXQ6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gTmEudGVzdCgoYiYmYS5jdXJyZW50U3R5bGU\/YS5jdXJyZW50U3R5bGUuZmlsdGVyOmEuc3R5bGUuZmlsdGVyKXx8IiIpPy4wMSpwYXJzZUZsb2F0KFJlZ0V4cC4kMSkrIiI6Yj8iMSI6IiJ9LHNldDpmdW5jdGlvbihhLGIpe3ZhciBjPWEuc3R5bGUsZD1hLmN1cnJlbnRTdHlsZSxlPW0uaXNOdW1lcmljKGIpPyJhbHBoYShvcGFjaXR5PSIrMTAwKmIrIikiOiIiLGY9ZCYmZC5maWx0ZXJ8fGMuZmlsdGVyfHwiIjtjLnpvb209MSwoYj49MXx8IiI9PT1iKSYmIiI9PT1tLnRyaW0oZi5yZXBsYWNlKE1hLCIiKSkmJmMucmVtb3ZlQXR0cmlidXRlJiYoYy5yZW1vdmVBdHRyaWJ1dGUoImZpbHRlciIpLCIiPT09Ynx8ZCYmIWQuZmlsdGVyKXx8KGMuZmlsdGVyPU1hLnRlc3QoZik\/Zi5yZXBsYWNlKE1hLGUpOmYrIiAiK2UpfX0pLG0uY3NzSG9va3MubWFyZ2luUmlnaHQ9TGEoay5yZWxpYWJsZU1hcmdpblJpZ2h0LGZ1bmN0aW9uKGEsYil7cmV0dXJuIGI\/bS5zd2FwKGEse2Rpc3BsYXk6ImlubGluZS1ibG9jayJ9LEphLFthLCJtYXJnaW5SaWdodCJdKTp2b2lkIDB9KSxtLmVhY2goe21hcmdpbjoiIixwYWRkaW5nOiIiLGJvcmRlcjoiV2lkdGgifSxmdW5jdGlvbihhLGIpe20uY3NzSG9va3NbYStiXT17ZXhwYW5kOmZ1bmN0aW9uKGMpe2Zvcih2YXIgZD0wLGU9e30sZj0ic3RyaW5nIj09dHlwZW9mIGM\/Yy5zcGxpdCgiICIpOltjXTs0PmQ7ZCsrKWVbYStUW2RdK2JdPWZbZF18fGZbZC0yXXx8ZlswXTtyZXR1cm4gZX19LEdhLnRlc3QoYSl8fChtLmNzc0hvb2tzW2ErYl0uc2V0PVdhKX0pLG0uZm4uZXh0ZW5kKHtjc3M6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gVih0aGlzLGZ1bmN0aW9uKGEsYixjKXt2YXIgZCxlLGY9e30sZz0wO2lmKG0uaXNBcnJheShiKSl7Zm9yKGQ9SWEoYSksZT1iLmxlbmd0aDtlPmc7ZysrKWZbYltnXV09bS5jc3MoYSxiW2ddLCExLGQpO3JldHVybiBmfXJldHVybiB2b2lkIDAhPT1jP20uc3R5bGUoYSxiLGMpOm0uY3NzKGEsYil9LGEsYixhcmd1bWVudHMubGVuZ3RoPjEpfSxzaG93OmZ1bmN0aW9uKCl7cmV0dXJuIFZhKHRoaXMsITApfSxoaWRlOmZ1bmN0aW9uKCl7cmV0dXJuIFZhKHRoaXMpfSx0b2dnbGU6ZnVuY3Rpb24oYSl7cmV0dXJuImJvb2xlYW4iPT10eXBlb2YgYT9hP3RoaXMuc2hvdygpOnRoaXMuaGlkZSgpOnRoaXMuZWFjaChmdW5jdGlvbigpe1UodGhpcyk\/bSh0aGlzKS5zaG93KCk6bSh0aGlzKS5oaWRlKCl9KX19KTtmdW5jdGlvbiBaYShhLGIsYyxkLGUpewpyZXR1cm4gbmV3IFphLnByb3RvdHlwZS5pbml0KGEsYixjLGQsZSl9bS5Ud2Vlbj1aYSxaYS5wcm90b3R5cGU9e2NvbnN0cnVjdG9yOlphLGluaXQ6ZnVuY3Rpb24oYSxiLGMsZCxlLGYpe3RoaXMuZWxlbT1hLHRoaXMucHJvcD1jLHRoaXMuZWFzaW5nPWV8fCJzd2luZyIsdGhpcy5vcHRpb25zPWIsdGhpcy5zdGFydD10aGlzLm5vdz10aGlzLmN1cigpLHRoaXMuZW5kPWQsdGhpcy51bml0PWZ8fChtLmNzc051bWJlcltjXT8iIjoicHgiKX0sY3VyOmZ1bmN0aW9uKCl7dmFyIGE9WmEucHJvcEhvb2tzW3RoaXMucHJvcF07cmV0dXJuIGEmJmEuZ2V0P2EuZ2V0KHRoaXMpOlphLnByb3BIb29rcy5fZGVmYXVsdC5nZXQodGhpcyl9LHJ1bjpmdW5jdGlvbihhKXt2YXIgYixjPVphLnByb3BIb29rc1t0aGlzLnByb3BdO3JldHVybiB0aGlzLm9wdGlvbnMuZHVyYXRpb24\/dGhpcy5wb3M9Yj1tLmVhc2luZ1t0aGlzLmVhc2luZ10oYSx0aGlzLm9wdGlvbnMuZHVyYXRpb24qYSwwLDEsdGhpcy5vcHRpb25zLmR1cmF0aW9uKTp0aGlzLnBvcz1iPWEsdGhpcy5ub3c9KHRoaXMuZW5kLXRoaXMuc3RhcnQpKmIrdGhpcy5zdGFydCx0aGlzLm9wdGlvbnMuc3RlcCYmdGhpcy5vcHRpb25zLnN0ZXAuY2FsbCh0aGlzLmVsZW0sdGhpcy5ub3csdGhpcyksYyYmYy5zZXQ\/Yy5zZXQodGhpcyk6WmEucHJvcEhvb2tzLl9kZWZhdWx0LnNldCh0aGlzKSx0aGlzfX0sWmEucHJvdG90eXBlLmluaXQucHJvdG90eXBlPVphLnByb3RvdHlwZSxaYS5wcm9wSG9va3M9e19kZWZhdWx0OntnZXQ6ZnVuY3Rpb24oYSl7dmFyIGI7cmV0dXJuIG51bGw9PWEuZWxlbVthLnByb3BdfHxhLmVsZW0uc3R5bGUmJm51bGwhPWEuZWxlbS5zdHlsZVthLnByb3BdPyhiPW0uY3NzKGEuZWxlbSxhLnByb3AsIiIpLGImJiJhdXRvIiE9PWI\/YjowKTphLmVsZW1bYS5wcm9wXX0sc2V0OmZ1bmN0aW9uKGEpe20uZnguc3RlcFthLnByb3BdP20uZnguc3RlcFthLnByb3BdKGEpOmEuZWxlbS5zdHlsZSYmKG51bGwhPWEuZWxlbS5zdHlsZVttLmNzc1Byb3BzW2EucHJvcF1dfHxtLmNzc0hvb2tzW2EucHJvcF0pP20uc3R5bGUoYS5lbGVtLGEucHJvcCxhLm5vdythLnVuaXQpOmEuZWxlbVthLnByb3BdPWEubm93fX19LFphLnByb3BIb29rcy5zY3JvbGxUb3A9WmEucHJvcEhvb2tzLnNjcm9sbExlZnQ9e3NldDpmdW5jdGlvbihhKXthLmVsZW0ubm9kZVR5cGUmJmEuZWxlbS5wYXJlbnROb2RlJiYoYS5lbGVtW2EucHJvcF09YS5ub3cpfX0sbS5lYXNpbmc9e2xpbmVhcjpmdW5jdGlvbihhKXtyZXR1cm4gYX0sc3dpbmc6ZnVuY3Rpb24oYSl7cmV0dXJuLjUtTWF0aC5jb3MoYSpNYXRoLlBJKS8yfX0sbS5meD1aYS5wcm90b3R5cGUuaW5pdCxtLmZ4LnN0ZXA9e307dmFyICRhLF9hLGFiPS9eKD86dG9nZ2xlfHNob3d8aGlkZSkkLyxiYj1uZXcgUmVnRXhwKCJeKD86KFsrLV0pPXwpKCIrUysiKShbYS16JV0qKSQiLCJpIiksY2I9L3F1ZXVlSG9va3MkLyxkYj1baWJdLGViPXsiKiI6W2Z1bmN0aW9uKGEsYil7dmFyIGM9dGhpcy5jcmVhdGVUd2VlbihhLGIpLGQ9Yy5jdXIoKSxlPWJiLmV4ZWMoYiksZj1lJiZlWzNdfHwobS5jc3NOdW1iZXJbYV0\/IiI6InB4IiksZz0obS5jc3NOdW1iZXJbYV18fCJweCIhPT1mJiYrZCkmJmJiLmV4ZWMobS5jc3MoYy5lbGVtLGEpKSxoPTEsaT0yMDtpZihnJiZnWzNdIT09Zil7Zj1mfHxnWzNdLGU9ZXx8W10sZz0rZHx8MTtkbyBoPWh8fCIuNSIsZy89aCxtLnN0eWxlKGMuZWxlbSxhLGcrZik7d2hpbGUoaCE9PShoPWMuY3VyKCkvZCkmJjEhPT1oJiYtLWkpfXJldHVybiBlJiYoZz1jLnN0YXJ0PStnfHwrZHx8MCxjLnVuaXQ9ZixjLmVuZD1lWzFdP2crKGVbMV0rMSkqZVsyXTorZVsyXSksY31dfTtmdW5jdGlvbiBmYigpe3JldHVybiBzZXRUaW1lb3V0KGZ1bmN0aW9uKCl7JGE9dm9pZCAwfSksJGE9bS5ub3coKX1mdW5jdGlvbiBnYihhLGIpe3ZhciBjLGQ9e2hlaWdodDphfSxlPTA7Zm9yKGI9Yj8xOjA7ND5lO2UrPTItYiljPVRbZV0sZFsibWFyZ2luIitjXT1kWyJwYWRkaW5nIitjXT1hO3JldHVybiBiJiYoZC5vcGFjaXR5PWQud2lkdGg9YSksZH1mdW5jdGlvbiBoYihhLGIsYyl7Zm9yKHZhciBkLGU9KGViW2JdfHxbXSkuY29uY2F0KGViWyIqIl0pLGY9MCxnPWUubGVuZ3RoO2c+ZjtmKyspaWYoZD1lW2ZdLmNhbGwoYyxiLGEpKXJldHVybiBkfWZ1bmN0aW9uIGliKGEsYixjKXt2YXIgZCxlLGYsZyxoLGksaixsLG49dGhpcyxvPXt9LHA9YS5zdHlsZSxxPWEubm9kZVR5cGUmJlUoYSkscj1tLl9kYXRhKGEsImZ4c2hvdyIpO2MucXVldWV8fChoPW0uX3F1ZXVlSG9va3MoYSwiZngiKSxudWxsPT1oLnVucXVldWVkJiYoaC51bnF1ZXVlZD0wLGk9aC5lbXB0eS5maXJlLGguZW1wdHkuZmlyZT1mdW5jdGlvbigpe2gudW5xdWV1ZWR8fGkoKX0pLGgudW5xdWV1ZWQrKyxuLmFsd2F5cyhmdW5jdGlvbigpe24uYWx3YXlzKGZ1bmN0aW9uKCl7aC51bnF1ZXVlZC0tLG0ucXVldWUoYSwiZngiKS5sZW5ndGh8fGguZW1wdHkuZmlyZSgpfSl9KSksMT09PWEubm9kZVR5cGUmJigiaGVpZ2h0ImluIGJ8fCJ3aWR0aCJpbiBiKSYmKGMub3ZlcmZsb3c9W3Aub3ZlcmZsb3cscC5vdmVyZmxvd1gscC5vdmVyZmxvd1ldLGo9bS5jc3MoYSwiZGlzcGxheSIpLGw9Im5vbmUiPT09aj9tLl9kYXRhKGEsIm9sZGRpc3BsYXkiKXx8RmEoYS5ub2RlTmFtZSk6aiwiaW5saW5lIj09PWwmJiJub25lIj09PW0uY3NzKGEsImZsb2F0IikmJihrLmlubGluZUJsb2NrTmVlZHNMYXlvdXQmJiJpbmxpbmUiIT09RmEoYS5ub2RlTmFtZSk\/cC56b29tPTE6cC5kaXNwbGF5PSJpbmxpbmUtYmxvY2siKSksYy5vdmVyZmxvdyYmKHAub3ZlcmZsb3c9ImhpZGRlbiIsay5zaHJpbmtXcmFwQmxvY2tzKCl8fG4uYWx3YXlzKGZ1bmN0aW9uKCl7cC5vdmVyZmxvdz1jLm92ZXJmbG93WzBdLHAub3ZlcmZsb3dYPWMub3ZlcmZsb3dbMV0scC5vdmVyZmxvd1k9Yy5vdmVyZmxvd1syXX0pKTtmb3IoZCBpbiBiKWlmKGU9YltkXSxhYi5leGVjKGUpKXtpZihkZWxldGUgYltkXSxmPWZ8fCJ0b2dnbGUiPT09ZSxlPT09KHE\/ImhpZGUiOiJzaG93Iikpe2lmKCJzaG93IiE9PWV8fCFyfHx2b2lkIDA9PT1yW2RdKWNvbnRpbnVlO3E9ITB9b1tkXT1yJiZyW2RdfHxtLnN0eWxlKGEsZCl9ZWxzZSBqPXZvaWQgMDtpZihtLmlzRW1wdHlPYmplY3QobykpImlubGluZSI9PT0oIm5vbmUiPT09aj9GYShhLm5vZGVOYW1lKTpqKSYmKHAuZGlzcGxheT1qKTtlbHNle3I\/ImhpZGRlbiJpbiByJiYocT1yLmhpZGRlbik6cj1tLl9kYXRhKGEsImZ4c2hvdyIse30pLGYmJihyLmhpZGRlbj0hcSkscT9tKGEpLnNob3coKTpuLmRvbmUoZnVuY3Rpb24oKXttKGEpLmhpZGUoKX0pLG4uZG9uZShmdW5jdGlvbigpe3ZhciBiO20uX3JlbW92ZURhdGEoYSwiZnhzaG93Iik7Zm9yKGIgaW4gbyltLnN0eWxlKGEsYixvW2JdKX0pO2ZvcihkIGluIG8pZz1oYihxP3JbZF06MCxkLG4pLGQgaW4gcnx8KHJbZF09Zy5zdGFydCxxJiYoZy5lbmQ9Zy5zdGFydCxnLnN0YXJ0PSJ3aWR0aCI9PT1kfHwiaGVpZ2h0Ij09PWQ\/MTowKSl9fWZ1bmN0aW9uIGpiKGEsYil7dmFyIGMsZCxlLGYsZztmb3IoYyBpbiBhKWlmKGQ9bS5jYW1lbENhc2UoYyksZT1iW2RdLGY9YVtjXSxtLmlzQXJyYXkoZikmJihlPWZbMV0sZj1hW2NdPWZbMF0pLGMhPT1kJiYoYVtkXT1mLGRlbGV0ZSBhW2NdKSxnPW0uY3NzSG9va3NbZF0sZyYmImV4cGFuZCJpbiBnKXtmPWcuZXhwYW5kKGYpLGRlbGV0ZSBhW2RdO2ZvcihjIGluIGYpYyBpbiBhfHwoYVtjXT1mW2NdLGJbY109ZSl9ZWxzZSBiW2RdPWV9ZnVuY3Rpb24ga2IoYSxiLGMpe3ZhciBkLGUsZj0wLGc9ZGIubGVuZ3RoLGg9bS5EZWZlcnJlZCgpLmFsd2F5cyhmdW5jdGlvbigpe2RlbGV0ZSBpLmVsZW19KSxpPWZ1bmN0aW9uKCl7aWYoZSlyZXR1cm4hMTtmb3IodmFyIGI9JGF8fGZiKCksYz1NYXRoLm1heCgwLGouc3RhcnRUaW1lK2ouZHVyYXRpb24tYiksZD1jL2ouZHVyYXRpb258fDAsZj0xLWQsZz0wLGk9ai50d2VlbnMubGVuZ3RoO2k+ZztnKyspai50d2VlbnNbZ10ucnVuKGYpO3JldHVybiBoLm5vdGlmeVdpdGgoYSxbaixmLGNdKSwxPmYmJmk\/YzooaC5yZXNvbHZlV2l0aChhLFtqXSksITEpfSxqPWgucHJvbWlzZSh7ZWxlbTphLHByb3BzOm0uZXh0ZW5kKHt9LGIpLG9wdHM6bS5leHRlbmQoITAse3NwZWNpYWxFYXNpbmc6e319LGMpLG9yaWdpbmFsUHJvcGVydGllczpiLG9yaWdpbmFsT3B0aW9uczpjLHN0YXJ0VGltZTokYXx8ZmIoKSxkdXJhdGlvbjpjLmR1cmF0aW9uLHR3ZWVuczpbXSxjcmVhdGVUd2VlbjpmdW5jdGlvbihiLGMpe3ZhciBkPW0uVHdlZW4oYSxqLm9wdHMsYixjLGoub3B0cy5zcGVjaWFsRWFzaW5nW2JdfHxqLm9wdHMuZWFzaW5nKTtyZXR1cm4gai50d2VlbnMucHVzaChkKSxkfSxzdG9wOmZ1bmN0aW9uKGIpe3ZhciBjPTAsZD1iP2oudHdlZW5zLmxlbmd0aDowO2lmKGUpcmV0dXJuIHRoaXM7Zm9yKGU9ITA7ZD5jO2MrKylqLnR3ZWVuc1tjXS5ydW4oMSk7cmV0dXJuIGI\/aC5yZXNvbHZlV2l0aChhLFtqLGJdKTpoLnJlamVjdFdpdGgoYSxbaixiXSksdGhpc319KSxrPWoucHJvcHM7Zm9yKGpiKGssai5vcHRzLnNwZWNpYWxFYXNpbmcpO2c+ZjtmKyspaWYoZD1kYltmXS5jYWxsKGosYSxrLGoub3B0cykpcmV0dXJuIGQ7cmV0dXJuIG0ubWFwKGssaGIsaiksbS5pc0Z1bmN0aW9uKGoub3B0cy5zdGFydCkmJmoub3B0cy5zdGFydC5jYWxsKGEsaiksbS5meC50aW1lcihtLmV4dGVuZChpLHtlbGVtOmEsYW5pbTpqLHF1ZXVlOmoub3B0cy5xdWV1ZX0pKSxqLnByb2dyZXNzKGoub3B0cy5wcm9ncmVzcykuZG9uZShqLm9wdHMuZG9uZSxqLm9wdHMuY29tcGxldGUpLmZhaWwoai5vcHRzLmZhaWwpLmFsd2F5cyhqLm9wdHMuYWx3YXlzKX1tLkFuaW1hdGlvbj1tLmV4dGVuZChrYix7dHdlZW5lcjpmdW5jdGlvbihhLGIpe20uaXNGdW5jdGlvbihhKT8oYj1hLGE9WyIqIl0pOmE9YS5zcGxpdCgiICIpO2Zvcih2YXIgYyxkPTAsZT1hLmxlbmd0aDtlPmQ7ZCsrKWM9YVtkXSxlYltjXT1lYltjXXx8W10sZWJbY10udW5zaGlmdChiKX0scHJlZmlsdGVyOmZ1bmN0aW9uKGEsYil7Yj9kYi51bnNoaWZ0KGEpOmRiLnB1c2goYSl9fSksbS5zcGVlZD1mdW5jdGlvbihhLGIsYyl7dmFyIGQ9YSYmIm9iamVjdCI9PXR5cGVvZiBhP20uZXh0ZW5kKHt9LGEpOntjb21wbGV0ZTpjfHwhYyYmYnx8bS5pc0Z1bmN0aW9uKGEpJiZhLGR1cmF0aW9uOmEsZWFzaW5nOmMmJmJ8fGImJiFtLmlzRnVuY3Rpb24oYikmJmJ9O3JldHVybiBkLmR1cmF0aW9uPW0uZngub2ZmPzA6Im51bWJlciI9PXR5cGVvZiBkLmR1cmF0aW9uP2QuZHVyYXRpb246ZC5kdXJhdGlvbiBpbiBtLmZ4LnNwZWVkcz9tLmZ4LnNwZWVkc1tkLmR1cmF0aW9uXTptLmZ4LnNwZWVkcy5fZGVmYXVsdCwobnVsbD09ZC5xdWV1ZXx8ZC5xdWV1ZT09PSEwKSYmKGQucXVldWU9ImZ4IiksZC5vbGQ9ZC5jb21wbGV0ZSxkLmNvbXBsZXRlPWZ1bmN0aW9uKCl7bS5pc0Z1bmN0aW9uKGQub2xkKSYmZC5vbGQuY2FsbCh0aGlzKSxkLnF1ZXVlJiZtLmRlcXVldWUodGhpcyxkLnF1ZXVlKX0sZH0sbS5mbi5leHRlbmQoe2ZhZGVUbzpmdW5jdGlvbihhLGIsYyxkKXtyZXR1cm4gdGhpcy5maWx0ZXIoVSkuY3NzKCJvcGFjaXR5IiwwKS5zaG93KCkuZW5kKCkuYW5pbWF0ZSh7b3BhY2l0eTpifSxhLGMsZCl9LGFuaW1hdGU6ZnVuY3Rpb24oYSxiLGMsZCl7dmFyIGU9bS5pc0VtcHR5T2JqZWN0KGEpLGY9bS5zcGVlZChiLGMsZCksZz1mdW5jdGlvbigpe3ZhciBiPWtiKHRoaXMsbS5leHRlbmQoe30sYSksZik7KGV8fG0uX2RhdGEodGhpcywiZmluaXNoIikpJiZiLnN0b3AoITApfTtyZXR1cm4gZy5maW5pc2g9ZyxlfHxmLnF1ZXVlPT09ITE\/dGhpcy5lYWNoKGcpOnRoaXMucXVldWUoZi5xdWV1ZSxnKX0sc3RvcDpmdW5jdGlvbihhLGIsYyl7dmFyIGQ9ZnVuY3Rpb24oYSl7dmFyIGI9YS5zdG9wO2RlbGV0ZSBhLnN0b3AsYihjKX07cmV0dXJuInN0cmluZyIhPXR5cGVvZiBhJiYoYz1iLGI9YSxhPXZvaWQgMCksYiYmYSE9PSExJiZ0aGlzLnF1ZXVlKGF8fCJmeCIsW10pLHRoaXMuZWFjaChmdW5jdGlvbigpe3ZhciBiPSEwLGU9bnVsbCE9YSYmYSsicXVldWVIb29rcyIsZj1tLnRpbWVycyxnPW0uX2RhdGEodGhpcyk7aWYoZSlnW2VdJiZnW2VdLnN0b3AmJmQoZ1tlXSk7ZWxzZSBmb3IoZSBpbiBnKWdbZV0mJmdbZV0uc3RvcCYmY2IudGVzdChlKSYmZChnW2VdKTtmb3IoZT1mLmxlbmd0aDtlLS07KWZbZV0uZWxlbSE9PXRoaXN8fG51bGwhPWEmJmZbZV0ucXVldWUhPT1hfHwoZltlXS5hbmltLnN0b3AoYyksYj0hMSxmLnNwbGljZShlLDEpKTsoYnx8IWMpJiZtLmRlcXVldWUodGhpcyxhKX0pfSxmaW5pc2g6ZnVuY3Rpb24oYSl7cmV0dXJuIGEhPT0hMSYmKGE9YXx8ImZ4IiksdGhpcy5lYWNoKGZ1bmN0aW9uKCl7dmFyIGIsYz1tLl9kYXRhKHRoaXMpLGQ9Y1thKyJxdWV1ZSJdLGU9Y1thKyJxdWV1ZUhvb2tzIl0sZj1tLnRpbWVycyxnPWQ\/ZC5sZW5ndGg6MDtmb3IoYy5maW5pc2g9ITAsbS5xdWV1ZSh0aGlzLGEsW10pLGUmJmUuc3RvcCYmZS5zdG9wLmNhbGwodGhpcywhMCksYj1mLmxlbmd0aDtiLS07KWZbYl0uZWxlbT09PXRoaXMmJmZbYl0ucXVldWU9PT1hJiYoZltiXS5hbmltLnN0b3AoITApLGYuc3BsaWNlKGIsMSkpO2ZvcihiPTA7Zz5iO2IrKylkW2JdJiZkW2JdLmZpbmlzaCYmZFtiXS5maW5pc2guY2FsbCh0aGlzKTtkZWxldGUgYy5maW5pc2h9KX19KSxtLmVhY2goWyJ0b2dnbGUiLCJzaG93IiwiaGlkZSJdLGZ1bmN0aW9uKGEsYil7dmFyIGM9bS5mbltiXTttLmZuW2JdPWZ1bmN0aW9uKGEsZCxlKXtyZXR1cm4gbnVsbD09YXx8ImJvb2xlYW4iPT10eXBlb2YgYT9jLmFwcGx5KHRoaXMsYXJndW1lbnRzKTp0aGlzLmFuaW1hdGUoZ2IoYiwhMCksYSxkLGUpfX0pLG0uZWFjaCh7c2xpZGVEb3duOmdiKCJzaG93Iiksc2xpZGVVcDpnYigiaGlkZSIpLHNsaWRlVG9nZ2xlOmdiKCJ0b2dnbGUiKSxmYWRlSW46e29wYWNpdHk6InNob3cifSxmYWRlT3V0OntvcGFjaXR5OiJoaWRlIn0sZmFkZVRvZ2dsZTp7b3BhY2l0eToidG9nZ2xlIn19LGZ1bmN0aW9uKGEsYil7bS5mblthXT1mdW5jdGlvbihhLGMsZCl7cmV0dXJuIHRoaXMuYW5pbWF0ZShiLGEsYyxkKX19KSxtLnRpbWVycz1bXSxtLmZ4LnRpY2s9ZnVuY3Rpb24oKXt2YXIgYSxiPW0udGltZXJzLGM9MDtmb3IoJGE9bS5ub3coKTtjPGIubGVuZ3RoO2MrKylhPWJbY10sYSgpfHxiW2NdIT09YXx8Yi5zcGxpY2UoYy0tLDEpO2IubGVuZ3RofHxtLmZ4LnN0b3AoKSwkYT12b2lkIDB9LG0uZngudGltZXI9ZnVuY3Rpb24oYSl7bS50aW1lcnMucHVzaChhKSxhKCk\/bS5meC5zdGFydCgpOm0udGltZXJzLnBvcCgpfSxtLmZ4LmludGVydmFsPTEzLG0uZnguc3RhcnQ9ZnVuY3Rpb24oKXtfYXx8KF9hPXNldEludGVydmFsKG0uZngudGljayxtLmZ4LmludGVydmFsKSl9LG0uZnguc3RvcD1mdW5jdGlvbigpe2NsZWFySW50ZXJ2YWwoX2EpLF9hPW51bGx9LG0uZnguc3BlZWRzPXtzbG93OjYwMCxmYXN0OjIwMCxfZGVmYXVsdDo0MDB9LG0uZm4uZGVsYXk9ZnVuY3Rpb24oYSxiKXtyZXR1cm4gYT1tLmZ4P20uZnguc3BlZWRzW2FdfHxhOmEsYj1ifHwiZngiLHRoaXMucXVldWUoYixmdW5jdGlvbihiLGMpe3ZhciBkPXNldFRpbWVvdXQoYixhKTtjLnN0b3A9ZnVuY3Rpb24oKXtjbGVhclRpbWVvdXQoZCl9fSl9LGZ1bmN0aW9uKCl7dmFyIGEsYixjLGQsZTtiPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksYi5zZXRBdHRyaWJ1dGUoImNsYXNzTmFtZSIsInQiKSxiLmlubmVySFRNTD0iICA8bGluay8+PHRhYmxlPjwvdGFibGU+PGEgaHJlZj0nL2EnPmE8L2E+PGlucHV0IHR5cGU9J2NoZWNrYm94Jy8+IixkPWIuZ2V0RWxlbWVudHNCeVRhZ05hbWUoImEiKVswXSxjPXkuY3JlYXRlRWxlbWVudCgic2VsZWN0IiksZT1jLmFwcGVuZENoaWxkKHkuY3JlYXRlRWxlbWVudCgib3B0aW9uIikpLGE9Yi5nZXRFbGVtZW50c0J5VGFnTmFtZSgiaW5wdXQiKVswXSxkLnN0eWxlLmNzc1RleHQ9InRvcDoxcHgiLGsuZ2V0U2V0QXR0cmlidXRlPSJ0IiE9PWIuY2xhc3NOYW1lLGsuc3R5bGU9L3RvcC8udGVzdChkLmdldEF0dHJpYnV0ZSgic3R5bGUiKSksay5ocmVmTm9ybWFsaXplZD0iL2EiPT09ZC5nZXRBdHRyaWJ1dGUoImhyZWYiKSxrLmNoZWNrT249ISFhLnZhbHVlLGsub3B0U2VsZWN0ZWQ9ZS5zZWxlY3RlZCxrLmVuY3R5cGU9ISF5LmNyZWF0ZUVsZW1lbnQoImZvcm0iKS5lbmN0eXBlLGMuZGlzYWJsZWQ9ITAsay5vcHREaXNhYmxlZD0hZS5kaXNhYmxlZCxhPXkuY3JlYXRlRWxlbWVudCgiaW5wdXQiKSxhLnNldEF0dHJpYnV0ZSgidmFsdWUiLCIiKSxrLmlucHV0PSIiPT09YS5nZXRBdHRyaWJ1dGUoInZhbHVlIiksYS52YWx1ZT0idCIsYS5zZXRBdHRyaWJ1dGUoInR5cGUiLCJyYWRpbyIpLGsucmFkaW9WYWx1ZT0idCI9PT1hLnZhbHVlfSgpO3ZhciBsYj0vXHIvZzttLmZuLmV4dGVuZCh7dmFsOmZ1bmN0aW9uKGEpe3ZhciBiLGMsZCxlPXRoaXNbMF07e2lmKGFyZ3VtZW50cy5sZW5ndGgpcmV0dXJuIGQ9bS5pc0Z1bmN0aW9uKGEpLHRoaXMuZWFjaChmdW5jdGlvbihjKXt2YXIgZTsxPT09dGhpcy5ub2RlVHlwZSYmKGU9ZD9hLmNhbGwodGhpcyxjLG0odGhpcykudmFsKCkpOmEsbnVsbD09ZT9lPSIiOiJudW1iZXIiPT10eXBlb2YgZT9lKz0iIjptLmlzQXJyYXkoZSkmJihlPW0ubWFwKGUsZnVuY3Rpb24oYSl7cmV0dXJuIG51bGw9PWE\/IiI6YSsiIn0pKSxiPW0udmFsSG9va3NbdGhpcy50eXBlXXx8bS52YWxIb29rc1t0aGlzLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCldLGImJiJzZXQiaW4gYiYmdm9pZCAwIT09Yi5zZXQodGhpcyxlLCJ2YWx1ZSIpfHwodGhpcy52YWx1ZT1lKSl9KTtpZihlKXJldHVybiBiPW0udmFsSG9va3NbZS50eXBlXXx8bS52YWxIb29rc1tlLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCldLGImJiJnZXQiaW4gYiYmdm9pZCAwIT09KGM9Yi5nZXQoZSwidmFsdWUiKSk\/YzooYz1lLnZhbHVlLCJzdHJpbmciPT10eXBlb2YgYz9jLnJlcGxhY2UobGIsIiIpOm51bGw9PWM\/IiI6Yyl9fX0pLG0uZXh0ZW5kKHt2YWxIb29rczp7b3B0aW9uOntnZXQ6ZnVuY3Rpb24oYSl7dmFyIGI9bS5maW5kLmF0dHIoYSwidmFsdWUiKTtyZXR1cm4gbnVsbCE9Yj9iOm0udHJpbShtLnRleHQoYSkpfX0sc2VsZWN0OntnZXQ6ZnVuY3Rpb24oYSl7Zm9yKHZhciBiLGMsZD1hLm9wdGlvbnMsZT1hLnNlbGVjdGVkSW5kZXgsZj0ic2VsZWN0LW9uZSI9PT1hLnR5cGV8fDA+ZSxnPWY\/bnVsbDpbXSxoPWY\/ZSsxOmQubGVuZ3RoLGk9MD5lP2g6Zj9lOjA7aD5pO2krKylpZihjPWRbaV0sISghYy5zZWxlY3RlZCYmaSE9PWV8fChrLm9wdERpc2FibGVkP2MuZGlzYWJsZWQ6bnVsbCE9PWMuZ2V0QXR0cmlidXRlKCJkaXNhYmxlZCIpKXx8Yy5wYXJlbnROb2RlLmRpc2FibGVkJiZtLm5vZGVOYW1lKGMucGFyZW50Tm9kZSwib3B0Z3JvdXAiKSkpe2lmKGI9bShjKS52YWwoKSxmKXJldHVybiBiO2cucHVzaChiKX1yZXR1cm4gZ30sc2V0OmZ1bmN0aW9uKGEsYil7dmFyIGMsZCxlPWEub3B0aW9ucyxmPW0ubWFrZUFycmF5KGIpLGc9ZS5sZW5ndGg7d2hpbGUoZy0tKWlmKGQ9ZVtnXSxtLmluQXJyYXkobS52YWxIb29rcy5vcHRpb24uZ2V0KGQpLGYpPj0wKXRyeXtkLnNlbGVjdGVkPWM9ITB9Y2F0Y2goaCl7ZC5zY3JvbGxIZWlnaHR9ZWxzZSBkLnNlbGVjdGVkPSExO3JldHVybiBjfHwoYS5zZWxlY3RlZEluZGV4PS0xKSxlfX19fSksbS5lYWNoKFsicmFkaW8iLCJjaGVja2JveCJdLGZ1bmN0aW9uKCl7bS52YWxIb29rc1t0aGlzXT17c2V0OmZ1bmN0aW9uKGEsYil7cmV0dXJuIG0uaXNBcnJheShiKT9hLmNoZWNrZWQ9bS5pbkFycmF5KG0oYSkudmFsKCksYik+PTA6dm9pZCAwfX0say5jaGVja09ufHwobS52YWxIb29rc1t0aGlzXS5nZXQ9ZnVuY3Rpb24oYSl7cmV0dXJuIG51bGw9PT1hLmdldEF0dHJpYnV0ZSgidmFsdWUiKT8ib24iOmEudmFsdWV9KX0pO3ZhciBtYixuYixvYj1tLmV4cHIuYXR0ckhhbmRsZSxwYj0vXig\/OmNoZWNrZWR8c2VsZWN0ZWQpJC9pLHFiPWsuZ2V0U2V0QXR0cmlidXRlLHJiPWsuaW5wdXQ7bS5mbi5leHRlbmQoe2F0dHI6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gVih0aGlzLG0uYXR0cixhLGIsYXJndW1lbnRzLmxlbmd0aD4xKX0scmVtb3ZlQXR0cjpmdW5jdGlvbihhKXtyZXR1cm4gdGhpcy5lYWNoKGZ1bmN0aW9uKCl7bS5yZW1vdmVBdHRyKHRoaXMsYSl9KX19KSxtLmV4dGVuZCh7YXR0cjpmdW5jdGlvbihhLGIsYyl7dmFyIGQsZSxmPWEubm9kZVR5cGU7aWYoYSYmMyE9PWYmJjghPT1mJiYyIT09ZilyZXR1cm4gdHlwZW9mIGEuZ2V0QXR0cmlidXRlPT09Sz9tLnByb3AoYSxiLGMpOigxPT09ZiYmbS5pc1hNTERvYyhhKXx8KGI9Yi50b0xvd2VyQ2FzZSgpLGQ9bS5hdHRySG9va3NbYl18fChtLmV4cHIubWF0Y2guYm9vbC50ZXN0KGIpP25iOm1iKSksdm9pZCAwPT09Yz9kJiYiZ2V0ImluIGQmJm51bGwhPT0oZT1kLmdldChhLGIpKT9lOihlPW0uZmluZC5hdHRyKGEsYiksbnVsbD09ZT92b2lkIDA6ZSk6bnVsbCE9PWM\/ZCYmInNldCJpbiBkJiZ2b2lkIDAhPT0oZT1kLnNldChhLGMsYikpP2U6KGEuc2V0QXR0cmlidXRlKGIsYysiIiksYyk6dm9pZCBtLnJlbW92ZUF0dHIoYSxiKSl9LHJlbW92ZUF0dHI6ZnVuY3Rpb24oYSxiKXt2YXIgYyxkLGU9MCxmPWImJmIubWF0Y2goRSk7aWYoZiYmMT09PWEubm9kZVR5cGUpd2hpbGUoYz1mW2UrK10pZD1tLnByb3BGaXhbY118fGMsbS5leHByLm1hdGNoLmJvb2wudGVzdChjKT9yYiYmcWJ8fCFwYi50ZXN0KGMpP2FbZF09ITE6YVttLmNhbWVsQ2FzZSgiZGVmYXVsdC0iK2MpXT1hW2RdPSExOm0uYXR0cihhLGMsIiIpLGEucmVtb3ZlQXR0cmlidXRlKHFiP2M6ZCl9LGF0dHJIb29rczp7dHlwZTp7c2V0OmZ1bmN0aW9uKGEsYil7aWYoIWsucmFkaW9WYWx1ZSYmInJhZGlvIj09PWImJm0ubm9kZU5hbWUoYSwiaW5wdXQiKSl7dmFyIGM9YS52YWx1ZTtyZXR1cm4gYS5zZXRBdHRyaWJ1dGUoInR5cGUiLGIpLGMmJihhLnZhbHVlPWMpLGJ9fX19fSksbmI9e3NldDpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIGI9PT0hMT9tLnJlbW92ZUF0dHIoYSxjKTpyYiYmcWJ8fCFwYi50ZXN0KGMpP2Euc2V0QXR0cmlidXRlKCFxYiYmbS5wcm9wRml4W2NdfHxjLGMpOmFbbS5jYW1lbENhc2UoImRlZmF1bHQtIitjKV09YVtjXT0hMCxjfX0sbS5lYWNoKG0uZXhwci5tYXRjaC5ib29sLnNvdXJjZS5tYXRjaCgvXHcrL2cpLGZ1bmN0aW9uKGEsYil7dmFyIGM9b2JbYl18fG0uZmluZC5hdHRyO29iW2JdPXJiJiZxYnx8IXBiLnRlc3QoYik\/ZnVuY3Rpb24oYSxiLGQpe3ZhciBlLGY7cmV0dXJuIGR8fChmPW9iW2JdLG9iW2JdPWUsZT1udWxsIT1jKGEsYixkKT9iLnRvTG93ZXJDYXNlKCk6bnVsbCxvYltiXT1mKSxlfTpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIGM\/dm9pZCAwOmFbbS5jYW1lbENhc2UoImRlZmF1bHQtIitiKV0\/Yi50b0xvd2VyQ2FzZSgpOm51bGx9fSkscmImJnFifHwobS5hdHRySG9va3MudmFsdWU9e3NldDpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIG0ubm9kZU5hbWUoYSwiaW5wdXQiKT92b2lkKGEuZGVmYXVsdFZhbHVlPWIpOm1iJiZtYi5zZXQoYSxiLGMpfX0pLHFifHwobWI9e3NldDpmdW5jdGlvbihhLGIsYyl7dmFyIGQ9YS5nZXRBdHRyaWJ1dGVOb2RlKGMpO3JldHVybiBkfHxhLnNldEF0dHJpYnV0ZU5vZGUoZD1hLm93bmVyRG9jdW1lbnQuY3JlYXRlQXR0cmlidXRlKGMpKSxkLnZhbHVlPWIrPSIiLCJ2YWx1ZSI9PT1jfHxiPT09YS5nZXRBdHRyaWJ1dGUoYyk\/Yjp2b2lkIDB9fSxvYi5pZD1vYi5uYW1lPW9iLmNvb3Jkcz1mdW5jdGlvbihhLGIsYyl7dmFyIGQ7cmV0dXJuIGM\/dm9pZCAwOihkPWEuZ2V0QXR0cmlidXRlTm9kZShiKSkmJiIiIT09ZC52YWx1ZT9kLnZhbHVlOm51bGx9LG0udmFsSG9va3MuYnV0dG9uPXtnZXQ6ZnVuY3Rpb24oYSxiKXt2YXIgYz1hLmdldEF0dHJpYnV0ZU5vZGUoYik7cmV0dXJuIGMmJmMuc3BlY2lmaWVkP2MudmFsdWU6dm9pZCAwfSxzZXQ6bWIuc2V0fSxtLmF0dHJIb29rcy5jb250ZW50ZWRpdGFibGU9e3NldDpmdW5jdGlvbihhLGIsYyl7bWIuc2V0KGEsIiI9PT1iPyExOmIsYyl9fSxtLmVhY2goWyJ3aWR0aCIsImhlaWdodCJdLGZ1bmN0aW9uKGEsYil7bS5hdHRySG9va3NbYl09e3NldDpmdW5jdGlvbihhLGMpe3JldHVybiIiPT09Yz8oYS5zZXRBdHRyaWJ1dGUoYiwiYXV0byIpLGMpOnZvaWQgMH19fSkpLGsuc3R5bGV8fChtLmF0dHJIb29rcy5zdHlsZT17Z2V0OmZ1bmN0aW9uKGEpe3JldHVybiBhLnN0eWxlLmNzc1RleHR8fHZvaWQgMH0sc2V0OmZ1bmN0aW9uKGEsYil7cmV0dXJuIGEuc3R5bGUuY3NzVGV4dD1iKyIifX0pO3ZhciBzYj0vXig\/OmlucHV0fHNlbGVjdHx0ZXh0YXJlYXxidXR0b258b2JqZWN0KSQvaSx0Yj0vXig\/OmF8YXJlYSkkL2k7bS5mbi5leHRlbmQoe3Byb3A6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gVih0aGlzLG0ucHJvcCxhLGIsYXJndW1lbnRzLmxlbmd0aD4xKX0scmVtb3ZlUHJvcDpmdW5jdGlvbihhKXtyZXR1cm4gYT1tLnByb3BGaXhbYV18fGEsdGhpcy5lYWNoKGZ1bmN0aW9uKCl7dHJ5e3RoaXNbYV09dm9pZCAwLGRlbGV0ZSB0aGlzW2FdfWNhdGNoKGIpe319KX19KSxtLmV4dGVuZCh7cHJvcEZpeDp7ImZvciI6Imh0bWxGb3IiLCJjbGFzcyI6ImNsYXNzTmFtZSJ9LHByb3A6ZnVuY3Rpb24oYSxiLGMpe3ZhciBkLGUsZixnPWEubm9kZVR5cGU7aWYoYSYmMyE9PWcmJjghPT1nJiYyIT09ZylyZXR1cm4gZj0xIT09Z3x8IW0uaXNYTUxEb2MoYSksZiYmKGI9bS5wcm9wRml4W2JdfHxiLGU9bS5wcm9wSG9va3NbYl0pLHZvaWQgMCE9PWM\/ZSYmInNldCJpbiBlJiZ2b2lkIDAhPT0oZD1lLnNldChhLGMsYikpP2Q6YVtiXT1jOmUmJiJnZXQiaW4gZSYmbnVsbCE9PShkPWUuZ2V0KGEsYikpP2Q6YVtiXX0scHJvcEhvb2tzOnt0YWJJbmRleDp7Z2V0OmZ1bmN0aW9uKGEpe3ZhciBiPW0uZmluZC5hdHRyKGEsInRhYmluZGV4Iik7cmV0dXJuIGI\/cGFyc2VJbnQoYiwxMCk6c2IudGVzdChhLm5vZGVOYW1lKXx8dGIudGVzdChhLm5vZGVOYW1lKSYmYS5ocmVmPzA6LTF9fX19KSxrLmhyZWZOb3JtYWxpemVkfHxtLmVhY2goWyJocmVmIiwic3JjIl0sZnVuY3Rpb24oYSxiKXttLnByb3BIb29rc1tiXT17Z2V0OmZ1bmN0aW9uKGEpe3JldHVybiBhLmdldEF0dHJpYnV0ZShiLDQpfX19KSxrLm9wdFNlbGVjdGVkfHwobS5wcm9wSG9va3Muc2VsZWN0ZWQ9e2dldDpmdW5jdGlvbihhKXt2YXIgYj1hLnBhcmVudE5vZGU7cmV0dXJuIGImJihiLnNlbGVjdGVkSW5kZXgsYi5wYXJlbnROb2RlJiZiLnBhcmVudE5vZGUuc2VsZWN0ZWRJbmRleCksbnVsbH19KSxtLmVhY2goWyJ0YWJJbmRleCIsInJlYWRPbmx5IiwibWF4TGVuZ3RoIiwiY2VsbFNwYWNpbmciLCJjZWxsUGFkZGluZyIsInJvd1NwYW4iLCJjb2xTcGFuIiwidXNlTWFwIiwiZnJhbWVCb3JkZXIiLCJjb250ZW50RWRpdGFibGUiXSxmdW5jdGlvbigpe20ucHJvcEZpeFt0aGlzLnRvTG93ZXJDYXNlKCldPXRoaXN9KSxrLmVuY3R5cGV8fChtLnByb3BGaXguZW5jdHlwZT0iZW5jb2RpbmciKTt2YXIgdWI9L1tcdFxyXG5cZl0vZzttLmZuLmV4dGVuZCh7YWRkQ2xhc3M6ZnVuY3Rpb24oYSl7dmFyIGIsYyxkLGUsZixnLGg9MCxpPXRoaXMubGVuZ3RoLGo9InN0cmluZyI9PXR5cGVvZiBhJiZhO2lmKG0uaXNGdW5jdGlvbihhKSlyZXR1cm4gdGhpcy5lYWNoKGZ1bmN0aW9uKGIpe20odGhpcykuYWRkQ2xhc3MoYS5jYWxsKHRoaXMsYix0aGlzLmNsYXNzTmFtZSkpfSk7aWYoailmb3IoYj0oYXx8IiIpLm1hdGNoKEUpfHxbXTtpPmg7aCsrKWlmKGM9dGhpc1toXSxkPTE9PT1jLm5vZGVUeXBlJiYoYy5jbGFzc05hbWU\/KCIgIitjLmNsYXNzTmFtZSsiICIpLnJlcGxhY2UodWIsIiAiKToiICIpKXtmPTA7d2hpbGUoZT1iW2YrK10pZC5pbmRleE9mKCIgIitlKyIgIik8MCYmKGQrPWUrIiAiKTtnPW0udHJpbShkKSxjLmNsYXNzTmFtZSE9PWcmJihjLmNsYXNzTmFtZT1nKX1yZXR1cm4gdGhpc30scmVtb3ZlQ2xhc3M6ZnVuY3Rpb24oYSl7dmFyIGIsYyxkLGUsZixnLGg9MCxpPXRoaXMubGVuZ3RoLGo9MD09PWFyZ3VtZW50cy5sZW5ndGh8fCJzdHJpbmciPT10eXBlb2YgYSYmYTtpZihtLmlzRnVuY3Rpb24oYSkpcmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbihiKXttKHRoaXMpLnJlbW92ZUNsYXNzKGEuY2FsbCh0aGlzLGIsdGhpcy5jbGFzc05hbWUpKX0pO2lmKGopZm9yKGI9KGF8fCIiKS5tYXRjaChFKXx8W107aT5oO2grKylpZihjPXRoaXNbaF0sZD0xPT09Yy5ub2RlVHlwZSYmKGMuY2xhc3NOYW1lPygiICIrYy5jbGFzc05hbWUrIiAiKS5yZXBsYWNlKHViLCIgIik6IiIpKXtmPTA7d2hpbGUoZT1iW2YrK10pd2hpbGUoZC5pbmRleE9mKCIgIitlKyIgIik+PTApZD1kLnJlcGxhY2UoIiAiK2UrIiAiLCIgIik7Zz1hP20udHJpbShkKToiIixjLmNsYXNzTmFtZSE9PWcmJihjLmNsYXNzTmFtZT1nKX1yZXR1cm4gdGhpc30sdG9nZ2xlQ2xhc3M6ZnVuY3Rpb24oYSxiKXt2YXIgYz10eXBlb2YgYTtyZXR1cm4iYm9vbGVhbiI9PXR5cGVvZiBiJiYic3RyaW5nIj09PWM\/Yj90aGlzLmFkZENsYXNzKGEpOnRoaXMucmVtb3ZlQ2xhc3MoYSk6dGhpcy5lYWNoKG0uaXNGdW5jdGlvbihhKT9mdW5jdGlvbihjKXttKHRoaXMpLnRvZ2dsZUNsYXNzKGEuY2FsbCh0aGlzLGMsdGhpcy5jbGFzc05hbWUsYiksYil9OmZ1bmN0aW9uKCl7aWYoInN0cmluZyI9PT1jKXt2YXIgYixkPTAsZT1tKHRoaXMpLGY9YS5tYXRjaChFKXx8W107d2hpbGUoYj1mW2QrK10pZS5oYXNDbGFzcyhiKT9lLnJlbW92ZUNsYXNzKGIpOmUuYWRkQ2xhc3MoYil9ZWxzZShjPT09S3x8ImJvb2xlYW4iPT09YykmJih0aGlzLmNsYXNzTmFtZSYmbS5fZGF0YSh0aGlzLCJfX2NsYXNzTmFtZV9fIix0aGlzLmNsYXNzTmFtZSksdGhpcy5jbGFzc05hbWU9dGhpcy5jbGFzc05hbWV8fGE9PT0hMT8iIjptLl9kYXRhKHRoaXMsIl9fY2xhc3NOYW1lX18iKXx8IiIpfSl9LGhhc0NsYXNzOmZ1bmN0aW9uKGEpe2Zvcih2YXIgYj0iICIrYSsiICIsYz0wLGQ9dGhpcy5sZW5ndGg7ZD5jO2MrKylpZigxPT09dGhpc1tjXS5ub2RlVHlwZSYmKCIgIit0aGlzW2NdLmNsYXNzTmFtZSsiICIpLnJlcGxhY2UodWIsIiAiKS5pbmRleE9mKGIpPj0wKXJldHVybiEwO3JldHVybiExfX0pLG0uZWFjaCgiYmx1ciBmb2N1cyBmb2N1c2luIGZvY3Vzb3V0IGxvYWQgcmVzaXplIHNjcm9sbCB1bmxvYWQgY2xpY2sgZGJsY2xpY2sgbW91c2Vkb3duIG1vdXNldXAgbW91c2Vtb3ZlIG1vdXNlb3ZlciBtb3VzZW91dCBtb3VzZWVudGVyIG1vdXNlbGVhdmUgY2hhbmdlIHNlbGVjdCBzdWJtaXQga2V5ZG93biBrZXlwcmVzcyBrZXl1cCBlcnJvciBjb250ZXh0bWVudSIuc3BsaXQoIiAiKSxmdW5jdGlvbihhLGIpe20uZm5bYl09ZnVuY3Rpb24oYSxjKXtyZXR1cm4gYXJndW1lbnRzLmxlbmd0aD4wP3RoaXMub24oYixudWxsLGEsYyk6dGhpcy50cmlnZ2VyKGIpfX0pLG0uZm4uZXh0ZW5kKHtob3ZlcjpmdW5jdGlvbihhLGIpe3JldHVybiB0aGlzLm1vdXNlZW50ZXIoYSkubW91c2VsZWF2ZShifHxhKX0sYmluZDpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIHRoaXMub24oYSxudWxsLGIsYyl9LHVuYmluZDpmdW5jdGlvbihhLGIpe3JldHVybiB0aGlzLm9mZihhLG51bGwsYil9LGRlbGVnYXRlOmZ1bmN0aW9uKGEsYixjLGQpe3JldHVybiB0aGlzLm9uKGIsYSxjLGQpfSx1bmRlbGVnYXRlOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gMT09PWFyZ3VtZW50cy5sZW5ndGg\/dGhpcy5vZmYoYSwiKioiKTp0aGlzLm9mZihiLGF8fCIqKiIsYyl9fSk7dmFyIHZiPW0ubm93KCksd2I9L1w\/Lyx4Yj0vKCwpfChcW3x7KXwofXxdKXwiKD86W14iXFxcclxuXXxcXFsiXFxcL2JmbnJ0XXxcXHVbXGRhLWZBLUZdezR9KSoiXHMqOj98dHJ1ZXxmYWxzZXxudWxsfC0\/KD8hMFxkKVxkKyg\/OlwuXGQrfCkoPzpbZUVdWystXT9cZCt8KS9nO20ucGFyc2VKU09OPWZ1bmN0aW9uKGIpe2lmKGEuSlNPTiYmYS5KU09OLnBhcnNlKXJldHVybiBhLkpTT04ucGFyc2UoYisiIik7dmFyIGMsZD1udWxsLGU9bS50cmltKGIrIiIpO3JldHVybiBlJiYhbS50cmltKGUucmVwbGFjZSh4YixmdW5jdGlvbihhLGIsZSxmKXtyZXR1cm4gYyYmYiYmKGQ9MCksMD09PWQ\/YTooYz1lfHxiLGQrPSFmLSFlLCIiKX0pKT9GdW5jdGlvbigicmV0dXJuICIrZSkoKTptLmVycm9yKCJJbnZhbGlkIEpTT046ICIrYil9LG0ucGFyc2VYTUw9ZnVuY3Rpb24oYil7dmFyIGMsZDtpZighYnx8InN0cmluZyIhPXR5cGVvZiBiKXJldHVybiBudWxsO3RyeXthLkRPTVBhcnNlcj8oZD1uZXcgRE9NUGFyc2VyLGM9ZC5wYXJzZUZyb21TdHJpbmcoYiwidGV4dC94bWwiKSk6KGM9bmV3IEFjdGl2ZVhPYmplY3QoIk1pY3Jvc29mdC5YTUxET00iKSxjLmFzeW5jPSJmYWxzZSIsYy5sb2FkWE1MKGIpKX1jYXRjaChlKXtjPXZvaWQgMH1yZXR1cm4gYyYmYy5kb2N1bWVudEVsZW1lbnQmJiFjLmdldEVsZW1lbnRzQnlUYWdOYW1lKCJwYXJzZXJlcnJvciIpLmxlbmd0aHx8bS5lcnJvcigiSW52YWxpZCBYTUw6ICIrYiksY307dmFyIHliLHpiLEFiPS8jLiokLyxCYj0vKFs\/Jl0pXz1bXiZdKi8sQ2I9L14oLio\/KTpbIFx0XSooW15cclxuXSopXHI\/JC9nbSxEYj0vXig\/OmFib3V0fGFwcHxhcHAtc3RvcmFnZXwuKy1leHRlbnNpb258ZmlsZXxyZXN8d2lkZ2V0KTokLyxFYj0vXig\/OkdFVHxIRUFEKSQvLEZiPS9eXC9cLy8sR2I9L14oW1x3ListXSs6KSg\/OlwvXC8oPzpbXlwvPyNdKkB8KShbXlwvPyM6XSopKD86OihcZCspfCl8KS8sSGI9e30sSWI9e30sSmI9IiovIi5jb25jYXQoIioiKTt0cnl7emI9bG9jYXRpb24uaHJlZn1jYXRjaChLYil7emI9eS5jcmVhdGVFbGVtZW50KCJhIiksemIuaHJlZj0iIix6Yj16Yi5ocmVmfXliPUdiLmV4ZWMoemIudG9Mb3dlckNhc2UoKSl8fFtdO2Z1bmN0aW9uIExiKGEpe3JldHVybiBmdW5jdGlvbihiLGMpeyJzdHJpbmciIT10eXBlb2YgYiYmKGM9YixiPSIqIik7dmFyIGQsZT0wLGY9Yi50b0xvd2VyQ2FzZSgpLm1hdGNoKEUpfHxbXTtpZihtLmlzRnVuY3Rpb24oYykpd2hpbGUoZD1mW2UrK10pIisiPT09ZC5jaGFyQXQoMCk\/KGQ9ZC5zbGljZSgxKXx8IioiLChhW2RdPWFbZF18fFtdKS51bnNoaWZ0KGMpKTooYVtkXT1hW2RdfHxbXSkucHVzaChjKX19ZnVuY3Rpb24gTWIoYSxiLGMsZCl7dmFyIGU9e30sZj1hPT09SWI7ZnVuY3Rpb24gZyhoKXt2YXIgaTtyZXR1cm4gZVtoXT0hMCxtLmVhY2goYVtoXXx8W10sZnVuY3Rpb24oYSxoKXt2YXIgaj1oKGIsYyxkKTtyZXR1cm4ic3RyaW5nIiE9dHlwZW9mIGp8fGZ8fGVbal0\/Zj8hKGk9aik6dm9pZCAwOihiLmRhdGFUeXBlcy51bnNoaWZ0KGopLGcoaiksITEpfSksaX1yZXR1cm4gZyhiLmRhdGFUeXBlc1swXSl8fCFlWyIqIl0mJmcoIioiKX1mdW5jdGlvbiBOYihhLGIpe3ZhciBjLGQsZT1tLmFqYXhTZXR0aW5ncy5mbGF0T3B0aW9uc3x8e307Zm9yKGQgaW4gYil2b2lkIDAhPT1iW2RdJiYoKGVbZF0\/YTpjfHwoYz17fSkpW2RdPWJbZF0pO3JldHVybiBjJiZtLmV4dGVuZCghMCxhLGMpLGF9ZnVuY3Rpb24gT2IoYSxiLGMpe3ZhciBkLGUsZixnLGg9YS5jb250ZW50cyxpPWEuZGF0YVR5cGVzO3doaWxlKCIqIj09PWlbMF0paS5zaGlmdCgpLHZvaWQgMD09PWUmJihlPWEubWltZVR5cGV8fGIuZ2V0UmVzcG9uc2VIZWFkZXIoIkNvbnRlbnQtVHlwZSIpKTtpZihlKWZvcihnIGluIGgpaWYoaFtnXSYmaFtnXS50ZXN0KGUpKXtpLnVuc2hpZnQoZyk7YnJlYWt9aWYoaVswXWluIGMpZj1pWzBdO2Vsc2V7Zm9yKGcgaW4gYyl7aWYoIWlbMF18fGEuY29udmVydGVyc1tnKyIgIitpWzBdXSl7Zj1nO2JyZWFrfWR8fChkPWcpfWY9Znx8ZH1yZXR1cm4gZj8oZiE9PWlbMF0mJmkudW5zaGlmdChmKSxjW2ZdKTp2b2lkIDB9ZnVuY3Rpb24gUGIoYSxiLGMsZCl7dmFyIGUsZixnLGgsaSxqPXt9LGs9YS5kYXRhVHlwZXMuc2xpY2UoKTtpZihrWzFdKWZvcihnIGluIGEuY29udmVydGVycylqW2cudG9Mb3dlckNhc2UoKV09YS5jb252ZXJ0ZXJzW2ddO2Y9ay5zaGlmdCgpO3doaWxlKGYpaWYoYS5yZXNwb25zZUZpZWxkc1tmXSYmKGNbYS5yZXNwb25zZUZpZWxkc1tmXV09YiksIWkmJmQmJmEuZGF0YUZpbHRlciYmKGI9YS5kYXRhRmlsdGVyKGIsYS5kYXRhVHlwZSkpLGk9ZixmPWsuc2hpZnQoKSlpZigiKiI9PT1mKWY9aTtlbHNlIGlmKCIqIiE9PWkmJmkhPT1mKXtpZihnPWpbaSsiICIrZl18fGpbIiogIitmXSwhZylmb3IoZSBpbiBqKWlmKGg9ZS5zcGxpdCgiICIpLGhbMV09PT1mJiYoZz1qW2krIiAiK2hbMF1dfHxqWyIqICIraFswXV0pKXtnPT09ITA\/Zz1qW2VdOmpbZV0hPT0hMCYmKGY9aFswXSxrLnVuc2hpZnQoaFsxXSkpO2JyZWFrfWlmKGchPT0hMClpZihnJiZhWyJ0aHJvd3MiXSliPWcoYik7ZWxzZSB0cnl7Yj1nKGIpfWNhdGNoKGwpe3JldHVybntzdGF0ZToicGFyc2VyZXJyb3IiLGVycm9yOmc\/bDoiTm8gY29udmVyc2lvbiBmcm9tICIraSsiIHRvICIrZn19fXJldHVybntzdGF0ZToic3VjY2VzcyIsZGF0YTpifX1tLmV4dGVuZCh7YWN0aXZlOjAsbGFzdE1vZGlmaWVkOnt9LGV0YWc6e30sYWpheFNldHRpbmdzOnt1cmw6emIsdHlwZToiR0VUIixpc0xvY2FsOkRiLnRlc3QoeWJbMV0pLGdsb2JhbDohMCxwcm9jZXNzRGF0YTohMCxhc3luYzohMCxjb250ZW50VHlwZToiYXBwbGljYXRpb24veC13d3ctZm9ybS11cmxlbmNvZGVkOyBjaGFyc2V0PVVURi04IixhY2NlcHRzOnsiKiI6SmIsdGV4dDoidGV4dC9wbGFpbiIsaHRtbDoidGV4dC9odG1sIix4bWw6ImFwcGxpY2F0aW9uL3htbCwgdGV4dC94bWwiLGpzb246ImFwcGxpY2F0aW9uL2pzb24sIHRleHQvamF2YXNjcmlwdCJ9LGNvbnRlbnRzOnt4bWw6L3htbC8saHRtbDovaHRtbC8sanNvbjovanNvbi99LHJlc3BvbnNlRmllbGRzOnt4bWw6InJlc3BvbnNlWE1MIix0ZXh0OiJyZXNwb25zZVRleHQiLGpzb246InJlc3BvbnNlSlNPTiJ9LGNvbnZlcnRlcnM6eyIqIHRleHQiOlN0cmluZywidGV4dCBodG1sIjohMCwidGV4dCBqc29uIjptLnBhcnNlSlNPTiwidGV4dCB4bWwiOm0ucGFyc2VYTUx9LGZsYXRPcHRpb25zOnt1cmw6ITAsY29udGV4dDohMH19LGFqYXhTZXR1cDpmdW5jdGlvbihhLGIpe3JldHVybiBiP05iKE5iKGEsbS5hamF4U2V0dGluZ3MpLGIpOk5iKG0uYWpheFNldHRpbmdzLGEpfSxhamF4UHJlZmlsdGVyOkxiKEhiKSxhamF4VHJhbnNwb3J0OkxiKEliKSxhamF4OmZ1bmN0aW9uKGEsYil7Im9iamVjdCI9PXR5cGVvZiBhJiYoYj1hLGE9dm9pZCAwKSxiPWJ8fHt9O3ZhciBjLGQsZSxmLGcsaCxpLGosaz1tLmFqYXhTZXR1cCh7fSxiKSxsPWsuY29udGV4dHx8ayxuPWsuY29udGV4dCYmKGwubm9kZVR5cGV8fGwuanF1ZXJ5KT9tKGwpOm0uZXZlbnQsbz1tLkRlZmVycmVkKCkscD1tLkNhbGxiYWNrcygib25jZSBtZW1vcnkiKSxxPWsuc3RhdHVzQ29kZXx8e30scj17fSxzPXt9LHQ9MCx1PSJjYW5jZWxlZCIsdj17cmVhZHlTdGF0ZTowLGdldFJlc3BvbnNlSGVhZGVyOmZ1bmN0aW9uKGEpe3ZhciBiO2lmKDI9PT10KXtpZighail7aj17fTt3aGlsZShiPUNiLmV4ZWMoZikpaltiWzFdLnRvTG93ZXJDYXNlKCldPWJbMl19Yj1qW2EudG9Mb3dlckNhc2UoKV19cmV0dXJuIG51bGw9PWI\/bnVsbDpifSxnZXRBbGxSZXNwb25zZUhlYWRlcnM6ZnVuY3Rpb24oKXtyZXR1cm4gMj09PXQ\/ZjpudWxsfSxzZXRSZXF1ZXN0SGVhZGVyOmZ1bmN0aW9uKGEsYil7dmFyIGM9YS50b0xvd2VyQ2FzZSgpO3JldHVybiB0fHwoYT1zW2NdPXNbY118fGEsclthXT1iKSx0aGlzfSxvdmVycmlkZU1pbWVUeXBlOmZ1bmN0aW9uKGEpe3JldHVybiB0fHwoay5taW1lVHlwZT1hKSx0aGlzfSxzdGF0dXNDb2RlOmZ1bmN0aW9uKGEpe3ZhciBiO2lmKGEpaWYoMj50KWZvcihiIGluIGEpcVtiXT1bcVtiXSxhW2JdXTtlbHNlIHYuYWx3YXlzKGFbdi5zdGF0dXNdKTtyZXR1cm4gdGhpc30sYWJvcnQ6ZnVuY3Rpb24oYSl7dmFyIGI9YXx8dTtyZXR1cm4gaSYmaS5hYm9ydChiKSx4KDAsYiksdGhpc319O2lmKG8ucHJvbWlzZSh2KS5jb21wbGV0ZT1wLmFkZCx2LnN1Y2Nlc3M9di5kb25lLHYuZXJyb3I9di5mYWlsLGsudXJsPSgoYXx8ay51cmx8fHpiKSsiIikucmVwbGFjZShBYiwiIikucmVwbGFjZShGYix5YlsxXSsiLy8iKSxrLnR5cGU9Yi5tZXRob2R8fGIudHlwZXx8ay5tZXRob2R8fGsudHlwZSxrLmRhdGFUeXBlcz1tLnRyaW0oay5kYXRhVHlwZXx8IioiKS50b0xvd2VyQ2FzZSgpLm1hdGNoKEUpfHxbIiJdLG51bGw9PWsuY3Jvc3NEb21haW4mJihjPUdiLmV4ZWMoay51cmwudG9Mb3dlckNhc2UoKSksay5jcm9zc0RvbWFpbj0hKCFjfHxjWzFdPT09eWJbMV0mJmNbMl09PT15YlsyXSYmKGNbM118fCgiaHR0cDoiPT09Y1sxXT8iODAiOiI0NDMiKSk9PT0oeWJbM118fCgiaHR0cDoiPT09eWJbMV0\/IjgwIjoiNDQzIikpKSksay5kYXRhJiZrLnByb2Nlc3NEYXRhJiYic3RyaW5nIiE9dHlwZW9mIGsuZGF0YSYmKGsuZGF0YT1tLnBhcmFtKGsuZGF0YSxrLnRyYWRpdGlvbmFsKSksTWIoSGIsayxiLHYpLDI9PT10KXJldHVybiB2O2g9bS5ldmVudCYmay5nbG9iYWwsaCYmMD09PW0uYWN0aXZlKysmJm0uZXZlbnQudHJpZ2dlcigiYWpheFN0YXJ0Iiksay50eXBlPWsudHlwZS50b1VwcGVyQ2FzZSgpLGsuaGFzQ29udGVudD0hRWIudGVzdChrLnR5cGUpLGU9ay51cmwsay5oYXNDb250ZW50fHwoay5kYXRhJiYoZT1rLnVybCs9KHdiLnRlc3QoZSk\/IiYiOiI\/Iikray5kYXRhLGRlbGV0ZSBrLmRhdGEpLGsuY2FjaGU9PT0hMSYmKGsudXJsPUJiLnRlc3QoZSk\/ZS5yZXBsYWNlKEJiLCIkMV89Iit2YisrKTplKyh3Yi50ZXN0KGUpPyImIjoiPyIpKyJfPSIrdmIrKykpLGsuaWZNb2RpZmllZCYmKG0ubGFzdE1vZGlmaWVkW2VdJiZ2LnNldFJlcXVlc3RIZWFkZXIoIklmLU1vZGlmaWVkLVNpbmNlIixtLmxhc3RNb2RpZmllZFtlXSksbS5ldGFnW2VdJiZ2LnNldFJlcXVlc3RIZWFkZXIoIklmLU5vbmUtTWF0Y2giLG0uZXRhZ1tlXSkpLChrLmRhdGEmJmsuaGFzQ29udGVudCYmay5jb250ZW50VHlwZSE9PSExfHxiLmNvbnRlbnRUeXBlKSYmdi5zZXRSZXF1ZXN0SGVhZGVyKCJDb250ZW50LVR5cGUiLGsuY29udGVudFR5cGUpLHYuc2V0UmVxdWVzdEhlYWRlcigiQWNjZXB0IixrLmRhdGFUeXBlc1swXSYmay5hY2NlcHRzW2suZGF0YVR5cGVzWzBdXT9rLmFjY2VwdHNbay5kYXRhVHlwZXNbMF1dKygiKiIhPT1rLmRhdGFUeXBlc1swXT8iLCAiK0piKyI7IHE9MC4wMSI6IiIpOmsuYWNjZXB0c1siKiJdKTtmb3IoZCBpbiBrLmhlYWRlcnMpdi5zZXRSZXF1ZXN0SGVhZGVyKGQsay5oZWFkZXJzW2RdKTtpZihrLmJlZm9yZVNlbmQmJihrLmJlZm9yZVNlbmQuY2FsbChsLHYsayk9PT0hMXx8Mj09PXQpKXJldHVybiB2LmFib3J0KCk7dT0iYWJvcnQiO2ZvcihkIGlue3N1Y2Nlc3M6MSxlcnJvcjoxLGNvbXBsZXRlOjF9KXZbZF0oa1tkXSk7aWYoaT1NYihJYixrLGIsdikpe3YucmVhZHlTdGF0ZT0xLGgmJm4udHJpZ2dlcigiYWpheFNlbmQiLFt2LGtdKSxrLmFzeW5jJiZrLnRpbWVvdXQ+MCYmKGc9c2V0VGltZW91dChmdW5jdGlvbigpe3YuYWJvcnQoInRpbWVvdXQiKX0say50aW1lb3V0KSk7dHJ5e3Q9MSxpLnNlbmQocix4KX1jYXRjaCh3KXtpZighKDI+dCkpdGhyb3cgdzt4KC0xLHcpfX1lbHNlIHgoLTEsIk5vIFRyYW5zcG9ydCIpO2Z1bmN0aW9uIHgoYSxiLGMsZCl7dmFyIGoscixzLHUsdyx4PWI7MiE9PXQmJih0PTIsZyYmY2xlYXJUaW1lb3V0KGcpLGk9dm9pZCAwLGY9ZHx8IiIsdi5yZWFkeVN0YXRlPWE+MD80OjAsaj1hPj0yMDAmJjMwMD5hfHwzMDQ9PT1hLGMmJih1PU9iKGssdixjKSksdT1QYihrLHUsdixqKSxqPyhrLmlmTW9kaWZpZWQmJih3PXYuZ2V0UmVzcG9uc2VIZWFkZXIoIkxhc3QtTW9kaWZpZWQiKSx3JiYobS5sYXN0TW9kaWZpZWRbZV09dyksdz12LmdldFJlc3BvbnNlSGVhZGVyKCJldGFnIiksdyYmKG0uZXRhZ1tlXT13KSksMjA0PT09YXx8IkhFQUQiPT09ay50eXBlP3g9Im5vY29udGVudCI6MzA0PT09YT94PSJub3Rtb2RpZmllZCI6KHg9dS5zdGF0ZSxyPXUuZGF0YSxzPXUuZXJyb3Isaj0hcykpOihzPXgsKGF8fCF4KSYmKHg9ImVycm9yIiwwPmEmJihhPTApKSksdi5zdGF0dXM9YSx2LnN0YXR1c1RleHQ9KGJ8fHgpKyIiLGo\/by5yZXNvbHZlV2l0aChsLFtyLHgsdl0pOm8ucmVqZWN0V2l0aChsLFt2LHgsc10pLHYuc3RhdHVzQ29kZShxKSxxPXZvaWQgMCxoJiZuLnRyaWdnZXIoaj8iYWpheFN1Y2Nlc3MiOiJhamF4RXJyb3IiLFt2LGssaj9yOnNdKSxwLmZpcmVXaXRoKGwsW3YseF0pLGgmJihuLnRyaWdnZXIoImFqYXhDb21wbGV0ZSIsW3Ysa10pLC0tbS5hY3RpdmV8fG0uZXZlbnQudHJpZ2dlcigiYWpheFN0b3AiKSkpfXJldHVybiB2fSxnZXRKU09OOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gbS5nZXQoYSxiLGMsImpzb24iKX0sZ2V0U2NyaXB0OmZ1bmN0aW9uKGEsYil7cmV0dXJuIG0uZ2V0KGEsdm9pZCAwLGIsInNjcmlwdCIpfX0pLG0uZWFjaChbImdldCIsInBvc3QiXSxmdW5jdGlvbihhLGIpe21bYl09ZnVuY3Rpb24oYSxjLGQsZSl7cmV0dXJuIG0uaXNGdW5jdGlvbihjKSYmKGU9ZXx8ZCxkPWMsYz12b2lkIDApLG0uYWpheCh7dXJsOmEsdHlwZTpiLGRhdGFUeXBlOmUsZGF0YTpjLHN1Y2Nlc3M6ZH0pfX0pLG0uX2V2YWxVcmw9ZnVuY3Rpb24oYSl7cmV0dXJuIG0uYWpheCh7dXJsOmEsdHlwZToiR0VUIixkYXRhVHlwZToic2NyaXB0Iixhc3luYzohMSxnbG9iYWw6ITEsInRocm93cyI6ITB9KX0sbS5mbi5leHRlbmQoe3dyYXBBbGw6ZnVuY3Rpb24oYSl7aWYobS5pc0Z1bmN0aW9uKGEpKXJldHVybiB0aGlzLmVhY2goZnVuY3Rpb24oYil7bSh0aGlzKS53cmFwQWxsKGEuY2FsbCh0aGlzLGIpKX0pO2lmKHRoaXNbMF0pe3ZhciBiPW0oYSx0aGlzWzBdLm93bmVyRG9jdW1lbnQpLmVxKDApLmNsb25lKCEwKTt0aGlzWzBdLnBhcmVudE5vZGUmJmIuaW5zZXJ0QmVmb3JlKHRoaXNbMF0pLGIubWFwKGZ1bmN0aW9uKCl7dmFyIGE9dGhpczt3aGlsZShhLmZpcnN0Q2hpbGQmJjE9PT1hLmZpcnN0Q2hpbGQubm9kZVR5cGUpYT1hLmZpcnN0Q2hpbGQ7cmV0dXJuIGF9KS5hcHBlbmQodGhpcyl9cmV0dXJuIHRoaXN9LHdyYXBJbm5lcjpmdW5jdGlvbihhKXtyZXR1cm4gdGhpcy5lYWNoKG0uaXNGdW5jdGlvbihhKT9mdW5jdGlvbihiKXttKHRoaXMpLndyYXBJbm5lcihhLmNhbGwodGhpcyxiKSl9OmZ1bmN0aW9uKCl7dmFyIGI9bSh0aGlzKSxjPWIuY29udGVudHMoKTtjLmxlbmd0aD9jLndyYXBBbGwoYSk6Yi5hcHBlbmQoYSl9KX0sd3JhcDpmdW5jdGlvbihhKXt2YXIgYj1tLmlzRnVuY3Rpb24oYSk7cmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbihjKXttKHRoaXMpLndyYXBBbGwoYj9hLmNhbGwodGhpcyxjKTphKX0pfSx1bndyYXA6ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5wYXJlbnQoKS5lYWNoKGZ1bmN0aW9uKCl7bS5ub2RlTmFtZSh0aGlzLCJib2R5Iil8fG0odGhpcykucmVwbGFjZVdpdGgodGhpcy5jaGlsZE5vZGVzKX0pLmVuZCgpfX0pLG0uZXhwci5maWx0ZXJzLmhpZGRlbj1mdW5jdGlvbihhKXtyZXR1cm4gYS5vZmZzZXRXaWR0aDw9MCYmYS5vZmZzZXRIZWlnaHQ8PTB8fCFrLnJlbGlhYmxlSGlkZGVuT2Zmc2V0cygpJiYibm9uZSI9PT0oYS5zdHlsZSYmYS5zdHlsZS5kaXNwbGF5fHxtLmNzcyhhLCJkaXNwbGF5IikpfSxtLmV4cHIuZmlsdGVycy52aXNpYmxlPWZ1bmN0aW9uKGEpe3JldHVybiFtLmV4cHIuZmlsdGVycy5oaWRkZW4oYSl9O3ZhciBRYj0vJTIwL2csUmI9L1xbXF0kLyxTYj0vXHI\/XG4vZyxUYj0vXig\/OnN1Ym1pdHxidXR0b258aW1hZ2V8cmVzZXR8ZmlsZSkkL2ksVWI9L14oPzppbnB1dHxzZWxlY3R8dGV4dGFyZWF8a2V5Z2VuKS9pO2Z1bmN0aW9uIFZiKGEsYixjLGQpe3ZhciBlO2lmKG0uaXNBcnJheShiKSltLmVhY2goYixmdW5jdGlvbihiLGUpe2N8fFJiLnRlc3QoYSk\/ZChhLGUpOlZiKGErIlsiKygib2JqZWN0Ij09dHlwZW9mIGU\/YjoiIikrIl0iLGUsYyxkKX0pO2Vsc2UgaWYoY3x8Im9iamVjdCIhPT1tLnR5cGUoYikpZChhLGIpO2Vsc2UgZm9yKGUgaW4gYilWYihhKyJbIitlKyJdIixiW2VdLGMsZCl9bS5wYXJhbT1mdW5jdGlvbihhLGIpe3ZhciBjLGQ9W10sZT1mdW5jdGlvbihhLGIpe2I9bS5pc0Z1bmN0aW9uKGIpP2IoKTpudWxsPT1iPyIiOmIsZFtkLmxlbmd0aF09ZW5jb2RlVVJJQ29tcG9uZW50KGEpKyI9IitlbmNvZGVVUklDb21wb25lbnQoYil9O2lmKHZvaWQgMD09PWImJihiPW0uYWpheFNldHRpbmdzJiZtLmFqYXhTZXR0aW5ncy50cmFkaXRpb25hbCksbS5pc0FycmF5KGEpfHxhLmpxdWVyeSYmIW0uaXNQbGFpbk9iamVjdChhKSltLmVhY2goYSxmdW5jdGlvbigpe2UodGhpcy5uYW1lLHRoaXMudmFsdWUpfSk7ZWxzZSBmb3IoYyBpbiBhKVZiKGMsYVtjXSxiLGUpO3JldHVybiBkLmpvaW4oIiYiKS5yZXBsYWNlKFFiLCIrIil9LG0uZm4uZXh0ZW5kKHtzZXJpYWxpemU6ZnVuY3Rpb24oKXtyZXR1cm4gbS5wYXJhbSh0aGlzLnNlcmlhbGl6ZUFycmF5KCkpfSxzZXJpYWxpemVBcnJheTpmdW5jdGlvbigpe3JldHVybiB0aGlzLm1hcChmdW5jdGlvbigpe3ZhciBhPW0ucHJvcCh0aGlzLCJlbGVtZW50cyIpO3JldHVybiBhP20ubWFrZUFycmF5KGEpOnRoaXN9KS5maWx0ZXIoZnVuY3Rpb24oKXt2YXIgYT10aGlzLnR5cGU7cmV0dXJuIHRoaXMubmFtZSYmIW0odGhpcykuaXMoIjpkaXNhYmxlZCIpJiZVYi50ZXN0KHRoaXMubm9kZU5hbWUpJiYhVGIudGVzdChhKSYmKHRoaXMuY2hlY2tlZHx8IVcudGVzdChhKSl9KS5tYXAoZnVuY3Rpb24oYSxiKXt2YXIgYz1tKHRoaXMpLnZhbCgpO3JldHVybiBudWxsPT1jP251bGw6bS5pc0FycmF5KGMpP20ubWFwKGMsZnVuY3Rpb24oYSl7cmV0dXJue25hbWU6Yi5uYW1lLHZhbHVlOmEucmVwbGFjZShTYiwiXHJcbiIpfX0pOntuYW1lOmIubmFtZSx2YWx1ZTpjLnJlcGxhY2UoU2IsIlxyXG4iKX19KS5nZXQoKX19KSxtLmFqYXhTZXR0aW5ncy54aHI9dm9pZCAwIT09YS5BY3RpdmVYT2JqZWN0P2Z1bmN0aW9uKCl7cmV0dXJuIXRoaXMuaXNMb2NhbCYmL14oZ2V0fHBvc3R8aGVhZHxwdXR8ZGVsZXRlfG9wdGlvbnMpJC9pLnRlc3QodGhpcy50eXBlKSYmWmIoKXx8JGIoKX06WmI7dmFyIFdiPTAsWGI9e30sWWI9bS5hamF4U2V0dGluZ3MueGhyKCk7YS5hdHRhY2hFdmVudCYmYS5hdHRhY2hFdmVudCgib251bmxvYWQiLGZ1bmN0aW9uKCl7Zm9yKHZhciBhIGluIFhiKVhiW2FdKHZvaWQgMCwhMCl9KSxrLmNvcnM9ISFZYiYmIndpdGhDcmVkZW50aWFscyJpbiBZYixZYj1rLmFqYXg9ISFZYixZYiYmbS5hamF4VHJhbnNwb3J0KGZ1bmN0aW9uKGEpe2lmKCFhLmNyb3NzRG9tYWlufHxrLmNvcnMpe3ZhciBiO3JldHVybntzZW5kOmZ1bmN0aW9uKGMsZCl7dmFyIGUsZj1hLnhocigpLGc9KytXYjtpZihmLm9wZW4oYS50eXBlLGEudXJsLGEuYXN5bmMsYS51c2VybmFtZSxhLnBhc3N3b3JkKSxhLnhockZpZWxkcylmb3IoZSBpbiBhLnhockZpZWxkcylmW2VdPWEueGhyRmllbGRzW2VdO2EubWltZVR5cGUmJmYub3ZlcnJpZGVNaW1lVHlwZSYmZi5vdmVycmlkZU1pbWVUeXBlKGEubWltZVR5cGUpLGEuY3Jvc3NEb21haW58fGNbIlgtUmVxdWVzdGVkLVdpdGgiXXx8KGNbIlgtUmVxdWVzdGVkLVdpdGgiXT0iWE1MSHR0cFJlcXVlc3QiKTtmb3IoZSBpbiBjKXZvaWQgMCE9PWNbZV0mJmYuc2V0UmVxdWVzdEhlYWRlcihlLGNbZV0rIiIpO2Yuc2VuZChhLmhhc0NvbnRlbnQmJmEuZGF0YXx8bnVsbCksYj1mdW5jdGlvbihjLGUpe3ZhciBoLGksajtpZihiJiYoZXx8ND09PWYucmVhZHlTdGF0ZSkpaWYoZGVsZXRlIFhiW2ddLGI9dm9pZCAwLGYub25yZWFkeXN0YXRlY2hhbmdlPW0ubm9vcCxlKTQhPT1mLnJlYWR5U3RhdGUmJmYuYWJvcnQoKTtlbHNle2o9e30saD1mLnN0YXR1cywic3RyaW5nIj09dHlwZW9mIGYucmVzcG9uc2VUZXh0JiYoai50ZXh0PWYucmVzcG9uc2VUZXh0KTt0cnl7aT1mLnN0YXR1c1RleHR9Y2F0Y2goayl7aT0iIn1ofHwhYS5pc0xvY2FsfHxhLmNyb3NzRG9tYWluPzEyMjM9PT1oJiYoaD0yMDQpOmg9ai50ZXh0PzIwMDo0MDR9aiYmZChoLGksaixmLmdldEFsbFJlc3BvbnNlSGVhZGVycygpKX0sYS5hc3luYz80PT09Zi5yZWFkeVN0YXRlP3NldFRpbWVvdXQoYik6Zi5vbnJlYWR5c3RhdGVjaGFuZ2U9WGJbZ109YjpiKCl9LGFib3J0OmZ1bmN0aW9uKCl7YiYmYih2b2lkIDAsITApfX19fSk7ZnVuY3Rpb24gWmIoKXt0cnl7cmV0dXJuIG5ldyBhLlhNTEh0dHBSZXF1ZXN0fWNhdGNoKGIpe319ZnVuY3Rpb24gJGIoKXt0cnl7cmV0dXJuIG5ldyBhLkFjdGl2ZVhPYmplY3QoIk1pY3Jvc29mdC5YTUxIVFRQIil9Y2F0Y2goYil7fX1tLmFqYXhTZXR1cCh7YWNjZXB0czp7c2NyaXB0OiJ0ZXh0L2phdmFzY3JpcHQsIGFwcGxpY2F0aW9uL2phdmFzY3JpcHQsIGFwcGxpY2F0aW9uL2VjbWFzY3JpcHQsIGFwcGxpY2F0aW9uL3gtZWNtYXNjcmlwdCJ9LGNvbnRlbnRzOntzY3JpcHQ6Lyg\/OmphdmF8ZWNtYSlzY3JpcHQvfSxjb252ZXJ0ZXJzOnsidGV4dCBzY3JpcHQiOmZ1bmN0aW9uKGEpe3JldHVybiBtLmdsb2JhbEV2YWwoYSksYX19fSksbS5hamF4UHJlZmlsdGVyKCJzY3JpcHQiLGZ1bmN0aW9uKGEpe3ZvaWQgMD09PWEuY2FjaGUmJihhLmNhY2hlPSExKSxhLmNyb3NzRG9tYWluJiYoYS50eXBlPSJHRVQiLGEuZ2xvYmFsPSExKX0pLG0uYWpheFRyYW5zcG9ydCgic2NyaXB0IixmdW5jdGlvbihhKXtpZihhLmNyb3NzRG9tYWluKXt2YXIgYixjPXkuaGVhZHx8bSgiaGVhZCIpWzBdfHx5LmRvY3VtZW50RWxlbWVudDtyZXR1cm57c2VuZDpmdW5jdGlvbihkLGUpe2I9eS5jcmVhdGVFbGVtZW50KCJzY3JpcHQiKSxiLmFzeW5jPSEwLGEuc2NyaXB0Q2hhcnNldCYmKGIuY2hhcnNldD1hLnNjcmlwdENoYXJzZXQpLGIuc3JjPWEudXJsLGIub25sb2FkPWIub25yZWFkeXN0YXRlY2hhbmdlPWZ1bmN0aW9uKGEsYyl7KGN8fCFiLnJlYWR5U3RhdGV8fC9sb2FkZWR8Y29tcGxldGUvLnRlc3QoYi5yZWFkeVN0YXRlKSkmJihiLm9ubG9hZD1iLm9ucmVhZHlzdGF0ZWNoYW5nZT1udWxsLGIucGFyZW50Tm9kZSYmYi5wYXJlbnROb2RlLnJlbW92ZUNoaWxkKGIpLGI9bnVsbCxjfHxlKDIwMCwic3VjY2VzcyIpKX0sYy5pbnNlcnRCZWZvcmUoYixjLmZpcnN0Q2hpbGQpfSxhYm9ydDpmdW5jdGlvbigpe2ImJmIub25sb2FkKHZvaWQgMCwhMCl9fX19KTt2YXIgX2I9W10sYWM9Lyg9KVw\/KD89JnwkKXxcP1w\/LzttLmFqYXhTZXR1cCh7anNvbnA6ImNhbGxiYWNrIixqc29ucENhbGxiYWNrOmZ1bmN0aW9uKCl7dmFyIGE9X2IucG9wKCl8fG0uZXhwYW5kbysiXyIrdmIrKztyZXR1cm4gdGhpc1thXT0hMCxhfX0pLG0uYWpheFByZWZpbHRlcigianNvbiBqc29ucCIsZnVuY3Rpb24oYixjLGQpe3ZhciBlLGYsZyxoPWIuanNvbnAhPT0hMSYmKGFjLnRlc3QoYi51cmwpPyJ1cmwiOiJzdHJpbmciPT10eXBlb2YgYi5kYXRhJiYhKGIuY29udGVudFR5cGV8fCIiKS5pbmRleE9mKCJhcHBsaWNhdGlvbi94LXd3dy1mb3JtLXVybGVuY29kZWQiKSYmYWMudGVzdChiLmRhdGEpJiYiZGF0YSIpO3JldHVybiBofHwianNvbnAiPT09Yi5kYXRhVHlwZXNbMF0\/KGU9Yi5qc29ucENhbGxiYWNrPW0uaXNGdW5jdGlvbihiLmpzb25wQ2FsbGJhY2spP2IuanNvbnBDYWxsYmFjaygpOmIuanNvbnBDYWxsYmFjayxoP2JbaF09YltoXS5yZXBsYWNlKGFjLCIkMSIrZSk6Yi5qc29ucCE9PSExJiYoYi51cmwrPSh3Yi50ZXN0KGIudXJsKT8iJiI6Ij8iKStiLmpzb25wKyI9IitlKSxiLmNvbnZlcnRlcnNbInNjcmlwdCBqc29uIl09ZnVuY3Rpb24oKXtyZXR1cm4gZ3x8bS5lcnJvcihlKyIgd2FzIG5vdCBjYWxsZWQiKSxnWzBdfSxiLmRhdGFUeXBlc1swXT0ianNvbiIsZj1hW2VdLGFbZV09ZnVuY3Rpb24oKXtnPWFyZ3VtZW50c30sZC5hbHdheXMoZnVuY3Rpb24oKXthW2VdPWYsYltlXSYmKGIuanNvbnBDYWxsYmFjaz1jLmpzb25wQ2FsbGJhY2ssX2IucHVzaChlKSksZyYmbS5pc0Z1bmN0aW9uKGYpJiZmKGdbMF0pLGc9Zj12b2lkIDB9KSwic2NyaXB0Iik6dm9pZCAwfSksbS5wYXJzZUhUTUw9ZnVuY3Rpb24oYSxiLGMpe2lmKCFhfHwic3RyaW5nIiE9dHlwZW9mIGEpcmV0dXJuIG51bGw7ImJvb2xlYW4iPT10eXBlb2YgYiYmKGM9YixiPSExKSxiPWJ8fHk7dmFyIGQ9dS5leGVjKGEpLGU9IWMmJltdO3JldHVybiBkP1tiLmNyZWF0ZUVsZW1lbnQoZFsxXSldOihkPW0uYnVpbGRGcmFnbWVudChbYV0sYixlKSxlJiZlLmxlbmd0aCYmbShlKS5yZW1vdmUoKSxtLm1lcmdlKFtdLGQuY2hpbGROb2RlcykpfTt2YXIgYmM9bS5mbi5sb2FkO20uZm4ubG9hZD1mdW5jdGlvbihhLGIsYyl7aWYoInN0cmluZyIhPXR5cGVvZiBhJiZiYylyZXR1cm4gYmMuYXBwbHkodGhpcyxhcmd1bWVudHMpO3ZhciBkLGUsZixnPXRoaXMsaD1hLmluZGV4T2YoIiAiKTtyZXR1cm4gaD49MCYmKGQ9bS50cmltKGEuc2xpY2UoaCxhLmxlbmd0aCkpLGE9YS5zbGljZSgwLGgpKSxtLmlzRnVuY3Rpb24oYik\/KGM9YixiPXZvaWQgMCk6YiYmIm9iamVjdCI9PXR5cGVvZiBiJiYoZj0iUE9TVCIpLGcubGVuZ3RoPjAmJm0uYWpheCh7dXJsOmEsdHlwZTpmLGRhdGFUeXBlOiJodG1sIixkYXRhOmJ9KS5kb25lKGZ1bmN0aW9uKGEpe2U9YXJndW1lbnRzLGcuaHRtbChkP20oIjxkaXY+IikuYXBwZW5kKG0ucGFyc2VIVE1MKGEpKS5maW5kKGQpOmEpfSkuY29tcGxldGUoYyYmZnVuY3Rpb24oYSxiKXtnLmVhY2goYyxlfHxbYS5yZXNwb25zZVRleHQsYixhXSl9KSx0aGlzfSxtLmVhY2goWyJhamF4U3RhcnQiLCJhamF4U3RvcCIsImFqYXhDb21wbGV0ZSIsImFqYXhFcnJvciIsImFqYXhTdWNjZXNzIiwiYWpheFNlbmQiXSxmdW5jdGlvbihhLGIpe20uZm5bYl09ZnVuY3Rpb24oYSl7cmV0dXJuIHRoaXMub24oYixhKX19KSxtLmV4cHIuZmlsdGVycy5hbmltYXRlZD1mdW5jdGlvbihhKXtyZXR1cm4gbS5ncmVwKG0udGltZXJzLGZ1bmN0aW9uKGIpe3JldHVybiBhPT09Yi5lbGVtfSkubGVuZ3RofTt2YXIgY2M9YS5kb2N1bWVudC5kb2N1bWVudEVsZW1lbnQ7ZnVuY3Rpb24gZGMoYSl7cmV0dXJuIG0uaXNXaW5kb3coYSk\/YTo5PT09YS5ub2RlVHlwZT9hLmRlZmF1bHRWaWV3fHxhLnBhcmVudFdpbmRvdzohMX1tLm9mZnNldD17c2V0T2Zmc2V0OmZ1bmN0aW9uKGEsYixjKXt2YXIgZCxlLGYsZyxoLGksaixrPW0uY3NzKGEsInBvc2l0aW9uIiksbD1tKGEpLG49e307InN0YXRpYyI9PT1rJiYoYS5zdHlsZS5wb3NpdGlvbj0icmVsYXRpdmUiKSxoPWwub2Zmc2V0KCksZj1tLmNzcyhhLCJ0b3AiKSxpPW0uY3NzKGEsImxlZnQiKSxqPSgiYWJzb2x1dGUiPT09a3x8ImZpeGVkIj09PWspJiZtLmluQXJyYXkoImF1dG8iLFtmLGldKT4tMSxqPyhkPWwucG9zaXRpb24oKSxnPWQudG9wLGU9ZC5sZWZ0KTooZz1wYXJzZUZsb2F0KGYpfHwwLGU9cGFyc2VGbG9hdChpKXx8MCksbS5pc0Z1bmN0aW9uKGIpJiYoYj1iLmNhbGwoYSxjLGgpKSxudWxsIT1iLnRvcCYmKG4udG9wPWIudG9wLWgudG9wK2cpLG51bGwhPWIubGVmdCYmKG4ubGVmdD1iLmxlZnQtaC5sZWZ0K2UpLCJ1c2luZyJpbiBiP2IudXNpbmcuY2FsbChhLG4pOmwuY3NzKG4pfX0sbS5mbi5leHRlbmQoe29mZnNldDpmdW5jdGlvbihhKXtpZihhcmd1bWVudHMubGVuZ3RoKXJldHVybiB2b2lkIDA9PT1hP3RoaXM6dGhpcy5lYWNoKGZ1bmN0aW9uKGIpe20ub2Zmc2V0LnNldE9mZnNldCh0aGlzLGEsYil9KTt2YXIgYixjLGQ9e3RvcDowLGxlZnQ6MH0sZT10aGlzWzBdLGY9ZSYmZS5vd25lckRvY3VtZW50O2lmKGYpcmV0dXJuIGI9Zi5kb2N1bWVudEVsZW1lbnQsbS5jb250YWlucyhiLGUpPyh0eXBlb2YgZS5nZXRCb3VuZGluZ0NsaWVudFJlY3QhPT1LJiYoZD1lLmdldEJvdW5kaW5nQ2xpZW50UmVjdCgpKSxjPWRjKGYpLHt0b3A6ZC50b3ArKGMucGFnZVlPZmZzZXR8fGIuc2Nyb2xsVG9wKS0oYi5jbGllbnRUb3B8fDApLGxlZnQ6ZC5sZWZ0KyhjLnBhZ2VYT2Zmc2V0fHxiLnNjcm9sbExlZnQpLShiLmNsaWVudExlZnR8fDApfSk6ZH0scG9zaXRpb246ZnVuY3Rpb24oKXtpZih0aGlzWzBdKXt2YXIgYSxiLGM9e3RvcDowLGxlZnQ6MH0sZD10aGlzWzBdO3JldHVybiJmaXhlZCI9PT1tLmNzcyhkLCJwb3NpdGlvbiIpP2I9ZC5nZXRCb3VuZGluZ0NsaWVudFJlY3QoKTooYT10aGlzLm9mZnNldFBhcmVudCgpLGI9dGhpcy5vZmZzZXQoKSxtLm5vZGVOYW1lKGFbMF0sImh0bWwiKXx8KGM9YS5vZmZzZXQoKSksYy50b3ArPW0uY3NzKGFbMF0sImJvcmRlclRvcFdpZHRoIiwhMCksYy5sZWZ0Kz1tLmNzcyhhWzBdLCJib3JkZXJMZWZ0V2lkdGgiLCEwKSkse3RvcDpiLnRvcC1jLnRvcC1tLmNzcyhkLCJtYXJnaW5Ub3AiLCEwKSxsZWZ0OmIubGVmdC1jLmxlZnQtbS5jc3MoZCwibWFyZ2luTGVmdCIsITApfX19LG9mZnNldFBhcmVudDpmdW5jdGlvbigpe3JldHVybiB0aGlzLm1hcChmdW5jdGlvbigpe3ZhciBhPXRoaXMub2Zmc2V0UGFyZW50fHxjYzt3aGlsZShhJiYhbS5ub2RlTmFtZShhLCJodG1sIikmJiJzdGF0aWMiPT09bS5jc3MoYSwicG9zaXRpb24iKSlhPWEub2Zmc2V0UGFyZW50O3JldHVybiBhfHxjY30pfX0pLG0uZWFjaCh7c2Nyb2xsTGVmdDoicGFnZVhPZmZzZXQiLHNjcm9sbFRvcDoicGFnZVlPZmZzZXQifSxmdW5jdGlvbihhLGIpe3ZhciBjPS9ZLy50ZXN0KGIpO20uZm5bYV09ZnVuY3Rpb24oZCl7cmV0dXJuIFYodGhpcyxmdW5jdGlvbihhLGQsZSl7dmFyIGY9ZGMoYSk7cmV0dXJuIHZvaWQgMD09PWU\/Zj9iIGluIGY\/ZltiXTpmLmRvY3VtZW50LmRvY3VtZW50RWxlbWVudFtkXTphW2RdOnZvaWQoZj9mLnNjcm9sbFRvKGM\/bShmKS5zY3JvbGxMZWZ0KCk6ZSxjP2U6bShmKS5zY3JvbGxUb3AoKSk6YVtkXT1lKX0sYSxkLGFyZ3VtZW50cy5sZW5ndGgsbnVsbCl9fSksbS5lYWNoKFsidG9wIiwibGVmdCJdLGZ1bmN0aW9uKGEsYil7bS5jc3NIb29rc1tiXT1MYShrLnBpeGVsUG9zaXRpb24sZnVuY3Rpb24oYSxjKXtyZXR1cm4gYz8oYz1KYShhLGIpLEhhLnRlc3QoYyk\/bShhKS5wb3NpdGlvbigpW2JdKyJweCI6Yyk6dm9pZCAwfSl9KSxtLmVhY2goe0hlaWdodDoiaGVpZ2h0IixXaWR0aDoid2lkdGgifSxmdW5jdGlvbihhLGIpe20uZWFjaCh7cGFkZGluZzoiaW5uZXIiK2EsY29udGVudDpiLCIiOiJvdXRlciIrYX0sZnVuY3Rpb24oYyxkKXttLmZuW2RdPWZ1bmN0aW9uKGQsZSl7dmFyIGY9YXJndW1lbnRzLmxlbmd0aCYmKGN8fCJib29sZWFuIiE9dHlwZW9mIGQpLGc9Y3x8KGQ9PT0hMHx8ZT09PSEwPyJtYXJnaW4iOiJib3JkZXIiKTtyZXR1cm4gVih0aGlzLGZ1bmN0aW9uKGIsYyxkKXt2YXIgZTtyZXR1cm4gbS5pc1dpbmRvdyhiKT9iLmRvY3VtZW50LmRvY3VtZW50RWxlbWVudFsiY2xpZW50IithXTo5PT09Yi5ub2RlVHlwZT8oZT1iLmRvY3VtZW50RWxlbWVudCxNYXRoLm1heChiLmJvZHlbInNjcm9sbCIrYV0sZVsic2Nyb2xsIithXSxiLmJvZHlbIm9mZnNldCIrYV0sZVsib2Zmc2V0IithXSxlWyJjbGllbnQiK2FdKSk6dm9pZCAwPT09ZD9tLmNzcyhiLGMsZyk6bS5zdHlsZShiLGMsZCxnKX0sYixmP2Q6dm9pZCAwLGYsbnVsbCl9fSl9KSxtLmZuLnNpemU9ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5sZW5ndGh9LG0uZm4uYW5kU2VsZj1tLmZuLmFkZEJhY2ssImZ1bmN0aW9uIj09dHlwZW9mIGRlZmluZSYmZGVmaW5lLmFtZCYmZGVmaW5lKCJqcXVlcnkiLFtdLGZ1bmN0aW9uKCl7cmV0dXJuIG19KTt2YXIgZWM9YS5qUXVlcnksZmM9YS4kO3JldHVybiBtLm5vQ29uZmxpY3Q9ZnVuY3Rpb24oYil7cmV0dXJuIGEuJD09PW0mJihhLiQ9ZmMpLGImJmEualF1ZXJ5PT09bSYmKGEualF1ZXJ5PWVjKSxtfSx0eXBlb2YgYj09PUsmJihhLmpRdWVyeT1hLiQ9bSksbX0pOwo=\"><\/script>\n<meta 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MDgBMACAbuP%2FwtQ4ATRuPCbj%2F8EATDgBNCVcREA4ATRGPAxAOAE0DWAA%2FK%2B0rPyvtKwEQ3isrKyvtENYrKysr7TEwACsrKysBKysrKysrKysTNDYzMhYVFAYjIiYlNC4CIyIOAhUUHgIzMj4CMnttbXt7bW17AW4NHzQmJjQfDQ0fNCYmNB8NAVuuvLyurry8rjlmTC0tTGY5OWZMLS1MZgAAAAABAF0AAAFxArUADABQQDUDBIsHHwABAA8GHwYCCAYGDg2NB50HAl8Hbwd%2FBwMHAI4QDCAMMAxQDGAMcAwGDAwDBVUDVgA%2FPxI5L13tM11dARESOS9eXc5dM%2B05MTATPgE3MxEjEQ4DB105bC1CXQwjKS0VAiYWRTT9SwI0CxgWFAcAAAABADgAAAHqAsUALADlQC8DBxMXAxcTiwcDFAcDEwcXBxcQGowMAEAQAE0AQAgJAEwALiQlawp7CgIKjBAtJLj%2F8LMSAE0kuP%2FgsxEATSS4%2F8hAGBAATSQfCBEATR8QDxAATB%2BPByAODwBMF7j%2F6LQREgBMF7j%2F6LYPAE0HFwwluP%2FgtBASAEwluP%2F4tAkATSUquP%2FwtBESAEwquP%2FosxAATSq4%2F%2Fi0CQsATCq4%2F%2FBACQgATSpYCo4MVQA%2F7T8rKysrMysrEjk5Kysr7SsrMisrKwEQ3u1xxjIQ1isrxO0SOTkvLwDBhwUrEADBhwV9EMQxMAEUDgIHDgMVIRUhJjQ1ND4CNz4DNTQuAiMiDgIHJz4DMzIWAdMdMDweES0oGwE%2F%2FlwBHzI%2BHhktIxUTICsYHTAmGgcuCSQyPiRtbQIEJENBPx4RLjIuEU8GDAUvUUhAHhgvLzIcHiocDRAVFwZCCh0aEmUAAAABADf%2F8QHpAsUAOADDQB6nIQGWIQGHIQEOCA8ATQUYDwBNNhAPAE00CA8ATQK4%2F%2FBAYg8ATVkQaRACEIyPI58jryMDFyMBIyt7JgFdJm0mAgomCiY1agMBSQNZAwIDjIcrAR8rAQ4rAQgrOhgZNjU5JiYKjggIHjYAjzUQDwBNNTAIEBIATDBXGBWPGR4IDQ4ATB5YAD8rM%2B0yPyszK%2B0yEjkv7Tk9LwEYEN4yxjIQ1l5dXV3tXV0SOTkvL11dENRdXe1dMTAAKysrASsrXV1dNzI2NTQuAisBNTMyPgI1NC4CIyIGByc%2BAzMyHgIVFAYHHgMVFA4CIyIuAic3HgHiWU0gNEUkGCEZNSwcFCErGDBDFyQMJS41HTdQNBo%2BLBsyJRcfQWJDGjcwJAgSEU9ERjsmNB8NTAoaLSIcKBoLHA9HCBMQCxsxQyc2TRQIHi48JS1NOCAIDAwEUQgaAAAAAgAoAAACCgK1AA4AFQBrQD8oAgEIEQEOFSsFASgFOAUCCQUBDwUFDYsHCgkXDxQBO18UbxR%2FFAMUiwAADhYAFI4NDQeOCQkFC1UPjgQEBVYAPzMQ7T8SOS%2FtMy%2FtMgEQzjIQ7XJeXRDW3TLtMi9eXV1xMjEwAF5dAV03PgM3MxEzFSMVIzUhAQ4DBzMoE0JTXzBZUlJa%2FsoBNh49OjMU3PAsdXx4MP5ITLGxAZYgT1ZaKwAAAQBB%2F%2FEB6wK1ACcApkAQGSAPAE0BIA8ATRggDwBNFLj%2F8EA7DwBNDhAPAE0iahYBFowPAx8DAggDKQAjI4sgGxQgGxsgDg0oIyKOIACOGxAREgBMGwgQAE0bEA4ATRu4%2F%2BBAHg0ATRsQDABNGxsIIFYOEY8NIA8ATQ0ICBASAEwIVwA%2FKzMr7TI%2FEjkvKysrKyvtEO0yARDeMtY5hyt9EMQBGBDWXl3tXcQxMAArKysBKysTHgEVFA4CIyIuAic3HgEzMj4CNTQuAiM%2BAzchFSMOA8eXjR8%2FYEIaNi4kCBIRTTgtPSYRGkJuVAYHBgQCAU79AQQEBAGqBnhnLk44IAgMDARRCBoUIi0ZJjsoFTFWUlEtTw8zNzQAAAACAD%2F%2F8QIBArgAGgAtAJi1LQgPAE0kuP%2Fwsw8ATRq4%2F%2FizDwBNCbj%2F%2BEA5EgBNAxgPAE1XAwEFMAYBDwYBBgYAWSsBK4wHE3cTAhMvHoYLlgsCCyGMRwBXAAIALgsOjx4bGwUmuP%2FwQAsODwBMJo8YVwaPBbj%2F8LQOAE0FWAA%2FK%2B0%2F7SsSOS8z7TIBEN5d7TJdMhDWXe1dEjkvXV0zMTAAXQErKysrKxM0PgI3Fw4DBz4BMzIeAhUUDgIjIiY3IgYHDgEVFB4CMzI%2BAjU0Jj84Z5NcBzthTDQNGkEjO1I0Fxo1Ujhyd%2BAjPB4BAQwfNCghLh4NQQEWZZtqNwFOARg0Uz0MECQ7TSomUEIqnNANDQsXCyxOOyMcLDMYREgAAAABADwAAAH1ArUADgAlQBIOiwAABwWLCBAHDw5VCQWOB1YAP%2B0yPwEQzhDW7RI5L%2B0xMDM%2BAzchNSEVDgMHowYtQk8m%2Fq8BuSFQRzMGULGnjy1RTSaFpbtdAAAAAAMAN%2F%2FxAf0CxQAhADMARQEOuQAy%2F%2BizDwBNMrj%2F8EAJDgBNLhAPAE0NuP%2Fwsw8ATQO4%2F%2Fi0DxAATEW4%2F%2FCzDgBNQLj%2F8LUPAE00jBu4%2F%2FhAIRESAEwbAENBIEExLw8vEA8ATS8PQSAvIEGLDy8UDy9BD7j%2F4EA3DwBNUA8BICAPAE1fIAEPIA8gCiyMdgABDwABAEc%2BjBEIERIATBEijAoQEABNCkYPDyAgBTmPFrj%2F8LYICQBMFlgnuP%2FwtQ8ATSePBbj%2F%2BEALDgBNBRAICQBMBVcAPysr7Ss%2FK%2B0SORkvMy8BGBDeK%2B3UK%2B0Q1l1d7RI5OS8vXStdK8GHBCsQAcGHBH0QxAArhw7EEIcOxAEYENQr7TEwACsrASsrKysrJRQOAiMiLgI1ND4CNyY1ND4CMzIeAhUUDgIHFgUUHgIzMj4CNTQuAicOARM0LgIjIg4CFRQeAhc%2BAQH9HTlWOEFXNBYTHykXYh43TjA4UDMXER0lFHb%2Bmg0gMiYiMyAQGC0%2FKC0x%2Bg0cLCAgLRwNECI3JioytCpHNR0lOEMeHTUuJQ44bSZFNB8iNUAeHTMsIg04fxInIRYUHygVIDAkGQkZSgEwDyQfFRQfJRIWLCYeCRlDAAIAM%2F%2F%2BAfUCxQAaAC0AzkALJCAPAE0YIA8ATQK4%2F%2BCzDwBNArj%2F8LMOAE0CuP%2F4swgATQG4%2F%2FCzDwBNAbj%2F6LMOAE0BuP%2F4QCkJAE0eCSEIDQ4ATCGMAASbA6sDAncDAU8DAQMDEWgAAQ8AHwACCAAvK7j%2F8LMPAE0ruP%2F4QBEOAE0rjBEIEABNES4eG48JDLj%2FwEAYCgBNDAwDJggOAE0mjxZYBI8DCA4ATQNXAD8r7T%2FtKxI5Lysz7TIBEN4r7SsrEMZeXV0ROS9dXV0zEO0rMjIxMCsrKysrKysrARQGBycyPgI3DgEjIi4CNTQ%2BAjMyHgIHMjY3NjQ1NC4CIyIOAhUUFgH1zcoDP2VMMwwaQiM7UjQXGjVSODlXOx7gIz4dAQwfNCghLh4NQQGgztMBThg1VD0MDyM7TSolUEIqKExtiQ0NCxULK087IxwrMxhER%2F%2F%2FADj%2F8wC%2BAggCJgARAAABBwARAAABjwAQQAsBABEMBQBQAQgOTysrNAAA%2F%2F8AJv9hAL4CCAImAA8AAAEHABEAAAGPABBACwEOEw4HAVABABBPKys0AAAAAQA1AEwB%2FwIKAAYAYEAmBAUGAAQABq8FBBQFBAYFAwIBAAMAAa8CAxQCAwECAAUQDQBNBQK4%2F%2FBACg0ATQJQAIAAAgAAGS9dzSvNKwEYLy%2FBhwQrEAHBhwR9EMQBGC%2FBhwQrEAHBhwR9EMQxMBMFByU1JRecAWMa%2FlABsBoBK5JNt1C3TQAAAAIANQCZAf8BvQADAAcALkAaAwcHAgUFCQgCrz8ATwCvAAMABK8wBkAGAgYAL13t3l3tARESOS8zMy8zMTA3IRUhESEVITUByv42Acr%2BNuhPASRPAAEANQBMAf8CCgAGAGRAIgMEBQYDBgWvBAMUBAMFBAIBAAYCBgCvAQIUAQIAAQYEAQS4%2F%2FBAEA0ATQQBEA0ATQFQBoAGAgYAGS9dzSvNKwEYLy8vEMGHBCsQAcGHBH0QxBABwYcEGCsQAcGHBH0QxDEwEzcFFQUnJTUaAbD%2BUBoBYwG9TbdQt02SAAAAAgAT%2F%2FMBeQLFACEALQCSuQAJ%2F%2BCzCQBNCLj%2F4LMKAE0EuP%2F4sxEATQO4%2F%2FhANhESAEwigihAGzhIKCgSfwAYAQgYGANYH2gfeB8DH38HCycLNwsDCy8vLwECAy4VICsBKyVjArj%2F8LYPAE0CAIgDuP%2Fwtg8QAEwDBmgAPzMr7TIrP91xzgEQzjJdENZd7V0SOS9eXe0zLyvtMTAAKysBKysTIgcnPgEzMh4CFRQOBBUcARcjJjU0PgQ1NCYTFAYjIiY1NDYzMhauQj8aIlUwOUksERomLiYaAU4EFyQoJBc2CyQfHyQkHx8kAnciSBIWHzA7GyI1LiotNSEFDAUUFiA0LScoLBoqNf2%2FGygoGxsoKAAAAgBB%2F2cDdQLFAEUAVQD3QK2mRAGJQ5lDAmc%2FAVU%2FAVg1AZYpAZcjpyMCihkBaRkBCQIBqAMBA0lNfxMuLy%2FvEwGWE6YTAogTAVYTAROZHKkcAngcAVkcARx%2FkEGgQQKHQQEPQR9BAghBV1N%2F0AvgC%2FALA3kLiQuZCwMLdiaGJpYmAycmNyZXJgMmf%2BA3AZ83ATdWTVCHEDyHIRMQYEkXRocGLzKHLitpA3kDiQMDSwNbAwI6AwEDIAgLSAMABgAvMzMrXV1d3jLtMhDtMjI%2FM97tEO0yARDeXXH9XV3eXXHtENZeXV1d%2FV1dXc5dXV1xMi8zEO0yOV0xMABdAV1dXV1dXV1dXSUiJicOASMiLgI1ND4CMzIWFxEUFjMyPgI1NC4CIyIOAhUUHgIzMjY3Fw4BIyIuAjU0PgIzMh4CFRQOAicyNjcuAT0BLgEjIgYVFBYCsiAqDhY%2BHzBPOiAeO1U2M1UXFhIaJxkMLFJ1SUl6WDE0XX9MO00LChFZM1medkVEc5dUUpJuQB80SPAVKxEDAgYiFUdGRCsSDwwRHjtWOTBVPyQQCP7OIBokOkkmP29UMDFbhFRYhVktDgRKBg4zaaNwbKJrNjVlj1pEaEckUQkJDRoM6wIEWENHVAAAAgAIAAACjwK1ABEAGADcuQAP%2F%2FhANA0ATRAPDg0MEQwHCAkKCwYLBBgXFhUFFQUgDBIBTAsFFQVzBgsUBgsFBgECAxITFBUAFQC4%2F%2FBAQwwBTQwAFQBzEQwUEQwAERUVBhEaABoBQBpwGqAa0BoEDxoBDwYfBgIIBhkDBHkYXxVvFX8VAxIVEhUMEUIMQQtBBkIAPz8%2FPxI5OS8vXTPtMgEQxl5dXV1xEMYRORkvEADBhwUYK4d9xAErEIcOxMQFxMQOxMQQAMGHBRgrh33EASsQhw7ExAXExBCHDsTExMQQhw7ExMTEMTABKyEuASchByM%2BAzczHgMXAy4BJw4BBwIlER4Q%2FsY%2FZShGQ0IkWSRCQ0YoxSA%2FIiM%2FHy1XLbFuu6iZS0uZqLtuAQFXo0tLo1cAAAADAFb%2F%2BgJQArwAGAApADgAh7VXFQEwdhO4%2F%2FC0DgBNExC4%2F%2FC0DhIATBC4%2F%2FBADQkATRAkdhZACAkBTBa4%2F%2FhAEQ4QAEwWQAkATRYwCABNFjo6uP%2FAQBwJAU0ZOHMFqDk4NXwLEyp5KSkABgtFGh98BQBGAD8y7TI%2FMxI5L%2B05EO0yARD27TIrEN4rKysr7dQrKzIr7TEwXQUiLgInET4DMzIeAhUUBgceARUUBgEVFhceATMyPgI1NC4CIyczMj4CNTQuAiMiBgcBERUxMTAUFDAxMBU8aU0sNi09SJn%2B%2FwsPDSMXK006IxoxRCp9ZiRALxscMUIlJSoRBgIEBgUCoAUGBAISK0YzOUkSEk5HaGkBSfQBAQEBCxwyJiIvHAxOChoqIB4pGQwCAgABADr%2F8QJTAsUAJwDmQCMpQAwSSGgDAR4IEgBNhxuXGwICCBIATQIIDwBNEA8PIiMpGrj%2F8LMKAE0auP%2F4QBAJAE0adgUIEgBNBQgPAE0FuP%2F4tg4ATQWpKBC4%2F%2BhAFA0PAEwQFQgODwBMFQgJCgBMFXwPuP%2F4tBESAEwPuP%2FoQBkNDwBMDwoIEQBNCggOAE0KRSIYDQ8ATCIfuP%2F4tA4PAEwfuP%2F4QBMJCgBMH3wjGA0PAEwjAAgQAE0AuP%2F4tA4ATQBGAD8rKzIr7SsrMis%2FKyszKyvtKysyKwEQ%2FisrK%2B0rKxDGMjIvMzEwACsrXSsBXSsFIi4CNTQ%2BAjMyHgIXBy4DIyIOAhUUHgIzMjY3Fw4DAYBJeFYvNVp4RCtFMyAGHAkiKzMaN1g%2BIR06VzpDWBYZByQ2SA8wXIdXV4dcMAwQEARQBg4OCSZIZ0A%2BZkkoHAtQBQ8OCgAAAAACAFb%2F%2BgKPArwAEAAdAIJAHRQQDg8ATBQQCgBNFAgJAE0UEAgATRR2AEAJAU0AuP%2F4sxIATQC4%2F%2FBAGw4PAEwAQAkATQCpHxpzCKgeGhcICgBNF3wJDLj%2F%2BLYOAE0MRRsRuP%2F4QA0KAE0RfAgFCA4ATQVGAD8rM%2B0rMj8rM%2B0rMgEQ9u0Q9isrKyvtKysrKzEwARQOAiMiJicRPgEzMh4CATI2NTQmIyIGBxEeAQKPOGaOVSplKSllKlWOZjj%2Bh4qIiIopLQkJLQFbWoVXKwcKAqAKBytXhf6ajX9%2FjQIB%2Fe4BAgABAFYAAAIWArUACwA1QB0HAw8KHwoCCAoNBAhzAKgMBXkHBwEJeQtCA3kBQQA%2F7T%2FtEjkv7QEQ%2Fu0yEN5eXcbOMTAzESEVIRUhFSEVIRVWAaf%2BugEi%2Ft4BXwK1U85R8FMAAAAAAQBWAAAB%2BAK1AAkAKEAUBwMLBAhzAKgKBXkHBwEJQgN5AUEAP%2B0%2FEjkv7QEQ%2Fu0yENbOMTAzESEVIRUhFSERVgGi%2Fr8BHf7jArVT0VL%2BwQABADr%2F8gJeAsUAJwDRtQoQEABND7j%2F%2BEAsDwBNCRgPAE0XFidzAUAIAU0BQAgATQ8BjwECAagpKUAOAE0pQAsATQApAR%2B4%2F%2FizDgBNH7j%2F8EAQCgBNH3YMQAgBTQwIDwBNDLj%2F%2BEAMDgBNDEAIAE0MqSgXuP%2FwQBAOAE0XGhAKAE0afBEBAQcWuP%2FoQA4NDwBMFhEIDgBNEUUnJLj%2F%2BLMOAE0kuP%2FwtwoATSR8AgdGAD8z7SsrMj8rMysSOS8Q7SsyKwEQ9isrKyvtKytdKysQ9l0rK%2B3GMjEwACsrASsBMxEOAyMiLgI1ND4CMzIeAhcHLgEjIg4CFRQeAjMyNjcB%2FWEMLTtGJEl4Vi81WnlFL0k0IQYfHWAyNVc9Ih07VzsqOw0BVf68BAoKBzBchldXh1wwDBAQBFETGSZIZ0A%2BZkkoCQQAAAAAAQBWAAACawK1AAsAN0AfAwtzDwIfAgIIAqgNBQlzB6gMCnkEBAYIQQZCAkIAQQA%2FPz8%2FEjkv7QEQ%2Fu0yEP5eXf3AMTABMxEjESERIxEzESECCmFh%2Fq1hYQFTArX9SwFA%2FsACtf7fAAABAFYAAAC3ArUAAwAkuQAF%2F8BAEQgBTQAFAQWoAXMDqAQCQgBBAD8%2FARD2%2FeZdKzEwEzMRI1ZhYQK1%2FUsAAAAAAQAI%2F%2FEBowK1ABMAebkAA%2F%2FwQBQJAE1nEAERcxNACQFNDxMBE6gVFbj%2FwEAYCQFNCwpACQFNCkAJAE0PCgEIChQSQQsOuP%2F4QB0PAE0OfAoQDA4ATAoFCBAATQUQDwBNBQgIAE0FRgA%2FKysrMyvtKzI%2FARDGXl0rKzIrEPZdK%2B0xMABdASslFA4CIyIuAic3HgEzMjY1ETMBoxU1WUMiOS4iCiYVQzJIQmHfMlZBJQsREwlNDyFJWQHNAAABAFYAAAJvArUAGgDbQGAaCA8ATVkOeQ4CDRAUAE2IDQHYDAHYCAGnBgELGBMATQsgCxJICAsYCygLAwgLcwkJChYZGhUaBAMCAQAFABoIEwBNwBoByhoBGgUABXMVGhQVFRopADkAAggAGAACAAq4%2F%2BhALxQATTAKUApgCgMKHBURFHMSqBsaQcAQARB7wAUBBc8VAQ8VARUVERNBEUIKQgBBAD8%2FPz8SOS9dcTlx7XE%2FARD%2B7TIyENZdK8ZdXYcQK4d9xAFdcSsQhw7ExMTEEIcOxMQBETMYEO1eXSsrMTBdXV1dK10rAQ4DBx4DFyMuAycRIxEzET4DNwJXH05VVCUrYFxRG3IeTldZKmFhI1RSSRkCtSJTV1QkHlhkaC8vX1dKGv63ArX%2BziFTVE0dAAAAAAEAVgAAAfcCtQAFABtADQAHBHMCqAYDQQV5AUIAP%2B0%2FARD27RDGMTAlFSERMxEB9%2F5fYVRUArX9nwAAAAEAQwAAAyUCtQApAUq5ACX%2F8LMRAE0kuP%2FwsxEATSG4%2F%2FhAEhUZSGYhpiEC9yABpx0BZh0BGbj%2F6LYRAE1XGQEYuP%2FwQDkRAE0JFQGIDvgOAmkOAfcJAQgIGAgC%2BQgB2AjoCAKZCKkIAogIAWkIAVcDAQeWEaYRAocRARFzECu4%2F8C1CQFNK6kfuP%2FwtgwSAUwfcx64%2F8BAJAoNSB4imRsBG3OmHAGFHJUcAk8cARwpdk8AAQCJEJkQqRADELj%2FwEAmCg1IEAoQDBIBTApzDwsBCAupKhZAGh5IFnwpKRwfQhxBG0ERQSK4%2F%2BC0DQBNIge4%2F8C3FRkBTLAHAQe4%2F8BADBoeSKQHAQd8EEEKQgA%2FP%2B1dK10rMis%2FPz8%2FEjkv7SsBEPZeXe0r1Std1F391F1dXe1dMtUr7SvmKxDtXV0yMTBdXV1dXV1xXV1dXStdK11dXV0rKyslLgUnBgIHIz4DNzMeAxc%2BAzczEhMjJgInDgUHAY0KISYrJiEKCw4FXwQKDQ8JVRs%2BPjoYGDo%2BPhtVIhFfBQ4LCiEmKyYhCmAYSlZbUUARdv7tjFq3sahLLHiDgzY2g4N4LP6x%2FpqMARN2EUBRW1ZKGAAAAAABAFYAAAKCArUAEwCWQCCHDgEgAwF3CwEDCwAHAHMQCxQQCxBzEkAICQFMEqgVFbj%2FwEBDCQFNBBWEFQIIB3MJqBQTQosHmwcCegcBawcBWgcBSQcBhBCUEAJiEHIQAgJAEFAQAhQQNBACBxAIEUELQQpBCEIAQgA%2FPz8%2FPxI5OV1dX11dXV1dXV0%2FARD27V5dKxD2K%2F2HK4d9xAFfXTEwAF1dIS4FJxEjETMeAxcRMxECMRY5QkdGQhxfTS9raV0gXyVcY2ZfVCD94wK1MoWNiDUCAf1LAAACADr%2F8QLQAsUAEwAnAQe1EiAQAE0MuP%2FgsxAATQi4%2F%2BBAHRAATQIgEABNEQgSAE0RCA8ATQ0IEgBNDAgPAE0HuP%2F4sxIATQe4%2F%2FizDwBNA7j%2F%2BLMSAE0DuP%2F4QBUPAE0eCA4ATR4QCgBNHnYKQAkBTQq4%2F%2FizEgBNCrj%2F%2BEAPDwBNCkAJAE0KqSnwKQEUuP%2F4sw4ATRS4%2F%2FBAHQoATRR2AEAIAU0ACBIATQAIDwBNAEAIAE0AqSgZuP%2F4sw4ATRm4%2F%2FizCgBNGbj%2F8EAaCQBNGXwPRiMIDgBNIwgKAE0jEAkATSN8BUUAP%2B0rKys%2F7SsrKwEQ9isrKyvtKytdEPYrKysr7SsrMTAAKysrKysrKysBKysrKxM0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4COjVbeURDd1o1NVp3Q0R5WzVmIDtVNTVUOyAgO1Q1NVU7IAFbWYhbLi5biFlZiFsuLluIWT9nSCcnSGc%2FP2dIJydIZwAAAAIAVgAAAj0CvAAOABwAUrkABf%2Fwsw0ATQS4%2F%2BizDQBNArj%2F8LUNAE0YdgO4%2F%2FhAGQ4PAEwDHgkRcwuoHRJ5CAgACkIRD3wMAEUAPzLtMj8SOS%2FtARD27TIQ1ivtMTArKysBMhYVFA4CKwERIxE%2BARciBxEzMj4CNTQuAgEOkp0rUXRJTWEpZTI%2BIUkyUDceHzVGArxvbjxVNRj%2B%2FwKrCgdVA%2F7wDR82Kig0HwwAAAAAAgA6%2F0cC0ALFAB4AMgELuQAN%2F%2BizEABNCLj%2F4EAREABNAiAQAE14HAENCA8ATQe4%2F%2FizEgBNB7j%2F%2BLMPAE0DuP%2F4sxIATQO4%2F%2FhAHQ8ATQ92GhoAKRAOAE0pEAoATSl2ChUVCkAJAU0KuP%2F4sxIATQq4%2F%2FhADA8ATQpACQBNCqk0H7j%2F8LMOAE0fuP%2FwQB0KAE0fdgBACAFNAAgSAE0ACA8ATQBACABNAKkzJLj%2F8LcJCgBMJHwPGrj%2F%2BLcOAE0aRhR8Fbj%2F8LQREgBMFbj%2FyEATCABNFS4QCQoATC58BQgOAE0FRQA%2FK%2B0rLysr7T8rM%2B0rARD2KysrK%2B0rKxDmKysrKzIvEO0rKxI5L%2B0xMAArKysrK10BKysrEzQ%2BAjMyHgIVFA4CBx4DFwcuAycuAzcUHgIzMj4CNTQuAiMiDgI6NVt5REN3WjUoR182ASc8SiUXNF9NNAk%2FcFIwZiA7VTU1VDsgIDtUNTVVOyABW1mIWy4uW4hZTnpZNwoXIxgQBEwHFyY7LAQzW4JVP2dIJydIZz8%2FZ0gnJ0hnAAIAVgAAAmMCvAAaACgAhUATCAgSAE2YCAGJCAFXAgELJHYAGLj%2F%2BLMPAE0YuP%2FwQAkOAE0YEA0ATRi4%2F8BALAoLAEwYBQZzZwSHBAIEBAUqYCoBDx1zEagpHRt8FR55CwAODhASFUUQQgVCAD8%2FPzMSOS8zM%2B0Q7TIBEPbtMl0QxjIvXe0Q1isrKysy7TIxMF1dXSsBHgMXIy4DJwYiKwERIxE%2BATMyFhUUBgMiBxEzMj4CNTQuAgGpEDE0MxJqFC8wLxMNGw5XYSllKpKZSdo%2BIUUyUDceHjNFASIUQU9WKCZORz4XAf7xAqsKB25tRWIBLQP%2B%2BwocMyonNB4MAAABACH%2F8QH1AsUAMAEfQDkFJwEIDgEIDQEKJgGXIgEFHwETqBIBmRIBiBIBEiUAIQGJCAEhHggFIQUIcx4hFB4hCB4eBRsCdiW4%2F%2FC0EBIATCW4%2F8C0Cw4ATCW4%2F%2FBAYQkATXAlASUyG3YMEBIATQwYEQBNDBAQAE0MEAkATQwuLUAIDkgtMZgFAXkFAT0FTQUCCwUBCHQeAUIeAQUeBR4PRy4BLmcAAQB8LQgPAE1YLQEtKEZ3E5cTAlYTARMWfBK4%2F%2FBAEQ8ATYYSlhICdxIBVhIBEg9FAD8zXV1dK%2B0yXV0%2FM10r7V0yXRI5OS8vXV1eXV1dXQEQ1isy1isrKyvtENZdKysr7RE5ORDBhwQrEAHBhwR9EMQAXV0BGBDEXV1dMjEwAF1dXQFdXV03MjU0LgInLgM1NDYzMhYXBy4BIyIOAhUUHgIXHgMVFAYjIi4CJzceAfeYGy47ISZEMh18bT9nGB8VUzccMCQVFig1IC1LNx6FeSlFNicLHRdeRWggLSEYDA0hLT4sW2YbEE8NGQwYJRkcJh0YDBIkMkUxW2ILDxEGUA0gAAAAAAEAEAAAAiUCtQAHADpAJAl%2FAY8BAgABAQEDc38EjwQCAAQBBA8GHwYCCAYIA0IBBnkAQQA%2F%2FcA%2FARDWXl3WXV391l1dxjEwARUjESMRIzUCJdph2gK1VP2fAmFUAAAAAAEAUf%2FxAl8CtQAXAFlALhYIDQBNFQgNAE0DCA0ATQIIDQBNEHMPEh8SAggSqBmfGQEHcwWoGBFBBkELfAC4%2F%2FizDABNALj%2F8LQLAE0ARgA%2FKyvtPz8BEPbtXRD2Xl3tMTAAKysrKwUiLgI1ETMRFBYzMj4CNREzERQOAgFYRGRAH2FcSiU9LBhhH0FjDypJZDoBs%2F5YaF4XMEs0Aaj%2BTTpkSSoAAQAKAAAChgK1ABIAx0AqiBEBeBABZw4BNw1HDYcNA3cMAbgKAYcJAXgJATgBSAEC1Q%2FlDwLGDwESuP%2FwQDAMEgFMDxIPDBJzAAUUAAAFDBAMEgFMDwwLBg8GDHMLBhQLCwYUzwABAAUgExsBTAW4%2F8C1ExZIBXMGuP%2FgQBwTGwFMzwYBBg8LHwsCCAsTEkEMQQtBBkIFQgBBAD8%2FPz8%2FPwEQ1l5d1V0r%2FSsr1V3GhxArEADBhwV9EMQBK4cYECsIfRDEASsAXV0xMAFdXV1dXV1dXV0BDgMHIy4DJzMWEhc2EjcChiZFQkEiWyJBQ0YlazZoNzdoNQK1bruomUtLmai7bp7%2B3IB%2FASWeAAEAHAAAA4UCtQAgAV5AJDggAeggAR8IEgBNOB8BeBgBNxIB5xIBdwkBhwIBhwEBmwABHbj%2F8EAKEQBNdB0BtB0BGbj%2F8EBVDBIBTB0ZFBlzGh0UGh2gIgEiGhQ3HgELHhseAjYRAYkRARQRAR4RFBFzAB4UAB4gFAHQFAEUAHsEAbsEAZkEAQgQDBIBTAQIDQhzBwQUBwcElgMBELj%2F8EBgEQBNNhABmhABKRBJEFkQAxQQAQMQDRBzAAMUAAMAcA0B4A0BDaAHAQ8HHwcCCAchHkIdQhpBFA0AIBEATZkAAXgAAWYAAZcNAWANAUQNVA0CAA0EEBEZQQhBB0EEQgNCAD8%2FPz8%2F1sAROTldXV1dXV0rETM%2FPz8BENZeXV0Z1V1xGNWHK4d9xAFdXV1xK12HGBArh33EAStdXXEYEMVdcYcrh33EAV1dcV1dGRDVGMZdhyuHfcQBK11xKzEwAF0BXV1dXXFdcStdcQEOAQcjJgInMx4DFz4BNzMeARc%2BAzczBgIHIy4BAdEqVithNVEjZg4eICARKFonVCdcKBAgHx4OYyRRNGEsVAHWhuRsmQFUyE6ck4Y5afuGhvtpOIaTnU7I%2FqyZbOQAAAABABcAAAJjArUAFwDjs6AZARm4%2F8BALAwQSIoUAQMIEQBNhhEBFBMKFxAREgsXEA4SCwAPCRMKBRMKAA8KEAwSAUwKuP%2F4tBESAEwSuP%2FwQBQMEgFMChILEnMTChQTChMXAQAPALj%2F8EBIDBIBTAAIEgBNEBAMEgFMABAXEHMPABQPDwBAF1AXYBeAF6AXBRcZkBkBDxkvGQIPDwsfCwIICxgXQhNBEkEQQQ9BC0IKQgBCAD8%2FPz8%2FPz8%2FARDWXl3GXV0Qxl2HECuHfcQBKysrhw7EARgQ1ocrh33EASsrKw%2BHDsQPDw8xMABdAStdK10hLgMnDgMHIz4BNwMzGwEzAx4BFwH2DyoyNhkZNjErD2std0PecKupb9pEeC4eSU9PIyNPT0keWLZgAUf%2B%2FgEC%2Fr1huFkAAAABAAYAAAJQArUAEACLuQAL%2F%2FBAUgwSAUwICwgFC3MMDxQMDw8QEm8MnwyvDAMMEHMABRAMEgFMCAUEAQgBBXMEARQEAQFvAJ8ArwADAA8EHwQCCAQRAQEPDwwQQgxBC0EFQQRBAEIAPz8%2FPz8%2FEjkvMy8BENZeXcZdMocrEADBhwV9EMQBKxgQ%2FdZdxhEzhysIfRDEASsxMDMRLgEnMx4BFz4BNzMOAQcR%2B0V6NnImXjIxXidsNnpEARZr0GRSqU5OqVJkz2r%2B6AAAAAABACEAAAIYArUAFQBNQCoMERILEgEABwcSCxJzAAcUAAcADwgfCAIICBcTCxYSABN5FEELBwh5CUIAP%2F0yxT%2F9xTMBEN7GEN5eXdaHK4d9xIcOxBCHDsTEMTABDgUHIRUhNT4FNyE1IQIOFz1ESEU%2BGQGG%2FgkVOUFGRUEb%2FpwB2wJoGklZY2VkLVNBKGBkZl5SH1MAAQBg%2F0cBQQMPAAcAHUANAgUJA38HCASHBgKHAAAv7S%2FtARDe7RDWwDEwEzMVIxEzFSNg4YqK4QMPSfzKSQAAAAH%2F6P9HAZgDDwADAClAFgEDAAOuAgEUAgIBAAQCA2ICYgFkAGQAPz8%2FPwEvEMaHECuHfcQxMAMzASMYXQFTXwMP%2FDgAAQAI%2F0cA6QMPAAcAHUANA38HCQUBCASHBgKHAAAv7S%2FtARDWwBDe7TEwFyM1MxEjNTPp4YqK4blJAzZJAAAAAAEALwE7AgUCtQAGAGxAQokFmQUCOAVoBXgFA6sEuwQCpAK0AgKGAZYBAjcBZwF3AQNKA1oDAgQEBQMCAgEDBgYDAAADAwcCBH8DjwOfAwMDBgAvxV3NMgERMxkvMxgvETMvGRDFMhgvGRDFMhgvMTAAXQFdXV1dXV0BEwcLAScTAUPCSqGhSsICtf6sJgEa%2FuYmAVQAAAAAAf%2F8%2F0cB8P%2BWAAMAGEAKAQEFAAAEAIcCSwA%2F7QERMy8RMy8xMAchFSEEAfT%2BDGpPAAAAAAEAPQJEAPkDCAADADeyAgEAuP%2FAQAkREgBMAAMEAwC4%2F8CzEgBNALj%2FwLUNAE0AAQIAL83dKyvNARDeGcUrGN0ZxTEwExcHJ3mAL40DCJoqiQAAAAIAK%2F%2F1AcACFQAOADUA2EALIQgKAE0sCBEATSK4%2F%2BCzCABNErj%2F4EAXCABNCggRAE0DKQgSAE0pfxRACAkBTBS4%2F%2FhAEQoATRQ4CAkATBSqNx83ATIzuP%2FAQA4KDABMMwyCH0AICQFMH7j%2F6LMSAE0fuP%2FwQBoRAE0fUAkKAEwfQAgATR82KSSIBAdAEgFNB7j%2FwEAKCAFNB0AREgBMB7j%2FwEASCABNBwcPAwCIFRpRMi%2BIMw9QAD8z7TI%2FM%2B0yEjkvKysrKzPtMgEQ1isrKysr7cQrMl0Q9isrK%2F0rwDEwACsrKysBKyUyNjc1LgEjIg4CFRQWEzIeAhURDgMjIi4CNTQ%2BAjMyHgIXNTQuAiMiBgcnPgEBACEzEQotIBUvJxpALzhNLxQMKzY%2FHyxKNh4jPFAsDh4bFAQKGi0kLkURCxJUQwMEmwUHBhMhGzInAdIdNUks%2FrsCBwYFEidALSs%2BJhIDBQQBGhctIxUNB00IDwAAAAIAUP%2F0AhoDCAASACEAiLUbIA0ATRi4%2F%2BBAKw0ATRkIDgBNGYIIEBIATQgIDgBNCBALDQBMCKsjEgAhfxCqIhJOExaIEA24%2F%2Fi0ERIATA24%2F%2FC1DgBNDVEhuP%2FgtxESAEwhHogAuP%2FgQAwREgBMAAMIDgBNA1AAPyszK%2B0yKz8rKzPtMj8BEPbtMjIQ9isrK%2B0rMTAAKysTPgEzMh4CFRQOAiMiJicRNxEeATMyNjU0LgIjIgYHrRFFLThXPB8lRGA8QWQgXQ4zJktaECQ5KCZAEQHxCxgoSGQ8P2VGJhIJAukQ%2FUkEB2NbKEYzHRoOAAEAM%2F%2F0Ab0CFQAhALe5ABf%2F8LMNAE0SuP%2Fwsw0ATQe4%2F%2FCzDQBNA7j%2F8EAKDQBNAggQAE0NHbj%2FwEAQDBZIHSM%2FI08jAiNADxZIFLj%2F%2BEAMDQBNFIIFQAgJAUwFuP%2FwQCMOAE0FQAgJAEwFqyIOEQgNAE0REAwATRGIDQoIDgBNClAcGbj%2F%2BLMNAE0ZuP%2FwtgwATRmIHQC4%2F%2Fi0DgBNAFEAPysy7SsrMj8rM%2B0rKzIBEPYrKyvtKytdENYrxjEwKysrKysFIi4CNTQ%2BAjMyFhcHLgEjIgYVFB4CMzI2NxcOAwEyP19BICNAXTkjRiAVFTcfTlMTKUAuJTwRDQgeJisMKEhjPDxkSSkMDU8KDGJeKkYyGw4ITgUJBwUAAgAz%2F%2FQB%2FQMIAA4AIQCtuQAX%2F%2FCzDQBNCrj%2F2LMNAE0KuP%2F4tAsMAEwFuP%2FgQBYNAE0OIX8QQAgJAUwQQAgJAEwQqiMIuP%2FwQAwOAE0IghlACAkBTBm4%2F%2FC0ERIATBm4%2F%2FBADQ4ATRlACAkATBmrIgC4%2F%2BC3ERIATAADiCG4%2F%2BBACRESAEwhHlAOC7j%2F8EAKEgBNC4gRFFEQTgA%2FPzPtKzI%2FMyvtMisBEPYrKysr7SsQ9isr%2FcAxMCsrKysBLgEjIg4CFRQWMzI2NxE3EQ4BIyIuAjU0PgIzMhYXAaARQCYoOSQQWksmMw5dIGRBPGBEJR88VzgtRREBmg4aHTNGKFtjBwQCpxD9BwkSJkZlPzxkSCgYCwAAAAIAM%2F%2F0AfkCFQAaACMA7LkAIf%2Fwsw0ATRm4%2F%2FCzDQBNGLj%2F4LMNAE0OuP%2FYsw0ATQe4%2F%2FBACQgATRgQDwBNB7j%2FwLQPEABMBrj%2F%2BEAVDwBNEl8TbxMCExuCCKslTyVvJQIjuP%2F4tQ4ATSOCDLj%2F%2BEAMDgBNDIIAQAgJAUwAuP%2F4sw4ATQC4%2F%2FBADgwATQBACAkATACrJBIPuP%2FwQAkNAE0PiBYjhwu4%2F8BACRMUAEwLCwUTFrj%2F%2BEATDgBNFlEeCA4ATR4QDQBNHogFUAA%2F7SsrPyszEjkvK%2B0Q7SsyARD2KysrK%2B0r7StdEPbtxF0yMTAAKysrASsrKysrEzQ%2BAjMyFhUcAQchHgEzMjY3Fw4BIyIuAiU2JiMiDgIHMyhCVi1pcAH%2BnAZSVzFDEQ0RVTZEY0AfAWUBQTkgMSITAwEDRWdEIoOGBhMIUVQRCE4JFClIY24%2FURkoNBsAAAEAUAAAAYsDCAATAERAIQQTAQgHEgEMAxUKDn8QqhQPSg2HC0kEBwgPEABMB4gDALj%2F%2BLQRAE0ATwA%2FKzLtKzI%2F7T8BEPbtMhDWxjEwAF1eXQEyFhcHLgEjIgYdATMVIxEjETQ2ARspOwwRDCwgQTTIyF1iAwgMBVAGC0c8LU7%2BRgI3ZG0AAAACADP%2FRAHyAhMAHgAtAOq5ACj%2F4LMNAE0nuP%2Fwsw0ATSO4%2F9izDQBNErj%2F8LMQAE0SuP%2FoswgATQu4%2F%2FCzDQBNCrj%2F8EAZDQBNAB4tfxBACAkBTBBACAkATBCqLxgXJbj%2F%2BLMOAE0luP%2FwswwATSW4%2F%2FhADAsATSWCCEAICQFMCLj%2F8LQREgBMCLj%2F6EAVDgBNCEAJAE0ISAgATQirLhgbiBcUuP%2FwQCEODwBMFFIfIogQDVAtIBESAEwtKogAIBESAEwADwMBCAMAL15dMyvtMis%2FM%2B0yPysz7TIBEPYrKysrK%2B0rKyvEMhD2Kyv9xDIxMCsrKysrKyslDgEjIi4CNTQ%2BAjMyFhcRFAYjIiYnNx4BMzI2NQMuASMiBhUUHgIzMjY3AZYMRS4vUz4kIkFeO0FhIXx%2BMVcgERxRLFNJAQ4vKEtRFyczGyU%2BEjQIGR4%2FXkE5X0UnEwj%2BMHhsEAtRCxFCSAGYBAdiUS1AKhQVDgAAAAABAFAAAAH0AwgAGQBuuQAJ%2F%2FC2CABNSxABCbj%2F%2BLQPEABMCLj%2F%2BEAsEABNDX8LQAgJAUwLQAgJAEwLqht%2FG%2B8bAk8bvxsCAhh%2FAKoaGUoMShgTiAa4%2F%2Fi2DwBNBlACTgA%2FPyvtMj8%2FARD27TJdcRD2KyvtMTAAKytdASszETcRPgEzMh4CFREjETQuAiMiDgIHEVBdGjsdPlIxFF0NHjIlDyAdFwUC%2BBD%2B9goLIz9YNf7cARAwRCoTBAUGAv5QAAACAEIAAAC6AuAAAwAPADNAEAAREBECCBGqDQN%2FBwGqEAS4%2F8BACwwSSASJClMCSQBKAD8%2FP%2B0rARD2Mv0y5l5dMTAzIxEzJyImNTQ2MzIWFRQGrV1dLxkjIxkZIyMCCF4hHBwhIRwcIQAAAAAC%2F7z%2FRQC6AuAADwAbAE%2B5AA7%2F6LQJCgBMDrj%2F2EAUCABNAB0QHQIIHaoZDH8TAwqqHBC4%2F8BADwwSSBCJFlMLSQQHiAMAUgA%2FMu0yPz%2FtKwEQ9sQz%2FTLmXl0xMCsrByImJzceATMyNjURMxEUBhMiJjU0NjMyFhUUBgUMJg0MChoLMCldWywZIyMZGSMjuwYFTAMEOzkB%2F%2F4CZGEDISEcHCEhHBwhAAABAFAAAAH8AwgAGgD%2FQBUVCBUATQkYEABNBggYAE0LEA8ATQu4%2F%2FBAGAwATQsQCwBNCggLAE0JEBgATQgIDwBNArj%2F8LMZAE0GuP%2FgtBQYAUwGuP%2FgtAgBTQYVuP%2FgsxsBTRW4%2F%2FBAGxQVAUwVCA4ATQAgGwFNACAWGAFMABAUFQFMALj%2F4EAbDwBNFQAWAH8QFRQQFQAQFhAIAU0WBRAIAU0FuP%2FgsxIATQW4%2F8BAIg0QSAUcEAx%2FDqobFkkQEAsMAEwQEAYVSQ9ODUoMSgZKBUoAPz8%2FPz8%2FEjkvKz8BEPb9wBDWKysrxisQAMGHBSuHfcQBKysrKysrKzIrKzEwACsrKysrKysBKysrAR4DFyMuAycVIxE3ET4DNzMOAwEMHkNBOhRtFTc8PhxdXRg6ODISbRc2OjsBHhdET1EjI0lDOBP6AvgQ%2FiYYOjw3FRk8PT0AAQBO%2F%2FYA%2BQMIAAsAPUATASAMAE0AEAgSAUwBIAgLAEwNC7j%2FwEAQCAxIC4AFfwOqDAVOC4gAUQA%2F7T8BEPb9Gt4rxjEwACsBKysXLgE1ETcRFB4CF%2BxWSF0IEh4WCgJGSgJwEP2PFx4SCQMAAQBQAAADEwITAC0BIUARIyANAE0aEBESAEwVIA0ATQ64%2F%2FC0ERIATA64%2F%2BCzEABNDrj%2F0LMPAE0NuP%2FwtBESAEwNuP%2FosxAATQ24%2F9izDwBNDbj%2F4LMIAE0MuP%2FwQBQQAE0JEBIATQkIEQBNCBAQEgBMBrj%2F%2BLMPAE0FuP%2FgtBESAEwFuP%2FosxAATQW4%2F9CzDwBNBLj%2F6LMQAE0vuP%2FAtAgJAUwvuP%2FAQDcJAE0vqhJ%2FEEAcAE0PEAEQBiB%2FG08eAQ8eAQgeK38tqi4sSh9KEUorJiYbEBAATRsYiAsAAwMGuP%2FwtAgATQYLuP%2F4tQkKAEwLUAA%2FKzMrMy8zEO0yKzIvMz8%2FPwEQ9u3cXl1xMv053F0r7eYrKzEwACsrKysrKysrKysrKysrKysrKysTPgEzMhYXPgMzMh4CFREjETQuAiMiBgceARURIxE0LgIjIg4CBxEjUCBpRTJEFwceLDYfPEwrD10JGSsiLz0LCAhdChkrIQ4gHRgEXQH5CBIbGgUSEQ0jQFg0%2FtwBEC5CLBUZCho%2BIv7cARAuQiwVAgMEAf5JAAAAAAEAUAAAAfQCEwAXAG65AAb%2F8EAOCABNDggNAE0NIA0ATQa4%2F%2FCzEABNBrj%2F%2BLMPAE0FuP%2FoQB8QAE0Kfw8IHwgCCAiqGb8ZARV%2FF6oYFkoJShUQiAADuP%2F4tA8ATQNQAD8rM%2B0yPz8BEPbtXRD2Xl3tMTAAKysrKysBKxM%2BATMyHgIVESMRNC4CIyIOAgcRI1AgakU%2BUjEUXQ0eMiUPIB0XBV0B%2BQgSIz9YNf7cARAwRCoTAgMEAf5JAAAAAgAz%2F%2FMCGwIVABMAHwCBuQAf%2F9izDQBNG7j%2F2EAbDQBNGSgNAE0VKA0ATRQQDgBNFIIAqyF%2FIQEauP%2FwQCMOAE0aggpACAkBTApACAkATAqrIBcIEgBNFwgOAE0XiA9QHbj%2F%2BLMSAE0duP%2F4tg4ATR2IBVEAP%2B0rKz%2FtKysBEPYrK%2B0rXRD27SsxMAArKysrARQOAiMiLgI1ND4CMzIeAgc0JiMiBhUUFjMyNgIbJEFaNTVaQSQkQVo1NVpBJGFPRERPT0RETwEEPmRIJydIZD49ZUgnJ0hlPVhnZ1hYZ2cAAAAAAgBQ%2F0cCGgITAA4AIQB6QFgNEA0ATQwgDQBNAhgSAE0CMA0ATQAQEQBNABgOAE0Afw8IEwBNDxASAE0PCA4ATQ8QCwwATA%2BrIwYXfxmqIgYDiBodUBhLByAREgBMBwqIFyAREgBMFxRRAD8zK%2B0yKz8%2FM%2B0yARD27TIQ9isrKyvtKysxMCsrKysBNCYjIgYHER4BMzI%2BAjcUDgIjIiYnFSMRPgEzMh4CAblaSyovDhFAJig5JBBhHzxXOC1FEV0hY0E8YEQlAQNbYgYE%2FrgOGh0zRSg7ZEgoGAvQArEIEyZGZQAAAgAz%2F0cB%2FQITAA4AIQC5uQAR%2F%2FCzDQBNDbj%2F8LMSAE0NuP%2Fgsw0ATQO4%2F%2FBAFw0ATRkZCH8XQAgJAUwXQAgJAEwXqiMAuP%2F4QAwOAE0Agg9ACAkBTA%2B4%2F%2BizEgBND7j%2F8EAUDgBND0AICQBMD6siCCAREgBMCAW4%2F%2FBAJg0ATQWIGiAREgBMGh1RGEsJDBARAE0MCA4ATQwQCw0ATAyIFxRQAD8z7SsrKzI%2FPzMr7SsyKwEQ9isrKyvtKxD2KyvtMi8xMCsrKysTFB4CMzI2NxEuASMiBgc0PgIzMhYXESM1DgEjIi4ClBAkOSgmQBEOLypLWmElRGA8QWMhXRFFLThXPB8BAyhFMx0aDgFIBAZiWz9lRiYTCP1P0AsYKEhkAAAAAAEAUAAAAXgCEwARACVAEgYFEwx%2FDqoSDUoMBgmIDwUAUAA%2FMjLtMjI%2FARD27RDGMjEwATIeAhcHLgEjIgYHESMRPgEBEAwfHhkGEAszKBozCF0hYgITAwUFAlEECwsC%2FksB8gwVAAAAAQAo%2F%2FQBlwIVAC0BOrkAJf%2FYswkATSW4%2F8hAEwgATQwwCQBNDEAIAE0JGBIATSu4%2F%2FBADxMATSYYCgwATCUIDgBNIrj%2F%2BLMSAE0iuP%2FgsxEATSK4%2F%2FhACQ8ATSEIFABNIbj%2F8LMSAE0huP%2FwswoATQ24%2F%2Bi0CwwATA24%2F%2BBADgoATQkQEQBNCBgKAE0GuP%2F4QEITAE0GCBIATQYIDxAATAUIDwBNBRALDABMCAUhHggeIX8FCBQFCCEFHgUaA3%2BfEwETJKsvPy8BGn8LKi4eCBUATR64%2F%2Fi2EABNBR4OK7j%2F8LMVAE0ruP%2F4QBQUAE0rAIgqJ1EUF4gTDggTAE0OUAA%2FKzPtMj8z7TIrKxI5OSsrARDe1u1dEPbEXe0ROTkQwYcEKxABwYcEfRDEMTAAKysrKysrKysrKysrKysrKysrASsrKysrNzI2NTQmJy4DNTQ2MzIeAhcHLgEjIgYVFB4CFx4DFRQGIyImJzceAck5NzY%2BHjcoGGZYFiwmHQgRD0AtJzoNGygcJTopFmtjRU4OERBGQx4hIigZDBkiMCNFUQUHCANQCBEfIREaFRIKDhskMyVIShcGUAYYAAAAAAEASv%2F1AYACqQAXAF5ADx8ZLxk%2FGQMTIAgATQwCDbj%2FwEAQDRhIDRlPGQEDF38VqhgMCbj%2F%2BEAZERIATAmIDRAICgsATBAQCQBNEFEXAocASQA%2F7c0%2FKysz7SsyARD27TJdENYrxjMxMCtdEzMVIxUUHgIzMjY3Fw4BIyIuAjURN6fFxQwYJBgqMwoSDkYtNUUqEV0CCE7wJzMdDBMETQcVGzZPNAHQEAAAAAABAEr%2F9QHuAggAFQBQQCEGGAgATVQMARN%2FDxUfFQIIFaoXvxcBCn8IqhYUSQlJEw64%2F%2FBADw0OAEwOiAADEA8QAEwDUQA%2FKzPtKzI%2FPwEQ9u1dEPZeXe0xMABdASslDgEjIi4CNREzERQWMzI%2BAjcRMwHuIGlFPFIyFl08Rw8gHBcFXQ8IEiNAVzUBJP7wX1ICAwMCAbcAAAEAEAAAAeYCCAASALu2DwgPEABMC7j%2F%2BEAPDxAATAYICgBNBhAJAE0BuP%2F4twkKAEyQDQENuP%2FAszxCSA24%2F8CzJi1IDbj%2F4EBKExZIDRINCBJ%2FAAMUAAADDQgHBA0ECH8HBBQHBwQUnwCvAAIAABAAAgADf58ErwQCAAQQBAIEDwcfBwIIBxMSSQhJB0kESgNKAEkAPz8%2FPz8%2FARDWXl3VXV391V1dxocQKxAAwYcFfRDEhxgQKwh9EMQAKysrcjEwASsrKysrAQYCByMmAiczHgMXPgM3AeYnaTFUMWknZAwhJSYRESYlIQwCCJL%2B9GpqAQySMW9tZigoZm1vMQABABIAAAL3AggAJAPKQAlAJgEdCBAATRa4%2F%2FCzEAFNFbj%2F%2BLMSAE0LuP%2F4sxcATQW4%2F%2FizEgBNBbj%2F8EATEQBNBSgIAE0BCBEATSMYDwBNGbj%2F8EAJEABNCBgPAE0kuP%2FwswkBTSS4%2F%2FC0ExUATCS4%2F%2Bi0DQ4ATCS4%2F%2BhACgkATUAkATQkASS4%2F8CzJipIJLj%2F4EAOICVIciQBQCRQJGAkAyS4%2F%2BBADxMXSCQgGyB%2FISQUISQmIbj%2FwLMOAU0huP%2FAtQ4ATSEbALj%2F6LMOAU0AuP%2FwQEoNAU0AIAoBTQAQExUATAAgDwBNABAKAE1bAAEAICgrSP0AAesAAdkAAbsAAZoAAYsAAX0AAV8AbwACSgABuwDLANsAAxYQEgFNFrj%2F8EAODwFNFigOAU0WGA0BTRa4%2F%2FBADwoBTRYgFhcATBYQFQBNFrj%2F%2BLMUAE0WuP%2FwQAkTAE0WGBIATRa4%2F%2FBADg8ATRYgDgBNFhgNAE0WuP%2FwQIYKAE02FgEEFgH2FgHkFgGXFrcWAnYWAWQWAVIWAUYWAfkWAbYWAQAWGxZ%2FAwAUAwA%2FG08bAn8b7xsCGwMHCA4BTQcYCQFNBxATFQBMBxAOAE0HGA0ATQcYCQBNTwcBOwcBB0AmKkgHICAlSH0HAU8HXwdvBwMHIBMXSAcLEAt%2FCgcUCgoHBrj%2F6LMOAU0GuP%2F4QAkJAU0GGBkATQa4%2F%2BC0FRYATAa4%2F%2FC0EhQATAa4%2F%2BCzDgBNBrj%2F6LYNAE1UBgEGuP%2FgQBInK0jWBgGEBgF2BgFEBmQGAga4%2F%2BBAExMXSBUQEgFNFRAOAU0VCA0BTRW4%2F%2FCzCgFNFbj%2F4ECmGQBNFRgWAE0VIBUATRUQExQATBUgDgBNFSAJAE02FQELFQH5FQG0FcQVApYVAWcVAVYVAUoVAfkVAcsV2xXrFQO5FQEGFRAVfwMGFAMGPwNPA18DvwPPAwV%2FA48D7wMDA0AQ0BACYBDwEAIQQAoBDwofCgIICiUkSiFJIEkWSRsQJBABZBB0EAIrAwGcAwGNAwFrA3sDAhADBhVJC0kKSQdKBkoASgA%2FPz8%2FPz8SOTldXV1xXXERMz8%2FPz8BENZeXXEZ1V1xGNVdcYcrh33EAV1dXXFxcXFxcXJyKysrKysrKysrKytxcXFxK3IrKysrKysrhxgQK4d9xAErcXErK3JyKysrKysrGBDFXXGHK4d9xAFdXXFxcXFxcXFycisrKysrKysrKysrKysrXXFxcXFxcXFxcStyKysrKysrGRDVKysYxocrh33EAStxcSsrcnIrKysrMTAAKysrASsrKysrKysrcSEuAScOAQcjJgInMx4DFz4DNzMeAxc%2BAzczBgIHAfkcPxoaPhxRLlgnZAocHyIPESEeGwpNCRoeIREPISAcCmAnWC5IuWRkuUhnAQiZL25uZiYvaWtnLS1na2kvJmZubi%2BZ%2FvhnAAAAAAEAEAAAAe0CCAAXAKlAJEYUARQTChAXERILEBdJDgEOEgsPAAkTCgUTCg8AChAMEgFMErj%2F8EAUDBIBTAoSCxJ%2FEwoUEwoTFwEPAAC4%2F%2FBAMAwSAUwQEAwSAUwAEBcQfw8AFA8PABcZDw8LHwsCCAsYF0oTSRJJEEkPSQtKCkoASgA%2FPz8%2FPz8%2FPwEQ1l5dxhDGhxArh33EASsrhw7EARgQ1ocrh33EASsrD4cOxA8BcQ8PcTEwIS4DJw4DByM%2BATcnMxc3MwceARcBhwsgJigTEyglIAtgI2EwrGl8fWOoMGUjFjY5OBkZOTk2FUSNQPe2tvFBkUUAAQAC%2F0QB3wIIACAA9bkAGf%2F4sw8ATRm4%2F%2Bi2DgBNBBgBFbj%2F%2BECIDQBNBw8BBwgQAE0HEA8ATQkHAQUIDQBNACAJFhUUExcTEBIXExIFFwUSfxMXFBMXIhNAERIATBNADQBNEwgMAE0TQAkATRMMDQ8KDwgHBgkGICYBTQYgJypIBgoPCn8JBhQJBgUPDwkfCQIICSHQD%2BAP8A8DDwYFAxIAA4ggG1ITSRJJCkkJSQA%2FPz8%2FPzPtMhIXOXEBENZeXRnFMocYK4d9xAErK4cOxMQQhw7ExAEZ1SsrKysYxocrEADBhwV9EMQQDsQQhw7ExMQBGBDGMjEwK10rK10rXSsrFx4BMzI2NyYCJzMeAxc%2BATczBgIHDgMjIi4CJxMLIxE3Phk%2FbSRkCx8mLBgmOBlgJFgzFCs0QSkLGBcTBGEFCTE3eAENii1obm4zac5tk%2F7xdi1BKhQDBQYCAAAAAAEAJAAAAbECCAARAEFAJQUOCQ5%2FAAUUAAUADwYfBgIGEwATAQgPCRIOAA%2BHEEkJBQaHB0oAP%2F3BxT%2F9xcEBEN7GXl0Q3l3WhyuHfcQxMAEOAwchFSE1PgM3ITUhAakVRU9PHgEe%2FnMYRk1JG%2F7%2FAXcBwhdUZnAzTj4samldIE4AAQAo%2F0cBRQMPACgAWkALCSABCQgBCA0bERe4%2F%2FBAKAgNSBd%2FiSiZKAJiKHIoAigGoCIBIhAIDUgiKSiIAAAUFAsbiB0NiAsAL%2B0v7RI5GS8zGC%2FtARDeK10yzl1d%2FSsyzjIxMF5dXRMyPgI9ATQ%2BAjsBFSIGHQEUBgceAR0BFBYzFSMiLgI9ATQuAiMoGCIXCxIsSTYEOTEjICAjMTkENkksEgsXIhgBTxEbIxK0KUArF0kpOppCSBQUSEKaOilJFixAKbQSIxsRAAAAAQBg%2F0cAtwMPAAMAFLcBrgMDBQQCAAAvLwEREjkv7TEwEzMRI2BXVwMP%2FDgAAAAAAQAI%2F0cBJQMPACgAXkAkZyABBiABBggBCBsNFxAQCA1IEH8ihgCWAAJtAH0AAgCvBQEFuP%2FwQBIIDUgFKgCIKCgUFAsbiB0NiAsAL%2B0v7RI5GS8zGC%2FtARDeK13OXV0z%2FSsyzjIxMF5dXV0BIg4CHQEUDgIrATUyNj0BNDY3LgE9ATQmIzUzMh4CHQEUHgIzASUYIhcLEixJNgQ5MSMgICMxOQQ2SSwSCxciGAEHERsjErQpQCwWSSk6mkJIFBRIQpo6KUkXK0AptBIjGxEAAAEAKgDZAggBfgAhAFhAOqYYAQkUAXkIiQgCqQcBBAMBCCGvUABwAJAAAwQAFAAkAAMAEK8JERkRKREDEREiACEWrwsREByvBQsAL9ztxDIQ%2FcQyAREzL13t1F1d7TEwXl1dXV1dAQ4DIyImJy4BIyIOAgcnPgMzMhYXHgEzMj4CNwIIBBEgMSMeMxcbMhwQFhAKBEAEEh8xIx4zFxsyHBAWEAoEAWUUMCsdGA4QHw8XGw0SEzErHRgOEB8PFxsNAAEALf%2FzAicCwgAzAMVAeZknAVgmARoZERAZEBkQLgcGISI1MypHGwEbGBIPpxUBFX8xKygApi4BmC4BBi4WLkYuhi4ELjSbIashAiEeiCUAAA8BCA%2BFETExERsoKCsYhRoRGhEaA4simyICIpclASVRhAeUBwIHCoiTBgGEBgEGmAMBDwMBA1QAP11dM11d7TJdP10zXRI5OS8vEO0yMy8zETMvEO1eXTIQ7TJdARDcXV1dMjIyMu1dMjIyMl3OMhDWMsYyEjk5Ly8RMxEzMTBdXRM%2BATMyFhcHLgEjIg4CBzMHIwYUFRwBFzMHIx4BMzI2NxcOASMiJicjNTMmNDU8ATcjNYkXiGosOh0UGDkeJjkpGgfpDuUBAdEOuxFZQyo9GBQRVDN1gBNaUgEBUgHYdXULCVAJCxYoOSNIDRoODRgLSFlGEAtPCRR%2FcUgLGA0OGg1IAAAAAQAh%2F4IArwByAA0ANLkABv%2FgQBoIC0gGAAOCDQcKCg4PPw1PDQINBxAGIAYCBgAvXTMvXQEREjkvzjPtMjIrMTA3HAEHDgEHJz4BNTQmJ68BBCYbSBUVAQFyCxUKNGYsFyxaJwoXC%2F%2F%2FACH%2FggFlAHIAJgBjAAAABwBjALYAAAABADQCRgFEAwEABQAuQBhQBQEFBV8BAQEBAwMGfwOPA58DAwMAAgQALzPdzV0BETMZLzIYL10yL10xMBMXBycHJ7yIJ2FhJwMBjyxYWCwAAAEAHgA%2FAPsB%2BQAFACu0BAIFAQO4%2F8BADA4SSAMABgQFAgEAAwAZLzPNMs0yARgQ1sUr1TLFMjEwEzcXBxcHHpxBb29BARzdI7q6IwACADr%2F%2BQO8ArwAEgAtAG9ASCMncwoKGCYiKS8HABcAAgB2eBiYGKgYA2YYARguCih5KiR5JiYgKkILInkgQQgOGA5YDmgOBA58HUUHBRcFVwVnBQQIBXwTRgA%2F7V5dP%2B1dP%2B0yPxI5L%2B0Q7TIBEN5dXe1dENbGxhI5L%2B0yMTATFB4CMzI2NzY3ES4BIyIOAgEiLgI1ND4CMzIWFyEVIRUhFSEVIRUhDgGhJkdmPxchCwwJFiwWP2ZHJgESUYplOTplilEXOBkBh%2F7JARP%2B7QFQ%2FmAZOQFbQGRFJQEBAQICEQMCJUVk%2Fl8sWIVZWYRYLAQDUdFP81EDBAAAAAABADwCCADKAvgADQBLuQAI%2F%2FCzEgBNCLj%2F%2BEAmEQBNBwY6BgELBhsGKwYDCAYAgg0KD0ANAQ0HkAYBLwY%2FBm8GAwYAL11dMy9dARDeMu0yXl1dETMxMCsrEzwBNz4BNxcOARUUFhc8AQQmG0gVFQEBAggLFQo0ZiwXLFonChcLAAEAIQH%2BAK8C7gANAClAFwYHDQCCCg6QDQEvDT8Nbw0DDQdABgEGAC9dMy9dXQEQ1O0zzjIxMBMcAQcOAQcnPgE1NCYnrwEEJhtIFRUBAQLuCxUKNGUtFy1ZJwoXCwAA%2F%2F8APAIIAYAC%2BAAmAGgAAAAHAGgAtgAA%2F%2F8AIQH%2BAWUC7gAmAGkAAAAHAGkAtgAAAAEANADiATQB4AATABO2CgAAFRQPBQAvzQEREjkvzTEwARQOAiMiLgI1ND4CMzIeAgE0EiEvHh4vIRISIS8eHi8hEgFhGi4iFRUiLhoZLyIVFSIvAAH%2F%2FgEEAfIBUwADABG1AQUDBAACAC%2FNARDGEMQxMAMhFSECAfT%2BDAFTTwAAAf%2F%2BAQQD5gFTAAMAE7UBBQMEAAIAL80BEMYQxDEwMTADIRUhAgPo%2FBgBU08AAAAAAQAXAmcBYALfAB0AVUA3aQd5B4kHAx0PAB8ALwADCAAODx4AHR2gC7ALwAsDCzQURBQCFK8avxrPGgMaBQ8ODjkFSQUCBQAvXTMvMxDdXdxdzV0zLzMBENYyzF5dMjEwAF0BDgMjIiYnLgEjIgYHJz4DMzIWFx4BMzI2NwFgBREaIxUUIxARGAsRHQgwBBIaIxUUIxARGAsRHQgCxwwgGxMOCAgIHBAYDCAbEw4ICAgcEAAAAQAoAD8BBQH5AAUAKEASAwEEAAJADhJIAgUHAwQBAAUCABkvM80yzTIBGBDezSvdMs0yMTA3JzcnNxdpQW9vQZw%2FI7q6I90AAwAz%2F%2FMDfQIVACcAMwA8AKBAaHcXhxcCJCUDE6c8ATxUHmQeAkYeAR6CKH8lAVkoaSgCJSglKAtpNAE0gncZhxkCGas%2BVi5mLgIugg8LAQgLqz08hR0dBhNnFgEWUDdJK1krAiuIEFAkISFGMVYxAjGIBlElA2gAAQBRAD9dMjI%2F7V0yETM%2F7V0yP10zEjkv7QEQ%2Fl5d7V0Q%2Fl3tXRI5OS8vXV0Q7V1dMl05OREzMTBdBSImJw4BIyIuAjU0PgIzMhYXPgEzMhYVFAYdASEeATMyNjcXDgEBNCYjIgYVFBYzMjYlNiYjIg4CBwK9T2kdIGI%2FNVpBJCRBWjU%2FYx8hZTZocQH%2BnAZTVjFDEQ0RVf7HT0RET09ERE8BYgFBOSAxIRQDDDozNjgnSGQ%2BPWVIJzszODaEhQgLBQlQVREITgkUARBYZ2dYWGdnij9RGSg0GwAAAAIAR%2F9HAM0CCAAJABUAI0AQEAQHfwoDCQkWFwMTDVAISwA%2FP93OARESOS8zxP0yxDEwNzQ2NzMeAR0BIwM0NjMyFhUUBiMiJlgMCToJDGQRJB8fJCQfHyQCVIlERIlUuwJ%2BGygoGxsoKAAAAAEAVv%2BTAeACtQAkAGxAQwcdfwYfQA8SSB8fAAsKGa8aARomkCYBVhEBEYIAJRlGFlYWAhaIIB4aCR0ZHQIdSgtJDlkOAg6ICgcFBggWCAIICFAAP15dM8Uz7V0yP10zxTPtXTIBEN7tXV0Q1l0yxjISOS8rM%2B0yMTATND4CNzUzFRYXBy4BIyIGFRQeAjMyNjcXDgEHFSM1LgNWGzFILVM6NBUVNx9OUxMpQC4lPBENDkQkUzBIMBkBIzFWRC4JkIsDFE0JDF5aKEMwGg4HTAgPAouQCS1DVgAAAAABADwAAAIHAsIAIgCVuQAf%2F%2BizDwBNH7j%2F8EBUDgBNFRAQAE0UCBAATRQICQBNCwgPAE0HFQEbGggBAREIJAcDInMNCggQEgBMChEwDwEPDwEPIxsdfBcQAHkCDg4AAhACAggCAgkaZxcBF0UHeQlCAD%2FtP10zEjkvXl0zLxDtMhDtMgEQ1l1d3cwrwP0yxRDGETkvEMYyMTAAXQErKysrKysTMxUjFRQGByEVIT4BPQEjNTM1ND4CMzIWFwcmIyIOAhX2vb0ICAEh%2FnYLEV1dHzlQMCw8HBc1PBssHxEBdUsIMm4yUEeNRw9LU0phORYQC1AZECZAMAAAAAACACwAbQIIAkkAHgAyAJJAYA80LzRPNAMIEgyHDAFlDHUMAgwTC6AfAR8PHAMdAogCmAICagJ6AgICrykBKQAzGhWIFZgVAmoVehUCFRsUFwQKCQWHBZcFAmUFdQUCBaAksCTAJAMkB68uvy7PLgMuFwAvzV3czV0zXV0RM84yEM4yM11dETMBEN7NXTNdXREzzjLczV3OMjNdXREzMTBeXRM0Nyc3FzYzMhc3FwceARUUBgcXBycGIyImJwcnNyYlNC4CIyIOAhUUHgIzMj4CWRxJOkovOzsuSzpKDg8PDko6SzA5HTYXSjpJHAE3EyArGBgrIBMTICsYGCsgEwFbPS1KOksdHUs6ShY1HyA0Fko6ShwODko6SS0%2BHC4hEREhLhwdLSERESEtAAABABEAAAIkArUAHgC1QG4AGBAYAhgcHg8SDwwScxMWFBMWBxYXFgIWHiBvE58TrxMDExkecwAPDAsIDwgMcwsIFAsLCAgIGAgCCA8GHwYCBgIEbwCfAK8AAwAPCx8LAggLHwMaeQIcHgYYeRYICBYWEx5CE0ESQQxBC0EAQgA%2FPz8%2FPz8SOS8zLxDtMhDeMu0yARDWXl3UXTLOMl0zXYcQKxAAwYcFfRDEARgQ%2FTLUXcYRM12HKwh9EMQBGBDOMl0xMDM1IzUzNSM1My4BJzMeARc%2BATczDgEHMxUjFTMVIxXtoqKiiDZhK2ckVC0sUSVlLGE2iaKiompHZkdYrVJOnEhInE5TrVdHZkdqAAAAAAIAYP9HALcDDwADAAcAHUANAQWuAwcHCQAIBFoCWQA%2FPxDGARI5L8DtMjEwNzMRIxEzESNgV1dXV8b%2BgQPI%2FoEAAAAAAgAr%2F5MBwgLFADsAUQELQLMlNgE3K6crAigXAagQAVdFARo3AQs3AaQ0AYYzAagyAagvAWUrARUYAQQYAakMAYgMAUpNgi0GgjUdHDgLATYqAQsqDqQyATcyATI3LQEtUz9CggA7DiOCFqoTARM4DgEOUh0dIIh3EwEGEwETP5gyAQkyAQgySpQqAXYqhioCayoBVioBiD8Bej8BbT8Bl0oBmQsBeguKCwJpCwFaCwELSj8qBJYcARwZU5k7ATs4iAADUQA%2FM%2B0yXT8zXRc5XV1dXV1dXV1dXV1dETNeXV0RM11d7TIvARDeXTJd1O0QxDLtMhDWXTJdXRE5OV1dxDLU7RDtMjEwAF1dXV1dXV1dXV1dXQFdXV1dFx4BMzI2NTQmJy4DNTQ%2BAjcuATU0NjMyFhcHLgEjIgYVFB4CFx4DFRQOAgceARUUBiMiJicTLgEnDgEVFB4CFx4BFz4BNTQuAkQeSDg4OTZAJEExHBEZIA8ZHWFYM1gaFRhFNCc5DBooHCRBMRwQGB8PHSRqYkNXGq8HDQcdJBcpOCEFCQUdJBcoNAENEiEkIycWDBwoOCgaLSUbCRQ0IkVRFAhNCRQhIRIZFRIJDBwoOCgZLCQdCRU4JUtNFQ0B4wIFAxMzHhojGxULAgMCEzIfGiMaFAAAAAACACMCaAFVAt4ACwAXACm5ABX%2FwEASDRJIFQ8DQA0SSAMJCRgSDAYAAC%2FNL80BETMvzSvezSsxMBMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBl0XIyMXFyMjpxcjIxcXIyMCaCEaGiEhGhohIRoaISEaGiEAAAMAQf%2FxAu0CxQATACcASQDbQJ43oEUBRbAUwBTQFAOZFAFoFAEUd1gAaAACAygAAQwAHAACAgBLvz7PPt8%2BA6Y%2BAT53jy0BLb8ezx7fHgOWHgFnHgEed1cKZwoCBgoWCiYKAwgKSsg4ATg7fTdwMgFhMgEyoBmwGcAZA4kZARl9Zw8BSA9YDwIZDwEPRURBfUV%2FKAFuKAEoryO%2FI88jA4YjASN9aAUBRwVXBQIWBQEFRgA%2FXV1d%2FV1d1l1dMu0yP11dXf1dXdZdXTLtMl0BEN5eXV39XV1d3l3tXV0Q1l9dXV9d%2FV1dXcZdMjEwARQOAiMiLgI1ND4CMzIeAgc0LgIjIg4CFRQeAjMyPgIFIi4CNTQ%2BAjMyHgIXBy4BIyIGFRQWMzI2NxcOAwLtOF58RER8Xjg4XnxERHxeOEkoR2M7O2NHKChHYzs7Y0co%2Fv8rRjMcHzRGJxorIBUEFww1IzNEPjwnMw4TBRciKwFbVYddMTFdh1VVh10xMV2HVUJtTioqTm1CQm1OKipObY0cNE0yMUw1HAgLCwM8BxNHRD5PEQc8AwsJBwACACYBSQFQAsIADgAxAJZAKkgfWB8CSBsBVxIBExIBBBIBA7AlwCXQJQMlk1cUZxQCJhQ2FEYUAxQzL7j%2FwEAVDRBIL78MzwzfDAMMlEkdWR1pHQMduP%2FAQCQIC0gdMi4rmg8lACIQIgIIIpoQByAH0AfgBwQHBw8AmhgvD2gAPzPU7RI5L13tXl0yEO0yARDeK13tXcQrENZdXf1dwDEwXV1dXV0TMjY3NS4BIyIOAhUUFhMyHgIdAQ4BIyIuAjU0PgIzMhYXNTQuAiMiBgcnPgHEFiwFCyIQESMcEi8iKTgjDxhSKSE3KBcaLDogDiIVBhIgGhc3FAoTPQGHAgJkAgIEDBUQHhkBOxQkMyDgBQkNHCwgHywbDAIDAw8eFw8GBz8FCgAA%2F%2F8AHgA%2FAcsB%2BQAmAGYAAAAHAGYA0AAAAAEANQA1Af8BigAFABxADACvAgQCBAcGBa8DAQAvL%2B0BERI5OS8v7TEwAREjESE1Af9Q%2FoYBiv6rAQZP%2F%2F8AGgEAAREBVwIWABAAAAAEAEH%2F8QLtAsUAEwAnAD0ASAFFQO5WNwE1N0U3AjU0RTRVNAPHDAHHBwHIAwF3NAEDKCi0QsRC1EIDQnc12Sv5KwIrODg9PZc1AWo1ASc1VzUCNbQUxBTUFAOYFAEUdygAWABoAAMMABwAAgIASiy%2FSM9I30gDSHXALgFZLmkumS4DQC4BKS4BLr8ezx7fHgOWHgEedwYKFgomClYKZgoFCApJ0D7gPgI%2BezggKzArAisrLUV9hjIBYTIBVTIBFjJGMgIyoBmwGcAZA4kZARl9Zw8BGQ9JD1kPAw9FPYktAW4tARktSS1ZLQMtryO%2FI88jA4YjASN9aAUBFgVGBVYFAwVGAD9dXf1dXc5dXV0yP11d%2FV1d3l1dXV3tEjkvXTPtXQEQ3l5d%2FV1d3l1dXV3tXTIQ1l9dXf1dXc5dXV0yfS8yETNdGBDtXTJ9LzEwAF9dAV1dXV1dXQEUDgIjIi4CNTQ%2BAjMyHgIHNC4CIyIOAhUUHgIzMj4CBy4BJyMVIxE%2BATMyFhUUBgceAxcnMzI2NTQmIyIGBwLtOF58RER8Xjg4XnxERHxeOEkoR2M7O2NHKChHYzs7Y0coqhc5FUNHGzwZVlonJAoaHBwL9SYtPDkoCxgLAVtVh10xMV2HVVWHXTExXYdVQm1OKipObUJCbU4qKk5thS1RGJYBhAYGQEElNw8MJCwwGNAZJyUdAQEAAAAAAQAuAn8BSgLHAAMAHkAPAQEAAASvAL8AAgAwAgECAC9dzV0BETMvMi8xMBMhFSEuARz%2B5ALHSAACABoB8gEyAwgAEwAfAGlASL8AzwDfAAMAlBS%2FGs8a3xoDGpQKwBQBDwoBCApACxBIFAoUCiEgzw8BD5rAFwFGFwE9FwEGFxYXJhcDF2jPHQEdmgUQCQ1IBQAvK%2B1dP11dXV3tXQEREjk5Ly8rXl1dEO1dEO1dMTABFA4CIyIuAjU0PgIzMh4CBzQmIyIGFRQWMzI2ATIXJjMcHDMmFxcmMxwcMyYXQyseHisrHh4rAn0gNCQTEyQ0ICA0JBMTJDQgIykpIyMpKQAAAAACADUAAAH%2FAmwACwAPAGBAOg0FAwevAQmvCwELD4AFkAUCHwUvBQJQDwEFCQ8PCQUDERAMrw5cBK8GBgpAAgECAK9PCAEIrwoBCl8AP13FXf3GXREzL%2B0%2F7QEREhc5Ly8vXV1dETNdEMDtMhEzMTATMzUzFTMVIxUjNSMRIRUhNb1Qvb1QvQHK%2FjYBo8nJT8nJ%2FvtPAAAAAAEAHgE7ATgCxQAhAF9AOxMgIyAzIAMTsmcAdwACVgABAAAJCLILCxscCRwJHCMiGxazHwizSQoBCrFmHHYchhwDVRwBHEYfAR9xAD9dM11d9F3tEO0yARESOTkvLxEzMy%2FtETMvXV3tMTAAXQEUDgIHDgEHMxUhJj4CNz4BNTQmIyIOAgcnPgEzMhYBKBMgKhgRIQO6%2FvYDDx0mFSIrIR0RHhgTBSQRRS1FQgJWFSgnJxUOIQ0%2FITMqIxIdMRgaGAkNDQQxEiM6AAAAAAEAIAEzATYCxQAtAGdAGhUkAQQkAQg3HGccAh8QsnYdAR0iCQkqA7IiuP%2FwQB8ID0giLxYXK2AqASouHwqzCAgaKwCzKiexFhOzFxpxAD8z7TL0Mu0yEjkv7TkBENZdMsYyENYr7RI5LxDUXe0zMTBdXl1dEzI2NTQuAisBNTMyPgI1NCYjIgYHJz4BMzIWFRQHHgEVFA4CIyImJzceAZA1KBIfKBUTGQ4fGRAlHRsuERkQQyJJPTcjKRIoPywfQBIPFjEBcSEaERgPBzkFDBUPGRUTCDcLFzsuMR8LMyMaKyESDgk8CA0AAAAAAQB%2FAkQBOwMIAAMAOEAOAQIDQBESAEwDAAUAQAO4%2F8CzEgBNA7j%2FwLYNAE0DgAIBAC%2FNGt0rKxrNARDeGcUrGN0ZxTEwAQcnNwE7jS%2BAAs2JKpoAAQBQ%2F0cB9AIIABgAOEAfC38JEhV%2FAH8XCRcJFxoZGEkWSxIwDRJIEgSID1EKSQA%2FP%2B0zKz8%2FARESOTkvLxDt7TIQ7TEwExEUFjMyPgI3ETMRDgEjIiYnHgEdASMRrT5FDyAcFwVdIGU8N0EUAwJcAgj%2B6l9MAgMDAgG3%2FgcIEhcWHDkfZwLBAAEAK%2F9HAiECvAAWADFAGxF1EwN1BRMFCQkFEwMYFxJDvwDPAAIADkUEQwA%2FP81dPwEREhc5Ly8vEO0Q7TEwASIGBxEjES4BNTQ%2BAjMyFhcRIxEuAQGCCBAGTm98LVR4SipgKU4OKgJvAQH82gG%2FC2hmN1I4HAcK%2FJwDIwIDAAD%2F%2FwA4AOMAvgFpAhcAEQAAAPAAAAABAEX%2FQwD%2BABQAHQAyQBkAGwOiERuhFQsLHhUVHx4ADKYPpggaaQhqAD8%2FEO3tMgEREjkvETkvEO0Q7REzMTAXHgEVFA4CIyImJzceATMyNTQmLwE%2BAzczDgHHHRoKGCgdGisNCwwbESQWFAcDDAwLA0AGEiUOISALGhYOCAU5BAYXCw8IAwobGhUFCyIAAAABADIBOwDuAr0ACgAuQBkAfwoBCgSyBgYMC4oHAXsHAQcKswAFsQNwAD%2Ft3u0yXV0BERI5L%2B3OXTIxMBM%2BATczESMRDgEHMiZKGzFGFjkUAm0NKRr%2BfgEmDhYGAAIAKwFIAZMCxAATAB8AWkA%2BvwDPAN8AAwCUFL8azxrfGgOWGqYaAhqUCrAUwBTQFAOZFKkUAgYUFhQCCQoZCgIIFAoUCiEgF5oPaB2aBWcAP%2B0%2F7QEREjk5Ly9eXV1dXRDtXV0Q7V0xMAEUDgIjIi4CNTQ%2BAjMyHgIHNCYjIgYVFBYzMjYBkxswQicnQjAbGzBCJydCMBtKNzMyODczMzcCBitGMhsbMkYrK0cxGxsxRys4Q0M4N0REAAD%2F%2FwAoAD8B1QH5ACYAcAAAAAcAcADQAAD%2F%2FwAyAAADUgK9ACYAiwAAACcA1QFrAAAABwDXAgP%2ByP%2F%2FADIAAAM7Ar0AJgCLAAAAJwDVAVYAAAAHAIQCA%2F7I%2F%2F8AIAAAA1ICxQAmAIUAAAAnANUBegAAAAcA1wID%2FsgAAgAc%2F0QBgQIIACEALQBhQD6HEAFmEAEKDgEIIoIoKBh%2FGxsOBXAGgAaQBgMGLwB%2FDkAJD0gOLhgrJVAFA4h5BokGmQYDBgkJGQkpCQMJUgA%2FXTNd7TI%2F3c4BENYr7RDGXTIROS%2FtMy%2FtXl0xMABdXRcUFjMyNxcOASMiLgI1ND4ENTwBJzMWFRQOBBM0NjMyFhUUBiMiJn43MUI%2FGiJVMDZILRMZJismGQFOBBchKCEXJSQfHyQkHx8kFyYxIkgSFhwsNxshNC8qLzQhBQkFFBMgNC0oKCoBxBsoKBsbKCgAAAD%2F%2FwAIAAACjwOkAiYAJAAAAQcAQwCWAJwAE7kAAv%2FnQAkcGgYRUAILG08rKzQAAAD%2F%2FwAIAAACjwOkAiYAJAAAAQcAhgCOAJwAEEALAh4bGQYRUAILGk8rKzQAAP%2F%2FAAgAAAKPA50CJgAkAAABBwBlAI8AnAAQQAsCAB4aBhFQAgsbTysrNAAA%2F%2F8ACAAAAo8DewImACQAAAEHAG8AkACcABBACwIAKBkGEVACCydPKys0AAD%2F%2FwAIAAACjwN6AiYAJAAAAQcAegCPAJwAF0AQAwIAGy0GEVADCyVPAgsZTysrKzQ0AAAAAAMACAAAAo8DRwAgACcAMwEiuQAa%2F%2FizDQBNCrj%2FwEATEx1ICi5AFBdILi4xFEATHUgUKLj%2FwEBSExdIKCgxMR4fICEiIyQdJBsaGRgXHBcdJB1zHBcUHBcdHAMEBQYHAgcAJyYlJAcBJAFzAgcUAgcBAiQkAhw1QDVwNaA1Aw81AQ8CHwICCAI0D7j%2F8LYPEkhXDwEPuP%2FoQC0IDUgPKzEgAHknQCGAIZAhA5IkAYMkAXokAVkkaSQCISQhJBwHBxcxQRxCAkIAPz8%2FxTIvETk5Ly9dXV1dXTPtMhDezStdKwEQxl5dXV0QxhE5GS8QAMGHBRgrh33EEA7ExAXExBCHDsTExMQQAMGHBRgrh33Ehw7ExMTEEIcOxMQFxMQOxMQBMxEzGC8rzSsRMy8rzSsxMCs3ByM%2BAzcuATU0PgIzMh4CFRQGBx4DFyMuAS8BLgEnDgEHEzQmIyIGFRQWMzI2rD9lJUI%2FPSETFhEcJRUVJRwRFhIhPj9CJmoRHhAcID8iIz8ftx8WFh8fFhYfsrJmsZ%2BQRw4qHBglGw4OGyUYGykOR5GfsWctWC1PV6NLS6JYAeAaHR0aGh0dAAIABgAAA4ICtQAVABoAg0BGEBESExQPFA0LGRYOFhQYCBJIFA4WDnMPFBQPDxQJFnMCBgYPFQQHHA8bAnkEGhl5CgsKBAoECggWAXkUQQ8PCA4OBnkIQgA%2F7TMvETMvP%2B0yEjk5Ly8RMxDtMhDtARDGENbGxhI5LzPtMocQK4d9xAErEIfExA7EEIcOxMTExDEwASEVIRUhFSEVITUhDgEHIz4DNyEFDgEHMwNp%2FtMBCf73AUb%2BWv7vGC8WaDltaGUyAb7%2BczVyPeQCZNFP81GyLFktbL%2BqmUdMSLZqAAAAAQA6%2F0MCUwLFAEABGEBMQkAMEkhkLgFTLgFCLgEjLjMuAhIuAQMuAVUqASMqMypDKgMSKgEDKgEIaAMBKQI5AgJqL3ovii8Dmi4BcyqDKpMqA2IqAUUqVSoCG7j%2F%2BEB%2BDxJIKj46PgI%2BNCw6OgUQDw8iI0IWGgEHGgEadmgFmAUCVwUBBalBMTg%2BKUoiWiJqIgMiBx8XH1cfZx8EH3xKI1ojaiMDIwBoJngmmCYDVyYBJkZFEFUQZRADEAgVGBVYFWgVBBV8hw%2BXDwJFD1UPZQ8DD4gKAWcKAVgKAQpFAD9dXV0zXV3tXTJdP11dMzNd7V0yXdbd3s0BEP5dXe1dXRDGMjIvMxE5L83Mzl0xMAArXV1dXV0BXV1eXV1dXV1dXV1dXSsFLgM1ND4CMzIeAhcHLgMjIg4CFRQeAjMyNjcXDgEHDgEHHgEVFA4CIyImJzceATMyNTQmLwE%2BAQFKPmRHJzVaeEQrRTMgBhwJIiszGjdYPiEdOlc6Q1gWGQ5rUgMFAh0aChgoHRorDQsMGxEkFhQHBA0LCDdbfU9Xh1wwDBAQBFAGDg4JJkhnQD5mSSgcC1ALHwIGCwUOISALGhYOCAU5BAYXCw8IAwwgAP%2F%2FAFYAAAIWA6QCJgAoAAABBwBDAIsAnAATuQAB%2F%2FJACQ8NAApQAQEOTysrNAAAAP%2F%2FAFYAAAIWA6QCJgAoAAABBwCGAH4AnAAQQAsBIw4MAApQAQENTysrNAAA%2F%2F8AVgAAAhYDnQImACgAAAEHAGUAbQCcABO5AAH%2F80AJEQ0AClABAQ5PKys0AAAA%2F%2F8AVgAAAhYDegImACgAAAEHAHoAbQCcABqxAgG4%2F%2FNADQ4gAApQAgEYTwEBDE8rKys0NP%2F%2FAA8AAADLA6QCJgAsAAABBwBD%2F9IAnAATuQAB%2F%2BhACQcFAAFQAQAGTysrNAAAAP%2F%2FAEQAAAEAA6QCJgAsAAABBwCG%2F8UAnAAQQAsBGgYEAAFQAQAFTysrNAAA%2F%2F%2F%2F%2FwAAAQ8DnQImACwAAAEHAGX%2FywCcABBACwEACQUAAVABAAZPKys0AAD%2F%2F%2F%2FuAAABIAN6AiYALAAAAQcAev%2FLAJwAF0AQAgEABhgAAVACABBPAQAETysrKzQ0AAAAAAIAE%2F%2F6ApwCvAAUACUAd0BNKRhpGHkYAxgYAQkYAQgYdpcAAVYAZgACDwABAKknACdwJ7AnAyMgHnMNCgioJgsfeQohIQUeGBsBG3wNVxABEEUjFxUBFXwIWAUBBUYAP10z7V0yP10z7V0yEjkvM%2B0yARD2zjP9zjNdEPZdXV3tXl1dXTEwARQOAiMiJicRIzUzET4BMzIeAgEyNjU0JiMiBgcVMxUjFR4BApw4Zo5VKmUpUFApZSpVjmY4%2FoeKiIiKKS0JgoIJLQFbWoVXKwcKATlLARwKBytXhf6ajX9%2FjQIB1UvyAQIAAAD%2F%2FwBWAAACggN7AiYAMQAAAQcAbwCxAJwAEEALAQAjFAkSUAEKIk8rKzQAAP%2F%2FADr%2F8QLQA6QCJgAyAAABBwBDANAAnAATuQAC%2F%2BhACSspAAlQAgQqTysrNAAAAP%2F%2FADr%2F8QLQA6QCJgAyAAABBwCGAMMAnAAQQAsCGSooAAlQAgQpTysrNAAA%2F%2F8AOv%2FxAtADnQImADIAAAEHAGUAyQCcABBACwIALSkACVACBCpPKys0AAD%2F%2FwA6%2F%2FEC0AN7AiYAMgAAAQcAbwDKAJwAEEALAgA3KAAJUAIENk8rKzQAAP%2F%2FADr%2F8QLQA3oCJgAyAAABBwB6AMkAnAAXQBADAgAqPAAJUAMENE8CBChPKysrNDQAAAAAAQBQAGEB5AH1AAsAiUBYC2AJsAkClgkBCQkBBZkDAQMDyQoBtgrGCgKWCgEKxgQBuQTJBAKZBAEEAQEMDQawCAGWCAEICAoCmQABAADJBwG2B8YHApYHAQcExgEBuQHJAQKZAQEBCgAZLzNdcXIzM11xcjMvXTIRMy9dcjMBERI5LzNdcXIzXXFyMy9dMxEzL11yMzEwJScHJzcnNxc3FwcXAaySkjiSkjiSkjiSkmGSkjiSkjiSkjiSkgADADr%2F3ALQAtoAGgAkAC8CbEAmRS5lLgI2LWYtAoksAXgeAWgdATkdASgdAUoYAWQXAWQWAWYVAQ%2B4%2F%2BC2EABNWQsBCrj%2F%2BEBUEABNRgqGCgJqCQFsCAEDIBAATXkumS4CWi0BWiwBZikBVSgBSCMBlh4BVh0BRR0BgxwBVBoBVxkBlhgBZRYBahUBWRQBmgoBagkBdwMBKRg5GAIHuP%2FwtAwNAEwHuP%2FoQBoLAE0YHR4HCBcIFxASAE0XGBEATRcQEABNF7j%2F4EAUDQBNFxYgBSUSFRAMAE0VGAsATS24%2F%2BizDQBNCrj%2F8EAKDABNFS4tCgkWCbj%2F8EAJEBIATAkFEggWuP%2FgQBoNAE0WCBYIACoQEQBNKggOAE0qEAoATSp2Dbj%2F%2BLMSAE0NuP%2F4QA8PAE0NQAkATQ2pMfAxARu4%2F%2FizDgBNG7j%2F8EALCgBNG3YACBIATQC4%2F%2FhAEREATQAIDwBNAEAIAE0AqTAduP%2Fwtw8QAEwdLi4luP%2F4sw4ATSW4%2F%2FizCgBNJbj%2F8LUJAE0lfBe4%2F%2FBAPRASAEwXFhgQCwBNGBUVEggSAE0SCA8ATRJGLRAPEABMLR4eIAgOAE0gCAoATSAQCQBNIHwJEBASAEwJCAq4%2F%2Bi2CwBNCgcHBbj%2F%2BLMSAE0FuP%2F4tA8ATQVFAD8rKzMRMyvGMivtKysrMhEzKz8rKzMRMyvGMivtKysrMhEzKwEQ9isrKyvtKytdEPYrKyvtKysrEjk5GS8vKxI5OTIrfYfExMTEASsrKysRMxEzETMrKysrEIfExMTEASsrXTEwAF1dXV1dXV1dXV1dXV1dXV1dXV0BK11dXStdK11dXV1dXV1dXV1dEzQ%2BAjMyFzcXBx4BFRQOAiMiJicHJzcuATcUFwEmIyIOAhMyPgI1NCYnARY6NVt5RGpSOz5AJy01WndDNV8pOj4%2BKC5mLAE%2FN081VTsg5TVUOyAWFP7CNQFbWYhbLjhNLlMtf1JZiFsuGxtLLlAtgFRtRgGdKydIZ%2F6sJ0hnPzVXI%2F5lKQD%2F%2FwBR%2F%2FECXwOkAiYAOAAAAQcAQwCjAJwAE7kAAf%2FoQAkbGQQSUAEGGk8rKzQAAAD%2F%2FwBR%2F%2FECXwOkAiYAOAAAAQcAhgCWAJwAEEALARkaGAQSUAEGGU8rKzQAAP%2F%2FAFH%2F8QJfA50CJgA4AAABBwBlAJwAnAAQQAsBAB0ZBBJQAQYaTysrNAAA%2F%2F8AUf%2FxAl8DegImADgAAAEHAHoAnACcABdAEAIBABosBBJQAgYkTwEGGE8rKys0NAAAAP%2F%2FAAYAAAJQA6QCJgA8AAABBwCGAGoAnAAQQAsBGhMRBAxQAQQSTysrNAAAAAIAVgAAAj0CtQAOAB4AUrkAF%2F%2Fosw4ATRS4%2F%2BhAIw4ATRV2Bg4PDxAbcx0GHQYdIB8QE3wLAHkaCxoLGhweQRxCAD8%2FEjk5Ly8Q7RDtMgEREjk5Ly8Q7TIyETMQ7TEwKys3MzI%2BAjU0LgIjKgEHNRU%2BATMgFRQOAisBFSMRt0kyUDceHzhOLxInExMpEwE3K1F0SU1h3g0gNiooNR8MAsRxAgHdPFM1GI4CtQABAFD%2F9AJHAwgARQDUQJKmRAEnRAEVRAGpMAGpLwGpLgErKAEcKAEGEwEGDwEHQwF4OAF3MAE5FAGFEAEGEhYSJhIDEoIjAIIzCIKoKwErGjl%2FO5gjAZgzAYAzAQ8zASMzOzszIwNHRngmmCaoJgMmEAsOSCaKpQ0Bhg2WDQILDQENDRWJNgFoNng2AjaIBkGmQQIIQU86ShuXIAEgiBoVUQA%2FM%2B1dMj8%2FXl3tXV0SOS9dXV3tK10BERIXOS8vL11dXV0Q%2Fc7eXe0Q7RDtXTEwAF1dXV1dAV1dXV1dXV1dXV0BFA4CBw4BFRQeAhceAxUUBiMiLgInNx4DMzI2NTQmJy4DNTQ2Nz4DNTQmIyIGFREjETQ%2BAjMyHgIB8g4VGQsXIA8YHQ8bLyMTYWYVKiQbBhAGGSEnFDIwLjkhKxgKLBkKFRILNDRDPV0cNlA0Nk4xFwJoGSchHAwZIRkPFhAOBw0eJzUlTlQGCQoDUQMKCgcsJScyGg8bHB4UKDYaChgZGg4sMUxD%2FdgCKjJSOiAYKzsA%2F%2F8AK%2F%2F1AcADCAImAEQAAAEGAENSAAATuQAC%2F%2FlACTk3HhNQAg84TysrNAD%2F%2FwAr%2F%2FUBwAMIAiYARAAAAQYAhkUAABBACwIrODYeE1ACDzdPKys0%2F%2F8AK%2F%2F1AcADAQImAEQAAAEGAGVLAAAQQAsCETs3HhNQAg84TysrNP%2F%2FACv%2F9QHAAt8CJgBEAAABBgBvTAAAEEALAhJFNh4TUAIPRE8rKzT%2F%2FwAr%2F%2FUBwALeAiYARAAAAQYAeksAABdAEAMCEThKHhNQAw9CTwIPNk8rKys0NAD%2F%2FwAr%2F%2FUBwAMLAiYARAAAAQYA1EsAAAy3AwIRPzYeE1ArNDQAAwAs%2F%2FQDJQIVADsATABVAQlArlZSAWM0AVQ0AXcrAaUlAQNICgF5AgGYGwEGEAEIAwEsDQECTYI5LZcnpycCiAMBZgMBVQMBRwMBBQMlAwInA5dVp1UCZlUBVUYyATKCF0I%2FF6dKAUqCIQ13LYctAgMbLQEbF3sXAjsNARwNAQIPDQEtFw0NFy0DV1YwVwFVhQ8xATExFxKIQgBFAUVFCFCIJ3cqAWgqAQcqAQgqUCAdiCEkUD88iAMIUTg1iDkAUQA%2FMu0yPzPtMj8z7TI%2FXl1dXTPtEjkvXTPtMjMvXe0BXRESFzkvLy9dX11dXV1fXRDE7V0RMzMQ7V0yXV05OV1dXV1dXRDE7V9dMTAAXV1dAV1dX11dXV1dBSImJw4DIyIuAjU0PgIzMh4CFzU0LgIjIgYHJz4BMzIWFz4BMzIWFRQGHQEhHgEzMjY3Fw4BJTI2Ny4BJy4BIyIOAhUUFiU2JiMiDgIHAmU5VSAKIS45IjJPOB4jPFAsDh4aFAQKGi0kLkURCxJTMEVRFCFaMWhxAf6cBlNWMUMRDRFV%2Fmo0PBAPEQELKiAVLycaQQH5AUE5IDEhFAMMGxoHEhELEihALSs%2BJhIDBQQBGhctIxUNB00IDy8qLSyEhQgLBQlQVREITgkUTxcLHEAkBQcGEyEbMybzP1EZKDQbAAEAM%2F9DAb0CFQA6ALJADU88Xzx%2FPAM8QBEWSAK4%2F%2BBAIAgSSBYMlgSmBAIEARISHiZgNoA2AjY8jzwBVy0BLYIeuP%2FoQEQOAE1XHgEPHh8eAh6rOydYKgFJKgEqiCYjUDVXMgFGMgEyiAAMCRgJEEgJDRAWATYZEBAATQkZGRkpGWkZeRkFCBkAUQA%2FMl5dKzLW3d4yzSsyEO1dXTI%2FM%2B1dXTIBEPZdXSvtXV0Q1l3GEjkvxc1dxM4xMAArAStdBQceARUUDgIjIiYnNx4BMzI1NCYvAT4BNy4DNTQ%2BAjMyFhcHLgEjIgYVFB4CMzI2NxcOAwE%2BCx0aChgoHRorDQsMGxEkFhQHBA4IM000GiNAXTkjRiAVFTcfTlMTKUAuJTwRDQgbIicMGQ4hIAsaFg4IBTkEBhcLDwgDDCIPBy1GWzY8ZEkpDA1PCgxiXipGMhsOCE4ECQcFAAAA%2F%2F8AM%2F%2F0AfkDCAImAEgAAAEGAENpAAATuQAC%2F%2FBACSclAAdQAgQmTysrNAD%2F%2FwAz%2F%2FQB%2BQMIAiYASAAAAQYAhlwAABBACwIhJiQAB1ACBCVPKys0%2F%2F8AM%2F%2F0AfkDAQImAEgAAAEGAGViAAAQQAsCCCklAAdQAgQoTysrNP%2F%2FADP%2F9AH5At4CJgBIAAABBgB6YgAAF0AQAwIIJzkAB1ADBDFPAgQlTysrKzQ0AP%2F%2FAAcAAADDAwgCJgDSAAABBgBDygAAE7kAAf%2FoQAkHBQEAUAECBk8rKzQA%2F%2F8APAAAAPgDCAImANIAAAEGAIa9AAAQQAsBGgYEAQBQAQIFTysrNP%2F%2F%2F%2FcAAAEHAwECJgDSAAABBgBlwwAAEEALAQAJBQEAUAECBk8rKzT%2F%2F%2F%2FmAAABGALeAiYA0gAAAQYAesMAABdAEAIBAAYYAQBQAgIQTwECBE8rKys0NAAAAgAz%2F%2FMCNAMIACIANwDjQJasIQGZIQGmHwGqGwFHNQGWIQEXIQFpGAEHEQF3EAFWEAGmHgEeHR0VIQEhAQSCIyYbGBYmLoIOJAA0AAJeGgFLGgEfGi8aPxoDDw4fDgIIACYaDg4aJgAEOThpGHkYAhgZdxYBFlUTAUYTAROIKXQhAWUhAVchATYhASsbAQEbIQMiGSkZKQkiTR2FHk8ziEkJWQkCCVEAP13tP%2B0%2FEjk5Ly8SFzldXV1dXRDtXV0yXREzXQEREhc5Ly8vL15dXV1dXRDtETMzMxDU7TIyXTIvM10xMABdXV1dXV1dAV1dXV0BBx4BFRQOAiMiLgI1ND4CMzIWFyYnByc3Jic3HgEXNwM0JjUuASMiDgIVFB4CMzI%2BAgI0ayAsFzhfSDtZOx0hPFc2M0wSDCt4F2YhMzsWOR18ZwEiSiApOSQREiM1Iy47IQ0CkSU2kF5Ce185LEheMzhaPyEgDlBEKT8jJyUzDjEkK%2F51CBAIHhYZLDoiJEExHSxIXP%2F%2FAFAAAAH0At8CJgBRAAABBgBvZwAAEEALAQAnGAAHUAECJk8rKzT%2F%2FwAz%2F%2FMCGwMIAiYAUgAAAQYAQ3IAABO5AAL%2F6EAJIyEJAFACDiJPKys0AP%2F%2FADP%2F8wIbAwgCJgBSAAABBgCGZQAAEEALAhkiIAkAUAIOIU8rKzT%2F%2FwAz%2F%2FMCGwMBAiYAUgAAAQYAZWsAABBACwIAJSEJAFACDiJPKys0%2F%2F8AM%2F%2FzAhsC3wImAFIAAAEGAG9sAAAQQAsCAC8gCQBQAg4uTysrNP%2F%2FADP%2F8wIbAt4CJgBSAAABBgB6awAAF0AQAwIAIjQJAFADDixPAg4gTysrKzQ0AAADADUALQH%2FAikACwAXABsAY0BAnxuvGwJgGwFPG18bAgAbEBsCCBsZAw9ADRJIDwkVgBmQGQIfGS8ZAlAVgBWQFQMZFRkVHRwSDBivGgAGUBoBGgAvXd7NEP3ezQEREjk5Ly9dXV0QwN0rwBDNXl1dXV0xMCUiJjU0NjMyFhUUBgMiJjU0NjMyFhUUBgchFSEBGhkjIxkZIyMZGSMjGRkjI%2F4Byv42LSEcHCEhHBwhAYIhHBwhIRwcIVxPAAMAM%2F%2FcAhsCKwAaACIAKgE8QNOXJaclAnYlAXgdqB0CZBgBUxgBVhcBSQ4BOw4Bqg0BWwprCgI2AUYBAqYAAacqAZslAXklAWslAVolAakiAZQdAXYdAWUdAVQdAVcYAVgKiAoCmB0BmA0BeQ2JDQIYHh0NDBkMDAsoIBWZCgGXAAF2AIYAAgomJQAaCxoVGaALAa8ZAQsZCxkQWSNpIwIjggOrLI8sAVYbZhsCG4IPEB8QAggQqyuYJQElHh5JIFkgAiCIGhkAGGYYARgVUJcdAR0mJkYoVigCKIgMCw0KaQoBCghRAD8zXREzxjLtXTIRM10%2FM10RM8Yy7V0yETNdARD2Xl3tXV0Q9u1dEjk5GS8vXV0SOTJ9h8TExMQBXV1dETMzETMQh8TExMQBXV1dMTAAXV1dXV1dXV1dXV1dAV1dXV1dXV1dXV1dXQEeARUUDgIjIicHJzcuATU0PgIzMhYXNxcFFBcTJiMiBgU0JwMWMzI2AeAcHyRBWjVPOjE1NhwfJEFaNSdFHTE1%2Fn0V1CQxRU8BKBbTIjNFTwG9I105PmRIJylAKEYjXjk9ZUgnFhRAKP9BLQESHGdZPi%2F%2B7htnAAAA%2F%2F8ASv%2F1Ae4DCAImAFgAAAEGAENnAAATuQAB%2F%2BhACRkXBwBQAQkYTysrNAD%2F%2FwBK%2F%2FUB7gMIAiYAWAAAAQYAhloAABBACwEZGBYHAFABCRdPKys0%2F%2F8ASv%2F1Ae4DAQImAFgAAAEGAGVgAAAQQAsBABsXBwBQAQkYTysrNP%2F%2FAEr%2F9QHuAt4CJgBYAAABBgB6YAAAF0AQAgEAGCoHAFACCSJPAQkWTysrKzQ0AP%2F%2FAAL%2FRAHfAwgCJgBcAAABBgCGQwAAEEALAS4jISATUAEJIk8rKzQAAgBQ%2F0cCGgMIABAAJQBoQEWZIwGaAgGJAAFaAAFJAAEAf6gRAZkRAVgRASkRORFJEQMRqycdCBl%2FG6omCAOIHiFQHU4aS4sJmwkCCQyIixmbGQIZFlEAPzNd7TJdPz8%2FM%2B0yARD27TIyEPZdXV1d7V1dXTEwXV0BNCYjIg4CBxEeATMyPgI3FA4CIyImJxUjETcRPgEzMh4CAblaSw8gHRYFEUAmKDkkEGEfPFc4LUURXV0aORo5X0MlAQNbYwQFBgL%2Bvg4aHTNFKDtkSCgYC9ADsRD%2B9wkLJkZl%2F%2F8AAv9EAd8C3gImAFwAAAEGAHpJAAAXQBACARQlNyATUAIJL08BCSNPKysrNDQAAAEAUAAAAK0CCAADAB9AEQAFEAUCCAWqA38BqgQCSQBKAD8%2FARD2%2FeZeXTEwMyMRM61dXQIIAAD%2F%2FwBCAAAAugLgAgYATAAAAAIAVQI%2FASMDCwATAB8AdEAnAEATH0gAoBQaQBMfSBqgCq8UAQAKEAqwCgMUChQKISC%2FDwGnDwEPuP%2FwQCYIDkgPp7AXAR8XAQ8XLxd%2FF58XBAgXba8dAR2nmAUBBRAIDkgFawA%2FK13tcT9eXXFx7StdcQEREjk5Ly9dXRDtKxDtKzEwARQOAiMiLgI1ND4CMzIeAgc0JiMiBhUUFjMyNgEjERwlFRUlHBERHCUVFSUcETIfFhYfHxYWHwKlGCUbDg4bJRgYJRsODhslGBodHRoaHR0AAf9ZAAABNwK1AAMAJ0AVAwEAAa4CAxQCAwIEAANBAkIBQgBBAD8%2FPz8BLxDUhyuHfcQxMAkBIwEBN%2F55VwGHArX9SwK1AAAAAgAdATMBSQLFAAsAHwA8QCYMsoAGAQUGFQYCBiEWspAAoAACjwABCgAaAAIIACAbswmxEbMDcQA%2F7fTtARDWXl1dXe0Q1l1d7TEwEzQ2MzIWFRQGIyImNzQuAiMiDgIVFB4CMzI%2BAh1QRkZQUEZGUOIHEh0WFh0SCAgSHRYWHRIHAfxhaGhhYWhoYRwzJhYWJjMcHTImFhYmMgAAAgAYATsBTwK9AA4AEwBGQCgTDgayBQFwA5ADAgMVrxIBEq8IvwgCCBQSCQGzAwcHAwWxnw8BDw5wAD%2FNXf3OMi8Q7TIyARDWXc1dENZd3TLtMjIxMAEVMxUjFSM1IzU%2BAzcHDgEHMwEdMjJEwQ4sNDodBB9AF3YCveo7XV0uGUBEQRlTIFEmAAMAIAEzAUYCxQAdACsANwCiQGE3GwE1LLK3GwGmGwEbGCaybwABEAAgAAIAOSkysrgLAakLAQsOHrJPCF8IAgg4pjW2NQI1uSkBKacbARuEC5QLAmsLewsCNAtEC1QLAwsLEyOzAxAMEEgDMAgLSAOxL7MTuP%2F4swwQSBO4%2F%2Bi0CAtIE3EAPysr7fQrK%2B0ROS9dXV0zXTNdM10BENZd7dQyXV3tMhDWXV3t1DJdXe0yMTBdARQGIyIuAjU0NjcuATU0PgIzMh4CFRQGBx4BBxQeAjMyNjU0JicOATc0JiMiBhUUFhc%2BAQFGTEgqOCIOJBgXGxMkMh8kNCEPHRckGt4IEh0VKSM5MxQYjx4lJR4qLxQZAaQyPxUgJxIcMQ8RLxoWKB4SFB4lEhwtEBEuIwgSDwofFBwfDA8ipg0gIA8UJgkOIAAAAAABADUA%2FwH%2FAU4AAwAStgEAAAQArwIAL%2B0BETMvzTEwEyEVITUByv42AU5P%2F%2F%2F%2FWQAAATcCtQIGANUAAP%2F%2FAFAAAAMRAwgAJgBJAAAABwBJAYYAAAADAFAAAAJAAwgAEwAXACMAf0AxGBMBdwiHCAJmCAEEEwENBIADAQMbFX8hF6olYCVwJaAlAw8lHyUvJQMICg5%2FEKokGLj%2FwEAfDBJIGIkeUxZJFEoPSg2HC0kEaAd4BwIHiAOHAAEATwA%2FXTLtXTI%2F7T8%2FPz%2FtKwEQ9u0yXl1dEPYy%2FTLWXTLGMTAAXQFdXV0BMhYXBy4BIyIGHQEzFSMRIxE0NgEjETMnIiY1NDYzMhYVFAYBGyMyCw0LJhtBNMjIXWIBgV1dLxkjIxkZIyMDCAkEUAQJRzwtTv5GAjdkbfz4AgheIRwcISEcHCEAAP%2F%2FAFAAAAJAAwgCBgDcAAAAAgBQ%2F%2FYCfwMIABMAHwB7QB0YEwF3CIcIAmYIARUgCAtIBBMBCAoOf0AQqiAhH7j%2FwEAuCAtIHxmADHADAQMXf1AZAQ8ZARkZTh%2BIFFEPSg2HC0kEaAd4BwIHiAOHAAEATwA%2FXTLtXTI%2F7T8%2F7T8BL11d%2FdZdxhoQ3ivGEPYa7TIxMABeXSsBXV1dATIWFwcuASMiBh0BMxUjESMRNDYBLgE1ETcRFB4CFwEbIzILDQsmG0E0yMhdYgHAVkhdCBIeFgMICQRQBAlHPC1O%2FkYCN2Rt%2FO4CRkoCcBD9jxceEgkDAAD%2F%2FwBQ%2F%2FYCfwMIAgYA3gAA%2F%2F8AUAAAA8YDCAAmAEkAAAAHANwBhgAA%2F%2F8AUP%2F2BAUDCAAmAEkAAAAHAN4BhgAAAAcAHf%2FxAvECxQATAB8AKwA%2FAFgAcwB%2FABlADyldPCMaFDBXegkFD0UFRgA%2FPxIXOTEwARQOAiMiLgI1ND4CMzIeAgUiBhUUFjMyNjU0JgE0JiMiBhUUFjMyNiU0NjcnDgEHHgEVFAYHHgEXNy4BNxc2MzIeAhczLgEnDgEjIi4CJy4BIyIDBx4BMzI2Nz4DMzIWFz4BNyMOAyMiJhMyNjU0JiMiBhUUFgLxOGKETEuEYjk5YoRLTIRiOP2eExwcExQdHQGQHxAWGx0TFBz%2BxiEdJh4uCgsPDwsKLh4mHSExIRwgHDEmFwJGAyEbBwoFDBcTDAEQGw8xCyEVLxkPGxABDBMXDAUKBxshA0YCFyYxHBEdqxAfGhYSHh0BWkuEYTk5YYRLTIViODhihRsdFBQbGxQUHf78FxYdFBUaH%2BclPRQ8Fz8nCBwRDxwJJj4YPhI94TwOFCMuGyZGGgEBCA8VDAUD%2Fqs6CwoDAw0VDwgBARpGKRwwIxQHAS0YFhEhGRgTHP%2F%2FAB3%2F8wZ0AYwAJwDWAAD%2BxwAnABEBZwAAACcA2AJd%2FscAJwDWA8T%2BxwAHANYFK%2F7HAAAADgBJAAADhwK1AAMABwALAA8AEwAXABsAHwAjACcAKwAvADMANwb5QIoGGyYbNhtGG2YbhhsGPQcbAQkGGiYaNhpGGmYahhoGPQcaAQkGExYTJhNmEwQGEhYSJhJmEgQZBQEZBAFJAVkBAkkAWQACCRdpFwIJFGkUAgYONg5mDgMGDTYNZg0DCQs5CwIJCDkIAj2aMaoxAmkxeTGJMQMxQAoOSAoxATEvgDQ7SC9%2FKI8oAii4AcCzLC9IKLgBgEAjKCtImiiqKAJpKHkoiSgDKEAKDkgKKAEoJIA0O0h%2FJI8kAiS4AcBAISsvSA0kHSQC%2FSQBmiSqJAJpJHkkiSQDJEAKDkgKJAEkNrj%2FgEAJNDtIBzYBNjUyuP%2BAQAwNE0gXMicyNzIDMiu4%2FgBAEi0xSDErASArAQErESsC8SsBK7j%2FgEAMDRNIFysnKzcrAysnuP4Asy0xSCe4%2FkCzKCxIJ7j%2FgED%2FDRNIFycnJzcnAyccCCABCSAiLxWPFQIJFQE7jxWfFf8VA14VAb0V7RX9FQNbFQFMFQEbFQGqFboVAnkVAQgVGBUCChUJEwE7Ew8MPwxvDAM9TwyPDL8M7wwEHgwBrQztDAJ7DAFMDAELDAGqDNoMAjkMaQwCCAwBCwwvCF8IAgkIATvpCAGPCL8IAh4IAe0IAXsIAUwIAaoI2ggCCAg4CAILCGYahhoCBxoBMxoZABdgFwI9UBeAF5AX8BcE4RfxFwKyFwFTFwEUF0QXArUXAXYXphcCBxcXFwIKFwAPMA9gDwM9gA%2BwD%2BAPAxEPQQ8C4Q8Bcg%2BiDwIED0QPAtQPQD0BpQ8BZg8BBw83DwILDwAKMAoCPZAKwAoCIQoB8QoBggoBVAoB5AoBtQoBRgoBFwoBCgAEOeYDAQMGEBkfuP%2BAQAk0RUgfIiw1ODW4%2FgBAOTE7SGE1AUA1UDUCITUxNQIQNQEBNQHhNfE1ArI1wjXSNQOTNaM1AoI1AWM1czUCVDUBQzUBlTUBNbj%2FgEAMDRJIBzUXNSc1AzUiuP8AQBMYHUi1IsUi1SIDpiIBIjPdLAEsuAFAQAwgJkhLLFssAjwsASy4AQBAFhccSKosuizKLAMsgA4TSCxACg1ILB%2B4AgC3MkVIHzExJjS4AgCzMDtINLgBwLMsL0g0uAGAQC0jK0h8NIw0Ams0AVw0AUs0ATSADxNINEAKDkg0GyMrIzsjAyPAFBpIIykrQi24%2FoCzJCdILbj%2BwLMeI0gtuP8AsxodSC24%2F0CzERlILbj%2FgEAJCxBIBy0BCi0euP4AQKoyRUgeJCZBIBlAGVAZYBmAGaAZBhcZAQAZATvAGeAZArEZAWAZgBmgGQMBGREZIRlBGQThGQGiGcIZAoMZAXIZAWMZAQQZJBlEGQOlGcUZ1RnlGQQ2GUYZZhmGGQQHGScZAgsZIAYBBwYBPNYGAYAGAXcGAeEGAUMGAaUGAQcGAQwGaReZFwIIFwEzFx8QLxA%2FEH8QBAgQATyvEO8QAp4QAU8QjxACDRABELgBYED%2FKklMEFwQbBCsEOwQBQsQAcsQAaoQuhACGRApEGkQAwgQAQsQDwMfAwJB2AMBjwOfAwL9AwHuAwFMA1wDArsDAaoDAQkDGQMCDwMXFQEVFQoPGC8YTxhfGG8YjxivGAc7vxjPGO8YA64YAU8YbxiPGAMOGB4YLhgDjRitGM0Y7RgETBhsGHwYAwsYKxgC2xjrGAKKGKoYyhgDSRhpGAI4GAEpGAEIGAELGA8HAT7ZBwGOBwF4BwHtBwFLBwGqBwEIBwEMB2YNAQcNATMND0IAERARIBFgEQQ9gBGQEaAR4BEEARFBEQLhEfERAqIRAVMRYxECBBFEEQJlEaURtRHFQDoRBBcRJxECBhEBCxEAAhACAkHgAvACAqcCAVACAUECAbICAaMCAQAAAhACAgFgAnACAgICrwgBCApBAD%2FNcjJfXV9xX3FxcnJycl5dMl5dXV1xcXFxcnJeXT%2FNXl1dMl5dXXFxcnJyXl0yXl1dXV1dXXFxcXJycnJeXRI5L10zXl1dXXFxcXJyXl0zXl1dXV1xcStycnJyXl1dzV5dXTJeXV1xcXJycl5dXTJeXV1dcXFxcXFxcnJycl5dXV0%2FzTIrMl5dKysrKys%2FzTIrcTIrK3FxcXErKysSOS8zKzMrK10rcXErcc0yXV0rMl0rXXFxcXFxcXFycnJycisBEN4y3DIr3jLcMnLOzTIyXV1dXXFxcXJyXl0yXl1dXV1xcXFycl5dMl5dXV1xcXFxcl5dEM1eXV0yXl1dcXFxcnJyXl1dMl5dXV1xcXFxcnJeXTJeXTJeXV1dcXFxcXJyXl1dEM1eXTIyXSsrKzJdK3FycnIrMl0rEM1dKzJdK11dcXIrcisyXStdXSsrcjIrMl0rXV0xMABeXV1dXV1dAV1dXV1dXV5dXl1eXV5dAREzEQMRMxEBNSEVATUhFQERMxEVNSEVAREzEQMRMxEDETMRATUhFQE1IRUBETMRFTUhFQERMxEDah0dHf6vATT%2BzAE0%2Fq8dATT%2Brx2bHR0d%2Fq4BNf7LATX%2Brh0BNf6uHQFrASr%2B1v60ASr%2B1gJ5HR39aB0dAWsBKv7WHx0d%2FtMBKv7WAUwBKv7W%2FrQBKv7WAnkdHf1oHR0BawEq%2FtYfHR3%2B0wEq%2FtYAAQAAAOUBAgAOAKQACgACABAALwBZAAAFIAb5AAUAAQAAACIAIgAiACIAWABkARIB2gKIA6wDzAQYBGQFDAU6BWwFkAW4BdoGega8B3AIIAh6CQgJmAnGCrALWgtwC4YLygv0DDoMxA20Dk4O5A%2BSEAQQNhBeEQIRNhFWEbQSThJsE1ITvhR8FNQVohYiFvgXKBd6GAAY5hmCGegaMhpSGnQalBrgGvobJBveHFYc5B1wHh4eYh8cH3wfsiAGILAg5iG6IhgiiiL8I44jwiSiJPglRCXEJ%2BQoYCkQKVAptinOKjYqlitCK3YrgiuqK9AsTiyOLL4syizWLQAtFi0uLYgtrC5WLlYujC76L3gwDjCWMLgxsjHsMsAzVDNgM34zhjSQNKw1EjVeNcQ2OjZkNqg26DbyNzo3aDfGN9I34jfyOAI4dDiMOKI4uDjOOOg5xjo2Ox47NjtMO2Q7fjuWO6w7wjvcPFI8aDyAPJY8rDzCPNw9Oj68PtQ%2B6j8APxo%2FMD%2BGQFBAZkB6QI5AokC6QMxBykJ4Qo5CokK2Qs5C5EL4QwxDJEPoQ%2FxEEkQmRDpETkRmRMRFqEW%2BRdJF5kX%2BRhJGgEaYRrRGvEcmR0pHmEfcSIBIlkieSKpJIkkqSZxJpEmwSbxKfkqYTnwAAQAAAADMzN0PKsFfDzz1ABkD6AAAAADJirZYAAAAAMqgwH3%2FWf9DDZgDwgAAAAkAAgAAAAAAAAH0ADIAAAAAAOcAAADnAAABFABHAaIASAKbADECNAA9A1oAMgKaAC4A8QBIAUQATgFEAAcB4AAlAjQANQD2ACYBKwAaAPYAOAGA%2F%2BgCNAAyAjQAXQI0ADgCNAA3AjQAKAI0AEECNAA%2FAjQAPAI0ADcCNAAzAPYAOAD2ACYCNAA1AjQANQI0ADUBlAATA7YAQQKXAAgCgwBWAmwAOgLJAFYCOwBWAhkAVgKgADoCwQBWAQ0AVgH0AAgCdQBWAgcAVgNnAEMC2ABWAwoAOgJgAFYDCgA6AnUAVgIUACECNQAQArAAUQKQAAoDoQAcAncAFwJWAAYCPQAhAUkAYAGA%2F%2BgBSQAIAjQALwHs%2F%2FwBeAA9AgoAKwJNAFAB0QAzAk0AMwIvADMBggBQAkIAMwI7AFAA%2FQBCAP3%2FvAIKAFABEQBOA10AUAI%2BAFACTgAzAk0AUAJNADMBggBQAb4AKAGSAEoCPgBKAfYAEAMJABIB%2FwAQAfEAAgHXACQBTQAoARcAYAFNAAgCNAAqAjQALQDrACEBoQAhAXgANAEjAB4D4QA6AOsAPADrACEBoQA8AaEAIQFoADQB8P%2F%2BA%2BT%2F%2FgF4ABcBIwAoA7MAMwDnAAABFABHAjQAVgI0ADwCNAAsAjQAEQEXAGAB7AArAXgAIwMuAEEBhQAmAfMAHgI0ADUBKwAaAy4AQQF4AC4BTAAaAjQANQFnAB4BZwAgAXgAfwJEAFAChgArAPYAOAF4AEUBZwAyAb4AKwHzACgDagAyA2oAMgNqACABlAAcApcACAKXAAgClwAIApcACAKXAAgClwAIA6cABgJsADoCOwBWAjsAVgI7AFYCOwBWAQ0ADwENAEQBDf%2F%2FAQ3%2F7gLWABMC2ABWAwoAOgMKADoDCgA6AwoAOgMKADoCNABQAwoAOgKwAFECsABRArAAUQKwAFECVgAGAmEAVgJvAFACCgArAgoAKwIKACsCCgArAgoAKwIKACsDWwAsAdEAMwIvADMCLwAzAi8AMwIvADMA%2FQAHAP0APAD9%2F%2FcA%2Ff%2FmAk0AMwI%2BAFACTgAzAk4AMwJOADMCTgAzAk4AMwI0ADUCTgAzAj4ASgI%2BAEoCPgBKAj4ASgHxAAICTQBQAfEAAgD9AFAA%2FQBCAXgAVQCU%2F1kBZwAdAWcAGAFnACACNAA1AJT%2FWQMIAFACgwBQAoMAUAKXAFAClwBQBAkAUAQdAFADDgAdBpIAHQPRAEkAAQAAA6T%2FQwAcDbf%2FWf9dDZgAAQAAAAAAAAAAAAAAAAAAAOUAAwJaAZAABQAAArwCigAAAIwCvAKKAAAB3QBPAPoAAAILBQQDBgIDAgTgAAL%2FUAAgWwAAAAAAAAAAREFNQQBAAAD7BAMI%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%2FDxImJiYnEyEZNxohJhU3GRYmGBgZJysQGRgeITs7OxssLCwsLCw%2FKiYmJiYTExMTMTE0NDQ0NCY0Li4uLicpKiMjIyMjIzofJSUlJRISEhInJigoKCgoJigmJiYmISchEhIZChgYGCYKNCsrLS1FRzRxQwAAAAACAAAAAwAAABQAAwABAAAAFAAEANwAAAAuACAABAAOAAAADQB%2BAP8BMQFTAsYC2gLcIBQgGiAeICIgOiBEIHQgrCISIhXg%2F%2B%2F98AD%2F%2FwAAAAAADQAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrCISIhXg%2F%2B%2F98AD%2F%2FwAB%2F%2FX%2F4%2F%2FS%2F6EAAP2f%2Ffr9k%2BBaAAAAAOBKAADgkeBj37bex97FH%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%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%2BAYoqxQECKcEVgaDotLCCKI0lkiiNTWDwbIVktLEtSWH0belktLLASAEsBS1RCLSyxAgBCsSMBiFGxQAGIU1pYuRAAACCIVFixAgFCWVktLEUYaCNLUVgjIEUgZLBAUFh8WWiKYFlELSywABawAiWwAiUBsAEjPgCwAiM%2BsQECBgywCiNlQrALI0IBsAEjPwCwAiM%2FsQECBgywBiNlQrAHI0KwARYBLQC5AQMBArJkHxBBDQECACABAgAwAQIAAwBQAQIAYAECAAL%2FwAECsjY5RrgBArICEx%2B5AQEBALKmHyC6AQAAAQEAsgETH0EXAQgAkAEHAFUBBgCQAQkAVQEFAJABBABVAC8BBwABAL8BBADfAQQA%2FwEEAAP%2FwLP%2FGihGuP%2FAQBr%2FEBhG37Pvs%2F%2BzA6%2Byv7ICQLCQsKCwA6%2BuAbj%2FwECyrQgMRhCsoKwCQKtQq2CrA2CqAaCqAaekCB%2BmpAgfpaQVH6QCBx%2BjAgMfop4GH6GeCx%2BgngYfnwECH54BBR%2BdAQQfnJnIH5uZFR%2BamH0fmQIHH5gCRx%2BXAjIflpEaH5WRfR%2BUk6YfkwEBH5IBGh%2BRARkfkI5IH4%2BOZB9PjgFvjn%2BOAq%2BOAUCOODtGjgICH42LFh%2BMi30fiwETH4qFPh%2BJhyIfiIdkHxCHIIcwhwNQh2CHArj%2FwEDKhzY5RocCEx%2BGAgMfr4W%2Fhc%2BFA4UCAR%2BEgBkfg4HJH4J%2Fph%2BBAcgfgAEDHyB%2FAX8BEx9%2BeTMffXs3H3x5ZB97Ai0fegICH195b3kCeQISH3h0GR93dX4fdnNkH3UBfR90AQUfYHNwcwIQcyBzwHMDcwETH3J%2Bb1VxfnBVaFtbVWdbX1VmW11VZFtaVWNbXFViW1lVWENWVVdDVVVTkE1VUpBLVVGQSlVQkElVT5BOVS9OAb9J30n%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%2Fx%2F%2F4DRwIIAAD%2FR%2F9vAuIDAQAHAA3%2F9f%2F%2B%2F%2F4CqQAAArX%2F8QAQ%2F0cDDwK1AAAAYgDxAUgB9QJOAAD%2F8wAA%2F2cAF%2F%2FvABAAFP9DAkQCaALeAwgBOwK9AAj%2F%2BABhAJwASQBmAE4AsABPAQwAOgBUAEMAbgBdAMQARABgAEwAsABFAN4AVABQAGsAPQBcAGAAMwBMAFEAdQBZADIARQBIAF0AtQBPAD4AhQBCAG4AhgCyAJwBCgAvAHIAUgDEAIUAbgA9ACoAWAA8AFIANQCiAOYATgBQAMMBhABIAD4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYgBdAGAAVABQAggADf%2F1AwEABwAAAAAAAQAAGawAAQRFGAAACgGeAAoAJP%2BxAAoAJv%2FnAAoAKv%2FnAAoALf%2BFAAoAMv%2FnAAoANP%2FnAAoAOQANAAoAOgAKAAoAPf%2F0AAoAmP96AAsADABQAAsAJv%2FiAAsAKv%2FiAAsAMv%2FiAAsANP%2FiAAsANv%2FuAAsANwALAAsAOP%2F2AAsAOQAPAAsAPAARAAwAJP%2FsAAwAJv%2F0AAwAKv%2F0AAwALf%2FzAAwAMv%2F0AAwANP%2F0AAwANv%2F0AAwAN%2F%2FkAAwAOf%2FeAAwAOv%2FuAAwAO%2F%2FkAAwAPP%2FVAAwAPf%2FqAAwAmP%2FsAA0AJP%2FAAA0AJv%2F2AA0AKv%2F2AA0ALf%2BGAA0AO%2F%2FnAA0AmP%2BfABAALf%2FkABAAN%2F%2FOABAAOf%2F0ABAAO%2F%2FhABAAPP%2FOABAAPf%2FwABAAmP%2FyABEAJAAZABEAJv%2FjABEAKv%2FjABEALQAcABEAMv%2FfABEANP%2FfABEANgAOABEAN%2F%2B6ABEAOP%2FpABEAOf%2BzABEAOv%2FYABEAOwAKABEAPP%2BwABEAPQATABEAmAATABIAJP%2FOABIAJv%2FlABIAKv%2FlABIALf%2B5ABIAMv%2FmABIANP%2FmABIANwAdABIAOQAgABIAOgAWABIAOwAUABIAPAAiABIAPQAJABIAmP%2BzAB0AJv%2F1AB0AKv%2F1AB0AMv%2F1AB0ANP%2F1AB0AN%2F%2BrAB0AOP%2F0AB0AOf%2FrAB0AOv%2FzAB0APP%2FYACMAJP%2FmACMAJv%2F2ACMAKv%2F2ACMALf%2FmACMAMv%2F2ACMANP%2F2ACMANv%2FuACMAN%2F%2FUACMAOP%2F0ACMAOf%2FcACMAOv%2FpACMAO%2F%2FZACMAPP%2FKACMAPf%2FeACMAmP%2FaACQACv%2ByACQAC%2F%2FtACQADf%2FBACQAEQAaACQAEgARACQAI%2F%2FxACQAJAAhACQAJv%2FtACQAKv%2FtACQALQAdACQAMv%2FtACQANP%2FtACQANgAQACQAN%2F%2FAACQAOP%2F2ACQAOf%2FCACQAOv%2FuACQAOwAZACQAPP%2BxACQAPQATACQAQP%2FlACQARv%2FzACQAR%2F%2FzACQASP%2FzACQASv%2FwACQAUv%2FzACQAVP%2FzACQAVgANACQAWP%2FxACQAWf%2FrACQAWv%2FtACQAWwAaACQAXP%2FxACQAXQAPACQAXv%2FsACQAYP%2F2ACQAYwAZACQAZv%2FtACQAaP%2B5ACQAaf%2B8ACQAmAAiACQAwv%2FzACUACv%2F1ACUAC%2F%2F1ACUADP%2FnACUADf%2F1ACUAEf%2F2ACUAEv%2FrACUAHf%2F1ACUAIv%2FsACUAOf%2FtACUAOv%2FzACUAO%2F%2FrACUAPP%2FnACUAQP%2FeACUAXf%2FzACUAYP%2FqACUAmP%2F0ACYAC%2F%2FpACYAEP%2FiACYAEQAWACYAIgAPACYAI%2F%2FvACYAJAAWACYAJv%2FsACYAKv%2FsACYALQAXACYAMv%2FsACYANP%2FsACYANgAKACYANwARACYAOQARACYAOwANACYAPAARACYAPQAKACYAPv%2F2ACYARv%2FxACYAR%2F%2FxACYASP%2FxACYASv%2FxACYAUv%2FxACYAVP%2FxACYAWP%2FsACYAWf%2FwACYAWv%2FvACYAWwAOACYAXP%2FwACYAXv%2FkACYAYwASACYAZv%2FTACYAaQANACYAmAAWACYAwv%2FxACcABP%2FyACcACv%2FmACcAC%2F%2F0ACcADP%2FfACcAEf%2FfACcAEv%2FVACcAIv%2FZACcAI%2F%2F1ACcAJP%2FtACcALf%2FnACcANv%2F1ACcAN%2F%2FlACcAOf%2FvACcAOv%2FvACcAO%2F%2FoACcAPP%2FXACcAPf%2FxACcAPv%2F1ACcAQP%2FWACcARP%2FyACcAYP%2FjACcAY%2F%2FeACcAaP%2FsACcAaf%2F0ACcAmP%2FWACgACv%2FwACgAC%2F%2FrACgADf%2FzACgAEQALACgAI%2F%2FwACgAJAARACgAJv%2FkACgAKv%2FkACgALQARACgAMv%2FkACgANP%2FkACgAOP%2FqACgAPv%2FvACgAQP%2FVACgARv%2FwACgAR%2F%2FvACgASP%2FwACgASv%2FpACgAUv%2FvACgAVP%2FxACgAV%2F%2FyACgAWP%2FtACgAWf%2FnACgAWv%2FnACgAWwAJACgAXP%2FnACgAXv%2FtACgAYP%2FqACgAZv%2FpACgAaP%2FzACgAmAASACgAwv%2FxACkABP%2F2ACkAC%2F%2FoACkAEf%2B%2FACkAEv%2FEACkAHf%2FuACkAIgANACkAI%2F%2FuACkAJP%2FSACkAJv%2FzACkAKv%2FzACkALf%2BwACkAMv%2FzACkANP%2FzACkANwAOACkAOQASACkAPAAUACkAPv%2FxACkAQP%2FXACkARP%2FNACkARv%2FyACkAR%2F%2FyACkASP%2FyACkASv%2FyACkAUf%2FkACkAUv%2FyACkAU%2F%2FkACkAVP%2FyACkAVf%2FkACkAWP%2FnACkAW%2F%2FcACkAXf%2FmACkAY%2F%2BZACkAcP%2FrACkAmP%2B0ACkAwv%2FxACoADP%2F2ACoADf%2FnACoAQP%2F2ACoAWf%2FuACoAXP%2FuACoAYP%2F2AC0ADP%2F2AC0AEf%2F2AC0AEv%2FcAC0AJP%2F2AC0ALf%2FxAC0APf%2FvAC0AQP%2FeAC0AXf%2FuAC0AYP%2FtAC0AY%2F%2FzAC0AmP%2FnAC4AC%2F%2FuAC4ADf%2FfAC4AEP%2FRAC4AEQAQAC4AEgASAC4AIgALAC4AI%2F%2FtAC4AJAAiAC4AJv%2FdAC4AKv%2FdAC4ALQAbAC4AMv%2FdAC4ANP%2FdAC4ANwARAC4AOQAUAC4AOgAKAC4AOwAaAC4APAAWAC4APQAVAC4AQP%2FmAC4ARv%2FrAC4AR%2F%2FrAC4ASP%2FrAC4ASv%2FrAC4AUv%2FrAC4AVP%2FrAC4AVgAOAC4AWP%2FzAC4AWf%2FyAC4AWv%2FQAC4AWwAbAC4AXP%2F2AC4AXQAQAC4AXv%2FtAC4AYwAPAC4AZv%2FDAC4AmAAjAC4AwQAVAC4Awv%2FnAC8ACv%2BCAC8AC%2F%2F2AC8ADf91AC8AEP%2B7AC8AEQAXAC8AEgAMAC8AJAAcAC8AJv%2FTAC8AKv%2FTAC8ALQAcAC8AMv%2FTAC8ANP%2FTAC8ANgAOAC8AN%2F%2BNAC8AOP%2FuAC8AOf%2BcAC8AOv%2FTAC8AOwAUAC8APP%2BNAC8APQAOAC8AQP%2FgAC8ARv%2F0AC8AR%2F%2F0AC8ASP%2F0AC8ASv%2F0AC8AUv%2F0AC8AVP%2F0AC8AWf%2FYAC8AWv%2FbAC8AWwAVAC8AXP%2FsAC8AXQAKAC8AXv%2FoAC8AYP%2FxAC8AYwAOAC8AZv%2FZAC8AaP%2BIAC8Aaf%2BKAC8AcAALAC8AmAAdADAAOf%2F6ADAAPP%2F4ADIABP%2FyADIACv%2FpADIAC%2F%2F0ADIADP%2FkADIAEf%2FfADIAEv%2FWADIAIv%2FeADIAI%2F%2F1ADIAJP%2FtADIALf%2FnADIANv%2F2ADIAN%2F%2FlADIAOf%2FvADIAOv%2FwADIAO%2F%2FoADIAPP%2FXADIAPf%2FxADIAPv%2F2ADIAQP%2FWADIARP%2FzADIAYP%2FjADIAY%2F%2FiADIAaP%2FwADIAaf%2F2ADIAmP%2FYADMABP%2F1ADMAC%2F%2F0ADMADP%2FoADMAEf%2BmADMAEv%2FCADMAJP%2FOADMALf%2BhADMAO%2F%2FuADMAPv%2FxADMAQP%2FXADMARP%2FtADMARv%2FrADMAR%2F%2FrADMASP%2FgADMASv%2FrADMAUv%2FrADMAVP%2F1ADMAWQAKADMAWgAJADMAXAAKADMAYP%2FoADMAY%2F%2BNADMAZv%2FuADMAaQAKADMAmP%2BsADMAwv%2FwADQABP%2FyADQACv%2FpADQAC%2F%2F0ADQAEf%2FfADQAIv%2FeADQAI%2F%2F1ADQAJP%2FtADQALf%2FnADQANv%2F2ADQAN%2F%2FlADQAOf%2FvADQAOv%2FwADQAO%2F%2FoADQAPP%2FXADQAPf%2FxADQAPv%2F2ADQARP%2FyADQATQAPADQAY%2F%2FsADQAaP%2FwADQAaf%2F2ADQAmP%2FYADUAC%2F%2F0ADUAEQAOADUAEgAMADUAIv%2FzADUAI%2F%2FxADUAJAAcADUAJv%2F1ADUAKv%2F1ADUALQAWADUAMv%2F1ADUANP%2F1ADUAOf%2F2ADUAOwATADUAPP%2FtADUAPQAOADUAQP%2FfADUAWwAVADUAXQAJADUAXv%2FvADUAYP%2FwADUAYwAOADUAZv%2FsADUAmAAdADUAwv%2FxADcAC%2F%2FlADcADAAMADcAEP%2FPADcAEf%2B1ADcAEv%2BqADcAHf%2BsADcAIgAWADcAI%2F%2FNADcAJP%2FAADcAJv%2FlADcAKv%2FlADcALf%2BmADcAMv%2FlADcANP%2FlADcANwAYADcAOQAbADcAOgARADcAOwAPADcAPAAdADcAQP%2FgADcARP%2FTADcARv%2FJADcAR%2F%2FJADcASP%2FJADcASv%2FJADcAUf%2FYADcAUv%2FJADcAU%2F%2FYADcAVP%2FJADcAVf%2FYADcAVv%2FTADcAWP%2FeADcAWf%2FqADcAWv%2BvADcAW%2F%2FuADcAXP%2FqADcAXf%2FiADcAXv%2FoADcAY%2F%2B9ADcAZv%2BrADcAcP%2B0ADcAmP%2B4ADcAwAAVADcAwQAfADcAwv%2BxADgAC%2F%2F2ADgAEf%2F2ADgAEv%2FXADgAHf%2F2ADgAJP%2F2ADgALf%2FxADgAPf%2FwADgAQP%2FbADgARP%2FwADgAXf%2FuADgAXv%2F2ADgAYP%2FqADgAY%2F%2FrADgAmP%2FeADkACgAOADkAC%2F%2FfADkADAAQADkAEP%2F2ADkAEf%2B1ADkAEv%2B9ADkAHf%2FsADkAIgAYADkAI%2F%2FaADkAJP%2FCADkAJv%2FvADkAKv%2FvADkALf%2BhADkAMP%2F6ADkAMv%2FvADkANP%2FvADkANwAcADkAOQAfADkAOgAVADkAOwATADkAPAAhADkAQP%2FkADkARP%2FnADkARv%2FTADkAR%2F%2FTADkASP%2FTADkASv%2FTADkAUf%2FiADkAUv%2FTADkAU%2F%2FiADkAVP%2FTADkAVf%2FiADkAVv%2FxADkAWP%2FoADkAXf%2F%2BADkAXv%2FoADkAY%2F%2B2ADkAZv%2FVADkAaAATADkAaQAYADkAcP%2F1ADkAmP%2BuADkAvgALADkAwQAgADkAwv%2FNADoACgANADoAC%2F%2FwADoAEf%2FbADoAEv%2FRADoAHf%2F1ADoAIgAQADoAI%2F%2FtADoAJP%2FuADoAJv%2FwADoAKv%2FwADoALf%2FEADoAMv%2FwADoANP%2FwADoANwATADoAOQAWADoAOgAMADoAOwAKADoAPAAYADoAQP%2FbADoARP%2FjADoARv%2FqADoAR%2F%2FqADoASP%2FqADoASv%2FmADoAUf%2FrADoAUv%2FqADoAU%2F%2FrADoAVP%2FqADoAVf%2FrADoAVv%2FvADoAWP%2FtADoAXv%2FvADoAY%2F%2FaADoAZv%2FsADoAaAASADoAaQAZADoAmP%2FPADoAwQASADoAwv%2FmADsAC%2F%2FnADsADf%2FmADsAEP%2FkADsAEQANADsAEgAKADsAI%2F%2FmADsAJAAbADsAJv%2FoADsAKv%2FoADsALQAUADsAMv%2FoADsANP%2FoADsANwANADsAOQARADsAOwASADsAPAATADsAPQANADsAQP%2FeADsARv%2FuADsAR%2F%2FuADsASP%2FuADsASv%2FuADsAUv%2FuADsAVP%2FuADsAWP%2F2ADsAWf%2F1ADsAWv%2FbADsAWwATADsAXP%2F5ADsAXv%2FmADsAYwAKADsAZv%2FRADsAmAAcADsAwv%2FjADwAC%2F%2FWADwADAASADwAEP%2FPADwAEf%2B%2FADwAEv%2BuADwAHf%2FaADwAIgAZADwAI%2F%2FGADwAJP%2BxADwAJv%2FXADwAKv%2FXADwALf%2BNADwAMP%2F4ADwAMv%2FXADwANP%2FXADwANwAeADwAOQAhADwAOgAXADwAOwAVADwAPAAjADwAPQALADwAQP%2FmADwARP%2FXADwARv%2FPADwAR%2F%2FPADwASP%2FPADwASv%2FPADwAUf%2FYADwAUv%2FPADwAU%2F%2FYADwAVP%2FPADwAVf%2FYADwAVv%2FsADwAWP%2FeADwAW%2F%2FxADwAXf%2FkADwAXv%2FqADwAY%2F%2ByADwAZv%2B0ADwAaAALADwAaQARADwAcP%2FgADwAmP%2BwADwAwQApADwAwv%2ByAD0AC%2F%2FrAD0AEP%2FEAD0AEQALAD0AI%2F%2FwAD0AJAARAD0AJv%2FcAD0AKv%2FcAD0ALQARAD0AMv%2FcAD0ANP%2FcAD0AOP%2FyAD0AOQAKAD0APAAMAD0APv%2FvAD0AQP%2FVAD0ARv%2FwAD0AR%2F%2FvAD0ASP%2FwAD0ASv%2FpAD0AUv%2FvAD0AVP%2FxAD0AV%2F%2FzAD0AWP%2FtAD0AWf%2FpAD0AWv%2FoAD0AWwAJAD0AXP%2FpAD0AXv%2FdAD0AYP%2FxAD0AZv%2FOAD0AmAASAD0AwQAKAD0Awv%2FxAD4AJP%2FkAD4AJv%2FVAD4AKv%2FVAD4ALf%2FkAD4AMv%2FVAD4ANP%2FVAD4ANv%2FmAD4AN%2F%2FfAD4AOP%2FaAD4AOf%2FjAD4AOv%2FbAD4AO%2F%2FcAD4APP%2FlAD4APf%2FXAD4AQABQAD4AmP%2FlAEAAJv%2F2AEAAKv%2F2AEAAMv%2F2AEAANP%2F2AEAAOv%2F2AEAAO%2F%2F2AEAAPf%2FwAEQACv%2FlAEQADP%2FoAEQADf%2FsAEQAIv%2FkAEQAQP%2FiAEQAWf%2FxAEQAWv%2F0AEQAXP%2FxAEQAYP%2FrAEQAaf%2FoAEUACv%2FbAEUADP%2FlAEUAEv%2FqAEUAIv%2FkAEUAQ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qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Ffont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3tRxAWwFs2tcuJRnI6xjmBdWjbgFNRHMHiF1uHYBfUR%2Fut5Ug2jXAaT96%2B9RH%2FFToRwIzGbKmVJ1AZQnoabSB1yyIg7ByAridHApPMjyw0OiV6RjSbCuzwLAvFizBliWJua1tsuAgvNPbmljYbpt8lkWam7b3XZiOiKJskMOtmfScnsbPW208knwjuXrXK4Q1iKIgNyYXXDVT9C2Ye%2F78GQ5BEEXfFdde2RwauOysdJNL5AzCy84ard%2FnGAVN8alecnFdgu5Gbd5DJTL%2BhHZK0vApVy3OfU8XTSJg1TlssivsPYUlIqvn66PzrVTymCc4wgF6SDNR0pDf%2B9Gp%2BVnsUH5WtpHYsuhOaey8zdwLN47V8MTbm78g687%2BP3cx6tcAeNpjYGRgYGBk8s0%2FzBIfz2%2FzlUGeZQNQhOFCWfF0GP0%2F8P8c1jusIkAuBwMTSBQAYwQM6HjaY2BkYGAV%2Bd8KJgP%2FXWG9wwAUQQGLAYqPBl942n1TvUoDQRCe1VM8kWARjNrZGIurBAsRBIuA2vkAFsJiKTYW4guIjT5ARMgTxCLoA1hcb5OgDyGHrY7f7M65e8fpLF%2B%2B2W%2FnZ2eTmGfaIJi5I0qGDlZZcD51QzTTJirZPAI9JIwVA%2BwT8L5nOdMaV0AuMJ%2BicRHq8of6LSD18fzq8ds7xjpwBnQiSI9V5QVl6NwPvgM15NXn%2FAtWZyj3W0HjEXitOc%2FdIdbetPdFTZ%2BP6t%2BX7xU0%2Fk6GJtOe1%2FB3arN0%2Fpmz1J4UZc%2BD6ExwjD7vioeGd5HvhvU%2BR%2BDZcGZ6YBPNfAi0G97iBPwFXqph2cW8%2BD7kjMfwtinHb6kLb6Wygk3cZytSEoptGrlScdHtLPeri1JKueACMZfU1ViJG1Sq5E43dIt7SZZFl1zuRhb%2FGOs44xFVDbrJzB5tYs35OmaXTrEmkv0DajnMWQB42mNgYNCCwk0MLxheMPrhgUuY2JiUmOqY2pjWMD1hdmPOY%2B5hPsLCwWLEksSyiOUOawzrLrYiti%2FsCuxJ7Kc45DiSOPZxmnG2cG7jvMelweXDNYXrEbcBdxf3KR4OngheLd443g18fHwZfFv4NfiX8T8TEBIIEZggsEpQS7BMcJsQl5CFUI3QAWEp4RLhCyJaIldEbURXiJ4RYxEzE0sQ2yD2TzxIfJkEk4SeRJbENIkNEg8k%2FklqSGZITpE8InlL8p2UmVSG1A6pb9Jx0ltkjGSmyDySlZF1kc2RnSK7R%2FaZnJ5cmdwB%2BST5SwpuCvsUjRTLFHcoOShNU9qhzKespGyhXKV8SPmBCpOKgUqcyjSVR6omqgmqe9RE1OrUnqkHqO9R%2F6FholGgsUZzgeYZLTUtL60WbS7tKh0OnQydXTpvdGV0O3S%2F6Gnopekt0ruhz6fvpl%2Bnv0n%2Fh4GdQYvBJUMhwwTDdYYvjFSM4oxmGd0zVjK2M84w3mYiYZJgssLkkqmO6TzTF2Z2ZjVmd8ylzP3MJ5lfsRCwcLJoszhhyWXpZdlhecZKxirHapbVPesF1ndsJGwCbBbZ%2FLA1sn1jZ2XXY3fFXsM%2Bz36V%2FS8HD4cGh2OOTI51ThJOK5zeOUs4OzmXOS9wPuUi4JLgss7lm2uU6zY3NrcSty1u39zN3Mvct7l%2F8xDzMPLw88jyaPM44ynkaeEZ59niucqLyUvPKwgAn3OqOQAAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAHjarZK9TgJBEMf%2Fd6CRaAyRhMLqCgsbL4ciglTGRPEjSiSKlnLycXJ86CEniU%2FhM9jYWPgIFkYfwd6nsDD%2Bd1mBIIUx3mZnfzs3MzszuwDCeIYG8UUwQxmAFgxxPeeuyxrmcaNYxzTuFAewi0fFQSTxqXgM11pC8TgS2oPiCUS1d8Uh8ofiSczpYcVT5LjiCPlY8Qui%2BncOr7D02y6%2FBTCrP%2Fm%2Bb5bdTrPi2I26Z9qNGtbRQBMdXMJBGRW0YOCecxEWYoiTCvxrYBunqHPdoX2bLOyrMKlZg8thDETw5K7Itci1TXlGy0124QRZZLDFU%2FexhxztMozlosTpMH6ZPge0L%2BOKGnFKjJ4WRwppHPL0PP3SI2P9jLQwFOu3GRhDfkeyDo%2F%2FG7IHgzllZQxLdquvrdCyBVvat3seJlYo06gxapUxhU2JWnFygR03sSxnEkvcpf5Y5eibGq315TDp7fKWm8zbUVl71Aqq%2FZtNnlkWmLnQtno9ycvXYbA6W2pF3aKfCayyC0Ja7Fr%2FPW70%2FHO4YM0OKxFvzf0C1MyPjwAAeNpt1VWUU2cYRuHsgxenQt1d8%2F3JOUnqAyR1d%2FcCLQVKO22pu7tQd3d3d3d3d3cXmGzumrWy3pWLs%2FNdPDMpZaWu1783l1Lpf14MnfzO6FbqVupfGkD30iR60JNe9KYP09CXfvRnAAMZxGCGMG3pW6ZjemZgKDMyEzMzC7MyG7MzB3MyF3MzD%2FMyH%2FOzAAuyEAuzCIuyGIuzBGWCRIUqOQU16jRYkqVYmmVYluVYng6GMZwRNGmxAiuyEiuzCquyGquzBmuyFmuzDuuyHuuzARuyERuzCZuyGZuzBVuyFVuzDduyHdszklGMZgd2ZAw7MZZxjGdnJrALu9LJbuzOHkxkT%2FZib%2FZhX%2FZjfw7gQA7iYA7hUA7jcI7gSI7iaI7hWI7jeE7gRE7iZE5hEqdyGqdzBmdyFmdzDudyHudzARdyERdzCZdyGZdzBVdyFVdzDddyHddzAzdyEzdzC7dyG7dzB3dyF3dzD%2FdyH%2FfzAA%2FyEA%2FzCI%2FyGI%2FzBE%2FyFE%2FzDM%2FyHM%2FzAi%2FyEi%2FzCq%2FyGq%2FzBm%2FyFm%2FzDu%2FyHu%2FzAR%2FyER%2FzCZ%2FyGZ%2FzBV%2FyFV%2FzDd%2FyHd%2FzAz%2FyEz%2FzC7%2FyG7%2FzB3%2FyF3%2FzD%2F9mpYwsy7pl3bMeWc%2BsV9Y765NNk%2FXN%2BmX9swHZwGxQNjgb0nPkmInjR0V7Uq%2FOsaPL5Y7ylE3l8tQNN7kVt%2BrmbuHW3LrbcDvam1rtzVvdm50TxrU%2FDBvRtZUY1rV5a3jXFn550Wo%2FXDNWK3dFmh7X9LimxzU9qulRTY9qelTTo5rlKLt2wk7YiaprL%2ByFvbAX9pK9ZC%2FZS%2FaSvWQv2Uv2kr1kr2KvYq9ir2KvYq9ir2KvYq9ir2Kvaq9qr2qvaq9qr2qvaq9qr2qvai%2B3l9vL7eX2cnu5vdxebi%2B3l9sr7BV2CjuFncJOYaewU9gp7NTs1LyrZq9mr2avZq9mr2avZq9mr26vbq9ur26vbq9ur26vbq9ur26vYa9hr2GvYa9hr2GvYa%2FR7oXuQ%2Feh%2B2j%2FUU7e3C3cqc%2FV3fYdof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D92H7kP3ofvQfeg%2BdB%2B6D92H7kP3ofvQfRT29B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6j6nuG3Ya7U5q%2F0hN3nCTW3Gr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XAAAAAgAAAGQEsASvABoAHgAAAB4BDwEBMzIWHQEhNTQ2OwEBJyY%2BARYfATc2AyEnAwL2IAkKiAHTHhQe%2B1AeFB4B1IcKCSAkCm9wCXoBebbDBLMTIxC7%2FRYlFSoqFSUC6rcQJBQJEJSWEPwecAIWAAAAAAQAAABkBLAETAALABcAIwA3AAATITIWBwEGIicBJjYXARYUBwEGJjURNDYJATYWFREUBicBJjQHARYGIyEiJjcBNjIfARYyPwE2MhkEfgoFCP3MCBQI%2FcwIBQMBCAgI%2FvgICgoDjAEICAoKCP74CFwBbAgFCvuCCgUIAWwIFAikCBQIpAgUBEwKCP3JCAgCNwgK2v74CBQI%2FvgIBQoCJgoF%2FvABCAgFCv3aCgUIAQgIFID%2BlAgKCggBbAgIpAgIpAgAAAAD%2F%2FD%2F8AS6BLoACQANABAAAAAyHwEWFA8BJzcTAScJAQUTA%2BAmDpkNDWPWXyL9mdYCZv4f%2FrNuBLoNmQ4mDlzWYP50%2FZrWAmb8anABTwAAAAEAAAAABLAEsAAPAAABETMyFh0BITU0NjsBEQEhArz6FR384B0V%2Bv4MBLACiv3aHRUyMhUdAiYCJgAAAAEADgAIBEwEnAAfAAABJTYWFREUBgcGLgE2NzYXEQURFAYHBi4BNjc2FxE0NgFwAoUnMFNGT4gkV09IQv2oWEFPiCRXT0hCHQP5ow8eIvzBN1EXGSltchkYEAIJm%2F2iKmAVGilucRoYEQJ%2FJioAAAACAAn%2F%2BAS7BKcAHQApAAAAMh4CFQcXFAcBFgYPAQYiJwEGIycHIi4CND4BBCIOARQeATI%2BATQmAZDItoNOAQFOARMXARY7GikT%2Fu13jgUCZLaDTk6DAXKwlFZWlLCUVlYEp06DtmQCBY15%2Fu4aJRg6FBQBEk0BAU6Dtsi2g1tWlLCUVlaUsJQAAQBkAFgErwREABkAAAE%2BAh4CFRQOAwcuBDU0PgIeAQKJMHt4dVg2Q3mEqD4%2Bp4V4Qzhadnh5A7VESAUtU3ZAOXmAf7JVVbJ%2FgHk5QHZTLQVIAAAAAf%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSM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BsgGzAbQBtQG2AbcBuAG5AboBuwG8Ab0BvgG%2FAcABwQHCAcMBxAHFAcYBxwHIAckBygHLAcwBzQHOAc8B0AHRAdIB0wHUAdUB1gHXAdgB2QHaAdsB3AHdAd4B3wHgAeEB4gHjAeQB5QHmAecB6AHpAeoB6wHsAe0B7gHvAfAB8QHyAfMB9AH1AfYB9wH4AfkB%2BgH7AfwB%2FQH%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%3D%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIGhvcml6LWFkdi14PSIwIiAvPgo8Z2x5cGggaG9yaXotYWR2LXg9IjQwMCIgLz4KPGdseXBoIHVuaWNvZGU9IiAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDM5OyIgZD0iTTUwMCA5MDBoMTAwdi0xMDBoLTEwMHYtMTAwaC00MDB2LTEwMGgtMTAwdjYwMGg1MDB2LTMwMHpNMTIwMCA3MDBoLTIwMHYtMTAwaDIwMHYtMjAwaC0zMDB2MzAwaC0yMDB2MzAwaC0xMDB2MjAwaDYwMHYtNTAwek0xMDAgMTEwMHYtMzAwaDMwMHYzMDBoLTMwMHpNODAwIDExMDB2LTMwMGgzMDB2MzAwaC0zMDB6TTMwMCA5MDBoLTEwMHYxMDBoMTAwdi0xMDB6TTEwMDAgOTAwaC0xMDB2MTAwaDEwMHYtMTAwek0zMDAgNTAwaDIwMHYtNTAwIGgtNTAwdjUwMGgyMDB2MTAwaDEwMHYtMTAwek04MDAgMzAwaDIwMHYtMTAwaC0xMDB2LTEwMGgtMjAwdjEwMGgtMTAwdjEwMGgxMDB2MjAwaC0yMDB2MTAwaDMwMHYtMzAwek0xMDAgNDAwdi0zMDBoMzAwdjMwMGgtMzAwek0zMDAgMjAwaC0xMDB2MTAwaDEwMHYtMTAwek0xMjAwIDIwMGgtMTAwdjEwMGgxMDB2LTEwMHpNNzAwIDBoLTEwMHYxMDBoMTAwdi0xMDB6TTEyMDAgMGgtMzAwdjEwMGgzMDB2LTEwMHoiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDgxOyIgZD0iTTYwMCAxMTc3cTExNyAwIDIyNCAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI0dC00NS41IC0yMjR0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNCAtNDUuNXQtMjI0IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNHQ0NS41IDIyNHQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNCA0NS41ek02NTAgOTAwaC0xMDBxLTIxIDAgLTM1LjUgLTE0LjV0LTE0LjUgLTM1LjV2LTE1MGgtMTUwIHEtMjEgMCAtMzUuNSAtMTQuNXQtMTQuNSAtMzUuNXYtMTAwcTAgLTIxIDE0LjUgLTM1LjV0MzUuNSAtMTQuNWgxNTB2LTE1MHEwIC0yMSAxNC41IC0zNS41dDM1LjUgLTE0LjVoMTAwcTIxIDAgMzUuNSAxNC41dDE0LjUgMzUuNXYxNTBoMTUwcTIxIDAgMzUuNSAxNC41dDE0LjUgMzUuNXYxMDBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjVoLTE1MHYxNTBxMCAyMSAtMTQuNSAzNS41dC0zNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA4MjsiIGQ9Ik02MDAgMTE3N3ExMTcgMCAyMjQgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNHQtNDUuNSAtMjI0dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjQgLTQ1LjV0LTIyNCA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjR0NDUuNSAyMjR0MTIzIDE4NC41dDE4NC41IDEyM3QyMjQgNDUuNXpNODUwIDcwMGgtNTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDBxMCAtMjEgMTQuNSAtMzUuNSB0MzUuNSAtMTQuNWg1MDBxMjEgMCAzNS41IDE0LjV0MTQuNSAzNS41djEwMHEwIDIxIC0xNC41IDM1LjV0LTM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTI0OyIgZD0iTTgwMCA5NDZsMjI0IDc4bC03OCAtMjI0bDIzNCAtNDVsLTE4MCAtMTU1bDE4MCAtMTU1bC0yMzQgLTQ1bDc4IC0yMjRsLTIyNCA3OGwtNDUgLTIzNGwtMTU1IDE4MGwtMTU1IC0xODBsLTQ1IDIzNGwtMjI0IC03OGw3OCAyMjRsLTIzNCA0NWwxODAgMTU1bC0xODAgMTU1bDIzNCA0NWwtNzggMjI0bDIyNCAtNzhsNDUgMjM0bDE1NSAtMTgwbDE1NSAxODB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyNTsiIGQ9Ik02NTAgMTIwMGg1MHE0MCAwIDcwIC00MC41dDMwIC04NC41di0xNTBsLTI4IC0xMjVoMzI4cTQwIDAgNzAgLTQwLjV0MzAgLTg0LjV2LTEwMHEwIC00NSAtMjkgLTc0bC0yMzggLTM0NHEtMTYgLTI0IC0zOCAtNDAuNXQtNDUgLTE2LjVoLTI1MHEtNyAwIC00MiAyNXQtNjYgNTBsLTMxIDI1aC02MXEtNDUgMCAtNzIuNSAxOHQtMjcuNSA1N3Y0MDBxMCAzNiAyMCA2M2wxNDUgMTk2bDk2IDE5OHExMyAyOCAzNy41IDQ4dDUxLjUgMjB6IE02NTAgMTEwMGwtMTAwIC0yMTJsLTE1MCAtMjEzdi0zNzVoMTAwbDEzNiAtMTAwaDIxNGwyNTAgMzc1djEyNWgtNDUwbDUwIDIyNXYxNzVoLTUwek01MCA4MDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NTAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTI2OyIgZD0iTTYwMCAxMTAwaDI1MHEyMyAwIDQ1IC0xNi41dDM4IC00MC41bDIzOCAtMzQ0cTI5IC0yOSAyOSAtNzR2LTEwMHEwIC00NCAtMzAgLTg0LjV0LTcwIC00MC41aC0zMjhxMjggLTExOCAyOCAtMTI1di0xNTBxMCAtNDQgLTMwIC04NC41dC03MCAtNDAuNWgtNTBxLTI3IDAgLTUxLjUgMjB0LTM3LjUgNDhsLTk2IDE5OGwtMTQ1IDE5NnEtMjAgMjcgLTIwIDYzdjQwMHEwIDM5IDI3LjUgNTd0NzIuNSAxOGg2MXExMjQgMTAwIDEzOSAxMDB6IE01MCAxMDAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djUwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6TTYzNiAxMDAwbC0xMzYgLTEwMGgtMTAwdi0zNzVsMTUwIC0yMTNsMTAwIC0yMTJoNTB2MTc1bC01MCAyMjVoNDUwdjEyNWwtMjUwIDM3NWgtMjE0eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxMjc7IiBkPSJNMzU2IDg3M2wzNjMgMjMwcTMxIDE2IDUzIC02bDExMCAtMTEycTEzIC0xMyAxMy41IC0zMnQtMTEuNSAtMzRsLTg0IC0xMjFoMzAycTg0IDAgMTM4IC0zOHQ1NCAtMTEwdC01NSAtMTExdC0xMzkgLTM5aC0xMDZsLTEzMSAtMzM5cS02IC0yMSAtMTkuNSAtNDF0LTI4LjUgLTIwaC0zNDJxLTcgMCAtOTAgODF0LTgzIDk0djUyNXEwIDE3IDE0IDM1LjV0MjggMjguNXpNNDAwIDc5MnYtNTAzbDEwMCAtODloMjkzbDEzMSAzMzkgcTYgMjEgMTkuNSA0MXQyOC41IDIwaDIwM3EyMSAwIDMwLjUgMjV0MC41IDUwdC0zMSAyNWgtNDU2aC03aC02aC01LjV0LTYgMC41dC01IDEuNXQtNSAydC00IDIuNXQtNCA0dC0yLjUgNC41cS0xMiAyNSA1IDQ3bDE0NiAxODNsLTg2IDgzek01MCA4MDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjV2NTAwIHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyODsiIGQ9Ik00NzUgMTEwM2wzNjYgLTIzMHEyIC0xIDYgLTMuNXQxNCAtMTAuNXQxOCAtMTYuNXQxNC41IC0yMHQ2LjUgLTIyLjV2LTUyNXEwIC0xMyAtODYgLTk0dC05MyAtODFoLTM0MnEtMTUgMCAtMjguNSAyMHQtMTkuNSA0MWwtMTMxIDMzOWgtMTA2cS04NSAwIC0xMzkuNSAzOXQtNTQuNSAxMTF0NTQgMTEwdDEzOCAzOGgzMDJsLTg1IDEyMXEtMTEgMTUgLTEwLjUgMzR0MTMuNSAzMmwxMTAgMTEycTIyIDIyIDUzIDZ6TTM3MCA5NDVsMTQ2IC0xODMgcTE3IC0yMiA1IC00N3EtMiAtMiAtMy41IC00LjV0LTQgLTR0LTQgLTIuNXQtNSAtMnQtNSAtMS41dC02IC0wLjVoLTZoLTYuNWgtNmgtNDc1di0xMDBoMjIxcTE1IDAgMjkgLTIwdDIwIC00MWwxMzAgLTMzOWgyOTRsMTA2IDg5djUwM2wtMzQyIDIzNnpNMTA1MCA4MDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTEwMHEtMjEgMCAtMzUuNSAxNC41dC0xNC41IDM1LjUgdjUwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEyOTsiIGQ9Ik01NTAgMTI5NHE3MiAwIDExMSAtNTV0MzkgLTEzOXYtMTA2bDMzOSAtMTMxcTIxIC02IDQxIC0xOS41dDIwIC0yOC41di0zNDJxMCAtNyAtODEgLTkwdC05NCAtODNoLTUyNXEtMTcgMCAtMzUuNSAxNHQtMjguNSAyOGwtOSAxNGwtMjMwIDM2M3EtMTYgMzEgNiA1M2wxMTIgMTEwcTEzIDEzIDMyIDEzLjV0MzQgLTExLjVsMTIxIC04NHYzMDJxMCA4NCAzOCAxMzh0MTEwIDU0ek02MDAgOTcydjIwM3EwIDIxIC0yNSAzMC41dC01MCAwLjUgdC0yNSAtMzF2LTQ1NnYtN3YtNnYtNS41dC0wLjUgLTZ0LTEuNSAtNXQtMiAtNXQtMi41IC00dC00IC00dC00LjUgLTIuNXEtMjUgLTEyIC00NyA1bC0xODMgMTQ2bC04MyAtODZsMjM2IC0zMzloNTAzbDg5IDEwMHYyOTNsLTMzOSAxMzFxLTIxIDYgLTQxIDE5LjV0LTIwIDI4LjV6TTQ1MCAyMDBoNTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTUwMCBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djEwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMDsiIGQ9Ik0zNTAgMTEwMGg1MDBxMjEgMCAzNS41IDE0LjV0MTQuNSAzNS41djEwMHEwIDIxIC0xNC41IDM1LjV0LTM1LjUgMTQuNWgtNTAwcS0yMSAwIC0zNS41IC0xNC41dC0xNC41IC0zNS41di0xMDBxMCAtMjEgMTQuNSAtMzUuNXQzNS41IC0xNC41ek02MDAgMzA2di0xMDZxMCAtODQgLTM5IC0xMzl0LTExMSAtNTV0LTExMCA1NHQtMzggMTM4djMwMmwtMTIxIC04NHEtMTUgLTEyIC0zNCAtMTEuNXQtMzIgMTMuNWwtMTEyIDExMCBxLTIyIDIyIC02IDUzbDIzMCAzNjNxMSAyIDMuNSA2dDEwLjUgMTMuNXQxNi41IDE3dDIwIDEzLjV0MjIuNSA2aDUyNXExMyAwIDk0IC04M3Q4MSAtOTB2LTM0MnEwIC0xNSAtMjAgLTI4LjV0LTQxIC0xOS41ek0zMDggOTAwbC0yMzYgLTMzOWw4MyAtODZsMTgzIDE0NnEyMiAxNyA0NyA1cTIgLTEgNC41IC0yLjV0NCAtNHQyLjUgLTR0MiAtNXQxLjUgLTV0MC41IC02di01LjV2LTZ2LTd2LTQ1NnEwIC0yMiAyNSAtMzF0NTAgMC41dDI1IDMwLjUgdjIwM3EwIDE1IDIwIDI4LjV0NDEgMTkuNWwzMzkgMTMxdjI5M2wtODkgMTAwaC01MDN6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMTsiIGQ9Ik02MDAgMTE3OHExMTggMCAyMjUgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNXQtNDUuNSAtMjI1dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjUgLTQ1LjV0LTIyNSA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjV0NDUuNSAyMjV0MTIzIDE4NC41dDE4NC41IDEyM3QyMjUgNDUuNXpNOTE0IDYzMmwtMjc1IDIyM3EtMTYgMTMgLTI3LjUgOHQtMTEuNSAtMjZ2LTEzN2gtMjc1IHEtMTAgMCAtMTcuNSAtNy41dC03LjUgLTE3LjV2LTE1MHEwIC0xMCA3LjUgLTE3LjV0MTcuNSAtNy41aDI3NXYtMTM3cTAgLTIxIDExLjUgLTI2dDI3LjUgOGwyNzUgMjIzcTE2IDEzIDE2IDMydC0xNiAzMnoiIC8%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%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%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%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%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlw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type=\"text\/css\">code{white-space: pre;}<\/style>\n<style type=\"text\/css\">\ndiv.sourceCode { overflow-x: auto; }\ntable.sourceCode, tr.sourceCode, td.lineNumbers, td.sourceCode {\n margin: 0; padding: 0; vertical-align: baseline; border: none; }\ntable.sourceCode { width: 100%; line-height: 100%; background-color: #f8f8f8; }\ntd.lineNumbers { text-align: right; padding-right: 4px; padding-left: 4px; color: #aaaaaa; border-right: 1px solid #aaaaaa; }\ntd.sourceCode { padding-left: 5px; }\npre, code { background-color: #f8f8f8; }\ncode > span.kw { color: #204a87; font-weight: bold; } \/* Keyword *\/\ncode > span.dt { color: #204a87; } \/* DataType *\/\ncode > span.dv { color: #0000cf; } \/* DecVal *\/\ncode > span.bn { color: #0000cf; } \/* BaseN *\/\ncode > span.fl { color: #0000cf; } \/* Float *\/\ncode > span.ch { color: #4e9a06; } \/* Char *\/\ncode > span.st { color: #4e9a06; } \/* String *\/\ncode > span.co { color: #8f5902; font-style: italic; } \/* Comment *\/\ncode > span.ot { color: #8f5902; } \/* Other *\/\ncode > span.al { color: #ef2929; } \/* Alert *\/\ncode > span.fu { color: #000000; } \/* Function *\/\ncode > span.er { color: #a40000; font-weight: bold; } \/* Error *\/\ncode > span.wa { color: #8f5902; font-weight: bold; font-style: italic; } \/* Warning *\/\ncode > span.cn { color: #000000; } \/* Constant *\/\ncode > span.sc { color: #000000; } \/* SpecialChar *\/\ncode > span.vs { color: #4e9a06; } \/* VerbatimString *\/\ncode > span.ss { color: #4e9a06; } \/* SpecialString *\/\ncode > span.im { } \/* Import *\/\ncode > span.va { color: #000000; } \/* Variable *\/\ncode > span.cf { color: #204a87; font-weight: bold; } \/* ControlFlow *\/\ncode > span.op { color: #ce5c00; font-weight: bold; } \/* Operator *\/\ncode > span.pp { color: #8f5902; font-style: italic; } \/* Preprocessor *\/\ncode > span.ex { } \/* Extension *\/\ncode > span.at { color: #c4a000; } \/* Attribute *\/\ncode > span.do { color: #8f5902; font-weight: bold; font-style: italic; } \/* Documentation *\/\ncode > span.an { color: #8f5902; font-weight: bold; font-style: italic; } \/* Annotation *\/\ncode > span.cv { color: #8f5902; font-weight: bold; font-style: italic; } \/* CommentVar *\/\ncode > span.in { color: #8f5902; font-weight: bold; font-style: italic; } \/* Information *\/\ndiv.sourceCode {\n overflow-x: visible;\n}\n<\/style>\n<style type=\"text\/css\">\n pre:not([class]) {\n background-color: white;\n }\n<\/style>\n\n\n<style type=\"text\/css\">\nh1 {\n font-size: 34px;\n}\nh1.title {\n font-size: 38px;\n}\nh2 {\n font-size: 30px;\n}\nh3 {\n font-size: 24px;\n}\nh4 {\n font-size: 18px;\n}\nh5 {\n font-size: 16px;\n}\nh6 {\n font-size: 12px;\n}\n.table th:not([align]) {\n text-align: left;\n}\n<\/style>\n\n\n<\/head>\n\n<body>\n\n<style type=\"text\/css\">\n.main-container {\n max-width: 940px;\n margin-left: auto;\n margin-right: auto;\n}\ncode {\n color: inherit;\n background-color: rgba(0, 0, 0, 0.04);\n}\nimg {\n max-width:100%;\n height: auto;\n}\n.tabbed-pane {\n padding-top: 12px;\n}\nbutton.code-folding-btn:focus {\n outline: none;\n}\n<\/style>\n\n\n\n<div class=\"container-fluid main-container\">\n\n\n<script>\n$(document).ready(function () {\n window.buildTabsets(\"TOC\");\n});\n<\/script>\n\n\n<style type=\"text\/css\">\n.code-folding-btn { margin-bottom: 4px; }\n<\/style>\n<script>\n$(document).ready(function () {\n window.initializeCodeFolding(\"show\" === \"show\");\n});\n<\/script>\n\n\n\n\n<script>\n$(document).ready(function () {\n\n \/\/ move toc-ignore selectors from section div to header\n $('div.section.toc-ignore')\n .removeClass('toc-ignore')\n .children('h1,h2,h3,h4,h5').addClass('toc-ignore');\n\n \/\/ establish options\n var options = {\n selectors: \"h1,h2,h3\",\n theme: \"bootstrap3\",\n context: '.toc-content',\n hashGenerator: function (text) {\n return text.replace(\/[.\\\\\/?&!#<>]\/g, '').replace(\/\\s\/g, '_').toLowerCase();\n },\n ignoreSelector: \".toc-ignore\",\n scrollTo: 0\n };\n options.showAndHide = true;\n options.smoothScroll = true;\n\n \/\/ tocify\n var toc = $(\"#TOC\").tocify(options).data(\"toc-tocify\");\n});\n<\/script>\n\n<style type=\"text\/css\">\n\n#TOC {\n margin: 25px 0px 20px 0px;\n}\n@media (max-width: 768px) {\n#TOC {\n position: relative;\n width: 100%;\n}\n}\n\n\n.toc-content {\n padding-left: 30px;\n padding-right: 40px;\n}\n\ndiv.main-container {\n max-width: 1200px;\n}\n\ndiv.tocify {\n width: 20%;\n max-width: 260px;\n max-height: 85%;\n}\n\n@media (min-width: 768px) and (max-width: 991px) {\n div.tocify {\n width: 25%;\n }\n}\n\n@media (max-width: 767px) {\n div.tocify {\n width: 100%;\n max-width: none;\n }\n}\n\n.tocify ul, .tocify li {\n line-height: 20px;\n}\n\n.tocify-subheader .tocify-item {\n font-size: 0.90em;\n padding-left: 25px;\n text-indent: 0;\n}\n\n.tocify .list-group-item {\n border-radius: 0px;\n}\n\n\n<\/style>\n\n\n<div class=\"row-fluid\">\n<div class=\"col-xs-12 col-sm-4 col-md-3\">\n<div id=\"TOC\" class=\"tocify\">\n<\/div>\n<\/div>\n\n<div class=\"toc-content col-xs-12 col-sm-8 col-md-9\">\n\n\n\n\n<div class=\"fluid-row\" id=\"header\">\n\n<div class=\"btn-group pull-right\">\n<button type=\"button\" class=\"btn btn-default btn-xs dropdown-toggle\" data-toggle=\"dropdown\" aria-haspopup=\"true\" aria-expanded=\"false\"><span>Code<\/span> <span class=\"caret\"><\/span><\/button>\n<ul class=\"dropdown-menu\" style=\"min-width: 50px;\">\n<li><a id=\"rmd-show-all-code\" href=\"#\">Show All Code<\/a><\/li>\n<li><a id=\"rmd-hide-all-code\" href=\"#\">Hide All Code<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<h1 class=\"title toc-ignore\">\u805a\u7c7b\u5206\u6790<\/h1>\n\n<\/div>\n\n\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">1<\/span> \u6982\u8ff0<\/h1>\n<hr \/>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u805a\u7c7b\u5206\u6790\u662f\u4e00\u79cd\u5e94\u7528\u5e7f\u6cdb\u7684\u6570\u636e\u6316\u6398\u6280\u672f\u3002\u5b83\u7684\u57fa\u672c\u539f\u7406\u662f\u5c06\u76f8\u540c\u6216\u76f8\u4f3c\u7684\u5bf9\u8c61\u901a\u8fc7\u4e0d\u540c\u65b9\u5f0f\uff08\u4f8b\u5982\u91c7\u7528\u8ddd\u79bb\u5b9a\u4e49\uff09\u5212\u5206\u5230\u540c\u4e00\u4e2a\u7ec4\uff08\u7c07\uff09\uff0c\u805a\u7c7b\u5206\u6790\u4e8b\u5148\u4e0d\u9700\u8981\u5177\u5907\u4efb\u4f55\u5206\u7c7b\u4fe1\u606f\uff0c\u53ef\u4ee5\u7b80\u5355\u5730\u901a\u8fc7\u5224\u65ad\u6570\u636e\u7279\u5f81\u7684\u76f8\u4f3c\u6027\u76f4\u63a5\u8fdb\u884c\u6570\u636e\u5f52\u7c7b\u3002<\/p>\n<p>\u2003\u2003\u805a\u7c7b\u5206\u6790\u65b9\u6cd5\u5e94\u7528\u76f8\u5f53\u5e7f\u6cdb\uff0c\u76ee\u524d\u5df2\u7ecf\u88ab\u5e94\u7528\u4e8e\u5404\u4e2a\u9886\u57df\u3002\u5728\u751f\u7269\u5b66\u65b9\u9762\uff0c\u5df2\u7ecf\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8003\u53e4\u5b66\u3001\u5730\u8d28\u52d8\u63a2\u8c03\u67e5\u3001\u571f\u58e4\u5206\u7c7b\u3001\u5929\u6c14\u9884\u62a5\u3001\u5fae\u751f\u7269\u5206\u7c7b\u3001\u519c\u4f5c\u7269\u54c1\u79cd\u5206\u7c7b\u7b49\uff1b\u5728\u4f01\u4e1a\u8fd0\u8425\u65b9\u9762\uff0c\u516c\u53f8\u53ef\u4ee5\u6839\u636e\u4e2a\u4eba\u5c5e\u6027\u5212\u5206\u5ba2\u6237\uff1b\u5728\u7ecf\u6d4e\u7ba1\u7406\u3001\u793e\u4f1a\u7ecf\u6d4e\u7edf\u8ba1\u90e8\u95e8\uff0c\u4e5f\u901a\u8fc7\u805a\u7c7b\u5206\u6790\u6cd5\u8fdb\u884c\u5b9a\u91cf\u5206\u7c7b\u3002<\/p>\n<p>\u2003\u2003\u805a\u7c7b\u7b97\u6cd5\u79cd\u7c7b\u7e41\u591a\uff0c\u8fd9\u91cc\u5c06\u9009\u53d6\u5e94\u7528\u6700\u5e7f\u6cdb\u3001\u5b9e\u7528\u6027\u6700\u5f3a\u76845\u79cd\u805a\u7c7b\u7b97\u6cd5\u8fdb\u884c\u4ecb\u7ecd\uff0c\u5176\u4e2d\u5305\u62ec\uff1a<br \/>\n<strong>\u00b7K-\u5747\u503c\u805a\u7c7b\uff08K-Means\uff09<\/strong><br \/>\n<strong>\u00b7K-\u4e2d\u5fc3\u70b9\u805a\u7c7b\uff08K-Medoids\uff09<\/strong><br \/>\n<strong>\u00b7\u5bc6\u5ea6\u805a\u7c7b\uff08Densit-based Spatial Cluster of Application with Noise, DBSCAN\uff09<\/strong><br \/>\n<strong>\u00b7\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b\uff08Hierarchical Clustering, HC\uff09<\/strong><br \/>\n<strong>\u00b7\u671f\u671b\u6700\u5927\u5316\u805a\u7c7b\uff08Expectation Maximization, EM\uff09<\/strong><\/p>\n<p><\/font><\/p>\n<div id=\"k-\" class=\"section level2\">\n<h2><span class=\"header-section-number\">1.1<\/span> <strong>K-\u5747\u503c\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003K-\u5747\u503c\u7b97\u6cd5\u662f\u4e00\u79cd\u5feb\u901f\u805a\u7c7b\u65b9\u6cd5\uff0c\u6548\u7387\u9ad8\uff0c\u5bf9\u4e8e\u5f02\u5e38\u503c\u6216\u6781\u503c\u8f83\u4e3a\u654f\u611f\uff0c\u7a33\u5b9a\u6027\u4e0d\u9ad8\uff0c\u56e0\u6b64\u6bd4\u8f83\u9002\u7528\u4e8e\u5904\u7406\u5206\u5e03\u96c6\u4e2d\u7684\u5927\u6837\u672c\u6570\u636e\u96c6\u3002\u76ee\u524d\uff0c\u8bb8\u591a\u7b97\u6cd5\u5747\u56f4\u7ed5\u7740\u8be5\u7b97\u6cd5\u8fdb\u884c\u6269\u5c55\u548c\u6539\u8fdb\u3002<\/p>\n<p>\u2003\u2003K-\u5747\u503c\u7b97\u6cd5\u57fa\u672c\u601d\u60f3\uff1a \u9996\u5148\u786e\u5b9a\u9700\u8981\u5212\u5206K\u7c7b\u3002\u5728\u6570\u636e\u96c6\u4e2d\u6839\u636e\u4e00\u5b9a\u7b56\u7565\u9009\u62e9K\u4e2a\u70b9\u4f5c\u4e3a\u6bcf\u4e00\u7c7b\u7684\u521d\u59cb\u4e2d\u5fc3\uff0c\u7136\u540e\u89c2\u5bdf\u5269\u4f59\u7684\u6570\u636e\uff0c\u5c06\u6570\u636e\u5212\u5206\u5230\u8ddd\u79bb\u8fd9K\u4e2a\u70b9\u6700\u8fd1\u7684\u5206\u7c7b\u4e2d\uff0c\u5373\u5c06\u6570\u636e\u5212\u5206\u6210K\u7c7b\u5b8c\u6210\u4e00\u6b21\u5212\u5206\uff0c<strong>\u4f46\u5f62\u6210\u7684\u65b0\u5206\u7c7b\u5e76\u4e0d\u4e00\u5b9a\u662f\u6700\u597d\u7684\u5212\u5206<\/strong>\u3002\u56e0\u6b64\u751f\u6210\u7684\u65b0\u5206\u7c7b\u4e2d\uff0c<strong>\u91cd\u65b0\u8ba1\u7b97<\/strong>\u6bcf\u4e00\u7c7b\u7684\u4e2d\u5fc3\u70b9\uff0c\u7136\u540e\u5728\u91cd\u65b0\u8fdb\u884c\u5212\u5206\uff0c\u76f4\u5230\u6bcf\u6b21\u5212\u5206\u7684\u7ed3\u679c\u4fdd\u6301\u4e0d\u53d8\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5f80\u5f80\u7ecf\u8fc7\u5f88\u591a\u6b21\u8fed\u4ee3\u4ecd\u7136\u8fbe\u4e0d\u5230\u6bcf\u6b21\u5212\u5206\u7ed3\u679c\u4fdd\u6301\u4e0d\u53d8\uff0c\u751a\u81f3\u56e0\u4e3a\u6570\u636e\u7684\u5173\u7cfb\uff0c\u6839\u672c\u5c31\u8fbe\u4e0d\u5230\u8fd9\u4e2a\u7ec8\u6b62\u6761\u4ef6\uff0c\u5b9e\u9645\u5e94\u7528\u4e2d\u5f80\u5f80\u91c7\u7528\u53d8\u901a\u7684\u65b9\u6cd5\u8bbe\u7f6e\u4e00\u4e2a\u6700\u5927\u8fed\u4ee3\u6b21\u6570\uff0c<strong>\u5f53\u8fbe\u5230\u6700\u5927\u8fed\u4ee3\u6b21\u6570\u65f6\uff0c\u7ec8\u6b62\u8ba1\u7b97<\/strong>\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"k-\" class=\"section level2\">\n<h2><span class=\"header-section-number\">1.2<\/span> <strong>K-\u4e2d\u5fc3\u70b9\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003K-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\u4e0eK-\u5747\u503c\u7b97\u6cd5\u5728\u539f\u7406\u4e0a\u5341\u5206\u76f8\u8fd1\uff0c\u5b83\u662f\u9488\u5bf9\u4e8eK-\u5747\u503c\u7b97\u6cd5\u6613\u53d7\u6781\u503c\u5f71\u54cd\u8fd9\u4e00\u7f3a\u70b9\u7684\u6539\u8fdb\u7b97\u6cd5\u3002\u5728\u539f\u7406\u4e0a\u7684\u5dee\u5f02\u5728\u4e8e\uff0c\u9009\u62e9\u5404\u7c7b\u4e2d\u5fc3\u70b9\u65f6\u4e0d\u53d6\u6837\u672c\u5747\u503c\u70b9\uff0c\u800c\u5728\u7c7b\u522b\u5185\u9009\u53d6\u5230\u5176\u4f59\u6837\u672c\u8ddd\u79bb\u4e4b\u548c\u6700\u5c0f\u7684\u6837\u672c\u4e3a\u4e2d\u5fc3\u3002<\/p>\n<p>\u2003\u2003K-\u4e2d\u5fc3\u70b9\u805a\u7c7b\u57fa\u672c\u601d\u60f3\uff1a<br \/>\n\u9996\u5148\u9700\u8981\u4e8b\u5148\u786e\u5b9a\u5212\u5206\u4e3aK\u7c7b\u3002\u5728\u6570\u636e\u96c6\u4e2d\u6839\u636e\u4e00\u5b9a\u7b56\u7565\u9009\u53d6K\u4e2a\u70b9\u4f5c\u4e3a\u4e2d\u5fc3\u70b9\u96c6\uff0c\u6bcf\u4e2a\u4e2d\u5fc3\u70b9\u5bf9\u5e94\u4e00\u4e2a\u5206\u7c7b\uff0c\u5206\u522b\u8ba1\u7b97\u5404\u6837\u672c\u70b9\u5230\u5404\u4e2a\u4e2d\u5fc3\u70b9\u7684\u8ddd\u79bb\uff0c\u5c06\u6837\u672c\u70b9\u653e\u5165\u8ddd\u79bb\u4e2d\u5fc3\u70b9\u6700\u77ed\u7684\u90a3\u4e2a\u5206\u7c7b\u4e2d\u3002\u63a5\u4e0b\u6765\u8ba1\u7b97\u5404\u5206\u7c7b\u4e2d\uff0c\u8ddd\u7c7b\u5185\u5404\u6837\u672c\u70b9\u8ddd\u79bb\u7684\u7edd\u5ea6\u8bef\u5dee\u6700\u5c0f\u7684\u70b9\uff0c\u4f5c\u4e3a\u65b0\u7684\u4e2d\u5fc3\u70b9\u3002\u5982\u679c\u65b0\u7684\u4e2d\u5fc3\u70b9\u96c6\u4e0e\u539f\u4e2d\u5fc3\u70b9\u96c6\u76f8\u540c\uff0c\u7b97\u6cd5\u7ec8\u6b62\uff1b\u5982\u679c\u65b0\u7684\u4e2d\u5fc3\u70b9\u96c6\u4e0e\u539f\u4e2d\u5fc3\u70b9\u96c6\u4e0d\u5b8c\u5168\u76f8\u540c\uff0c\u5219\u7ee7\u7eed\u91cd\u590d\u786e\u5b9a\u4e2d\u5fc3\u70b9\uff0c\u7136\u540e\u91cd\u65b0\u5212\u5206\uff0c\u76f4\u5230\u6bcf\u6b21\u5212\u5206\u7684\u7ed3\u679c\u4fdd\u6301\u4e0d\u53d8\u3002<\/p>\n<pre><code>**K-\u5747\u503c\u4e0eK-\u4e2d\u5fc3\u70b9\u4f18\u7f3a\u70b9\u6bd4\u8f83**\n a) K-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\u5177\u6709\u80fd\u591f\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\uff0c\u7ed3\u679c\u7c07\u76f8\u5f53\u7d27\u51d1\uff0c\u5e76\u4e14\u7c07\u4e0e\u7c07\u4e4b\u95f4\u660e\u663e\u5206\u660e\u7684\u4f18\u70b9\uff0c\u8fd9\u4e00\u70b9\u548cK-\u5747\u503c\u7b97\u6cd5\u76f8\u540c\u3002 \n \n b) \u8be5\u7b97\u6cd5\u4e5f\u6709K-\u5747\u503c\u540c\u6837\u7684\u7f3a\u70b9\uff0c\u5982\uff1a\u5fc5\u987b\u4e8b\u5148\u786e\u5b9a\u7c7b\u7c07\u6570\u548c\u4e2d\u5fc3\u70b9\uff0c\u7c07\u6570\u548c\u4e2d\u5fc3\u70b9\u7684\u9009\u62e9\u5bf9\u7ed3\u679c\u5f71\u54cd\u5f88\u5927\uff1b\u4e00\u822c\u5728\u83b7\u5f97\u4e00\u4e2a\u5c40\u90e8\u6700\u4f18\u7684\u89e3\u540e\u5c31\u505c\u6b62\u4e86\uff1b\u5bf9\u4e8e\u9664\u6570\u503c\u578b\u4ee5\u5916\u7684\u6570\u636e\u4e0d\u9002\u5408\uff1b\u53ea\u9002\u7528\u4e8e\u805a\u7c7b\u7ed3\u679c\u4e3a\u51f8\u5f62\u7684\u6570\u636e\u96c6\u7b49\u3002 \n \n c) \u4e0eK-\u5747\u503c\u76f8\u6bd4\uff0cK-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\u5bf9\u4e8e\u566a\u58f0\u4e0d\u90a3\u4e48\u654f\u611f\uff0c\u8fd9\u6837\u5bf9\u4e8e\u79bb\u7fa4\u70b9\u5c31\u4e0d\u4f1a\u9020\u6210\u5212\u5206\u7684\u7ed3\u679c\u504f\u5dee\u8fc7\u5927\uff0c\u5c11\u6570\u6570\u636e\u4e0d\u4f1a\u9020\u6210\u91cd\u5927\u5f71\u54cd\u3002\n\n d) K-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\u7531\u4e8e\u4e0a\u8ff0\u539f\u56e0\u88ab\u8ba4\u4e3a\u662f\u5bf9K-\u5747\u503c\u7b97\u6cd5\u7684\u6539\u8fdb\uff0c\u4f46\u7531\u4e8e\u6309\u7167\u4e2d\u5fc3\u70b9\u9009\u62e9\u7684\u65b9\u5f0f\u8fdb\u884c\u8ba1\u7b97\uff0c\u7b97\u6cd5\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u4e5f\u6bd4K-means\u4e0a\u5347\u4e86O(n)\u3002<\/code><\/pre>\n<p><\/font><\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">1.3<\/span> <strong>\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u4e0a\u4e00\u90e8\u5206\u4ecb\u7ecd\u7684K-\u5747\u503c\u7b97\u6cd5\u662f\u4e00\u79cd\u65b9\u4fbf\u597d\u7528\u7684\u805a\u7c7b\u7b97\u6cd5\uff0c\u4f46\u662f\u59cb\u7ec8\u6709K\u503c\u9009\u62e9\u548c\u521d\u59cb\u805a\u7c7b\u4e2d\u5fc3\u70b9\u9009\u62e9\u7684\u95ee\u9898\uff0c\u800c\u8fd9\u4e9b\u95ee\u9898\u4e5f\u4f1a\u5f71\u54cd\u805a\u7c7b\u7684\u6548\u679c\u3002\u4e3a\u4e86\u907f\u514d\u8fd9\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u9009\u62e9\u53e6\u5916\u4e00\u79cd\u6bd4\u8f83\u5b9e\u7528\u7684\u805a\u7c7b\u7b97\u6cd5\u2014\u2014\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b\u7b97\u6cd5\u3002\u987e\u540d\u601d\u4e49\uff0c\u5c42\u6b21\u805a\u7c7b\u5c31\u662f\u4e00\u5c42\u4e00\u5c42\u7684\u8fdb\u884c\u805a\u7c7b\u3002\u5c42\u6b21\u805a\u7c7b\u53ef\u4ee5\u5206\u6210\u51dd\u805a\uff08agglomerative,\u81ea\u5e95\u5411\u4e0a\uff09\u548c\u5206\u88c2\uff08divisive\uff0c\u81ea\u9876\u5411\u4e0b\uff09\u4e24\u79cd\u65b9\u6cd5\u6765\u6784\u5efa\u805a\u7c7b\u5c42\u6b21\uff0c\u4f46\u4e0d\u7ba1\u91c7\u7528\u54ea\u79cd\u7b97\u6cd5\uff0c\u7b97\u6cd5\u90fd\u9700\u8981\u8ddd\u79bb\u7684\u76f8\u4f3c\u6027\u5ea6\u91cf\u6765\u5224\u65ad\u5bf9\u6570\u636e\u7a76\u7adf\u662f\u91c7\u53d6\u5408\u5e76\u8fd8\u662f\u5206\u88c2\u5904\u7406\u3002\u4e00\u822c\u4f7f\u7528\u8f83\u591a\u7684\u662f\u7531\u4e0b\u5411\u4e0a\u7684\u51dd\u805a\u65b9\u6cd5\u3002 \u2003\u2003\u51dd\u805a\u5c42\u6b21\u805a\u7c7b\uff1a\u8fd9\u662f\u4e00\u4e2a\u81ea\u5e95\u5411\u4e0a\u7684\u805a\u7c7b\u65b9\u6cd5\u3002\u7b97\u6cd5\u5f00\u59cb\u65f6\uff0c\u6bcf\u4e2a\u89c2\u6d4b\u6837\u4f8b\u90fd\u88ab\u5212\u5206\u5230\u5355\u72ec\u7684\u7c07\u4e2d\uff0c\u7b97\u6cd5\u8ba1\u7b97\u5f97\u51fa\u6bcf\u4e2a\u7c07\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff08\u8ddd\u79bb\uff09\uff0c\u5e76\u5c06\u4e24\u4e2a\u76f8\u4f3c\u5ea6\u6700\u9ad8\u7684\u7c07\u5408\u6210\u4e00\u4e2a\u7c07\uff0c\u7136\u540e\u53cd\u590d\u8fed\u4ee3\uff0c\u76f4\u5230\u6240\u6709\u7684\u6570\u636e\u90fd\u88ab\u5212\u5206\u5230\u4e00\u4e2a\u7c07\u4e2d\u3002 \u2003\u2003\u5206\u88c2\u5c42\u6b21\u805a\u7c7b\uff1a\u8fd9\u662f\u4e00\u79cd\u81ea\u9876\u5411\u4e0b\u7684\u805a\u7c7b\u7b97\u6cd5\uff0c\u7b97\u6cd5\u5f00\u59cb\u65f6\uff0c\u6bcf\u4e2a\u89c2\u6d4b\u6837\u4f8b\u90fd\u88ab\u5212\u5206\u540c\u4e00\u4e2a\u7c07\u4e2d\uff0c\u7136\u540e\u7b97\u6cd5\u5f00\u59cb\u5c06\u7c07\u5206\u88c2\u6210\u4e24\u4e2a\u76f8\u5f02\u5ea6\u6700\u5927\u7684\u5c0f\u7c07\uff0c\u5e76\u53cd\u590d\u8fed\u4ee3\uff0c\u76f4\u5230\u6bcf\u4e2a\u89c2\u6d4b\u503c\u5c5e\u4e8e\u5355\u72ec\u4e00\u4e2a\u7c07\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">1.4<\/span> <strong>\u5bc6\u5ea6\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003DBSCAN(Density-Based Spatial Clustering of Application with Noise)\u662f\u4e00\u79cd\u5178\u578b\u7684\u57fa\u4e8e\u5bc6\u5ea6\u7684\u805a\u7c7b\u7b97\u6cd5\uff0c\u5728DBSCAN\u7b97\u6cd5\u4e2d\u5c06\u6570\u636e\u70b9\u5206\u4e3a\u4e00\u4e0b\u4e09\u7c7b\uff1a \u6838\u5fc3\u70b9\u3002\u5728\u534a\u5f84eps\u5185\u542b\u6709\u8d85\u8fc7MinPts\u6570\u76ee\u7684\u70b9 \u8fb9\u754c\u70b9\u3002\u5728\u534a\u5f84eps\u5185\u70b9\u7684\u6570\u91cf\u5c0f\u4e8eMinPts\uff0c\u4f46\u662f\u843d\u5728\u6838\u5fc3\u70b9\u7684\u90bb\u57df\u5185 \u566a\u97f3\u70b9\u3002\u65e2\u4e0d\u662f\u6838\u5fc3\u70b9\u4e5f\u4e0d\u662f\u8fb9\u754c\u70b9\u7684\u70b9 \u2003\u2003\u5728\u8fd9\u91cc\u6709\u4e24\u4e2a\u91cf\uff0c\u4e00\u4e2a\u662f\u534a\u5f84eps\uff0c\u53e6\u4e00\u4e2a\u662f\u6307\u5b9a\u7684\u6570\u76eeMinPts\u3002<\/p>\n<p>\u2003\u2003\u4e00\u4e9b\u5176\u4ed6\u7684\u6982\u5ff5<br \/>\n1. eps\u90bb\u57df\u3002\u7b80\u5355\u6765\u8bb2\u5c31\u662f\u4e0e\u70b9p\u7684\u8ddd\u79bb\u5c0f\u4e8e\u7b49\u4e8eeps\u7684\u6240\u6709\u7684\u70b9\u7684\u96c6\u5408\u3002<br \/>\n2. \u76f4\u63a5\u5bc6\u5ea6\u53ef\u8fbe\u3002\u5982\u679cp\u5728\u6838\u5fc3\u5bf9\u8c61q\u7684eps\u90bb\u57df\u5185\uff0c\u5219\u79f0\u5bf9\u8c61p\u4ece\u5bf9\u8c61q\u51fa\u53d1\u662f\u76f4\u63a5\u5bc6\u5ea6\u53ef\u8fbe\u7684\u3002<br \/>\n3. \u5bc6\u5ea6\u53ef\u8fbe\u3002\u5bf9\u4e8e\u5bf9\u8c61\u94fe\uff0c\u4efb\u610f\u4e00\u4e2a\u5bf9\u8c61\u662f\u4ece\u5176\u524d\u4e00\u4e2a\u5bf9\u8c61\u5173\u4e8eeps\u548cMinPts\u76f4\u63a5\u5bc6\u5ea6\u53ef\u8fbe\u7684\uff0c\u5219\u8fd9\u4e00\u4e2a\u5bf9\u8c61\u662f\u4ece\u7b2c\u4e00\u4e2a\u5bf9\u8c61\u5173\u4e8eeps\u548cMinPts\u5bc6\u5ea6\u53ef\u8fbe\u7684\u3002<\/p>\n<p>\u2003\u2003\u5bc6\u5ea6\u805a\u7c7b\u7684\u6838\u5fc3\u601d\u60f3\u5c31\u662f\u5148\u53d1\u73b0\u5bc6\u5ea6\u8f83\u9ad8\u7684\u70b9\uff0c\u7136\u540e\u628a\u76f8\u8fd1\u7684\u9ad8\u5bc6\u5ea6\u70b9\u9010\u6b65\u90fd\u8fde\u6210\u4e00\u7247\uff0c\u8fdb\u800c\u751f\u6210\u5404\u79cd\u7c07\u3002\u7b97\u6cd5\u5b9e\u73b0\u4e0a\u5c31\u662f\uff0c\u5bf9\u6bcf\u4e2a\u6570\u636e\u70b9\u4e3a\u5706\u5fc3\uff0c\u4ee5eps\u4e3a\u534a\u5f84\u753b\u4e2a\u5708\uff08\u79f0\u4e3a\u90bb\u57dfeps-neigbourhood\uff09\uff0c\u7136\u540e\u6570\u6709\u591a\u5c11\u4e2a\u70b9\u5728\u8fd9\u4e2a\u5708\u5185\uff0c\u8fd9\u4e2a\u6570\u5c31\u662f\u8be5\u70b9\u5bc6\u5ea6\u503c\u3002\u7136\u540e\u6211\u4eec\u53ef\u4ee5\u9009\u53d6\u4e00\u4e2a\u5bc6\u5ea6\u9608\u503cMinPts\uff0c\u5982\u5708\u5185\u70b9\u6570\u5c0f\u4e8eMinPts\u7684\u5706\u5fc3\u70b9\u4e3a\u4f4e\u5bc6\u5ea6\u7684\u70b9\uff0c\u800c\u5927\u4e8e\u6216\u7b49\u4e8eMinPts\u7684\u5706\u5fc3\u70b9\u9ad8\u5bc6\u5ea6\u7684\u70b9\uff08\u79f0\u4e3a\u6838\u5fc3\u70b9Core 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class=\"figure\">\n<img decoding=\"async\" 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\" \/>\n\n<\/div>\n<\/div>\n<p>\u2003\u2003\u5f53\u8bbe\u7f6eMinPts=4\u7684\u65f6\u5019\uff0c\u7ea2\u70b9\u4e3a\u9ad8\u5bc6\u5ea6\u70b9\uff0c\u84dd\u70b9\u4e3a\u5f02\u5e38\u70b9\uff0c\u9ec4\u70b9\u4e3a\u8fb9\u754c\u70b9\u3002\u7ea2\u9ec4\u70b9\u4e32\u6210\u4e00\u8d77\u6210\u4e86\u4e00\u4e2a\u7c07\u3002<\/p>\n<p>\u2003\u2003\u90a3\u4e48\u6211\u4eec\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u7528DBSCAN\u6765\u805a\u7c7b\u5462\uff1f\u4e00\u822c\u6765\u8bf4\uff0c\u5982\u679c\u6570\u636e\u96c6\u662f\u7a20\u5bc6\u7684\uff0c\u5e76\u4e14\u6570\u636e\u96c6\u4e0d\u662f\u51f8\u7684\uff0c\u90a3\u4e48\u7528DBSCAN\u4f1a\u6bd4K-Means\u805a\u7c7b\u6548\u679c\u597d\u5f88\u591a\u3002\u5982\u679c\u6570\u636e\u96c6\u4e0d\u662f\u7a20\u5bc6\u7684\uff0c\u5219\u4e0d\u63a8\u8350\u7528DBSCAN\u6765\u805a\u7c7b\u3002<\/p>\n<p>\u3000\u3000\u3000\u3000\u2003\u2003DBSCAN\u7684\u4e3b\u8981\u4f18\u70b9\u6709\uff1a<\/p>\n<p>\u30001\uff09 \u53ef\u4ee5\u5bf9\u4efb\u610f\u5f62\u72b6\u7684\u7a20\u5bc6\u6570\u636e\u96c6\u8fdb\u884c\u805a\u7c7b\uff0c\u76f8\u5bf9\u7684\uff0cK-Means\u4e4b\u7c7b\u7684\u805a\u7c7b\u7b97\u6cd5\u4e00\u822c\u53ea\u9002\u7528\u4e8e\u51f8\u6570\u636e\u96c6\u3002<\/p>\n<p>\u30002\uff09 \u53ef\u4ee5\u5728\u805a\u7c7b\u7684\u540c\u65f6\u53d1\u73b0\u5f02\u5e38\u70b9\uff0c\u5bf9\u6570\u636e\u96c6\u4e2d\u7684\u5f02\u5e38\u70b9\u4e0d\u654f\u611f\u3002<\/p>\n<p>\u30003\uff09 \u805a\u7c7b\u7ed3\u679c\u6ca1\u6709\u504f\u501a\uff0c\u76f8\u5bf9\u7684\uff0cK-Means\u4e4b\u7c7b\u7684\u805a\u7c7b\u7b97\u6cd5\u521d\u59cb\u503c\u5bf9\u805a\u7c7b\u7ed3\u679c\u6709\u5f88\u5927\u5f71\u54cd\u3002<\/p>\n<p>\u2003\u2003DBSCAN\u7684\u4e3b\u8981\u7f3a\u70b9\u6709\uff1a<\/p>\n<p>1\uff09DBSCAN\u4e0d\u80fd\u5f88\u597d\u53cd\u6620\u9ad8\u7ef4\u6570\u636e\u3002\u5982\u679c\u6837\u672c\u96c6\u7684\u5bc6\u5ea6\u4e0d\u5747\u5300\u3001\u805a\u7c7b\u95f4\u8ddd\u5dee\u76f8\u5dee\u5f88\u5927\u65f6\uff0c\u805a\u7c7b\u8d28\u91cf\u8f83\u5dee\uff0c\u8fd9\u65f6\u7528DBSCAN\u805a\u7c7b\u4e00\u822c\u4e0d\u9002\u5408\u3002<\/p>\n<p>\u3000 2\uff09DBSCAN\u5bf9\u4e8e\u7528\u6237\u5b9a\u4e49\u53c2\u6570\u534a\u5f84eps\u548c\u5bc6\u5ea6\u9608\u503cMinPts\u5341\u5206\u654f\u611f\uff0c\u53c2\u6570\u53d6\u503c\u7ec6\u5fae\u7684\u4e0d\u540c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5dee\u522b\u5f88\u5927\u7684\u7ed3\u679c\uff0c\u800c\u4e14\u53c2\u6570\u7684\u9009\u53d6\u65e0\u89c4\u5f8b\u53ef\u5faa\uff0c\u53ea\u80fd\u9760\u4e0d\u65ad\u5730\u5c1d\u8bd5\u6216\u9760\u7ecf\u9a8c\u786e\u5b9a\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">1.5<\/span> <strong>\u671f\u671b\u6700\u5927\u5316\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u671f\u671b\u6700\u5927\u5316\u7b97\u6cd5\uff08\u4ee5\u4e0b\u7b80\u79f0EM\u7b97\u6cd5\uff09\u88ab\u8bc4\u4e3a\u673a\u5668\u5b66\u4e60\u5341\u5927\u7b97\u6cd5\u4e4b\u4e00\uff0c\u5b83\u7684\u601d\u8def\u5341\u5206\u5de7\u5999\uff0c\u5728\u4f7f\u7528\u8be5\u65b9\u6cd5\u8fdb\u884c\u805a\u7c7b\u65f6\uff0c\u5b83\u5c06\u6570\u636e\u96c6\u770b\u4f5c\u4e00\u4e2a\u542b\u6709\u9690\u6027\u53d8\u91cf\u7684\u6982\u7387\u6a21\u578b\uff0c\u5e76\u4ee5\u5b9e\u73b0\u6a21\u578b\u6700\u4f18\u5316\uff0c\u5373\u83b7\u53d6\u4e0e\u6570\u636e\u672c\u8eab\u6027\u8d28\u6700\u5951\u5408\u7684\u805a\u7c7b\u65b9\u5f0f\u4e3a\u76ee\u7684\uff0c\u901a\u8fc7\u201c\u53cd\u590d\u4f30\u8ba1\u201d\u6a21\u578b\u53c2\u6570\u627e\u51fa\u6700\u4f18\u89e3\uff0c\u540c\u65f6\u7ed9\u51fa\u76f8\u5e94\u7684\u6700\u4f18\u7c7b\u522b\u6570k\u3002\u201c\u53cd\u590d\u4f30\u8ba1\u201d\u7684\u8fc7\u7a0b\u5373\u4e3aEM\u7b97\u6cd5\u7684\u7cbe\u534e\u6240\u5728\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u7531E-step\uff08Exception\uff09\u548cM-step\uff08Maximization\uff09\u8fd9\u4e24\u4e2a\u6b65\u9aa4\u4ea4\u66ff\u8fdb\u884c\u6765\u5b9e\u73b0\u3002<br \/>\n\u2003\u2003EM\u7b97\u6cd5\u5373\u7b80\u5355\uff0c\u53c8\u590d\u6742\u3002\u7b80\u5355\u5728\u4e8e\u5b83\u7684\u601d\u60f3\uff0c\u5b83\u4ec5\u5305\u542b\u4e86\u4e24\u4e2a\u6b65\u9aa4\u5c31\u80fd\u5b8c\u6210\u5f3a\u5927\u7684\u529f\u80fd\uff0c\u590d\u6742\u5728\u4e8e\u5b83\u7684\u6570\u5b66\u63a8\u7406\u6d89\u53ca\u5230\u6bd4\u8f83\u7e41\u6742\u7684\u6982\u7387\u516c\u5f0f\u3002\u5927\u5bb6\u53ef\u4ee5\u901a\u8fc7\u9605\u8bfbhttps:\/\/www.cnblogs.com\/zlslch\/p\/6965374.html \u6765\u901a\u4fd7\u7406\u89e3EM\u7b97\u6cd5\u7684\u63a8\u5bfc\u8fc7\u7a0b\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<\/div>\n<div id=\"r\" class=\"section level1\">\n<h1><span class=\"header-section-number\">2<\/span> R\u7684\u5b9e\u73b0<\/h1>\n<hr \/>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><\/font><\/p>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.1<\/span> <strong>\u76f8\u5173\u8f6f\u4ef6\u5305<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"> \u672c\u7ae0\u6211\u4eec\u5c06\u63a5\u89e64\u4e2a\u8f6f\u4ef6\u5305\u2014\u2014stats\u3001cluster\u3001fpc\u4ee5\u53camclust<br \/>\n\u00b7stats\u4e3b\u8981\u5305\u542b\u4e00\u4e9b\u7edf\u8ba1\u51fd\u6570\uff0c\u4f8b\u5982\u968f\u673a\u6570\u751f\u6210\u7b49<br \/>\n\u00b7cluster\u4e13\u7528\u4e8e\u805a\u7c7b\u5206\u6790\uff0c\u542b\u6709\u4f17\u591a\u805a\u7c7b\u51fd\u6570\u4e0e\u6570\u636e\u96c6<br \/>\n\u00b7fpc\u4e2d\u542b\u6709\u4e00\u4e9b\u805a\u7c7b\u7b97\u6cd5\u51fd\u6570\uff0c\u5982\u7ebf\u6027\u56de\u5f52\u805a\u7c7b\uff0cDBSCAN\u805a\u7c7b\u7b49<br \/>\n\u00b7mclust\u5219\u4e3b\u8981\u7528\u6765\u5904\u7406\u57fa\u4e8e\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff0c\u901a\u8fc7EM\u7b97\u6cd5\u5b9e\u73b0\u7684\u805a\u7c7b\u3001\u5206\u7c7b\u4ee5\u53ca\u5bc6\u5ea6\u4f30\u8ba1\u7b49\u95ee\u9898\u3002<\/p>\n<p>\u805a\u7c7b\u7b97\u6cd5\u4e2d\u6d89\u53ca\u7684\u51fd\u6570\u8f83\u591a\uff0c\u4e3a\u907f\u514d\u6df7\u4e71\uff0c\u73b0\u5c06\u5b9e\u73b0\u5404\u7b97\u6cd5\u65f6\u4e3b\u8981\u4f7f\u7528\u7684\u51fd\u6570\u53ca\u76f8\u5173\u7684\u8f6f\u4ef6\u5305\u6574\u7406\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<table>\n<thead>\n<tr class=\"header\">\n<th>\u805a\u7c7b\u7b97\u6cd5<\/th>\n<th>\u8f6f\u4ef6\u5305<\/th>\n<th>\u4e3b\u8981\u51fd\u6570<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"odd\">\n<td>K-\u5747\u503c(K-Means)<\/td>\n<td>stats<\/td>\n<td>kmeans( )<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>K-\u4e2d\u5fc3\u70b9(K-Medoids)<\/td>\n<td>cluster<\/td>\n<td>pam( )<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b(HC)<\/td>\n<td>stats<\/td>\n<td>hclust( )\u3001cutree( )\u3001rect.hclust( )<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>\u5bc6\u5ea6\u805a\u7c7b(DBSCAN)<\/td>\n<td>fpc<\/td>\n<td>dbscan( )<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>\u671f\u671b\u6700\u5927\u5316\u805a\u7c7b(EM)<\/td>\n<td>mclust<\/td>\n<td>Mclust( )\u3001clustBIC( )\u3001densityMclust( )<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><\/font><\/p>\n<\/div>\n<div class=\"section level2 tabset tabset-fade tabset-pills\">\n<h2><span class=\"header-section-number\">2.2<\/span> <strong>\u6838\u5fc3\u51fd\u6570\u4ecb\u7ecd<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u672c\u8282\u5c06\u4f9d\u6b21\u5bf95\u79cd\u7b97\u6cd5\u7684\u6838\u5fc3\u51fd\u6570\u8fdb\u884c\u4ecb\u7ecd\uff0c\u5b83\u4eec\u5206\u522b\u662f\uff1a<code>kmeans()<\/code>\u3001<code>pam()<\/code>\u3001<code>dbscan()<\/code>\u3001<code>hclust()<\/code>\u3001<code>Mclust()<\/code>\u7b49\u3002<\/p>\n<p><\/font><\/p>\n<div id=\"kmeans\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.1<\/span> <strong>kmeans()<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>kmeans()<\/strong>\u51fd\u6570\u7684\u529f\u80fd\u662f\u5b9e\u73b0k-\u5747\u503c\u7b97\u6cd5\uff0c\u6765\u6e90\u4e8estats\u8f6f\u4ef6\u5305\u3002<\/p>\n<pre><code>kmeans(x, center, inter.max = 10, nstart = 1, algorithm = c("Hartigan-Wong", "Lloyd", "For-gy", "MacQueen"))\n<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d<br \/>\n\u2003\u2003x\u4e3a\u8fdb\u884c\u805a\u7c7b\u5206\u6790\u7684\u6570\u636e\u96c6\uff1b<br \/>\n\u2003\u2003center\u4e3a\u9884\u8bbe\u7684\u7c7b\u522b\u6570k\uff1b<br \/>\n\u2003\u2003iter.max\u8868\u793a\u8fed\u4ee3\u7684\u6700\u5927\u503c\uff08R\u4e2d\u9ed8\u8ba4\u4e3a10\u6b21\u8fed\u4ee3\uff09\uff1b<br \/>\n\u2003\u2003nstart\u4e3a\u9009\u62e9\u968f\u673a\u8d77\u59cb\u4e2d\u5fc3\u70b9\u7684\u6b21\u6570\uff0c\u9ed8\u8ba4\u4e3a1\uff1b<br \/>\n\u2003\u2003\u53c2\u6570algorithm\u63d0\u4f9b\u4e864\u79cd\u7b97\u6cd5\u9009\u62e9\uff0c\u9ed8\u8ba4\u4e3a\u201cHartigan-Wong\u201d\u7b97\u6cd5\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"pam\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.2<\/span> <strong>pam()<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>pam()<\/strong>\u51fd\u6570\u7528\u6765\u5b9e\u73b0K-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\uff0c\u6765\u6e90\u4e8ecluster\u8f6f\u4ef6\u5305\u3002<\/p>\n<pre><code>pam(x, k, diss = inherits(x, "dist"), metric = "euclidean",\n medoids = NULL, stand = FALSE, cluster.only = FALSE,\n do.swap = TRUE,\n keep.diss = !diss && !cluster.only && n < 100,\n keep.data = !diss && !cluster.only,\n pamonce = FALSE, trace.lev = 0)\n<\/code><\/pre>\n<p><span style=\"color:red\">\u6ce8\uff1apam()\u4e2d\u7684\u53c2\u6570x\u4e0ekmeans()\u4e2d\u4e0d\u5b8c\u5168\u76f8\u540c\uff0cx\u4e5f\u53ef\u4e3a\u76f8\u5f02\u5ea6\u77e9\u9635\u3002\u4ee5\u4e0b\u4ec5\u5c06x\u8868\u8ff0\u4e3a\u6570\u636e\u96c6\u3002<\/span><\/p>\n<p>\u2003\u2003\u5176\u4e2d\uff0c<br \/>\n\u2003\u2003x\u4e0ek\u5206\u522b\u8868\u793a\u5f85\u5904\u7406\u6570\u636e\u96c6\u4e0e\u7c7b\u522b\u6570\uff1b<br \/>\n\u2003\u2003metric\u53c2\u6570\u7528\u4e8e\u6837\u672c\u70b9\u4e4b\u95f4\u8ddd\u79bb\u7684\u6d4b\u7b97\u65b9\u5f0f\uff0c\u53ef\u9009\u62e9\u7684\u6709\u201ceuclidean\u201d\u548c\u201cmanhattan\u201d\uff1b<br \/>\n\u2003\u2003medoids\u9ed8\u8ba4\u53d6NULL\uff0c\u5373\u7531\u8f6f\u4ef6\u9009\u62e9\u521d\u59cb\u4e2d\u5fc3\u70b9\u6837\u672c\uff0c\u4e5f\u53ef\u4ee5\u8ba4\u4e3a\u8bbe\u5b9a\u4e00\u4e2ak\u7ef4\u5411\u91cf\u6765\u6307\u5b9a\u521d\u59cb\u70b9\uff1b<br \/>\n\u2003\u2003stand\u7528\u4e8e\u9009\u62e9\u5bf9\u6570\u636e\u8fdb\u884c\u805a\u7c7b\u524d\u662f\u5426\u9700\u8981\u8fdb\u884c\u6807\u51c6\u5316\uff1b<br \/>\n\u2003\u2003cluster.only\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4ec5\u83b7\u53d6\u5404\u6837\u672c\u6240\u5c5e\u7684\u7c7b\u522b\uff08Cluster vector\uff09\u8fd9\u4e00\u9879\u805a\u7c7b\u7ed3\u679c\uff0c\u82e5\u9009\u62e9TRUE\uff0c\u5219\u805a\u7c7b\u8fc7\u7a0b\u6548\u7387\u66f4\u9ad8\uff1b<br \/>\n\u2003\u2003keep.data\u9009\u62e9\u662f\u5426\u5728\u805a\u7c7b\u7ed3\u679c\u4e2d\u4fdd\u7559\u6570\u636e\u96c6\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"dbscan\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.3<\/span> <strong>dbscan()<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>dbscan()<\/strong>\u51fd\u6570\u7528\u4e8e\u5b9e\u73b0DBSCAN\u805a\u7c7b\u7b97\u6cd5<\/p>\n<pre><code>dbscan(data, eps, MinPts = 5, scale = FALSE, \n method = c("hybrid", "raw", "dist"), seeds = TRUE, \n showplot = FALSE, countmode = NULL)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0c<br \/>\n\u2003\u2003data\u4e3a\u5f85\u805a\u7c7b\u6570\u636e\u96c6\u6216\u8ddd\u79bb\u77e9\u9635\uff1b<br \/>\n\u2003\u2003eps\u4e3a\u8003\u5bdf\u6bcf\u4e00\u6837\u672c\u70b9\u662f\u5426\u6ee1\u8db3\u5bc6\u5ea6\u8981\u6c42\u65f6\uff0c\u6240\u5212\u5b9a\u8003\u5bdf\u90bb\u57df\u7684\u534a\u5f84\uff1b<br \/>\n\u2003\u2003MinPts\u4e3a\u5bc6\u5ea6\u9608\u503c\uff0c\u5f53\u8003\u5bdf\u70b9eps\u90bb\u57df\u5185\u7684\u6837\u672c\u70b9\u6570\u5927\u4e8e\u7b49\u4e8eMinPts\u65f6\uff0c\u8be5\u70b9\u624d\u88ab\u8ba4\u4e3a\u662f\u6838\u5fc3\u5bf9\u8c61\uff0c\u5426\u5219\u4e3a\u8fb9\u7f18\u70b9\uff1b<br \/>\n\u2003\u2003scale\u7528\u4e8e\u9009\u62e9\u662f\u5426\u5728\u805a\u7c7b\u524d\u5148\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u6807\u51c6\u5316\uff1b<br \/>\n\u2003\u2003method\u53c2\u6570\u7528\u4e8e\u9009\u62e9\u5982\u4f55\u770b\u5f85data\uff0c\u5177\u4f53\u7684\uff0c\u201chybrid\u201d\u8868\u793adata\u4e3a\u8ddd\u79bb\u77e9\u9635\uff0c\u201craw\u201c\u8868\u793adata\u4e3a\u539f\u59cb\u6570\u636e\u96c6\uff0c\u4e14\u4e0d\u8ba1\u7b97\u5176\u8ddd\u79bb\u77e9\u9635\uff0c\u201cdist\u201d\u4e5f\u5c06data\u89c6\u4e3a\u539f\u59cb\u6570\u636e\u96c6\uff0c\u4f46\u8ba1\u7b97\u5c40\u90e8\u805a\u7c7b\u77e9\u9635\uff1b<br \/>\n\u2003\u2003showplot\u7528\u4e8e\u9009\u62e9\u662f\u5426\u8f93\u51fa\u805a\u7c7b\u7ed3\u679c\u793a\u610f\u56fe\uff0c\u53d6\u503c\u4e3a0\u8868\u793a\u4e0d\u7ed8\u56fe\uff0c\u53d6\u503c\u4e3a1\u8868\u793a\u6bcf\u6b21\u8fed\u4ee3\u90fd\u7ed8\u56fe\uff0c\u53d6\u503c\u4e3a2\u8868\u793a\u4ec5\u5bf9\u5b50\u8fed\u4ee3\u8fc7\u7a0b\u7ed8\u56fe\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"hclust\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.4<\/span> <strong>hclust()\u7b49<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>hclust()<\/strong>\u51fd\u6570\u3001<strong>cutree()<\/strong>\u51fd\u6570\u548c<strong>rect.hclust()<\/strong>\u51fd\u6570\u5728\u5c42\u6b21\u805a\u7c7b\u8fc7\u7a0b\u4e2d\u53d1\u6325\u4e0d\u540c\u4f5c\u7528\u3002<\/p>\n<p>\u4ecb\u7ecd<strong>hclust()<\/strong>\u51fd\u6570\u4e4b\u524d,\u9996\u5148\u4ecb\u7ecd<strong>dist()<\/strong>\u8ddd\u79bb\u51fd\u6570\u3002\u5728\u6267\u884c\u5c42\u6b21\u805a\u7c7b\u64cd\u4f5c\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u786e\u5b9a\u4e24\u4e2a\u7c07\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u5230\u5e95\u6709\u591a\u5927\uff0c\u901a\u5e38\u6211\u4eec\u4f1a\u4f7f\u7528\u4e00\u4e9b\u8ddd\u79bb\u8ba1\u7b97\u516c\u5f0f\uff1a<\/p>\n<p>\u6700\u77ed\u8ddd\u79bb\u6cd5(single linkage\uff09\uff0c\u8ba1\u7b97\u6bcf\u4e2a\u7c07\u4e4b\u95f4\u7684\u6700\u77ed\u8ddd\u79bb\uff1a dist(c1,c2) = min dist(a,b)<\/p>\n<p>\u6700\u957f\u8ddd\u79bb\u6cd5(complete linkage\uff09,\u8ba1\u7b97\u6bcf\u4e2a\u7c07\u4e2d\u4e24\u70b9\u4e4b\u95f4\u7684\u6700\u957f\u8ddd\u79bb\uff1a dist(c1,c2) = max dist(a,b)<\/p>\n<p>\u5e73\u5747\u8ddd\u79bb\u6cd5\uff08average linkage\uff09,\u8ba1\u7b97\u6bcf\u4e2a\u7c07\u4e2d\u4e24\u70b9\u4e4b\u95f4\u7684\u5e73\u5747\u8ddd\u79bb\uff1a<\/p>\n<p>\u6700\u5c0f\u65b9\u5dee\u6cd5\uff08ward\uff09,\u8ba1\u7b97\u7c07\u4e2d\u6bcf\u4e2a\u70b9\u5230\u5408\u5e76\u540e\u7684\u7c07\u4e2d\u5fc3\u7684\u8ddd\u79bb\u5dee\u7684\u5e73\u65b9\u548c\u3002<\/p>\n<p>\u8ddd\u79bb\u77e9\u9635\u8ba1\u7b97\u51fd\u6570 <code>dist()<\/code><br \/>\n<span style=\"color:red\">\u6ce8\uff1adij\u4e2dij\u8868\u793a\u6837\u54c1\uff0c\u800c\u4e0d\u662f\u7b2cij\u4e2a\u53d8\u91cf\u3002<\/span><\/p>\n<pre><code>dist(x, method = "euclidean", diag = FALSE, upper = FALSE, p = 2)\n\n\n\u5176\u4e2d\uff1a\n x: \u4e3a\u6570\u636e\u77e9\u9635 n*p\n method: \u4e3a\u8ba1\u7b97\u65b9\u6cd5\uff0c\u5305\u62ec"euclidean" \u6b27\u5f0f\u8ddd\u79bb \n "maximum" \u5207\u6bd4\u96ea\u592b\u8ddd\u79bb \n "manhattan" \u7edd\u5bf9\u503c\u8ddd\u79bb \n "canberra" \u5170\u5f0f\u8ddd\u79bb \n "minkowski" \u660e\u5f0f\u8ddd\u79bb \n "binary" \u5b9a\u6027\u53d8\u91cf\u7684\u8ddd\u79bb \n diag: \u662f\u5426\u5305\u542b\u5bf9\u89d2\u7ebf\u5143\u7d20\n upper: \u662f\u5426\u9700\u8981\u4e0a\u4e09\u89d2 \n p: \u4e3a Minkowski \u8ddd\u79bb\u7684\u5e42\u6b21<\/code><\/pre>\n<p>\u2003\u2003\u5c42\u6b21\u805a\u7c7b\u7684\u6838\u5fc3\u51fd\u6570\u4e3a<strong>hclust()<\/strong>\uff0c\u7528\u6765\u5b9e\u73b0\u5c42\u6b21\u805a\u7c7b\u7b97\u6cd5\uff0c\u5176\u57fa\u672c\u683c\u5f0f\u542b\u6709\u4e09\u4e2a\u53c2\u6570\uff1a<\/p>\n<pre><code>hclust(d, method = "complete", members = NULL)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0c<br \/>\n\u2003\u2003d\u4e3a\u5f85\u5904\u7406\u6570\u636e\u96c6\u6837\u672c\u95f4\u7684\u8ddd\u79bb\u77e9\u9635\uff0c\u53ef\u7528dist()\u51fd\u6570\u8ba1\u7b97\u5f97\u5230\uff1b<br \/>\n\u2003\u2003method\u53c2\u6570\u7528\u4e8e\u9009\u62e9\u805a\u7c7b\u7684\u5177\u4f53\u7b97\u6cd5\uff0c\u53ef\u7528\u9009\u62e9\u7684\u6709single\u3001ward\u53cacomplete\u7b497\u79cd\uff0c\u9ed8\u8ba4\u9009\u62e9complete\u65b9\u6cd5\uff1b<br \/>\n\u2003\u2003\u53c2\u6570members\u7528\u4e8e\u652f\u51fa\u6bcf\u4e2a\u5e26\u805a\u7c7b\u6837\u672c\u70b9\u662f\u7531\u51e0\u4e2a\u5355\u6837\u672c\u6784\u6210\uff0c\u5982\u5171\u67095\u4e2a\u5f85\u805a\u7c7b\u6837\u672c\u70b9\uff0c\u5f53\u6211\u4eec\u8bbe\u7f6emembers = rep(2, 5)\uff0c\u5219\u8868\u793a\u6bcf\u4e2a\u6837\u672c\u70b9\u4e2d\u5206\u522b\u662f\u67092\u4e2a\u5355\u6837\u672c\u805a\u7c7b\u7684\u7ed3\u679c\uff0c\u8be5\u53c2\u6570\u9ed8\u8ba4\u503c\u4e3aNULL\uff0c\u8868\u793a\u6bcf\u4e2a\u6837\u672c\u70b9\u672c\u8eab\u5373\u4e3a\u5355\u6837\u672c\u3002<\/p>\n<p>\u2003\u2003\u800c<strong>cutree()<\/strong>\u51fd\u6570\u53ef\u4ee5\u5bf9<strong>hclust()<\/strong>\u51fd\u6570\u7684\u805a\u7c7b\u7ed3\u679c\u8fdb\u884c\u526a\u679d\uff0c\u5373\u53ef\u4ee5\u9009\u62e9\u8f93\u51fa\u6307\u5b9a\u7c7b\u522b\u6570\u7684\u5c42\u6b21\u805a\u7c7b\u7ed3\u679c\uff0c\u5176\u683c\u5f0f\u4e3a\uff1a<\/p>\n<pre><code>cutree(tree, k = NULL, h = NULL)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0ctree\u4e3ahclust()\u51fd\u6570\u805a\u7c7b\u7684\u7ed3\u679c\uff0c\u53c2\u6570k\u548ch\u7528\u6765\u63a7\u5236\u9009\u62e9\u8f93\u51fa\u7684\u7ed3\u679c<\/p>\n<p>\u2003\u2003\u51fd\u6570<strong>rect.hclust()<\/strong>\u53ef\u4ee5\u5728plot()\u51fd\u6570\u5f62\u6210\u7684\u805a\u7c7b\u56fe\u4e2d\u5c06\u6307\u5b9a\u7c7b\u522b\u4e2d\u7684\u6837\u672c\u5206\u652f\u7528\u65b9\u6846\u8868\u793a\u51fa\u6765\uff0c\u5341\u5206\u6709\u52a9\u4e8e\u76f4\u89c2\u5206\u6790\u805a\u7c7b\u7ed3\u679c\u3002\u5176\u57fa\u672c\u683c\u5f0f\u4e3a\uff1a<\/p>\n<pre><code>rect,hclust(tree, k = NULL, which = NULL, x = NULL, h = NULL, border = 2, cluster = NULL)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0ctree\u4e3ahclust()\u7684\u805a\u7c7b\u7ed3\u679c\u3002 <\/font><\/p>\n<\/div>\n<div id=\"mclust\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.5<\/span> <strong>Mclust()\u7b49<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>Mclust()<\/strong>\u51fd\u6570\u3001<strong>mclustBIC()<\/strong>\u51fd\u6570\u53ca<strong>densityMclust()<\/strong>\u51fd\u6570\u662f\u8fdb\u884cEM\u805a\u7c7b\u7684\u51fd\u6570\uff0c\u5168\u90e8\u6765\u81ea\u4e8emclust\u8f6f\u4ef6\u5305\u3002<\/p>\n<p>\u2003\u2003<strong>Mclust()<\/strong>\u51fd\u6570\u4e3aEM\u805a\u7c7b\u7684\u6838\u5fc3\u51fd\u6570\uff0c\u5176\u57fa\u672c\u683c\u5f0f\u4e3a\uff1a<\/p>\n<pre><code>Mclust(data, G = NULL, modelNames = NULL, prior = NULL, control = emControl(), initialization = NULL, warn = FALSE, ...)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0cdata\u7528\u4e8e\u653e\u7f6e\u5f85\u5904\u7406\u7684\u6570\u636e\u96c6\uff1bG\u4e3a\u9884\u8bbe\u7c7b\u522b\u6570\uff0c\u9ed8\u8ba4\u503c\u4e3a1\u81f39\uff0c\u7531R\u8f6f\u4ef6\u6839\u636eBIC\u7684\u503c\u57281\u81f39\u4e2d\u9009\u62e9\u6700\u4f18\u503c\uff1bmodelNames\u7528\u4e8e\u8bbe\u5b9a\u6a21\u578b\u7c7b\u522b\uff0c\u8be5\u53c2\u6570\u548cG\u4e00\u6837\u4e5f\u53ef\u4ee5\u7531\u51fd\u6570\u81ea\u52a8\u9009\u53d6\u6700\u4f18\u503c\u3002<\/p>\n<p>\u2003\u2003<strong>mclustBIC()<\/strong>\u51fd\u6570\u7684\u53c2\u6570\u8bbe\u7f6e\u4e0eMclust\u57fa\u672c\u4e00\u81f4\uff0c\u7528\u4e8e\u83b7\u53d6\u6570\u636e\u96c6\u6240\u5bf9\u5e94\u7684\u53c2\u6570\u5316\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u7684BIC\u503c\uff0c\u800cBIC\u503c\u7684\u4f5c\u7528\u5373\u4f7f\u8bc4\u4ef7\u6a21\u578b\u7684\u4f18\u52a3\uff0cBIC\u503c\u8d8a\u9ad8\u6a21\u578b\u8d8a\u4f18\u3002<\/p>\n<p>\u2003\u2003<strong>densityMclust()<\/strong>\u51fd\u6570\u5229\u7528Mclust\u7684\u805a\u7c7b\u7ed3\u679c\u5bf9\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u6837\u672c\u70b9\u8fdb\u884c\u5bc6\u5ea6\u4f30\u8ba1\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.3<\/span> <strong>\u6570\u636e\u96c6<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u4e3a\u4e86\u8fd0\u7528\u5e73\u9762\u56fe\u6e05\u6670\u5730\u5c55\u793a\u805a\u7c7b\u6548\u679c\uff0c\u6211\u4eec\u9009\u7528\u4e00\u4e2a\u591a\u7ef4\u6570\u636e\u96c6\u2014\u2014\u9e22\u5c3e\u82b1(Iris)\u6765\u8fdb\u884c\u7b97\u6cd5\u6f14\u793a\uff0c\u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a150\u884c5\u5217\u7684\u4e8c\u7ef4\u8868\uff0c\u4e3aR\u57fa\u7840\u5305\u81ea\u5e26\u6570\u636e\uff0c\u542b\u6709150\u4e2a\u6837\u672c\uff0c\u5bf9\u5e94\u6570\u636e\u96c6\u7684\u6bcf\u884c\u6570\u636e\u3002\u6bcf\u884c\u6570\u636e\u5305\u542b\u6bcf\u4e2a\u6837\u672c\u7684\u56db\u4e2a\u7279\u5f81\u548c\u6837\u672c\u7684\u7c7b\u522b\u4fe1\u606f\u3002\u6bcf\u4e2a\u6837\u672c\u5305\u542b\u4e86\u82b1\u843c\u957f\u5ea6\u3001\u82b1\u843c\u5bbd\u5ea6\u3001\u82b1\u74e3\u957f\u5ea6\u3001\u82b1\u74e3\u5bbd\u5ea6\u56db\u4e2a\u7279\u5f81\uff08\u524d4\u5217\uff09\uff0c\u7b2c\u4e94\u5217\u4e3a\u54c1\u79cd\u4fe1\u606f\u3002\u8fd9\u91cc\uff0c\u6211\u4eec\u628aSpecies\u5217\u53bb\u6389\uff0c\u5c06150\u4e2a\u6837\u672c\u8fdb\u884c\u805a\u7c7b\u5206\u6790\u3002<\/p>\n<p>\u2003\u2003\u4ee5\u4e0b\u6211\u4eec\u5bf9\u6570\u636e\u8fdb\u884c\u7b80\u5355\u63a2\u7d22\u548c\u9884\u5904\u7406\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">data<\/span>(iris) <span class=\"co\"># \u83b7\u53d6\u6570\u636e\u96c6iris<\/span>\n<span class=\"kw\">summary<\/span>(iris) <span class=\"co\"># \u83b7\u53d6iris\u6570\u636e\u96c6\u7684\u6982\u51b5\u4fe1\u606f<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width \n## Min. :4.300 Min. :2.000 Min. :1.000 Min. :0.100 \n## 1st Qu.:5.100 1st Qu.:2.800 1st Qu.:1.600 1st Qu.:0.300 \n## Median :5.800 Median :3.000 Median :4.350 Median :1.300 \n## Mean :5.843 Mean :3.057 Mean :3.758 Mean :1.199 \n## 3rd Qu.:6.400 3rd Qu.:3.300 3rd Qu.:5.100 3rd Qu.:1.800 \n## Max. :7.900 Max. :4.400 Max. :6.900 Max. :2.500 \n## Species \n## setosa :50 \n## versicolor:50 \n## virginica :50 \n## \n## \n## <\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">clu_data <-<span class=\"st\"> <\/span>iris[, <span class=\"op\">-<\/span><span class=\"kw\">ncol<\/span>(iris)] <span class=\"co\"># \u8bfb\u53d6\u6570\u636e\u96c6\uff0c\u5e76\u547d\u540d\u4e3aclu_data<\/span>\n<span class=\"kw\">dim<\/span>(clu_data) <span class=\"co\"># \u83b7\u53d6\u6570\u636e\u7ef4\u5ea6<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 150 4<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">head<\/span>(clu_data) <span class=\"co\"># \u663e\u793a\u6570\u636e\u96c6clu_data\u7684\u524d6\u6761\u6570\u636e<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## 1 5.1 3.5 1.4 0.2\n## 2 4.9 3.0 1.4 0.2\n## 3 4.7 3.2 1.3 0.2\n## 4 4.6 3.1 1.5 0.2\n## 5 5.0 3.6 1.4 0.2\n## 6 5.4 3.9 1.7 0.4<\/code><\/pre>\n<p>\u2003\u2003\u4ee5\u4e0b\u6211\u4eec\u4ee5\u56fe\u5f62\u65b9\u5f0f\u5c55\u793a\u6570\u636e,\u4e0b\u56fe\u663e\u793a\u7684\u4e3a\u82b1\u843c\u957f\u5ea6\u4e0e\u5bbd\u5ea6\u7684\u6563\u70b9\u56fe\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_data<span class=\"op\">$<\/span>Sepal.Length, clu_data<span class=\"op\">$<\/span>Sepal.Width) <span class=\"co\"># \u82b1\u843c\u957f\u5ea6\u4e0e\u5bbd\u5ea6\u7684\u6563\u70b9\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/> \u2003\u2003\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u968f\u7740\u6570\u636e\u7ef4\u5ea6\u53ca\u6837\u672c\u91cf\u7684\u589e\u5927\uff0c\u4ec5\u901a\u8fc7\u6570\u636e\u63a2\u7d22\u6b65\u9aa4\u5f88\u96be\u83b7\u5f97\u5982\u6211\u4eec\u5728\u4e0a\u56fe\u770b\u5230\u7684\u4e8c\u7ef4\u6570\u636e\u4e2d\u7684\u4fe1\u606f\uff0c\u6b64\u65f6\u901a\u8fc7\u8f6f\u4ef6\u8fdb\u884c\u805a\u7c7b\u5206\u6790\u7684\u4f5c\u7528\u548c\u610f\u4e49\u5c06\u66f4\u4e3a\u663e\u8457\u3002\u4f8b\u5982\u5c06\u56db\u4e2a\u53d8\u91cf\u540c\u65f6\u5c55\u793a\u5728\u4e00\u5f20\u56fe\u4e0a\uff0c\u540c\u65f6\u5f97\u5230\u82e5\u5e72\u6563\u70b9\u56fe\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_data) <span class=\"co\"># \u7ed8\u5236\u5168\u90e8\u53d8\u91cf\u6563\u70b9\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p><span style=\"color:red\">\u6ce8\uff1a\u5f53\u6570\u636e\u96c6\u4e2d\u5404\u4e2a\u53d8\u91cf\u7684\u91cf\u7eb2\u5dee\u522b\u8f83\u5927\u65f6\uff0c\u9700\u8981\u5728\u805a\u7c7b\u5206\u6790\u524d\u5bf9\u6570\u636e\u8fdb\u884c\u6807\u51c6\u5316\u3002<\/span><\/p>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">3<\/span> \u5e94\u7528\u6848\u4f8b<\/h1>\n<hr \/>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u5f00\u59cb\u8fd0\u7528R\u8f6f\u4ef6\uff0c\u901a\u8fc75\u79cd\u805a\u7c7b\u65b9\u6cd5\u5206\u522b\u5bf9\u9e22\u5c3e\u82b1Iris\u6570\u636e\u96c6\u5c55\u5f00\u805a\u7c7b\u5206\u6790\u3002<\/p>\n<p><\/font><\/p>\n<div id=\"k--1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.1<\/span> <strong>K-\u5747\u503c\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u9996\u5148\u6211\u4eec\u5c1d\u8bd5\u5c06\u6837\u672c\u70b9\u805a\u7c7b\u4e3a\u8f83\u5c11\u7c7b\u522b\uff08\u53d6center = 3\uff09\uff0c\u5176\u4ed6\u53c2\u6570\u53d6\u9ed8\u8ba4\u503c\u6765\u5bf9Iris\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">set.seed<\/span>(<span class=\"dv\">1<\/span>) <span class=\"co\"># \u7528\u4e8e\u8bbe\u5b9a\u968f\u673a\u6570\u79cd\u5b50<\/span>\nfit_km1 <-<span class=\"st\"> <\/span><span class=\"kw\">kmeans<\/span>(clu_data, <span class=\"dt\">centers =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u7528kmeans\u7b97\u6cd5\u5bf9Iris\u6570\u636e\u96c6\u8fdb\u884c\u805a\u7c7b<\/span>\nfit_km1 <span class=\"co\"># \u8f93\u51fa\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## K-means clustering with 3 clusters of sizes 50, 38, 62\n## \n## Cluster means:\n## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## 1 5.006000 3.428000 1.462000 0.246000\n## 2 6.850000 3.073684 5.742105 2.071053\n## 3 5.901613 2.748387 4.393548 1.433871\n## \n## Clustering vector:\n## [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n## [36] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 3 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n## [71] 3 3 3 3 3 3 3 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 3 2 2 2\n## [106] 2 3 2 2 2 2 2 2 3 3 2 2 2 2 3 2 3 2 3 2 2 3 3 2 2 2 2 2 3 2 2 2 2 3 2\n## [141] 2 2 3 2 2 2 3 2 2 3\n## \n## Within cluster sum of squares by cluster:\n## [1] 15.15100 23.87947 39.82097\n## (between_SS \/ total_SS = 88.4 %)\n## \n## Available components:\n## \n## [1] "cluster" "centers" "totss" "withinss" \n## [5] "tot.withinss" "betweenss" "size" "iter" \n## [9] "ifault"<\/code><\/pre>\n<p>\u2003\u2003\u5982\u4e0a\u7ed3\u679c\u4e2d\u663e\u793a\u4e863\u4e2a\u7c7b\u522b\u6240\u542b\u6837\u672c\u6570\uff08sizes\uff09\uff0c\u5206\u522b\u4e3a62,50\u548c38\u3002\u5404\u4e2a\u7c7b\u522b\u4e2d\u5fc3\u70b9\u5750\u6807\uff08Cluster means\uff09\u5982\u4e0a\u8ff0\u7ed3\u679c\u6240\u793a\uff0c\u5373\u7b2c\u4e00\u7c7b\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u82b1\u74e3\u5bbd\u5ea6\u8f83\u5c0f\uff0c\u7b2c\u4e8c\u7c7b\u4e3a\u82b1\u843c\u957f\u5ea6\u8f83\u5c0f\u4e14\u82b1\u74e3\u957f\u5ea6\u5bbd\u5ea6\u8f83\u5c0f\uff0c\u7b2c\u4e09\u7c7b\u4e3a\u82b1\u843c\u957f\u5ea6\u8f83\u5927\u4e14\u82b1\u74e3\u5bbd\u5ea6\u8f83\u5927\u3002<\/p>\n<p>\u2003\u2003\u53e6\u5916\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u805a\u7c7b\u5411\u91cf\uff08Clustering vector\uff09\u4e00\u680f\u4e2d\u770b\u5230\u6bcf\u4e00\u4e2a\u6837\u672c\u5bf9\u5e94\u7684\u5206\u7c7b\u60c5\u51b5\u3002\u4f8b\u5982\u7b2c\u4e00\u4e2a\u6837\u672c\u88ab\u5212\u5206\u4e3a\u7b2c\u4e09\u7c7b\u4e2d\u3002<\/p>\n<p>\u2003\u2003\u5728\u8fd9\u4e4b\u540e\uff0c\u7ed3\u679c\u8f93\u51fa\u663e\u793a\u4e86\u5404\u4e2a\u5206\u7c7b\u7684\u7ec4\u5185\u5e73\u65b9\u548c\uff0c\u7b2c\u4e8c\u7c7b\u7ec4\u5185\u5e73\u65b9\u548c\u6700\u5927\uff0c\u7b2c\u4e09\u7c7b\u7ec4\u5185\u5e73\u65b9\u548c\u6700\u5c0f\uff0c\u5373\u7b2c\u4e8c\u7c7b\u6837\u672c\u7684\u5dee\u5f02\u6027\u6700\u5927\uff0c\u7b2c\u4e09\u7c7b\u6837\u672c\u7684\u5dee\u5f02\u6027\u6700\u5c0f\uff0c\u4e14\u7ec4\u5185\u5e73\u65b9\u548c\u5360\u603b\u5e73\u65b9\u548c\u768479.0%\uff0c\u8be5\u503c\u53ef\u4ee5\u7528\u4e8e\u4e0e\u7c7b\u522b\u6570\u53d6\u4e0d\u540c\u503c\u65f6\u7684\u805a\u7c7b\u7ed3\u679c\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ece\u800c\u627e\u51fa\u6700\u4f18\u805a\u7c7b\u7ed3\u679c\u3002\u8be5\u767e\u5206\u6570\u7684\u6570\u503c\u8d8a\u5927\u8868\u660e\u7ec4\u5185\u5dee\u8ddd\u8d8a\u5c0f\u3001\u7ec4\u95f4\u5dee\u8ddd\u8d8a\u5927\uff0c\u5373\u805a\u7c7b\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p>\u2003\u2003\u6700\u540e\uff0c\u6839\u636e\u83b7\u5f97\u7684\u7ed3\u679c\uff08Available components\uff09\u90e8\u5206\u6765\u5206\u522b\u83b7\u53d6\u805a\u7c7b\u7684\u5404\u9879\u8f93\u51fa\u7ed3\u679c\uff0c\u4f8b\u5982\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>centers <span class=\"co\"># \u83b7\u53d6\u5404\u7c7b\u522b\u4e2d\u5fc3\u70b9\u5750\u6807<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## 1 5.006000 3.428000 1.462000 0.246000\n## 2 6.850000 3.073684 5.742105 2.071053\n## 3 5.901613 2.748387 4.393548 1.433871<\/code><\/pre>\n<p>\u2003\u2003\u6211\u4eec\u4f9d\u6b21\u8f93\u51fa\u603b\u5e73\u65b9\u548c(totss)\u3001\u7ec4\u5185\u5e73\u65b9\u548c\u7684\u603b\u548c(tot.withinss)\uff0c\u4ee5\u53ca\u7ec4\u95f4\u5e73\u65b9\u548c(betweenss)\uff0c\u5e76\u8fdb\u884c\u7b80\u5355\u8fd0\u7b97\uff0c\u5f97\u5230\u4e0b\u9762\u7b49\u5f0f\uff1a<br \/>\n\u2003\u2003 <strong>\u7ec4\u95f4\u5e73\u65b9\u548c + \u7ec4\u5185\u5e73\u65b9\u548c = \u603b\u5e73\u65b9\u548c<\/strong><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>totss <span class=\"co\"># \u8f93\u51fa\u672c\u6b21\u805a\u7c7b\u7684\u603b\u5e73\u65b9\u548c(totss)<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 681.3706<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>tot.withinss <span class=\"co\"># \u8f93\u51fa\u672c\u6b21\u805a\u7c7b\u7684\u7ec4\u5185\u5e73\u65b9\u548c\u7684\u603b\u548c(tot.withinss)<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 78.85144<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>betweenss <span class=\"co\"># \u8f93\u51fa\u672c\u6b21\u805a\u7c7b\u7684\u7ec4\u95f4\u5e73\u65b9\u548c(betweenss)<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 602.5192<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>betweenss <span class=\"op\">+<\/span><span class=\"st\"> <\/span>fit_km1<span class=\"op\">$<\/span>tot.withinss <span class=\"co\"># \u8ba1\u7b97\u7ec4\u95f4\u53ca\u7ec4\u5185\u5e73\u65b9\u548c\u7684\u603b\u548c<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 681.3706<\/code><\/pre>\n<p>\u2003\u2003\u7531\u6b64\uff0c\u6211\u4eec\u770b\u5230\u7ec4\u95f4\u5e73\u65b9\u548c\u7ea6\u4e3a\u7ec4\u5185\u5e73\u65b9\u548c\u76844\u500d\uff0c\u5373\u7ec4\u95f4\u5dee\u8ddd\u8fdc\u5927\u4e8e\u7ec4\u5185\u5dee\u8ddd\uff0c\u8fd9\u6b63\u662f\u805a\u7c7b\u7684\u610f\u4e49\u6240\u5728\u2014\u2014\u5c06\u76f8\u4f3c\u70b9\u805a\u4e3a\u4e00\u7c7b\uff0c\u76f8\u5f02\u70b9\u5212\u5206\u4e3a\u4e0d\u540c\u7c7b\u3002<\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u4ee5\u66f4\u52a0\u76f4\u89c2\u7684\u65b9\u5f0f\u5c55\u793a\u805a\u7c7b\u7ed3\u679c\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_data, <span class=\"dt\">pch =<\/span> (fit_km1<span class=\"op\">$<\/span>cluster <span class=\"op\">-<\/span><span class=\"st\"> <\/span><span class=\"dv\">1<\/span>), <span class=\"dt\">col =<\/span> fit_km1<span class=\"op\">$<\/span>cluster) <span class=\"co\"># \u6570\u636e\u96c6\u4e2d\u805a\u4e3a3\u7c7b\u7684\u6837\u672c\u70b9\u4ee53\u79cd\u4e0d\u540c\u5f62\u72b6\u53ca\u989c\u8272\u8868\u793a<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4ece\u4e0a\u56fe\u4e2d\u6211\u4eec\u80fd\u591f\u76f4\u89c2\u770b\u5230\u6bcf\u4e00\u79cd\u5206\u7c7b\u4e4b\u95f4\u7684\u4e0d\u540c\u3002\u4e0b\u9762\uff0c\u8c03\u7528barplot\u51fd\u6570\u7ed8\u5236\u6bcf\u4e2a\u5206\u7c7b\u4e2d\u5fc3\u7684\u6761\u5f62\u56fe\u53ca\u540c\u79cd\u5c5e\u6027\u4e0d\u540c\u5206\u7c7b\u7684\u6761\u5f62\u56fe\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">barplot<\/span>(<span class=\"kw\">t<\/span>(fit_km1<span class=\"op\">$<\/span>centers), <span class=\"dt\">beside =<\/span> <span class=\"ot\">TRUE<\/span>, <span class=\"dt\">xlab =<\/span> <span class=\"st\">"\u5206\u7c7b\u60c5\u51b5"<\/span>, <span class=\"dt\">ylab =<\/span> <span class=\"st\">"\u6570\u503c"<\/span>) <span class=\"co\"># \u7ed8\u5236\u6bcf\u4e2a\u5206\u7c7b\u4e2d\u5fc3\u7684\u6761\u5f62\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">barplot<\/span>(fit_km1<span class=\"op\">$<\/span>centers, <span class=\"dt\">beside =<\/span> <span class=\"ot\">TRUE<\/span>, <span class=\"dt\">xlab =<\/span> <span class=\"st\">"\u5206\u7c7b\u60c5\u51b5"<\/span>, <span class=\"dt\">ylab =<\/span> <span class=\"st\">"\u6570\u503c"<\/span>) <span class=\"co\"># \u7ed8\u5236\u6bcf\u4e2a\u5c5e\u6027\u4e0d\u540c\u5206\u7c7b\u7684\u6761\u5f62\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u7531\u4e0a\u56fe\u53ef\u89c1\uff0c\u82b1\u843c\u6700\u957f\u7684\u4e3a\u7b2c\u4e8c\u5206\u7c7b\uff0c\u6700\u5bbd\u7684\u4e3a\u7b2c\u4e09\u5206\u7c7b\uff0c\u82b1\u74e3\u6700\u957f\u548c\u6700\u5bbd\u7684\u5747\u4e3a\u7b2c\u4e8c\u5206\u7c7b\u3002<br \/>\n\u2003\u2003\u4e0b\u9762\uff0c\u6211\u4eec\u6765\u8c03\u8282\u7c7b\u522b\u6570\u53c2\u6570center\u7684\u53d6\u503c\uff0c\u5e76\u901a\u8fc7\u524d\u9762\u6240\u8ba8\u8bba\u7684\u7ec4\u95f4\u5e73\u65b9\u548c\u5360\u603b\u5e73\u65b9\u548c\u7684\u767e\u5206\u6bd4\u503c\uff08\u4e0b\u9762\u7b80\u79f0\u4e3a\u201c\u805a\u7c7b\u4f18\u5ea6\u201d\uff09\uff0c\u6765\u6bd4\u8f83\u9009\u62e9\u51fa\u6700\u4f18\u7c7b\u522b\u6570\u3002\u5177\u4f53\u7684\uff0c\u7531\u4e8e\u5171\u6709150\u4e2a\u6837\u672c\uff0c\u6211\u4eec\u5c06\u7c7b\u522b\u6570\u4ece1\u81f3149\u53d6\u904d\uff0c\u5b9e\u73b0\u8be5\u60f3\u6cd5\u7684\u7a0b\u5e8f\u4ee3\u7801\u5982\u4e0b:<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">result <-<span class=\"st\"> <\/span><span class=\"kw\">rep<\/span>(<span class=\"dv\">0<\/span>,<span class=\"dv\">149<\/span>) <span class=\"co\"># \u8bbe\u7f6eresult\u53d8\u91cf\u7528\u4e8e\u5b58\u50a8149\u4e2a\u805a\u7c7b\u4f18\u5ea6\u503c<\/span>\n<span class=\"cf\">for<\/span>(k <span class=\"cf\">in<\/span> <span class=\"dv\">1<\/span><span class=\"op\">:<\/span><span class=\"dv\">149<\/span>) { <span class=\"co\"># \u5bf9\u7c7b\u522b\u6570k\u8fdb\u884c\u5faa\u73af<\/span>\n fit_km <-<span class=\"st\"> <\/span><span class=\"kw\">kmeans<\/span>(clu_data, <span class=\"dt\">center =<\/span> k) <span class=\"co\"># \u6bcf\u6b21\u9009\u53d6\u4e0d\u540c\u7684\u7c7b\u522b\u6570k\uff0c\u8fdb\u884cK-\u5747\u503c\u805a\u7c7b<\/span>\n result[k] <-<span class=\"st\"> <\/span>fit_km<span class=\"op\">$<\/span>betweenss<span class=\"op\">\/<\/span>fit_km<span class=\"op\">$<\/span>totss <span class=\"co\"># \u5c06\u6bcf\u6b21\u8ba1\u7b97\u5f97\u5230\u7684\u805a\u7c7b\u4f18\u5ea6k\u5b58\u50a8\u5728result\u4e2d<\/span>\n}\n<span class=\"kw\">round<\/span>(result,<span class=\"dv\">2<\/span>) <span class=\"co\"># \u5c06\u5f97\u5230\u7684\u805a\u7c7b\u4f18\u5ea6\u53d6\u4e24\u4f4d\u5c0f\u6570\u8f93\u51fa<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 0.00 0.78 0.88 0.89 0.93 0.93 0.94 0.95 0.95 0.96 0.96 0.95 0.96 0.97\n## [15] 0.97 0.97 0.97 0.98 0.98 0.97 0.97 0.98 0.98 0.97 0.98 0.98 0.98 0.98\n## [29] 0.98 0.98 0.98 0.98 0.98 0.98 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99\n## [43] 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99\n## [57] 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 1.00 1.00 1.00\n## [71] 1.00 1.00 0.99 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [85] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [99] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [113] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [127] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [141] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00<\/code><\/pre>\n<p>\u2003\u2003\u7531\u4ee5\u4e0a\u8f93\u51fa\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u5927\u6982\u770b\u51fa\uff0c\u5728\u7c7b\u522b\u6570\u7ea6\u5c0f\u4e8e10\u65f6\uff0c\u968f\u7740\u7c7b\u522b\u6570\u7684\u589e\u52a0\u805a\u7c7b\u6548\u679c\u8d8a\u6765\u8d8a\u597d\uff08result\u503c\u4ece0.78\u5feb\u901f\u63d0\u9ad8\u81f30.96\u5de6\u53f3\uff09\uff1b\u4f46\u5f53\u7c7b\u522b\u6570\u8d85\u8fc710\u4ee5\u540e\u518d\u589e\u52a0\u65f6\uff0c\u805a\u7c7b\u6548\u679c\u57fa\u672c\u4e0d\u518d\u63d0\u9ad8\uff08result\u503c\u57280.96\u81f31.00\u4e4b\u95f4\u6d6e\u52a8\uff09\u3002<\/p>\n<p>\u2003\u2003\u8fd9\u4e0e\u6211\u4eec\u6240\u9884\u4f30\u7684\u7ed3\u679c\u4e00\u81f4\uff0c\u5f53\u7c7b\u522b\u6570\u57fa\u672c\u63a5\u8fd1\u6837\u672c\u70b9\u4e2a\u6570\uff0c\u5373\u63a5\u8fd1\u4e8e\u6bcf\u4e00\u5206\u7c7b\u4e2d\u53ea\u542b\u6709\u4e00\u4e2a\u6837\u672c\u7684\u60c5\u51b5\uff0c\u805a\u7c7b\u6548\u679c\u5f88\u663e\u8457\uff0c\u4f46\u662f\u6ca1\u6709\u5b9e\u9645\u610f\u4e49\u3002<\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u5bf9result\u8fdb\u884c\u5236\u56fe\u6765\u76f4\u89c2\u6bd4\u8f83\u5404\u7c7b\u522b\u6570\u4e0b\u7684\u805a\u7c7b\u4f18\u5ea6\uff0c\u4ee3\u7801\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(<span class=\"kw\">c<\/span>(<span class=\"dv\">1<\/span><span class=\"op\">:<\/span><span class=\"dv\">149<\/span>), result, <span class=\"dt\">type =<\/span> <span class=\"st\">"l"<\/span>, <span class=\"dt\">main =<\/span> <span class=\"st\">"\u805a\u7c7b\u4f18\u5ea6\u53d8\u5316"<\/span>, <span class=\"dt\">xlab =<\/span> <span class=\"st\">"\u805a\u7c7b\u4e2a\u6570"<\/span>, <span class=\"dt\">ylab =<\/span> <span class=\"st\">"\u805a\u7c7b\u4f18\u5ea6"<\/span>) <span class=\"co\"># \u5bf9result\u5236\u56fe<\/span>\n<span class=\"kw\">points<\/span>(<span class=\"dv\">10<\/span>, result[<span class=\"dv\">10<\/span>], <span class=\"dt\">pch =<\/span> <span class=\"dv\">16<\/span>) <span class=\"co\"># \u5c06\u7c7b\u522b\u6570\u4e3a10\u7684\u70b9\u7528\u5b9e\u5fc3\u5706\u6807\u51fa<\/span>\n<span class=\"kw\">legend<\/span>(<span class=\"dv\">10<\/span>, result[<span class=\"dv\">10<\/span>], <span class=\"kw\">sprintf<\/span>(<span class=\"st\">"%.f%%"<\/span>, result[<span class=\"dv\">10<\/span>]<span class=\"op\">*<\/span><span class=\"dv\">100<\/span>), <span class=\"dt\">bty =<\/span> <span class=\"st\">"n"<\/span>, <span class=\"dt\">xjust =<\/span> <span class=\"fl\">0.4<\/span>, <span class=\"dt\">cex =<\/span> <span class=\"fl\">0.8<\/span>) <span class=\"co\"># \u6807\u51fa\u805a\u7c7b\u4f18\u5ea6<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAANgCAMAAADapDIFAAABKVBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZpAAZrY6AAA6ADo6AGY6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kLY6kNtmAABmADpmAGZmOgBmOjpmOmZmOpBmZgBmZjpmZmZmZpBmZrZmkGZmkJBmkLZmkNtmtrZmtttmtv+QOgCQOjqQOmaQOpCQZjqQZmaQZpCQZraQkDqQkGaQkJCQkLaQkNuQtmaQtraQttuQtv+Q29uQ2\/+2ZgC2Zjq2Zma2ZpC2kDq2kGa2kJC2kLa2tma2tpC2tra2ttu225C227a229u22\/+2\/7a2\/9u2\/\/\/bkDrbkGbbkJDbtmbbtpDbtrbb25Db27bb29vb2\/\/b\/7bb\/9vb\/\/\/\/tmb\/tpD\/trb\/25D\/27b\/29v\/\/7b\/\/9v\/\/\/9MaWpLAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3dC3sUV6KY62oQoWcQtjDaEXOONZOND8gO3smME5ihtQ\/MjuUEYtobCOJEvdNC3f\/\/R5yq6lv1RYJavUqtUr3v84zRZXVJ1LQ\/12VVVTIEIEiy6V8AoK4EFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSECpXm\/73mfHDJ5sPzq56Nt3n40+evfTx8\/\/xMNk5\/VnB53ubT373C81+amHF\/52NJWAUrl+O0nun\/O9v\/9lHLrBQZIk32SROvvLf1ked7abjJvYSZK7n41jtrR7ny1eL0m2LlxU9ptPf2rr0eeWR+MIKNG92J6XZB6vHpsmapzDNFG38+R1V7UvbV1y62Q8rvV8cLj98MIN0Sy4tz5b0GxZ5\/xiw\/GvMv5dOl+yOBpHQInv\/dHH7mSjsze\/9Xm6m8xvyGUbeXmjOuPIZulbilW2RXnjTf7haMmDdPjN+SUNjosv6madnXzn++3nw1WyHz77UWd7CxvK2U8df7t7\/kY0DSagVGIuoKcP5rZG57s32bacBLRTKN9U4SjAZMmH6eu2ns+NKe5kp6+YFC\/r4PIih6MfNvtG2s+FSmY\/9fHC3wcKBJRKzG+Bnh69Gm3IrTo22Rnt4I8Dmh2XfLNqcZMtxemSs9fdLozJNl1b01LfSbdQxx+2s2qPQvl2+ejC9ON82FwmOyt+KhQIKJXoTmI2fwKpM9+8XBq+rG6jgKafrDjWmLVxcqxymrLCDnZxOek3\/j49Ub90yv790fH4o+zl42Kfc3Rz5U+FAgGlEgtboHs381lAq2PVKezCd8Znks5+fFgY2Ct0d5ayhcOrs4DONnO755+y\/3xAu9PjrsWfenh39dEAmkhAqcTiSaS37WTndb89K1JRvlGYB7Q37ufpbnFTNW3d7FBlYVvw\/VGxfHMB\/W46eFUdT\/effz6g2YBpoIt\/n3OOp9JAAkolls7CDw5nRyJzhTNLk8ORre3Jgcv8cOR09n1xA3RuZ\/pf\/1LYvJwGtHBqaDS4v\/\/d\/G+XDnhUDOh\/23643NBeYQN0+lOz80rJrVX\/FaCJBJRKrDgGmrWnOG99emZpNPz8uaL5WfRp4QoB7c4V+dyALk3kz078t\/6f4hbo23ZrMaHZT\/13xV\/w\/vDCE\/o0kYBSieV5oNnMzeSc64Oy\/eI76TdvPlx1wLKXv7BwTr01PdFezFl2zme6\/XqzMHjx7Ho28Mbr+V34NLKt+Ys185\/a+uv836dzfuZpIgGlEsWAbj1Idk5O99JCvW2vnKSU1et52qZHb9Mm7ixen55f5JlG7vQonymfLbm34mR+vgX67Dg76764C7+gk++bLxwDzWaBFi+NH\/3U2\/PbvV39ZI6AUok8OIMPL7\/NrvV5PT6JtHjpz1gv6+e4Z++y2exbzxauKSpem9S5KKCrj4Eu\/Lhs+3P5LHxezNn2cW\/+oEK+oN7iTHuaTkCpxIt09zffJ3+RT2N6Mtm6W3ES+23Wz2nPhtlWaOGQZ9bF2735gD5eJ6DpsKyfy2fh84JOfkz6yY29hYBedFMUmklAia4\/OurY2nk1zPv07w7bd19NvtldCGh2dj6r1jSgw8GL7NVbsxmYt056c2U7P6Djs+YXBTR9\/ehM1vI0pryg42SmX33cmQ\/oTf1kkYASXX6qenI\/zm5y81F27HLwsr0qP\/29pPXd5EWT7+dzhabn7tMqzge09XxlQKezTAvTRpcD2pmkeT6gn7LfcXbpUfrR\/eFCQO2\/s0RAia+\/v3CfpPc\/Fq5HL0h37Sd3Pv5wcHO2257No59cr5m9qBDQfEf9vIDO9sVnZ+Hno3c4vyk7HC97\/Nr+g53JFUzpp0sBdUNQFggolTo++vFBMpqG9PUfn76a+1629z7ZUM1upVQ4c3T6YHvUrm5r4WqhfDtzZUCLBzNnW6Dzt0HuZqeJXhRm7o\/uIbI9d5pqvNlbDOjgc3cOpZkElGoMjn78dju719HXd7KbuS\/f\/Xh2YimT7bW3zn3ARiGg+YfnBfT2+EdPL\/H8dDw35N+2H02+2psP5twc\/9FmbyGg+dFR++8sEVAqcnz88XhykfvsXp6zah3Pta23sId89uDum7nvzt1XbmVAV98wqbtq4uno15qOzo59Fkdll8oPCwE93XMAlJUElMqM72mcBXR0dmflLNCR4p2PhqNp7YWR82fKH58b0MfZRuacO8nKqfv5LzPZzy\/c7n7OJKBv28nWtwLKCgJKVbIzQdkNQfJLOLPe5c8p+mXy3fl7ibSLtzYe39x4VtBZQEdzlVYGdDx5aXCcfvvx7IuLl2hOdWeznlZf3z4K6OAwm5XqfqCsIqBUJOtnflwxDds\/7qYpys7tFO6KVLyXSL4R+Ojw3Nt0zAI6+mhVQLOp728mH06W1Lvg2sv0BflCD8+7P0ge0Hd7+YmuYkAHP+67HRM5AaUa2fXtD8cPtMzmHbX+dnDBM4Tzc+ujc9+rzAI62iqcBfT0x0mTi\/eynyzp4muH0u\/ePlm4pVNR+rO+eTKeJzAX0AM3ZGJEQKnE23Z+CXw3uT2aVNQ570ZMI6NHfXTPO0I6Deh4svwsoP32ZFO0X5yo38sPfJ7tXrzjnV0l9eL8+9Olv9RXT8fTBwSUVQSUCgwOR1OUsunn3xyML3W\/oDr57ZhmO9VLpgHtjDq2KqC9uR+QXXCUHRdYPlRalE+Pv3HednFn8WYik7\/dgVsyMSKgxPduPCs+69PO0V5etuy8+s4FjyfKS5duMq7czZ8EdHKx0SygvWkiO3PxHXTyO4xe3M98ftL5Xb8goE4okRNQ4htN8cwuNEq3Qyfbnvlk9Pkb1U3MHh98ulu8EdPUJKCTu4QUAzo7PT9XtdHd6S7+Pd+OLjBd8QMnv9bKgGb3h7p4wTSFgFKR7A7KD0+KF1aOe3V3\/7\/MF6tb2I3Oz90vXZE0Duj07vazgE7nIvXmp3KOHsG0vKT5XzBpPfot\/aVurr7IfSGg02iODziAgFKN7OZLO5Pbxk1nrB\/mCf1mrp+nB3OXUWa7+ml55y\/9nD52Y3rkc5zc7DTRN+Ojo4UN0EHW6p0\/ty\/YvMzuY9LKTmvllxm1Vh1dWAjo9Kr67qr7otBIAkoVxrMnM3OnjwZv7yzsaaehnT89P9p2TJK7fzyaVjQPaLqgyUZg1s1kMuE+3\/I8251tgI7y+XoUybR1Xz99tXgp\/ocHhbbmd8FPG\/p0YVRnfrd9zmcODtAQAkp8Z98XNvxmd0peNsrnYt36e6OCPp0L6P8+KFRrPCTz1Xie5qR1WTWnd8YbJXThaXafsp+6U7wz1IfxHaOSm9v7s9gXnwtf\/Inn7vPTOAJKxc4P6Ie0bndXHqXMtgmLjcoeBLLX+m7V0JGzB1+djBbZTutZLPLg3YO5p8Odpjv2rZ1XiwsYvMyf8VmcKDAfUFhBQKnY4MnKSJ4+2L7701LHpubv1fR\/\/vLqyd2Ljjr+tp1+t3vn5t2Hqxb54e8\/jW9F8n17+4+\/nHNUdPDuyXZxz\/ycXxxmBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEqjygg+P3R0dHvxyfVP2DAC5ZtQH98CSZ2XlV+vUJQDTRE1dlQE\/3Fn77reflFrCRVQxcW7EjV2FAe+3sF97eH7mTfdJ6XGoJFfwHA2isOgX0bDcN5rPCF96lQb3xpswiBBSIp04B7S7lMkvq\/TKLEFAgnhoFdHCQJIs77L0kuVXmbLyAAvHUKKDp5ubS\/vqqr11EQIF4BBQgUI0Cmu7CtxZnLdmFBzanRgEddpZqmR0WvV1mEQIKxFOngPbbaUFfF75wmvZzaaP0QgIKxFOngGbzmNJi7j89yvw8mklfahaTgAIR1Sqgw7fthcuoWo\/KLUBAgXjqFdDh4GUxoa2HZe\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oMPBi01eAj8loEA8lxXQ4bD\/MPZPCiCgQDyXF9ArQUCBeAQ02migaS43oJ9Gfwz+xc1EgPqrPqBnf5jevK7\/+9GHm3tMp4AC8VQe0LO9G6MHenwc9tujD4dnu49j\/9QvJKBAPJUHdHCQV7ObJI\/GHw6HvSTZUEEFFIin+l34fH89Teatk+mueze5saF9eAEF4qk0oHkw8390sn5OAjo4SO7H\/qlf+ssJKBBNpQHtZHvqWTXPdvNNznFAp8dCL5+AAvFUGdDTJ9l9P7Nq9kbHPMcB7WzqCKiAAjFVewz03V7reVbNzuhJxqOA9pLbsX\/mFxNQIJ6KTyINXtx49cObybSlPKBnu54LD1wLlZ+F7z+4+6Y3TubofNLmngovoEBMl3Il0uH4mGdhb35DBBSIp9KAfsz+Mfjh1\/84bmb64eFmbwsqoEA8VQa0\/\/tX2TOMf\/jv36V\/ZDEdfH\/3WewfV46AAvFUGdDu3JOMH\/fu\/e+N3URkQkCBeCoM6ODH0ROM219n\/\/z2m4MkaT3c8HM9BBSI5xKuhT9oPc\/+7G\/nG6I7G33CsYAC8VxGQJPW9Cz8f72TtL6L\/RNLEFAgnsu4G9Ov423QfBrTu71kg084FlAgnooD2k22\/vbDm8le\/OjuTIcbuxeTgAIxVRvQXpJsvUqrOTjIp89PbiYy3iDdAAEF4qn2fqAHrUeTC+CzG4hM7we6sbuJCCgQT6UB7d14Palm\/3fPZw+Tyz\/ZCAEF4qk0oP+cTVkaV7N7u\/A0zo470gP1d0nPREp34v\/h+Syg\/a82NKFeQIF4Li2gw979wvPgDze0Dy+gQDyXENDvp5NAZwHtrf9Qj8H7o19Kb8cKKBDPZVyJNI5l7\/GkpekO\/Z\/W\/jlnuwEPRy7119VP4EKXENB\/mXzw07Slw+Hf1z4IKqDAhlUf0ILBL9MP\/09AQD8dF31IA\/pqfKPRL\/\/lBBSI5lIDup50k3OVUpuhAgrEI6CRBgPNs4mAfgpc8tt2krT2J75tJ63sVs1\/LHMwQECBeDYR0N9CH+xxepAkW5MbMjuJBGxYtQGdnHYfPNkuzJzv3A4+Bf9be3pDZgEFNqzagHaS1qNhflP6rVnr0s\/Cp9Gf7iXJrXwjVECBDas2oGcP7mR3T+4k+e1Ah938HiJnu+XDNzN4kYyqLKDAhlW8C\/\/Dr4fJ7f\/VHu2zd0fF6yXr3Q60n26E7pwIKLBpVQf0TXbu\/Nb4mGc3T+faN6QfHKYboc8EFNiw6gOabnFmoTt98jjdeGw\/Tv+3\/v3oswlNX7cFFNioSwho55vsER6d\/MxR\/\/dvOuscAZ3IJjSVnEM\/+uUEFIim+oD2vzo5232cbofmZ5D67UhPlPutLaDAZlUf0O7j4Sii+Z57N9oTOU9\/LHcR0uiXE1AgmkoD+q+\/fv98dOfP7v1h59bJcHA4vZBoMwQUiKfKgL698evB49OsmEeD\/3jSvfHm3YNHsX9aSQIKxFNlQDs3fh3fAPRf3\/zb8357+9GGHiU3I6BAPFUG9OzfFx6B9HH+bnSRnmt88WTQVXe\/K7FwAQUuVGVAB99\/Pbn13Nb+\/t8Ovp7dim470nONBRTYnEoDejC3zdkZ3UKk1CM4Pqfs5UgCCsRTaUB\/eDN5mHH2HPhsPtNwcLj+dUhFnzwTCdiUSwpoFs\/e\/TQlZpoAABSCSURBVOGnk16sifSBv5yAAtFcUkB794bD\/ne9dHe71761wXPxAgrEc0kB7X91Mjz76SC7G1Nvjdspr\/\/LCSgQzSUFdPD98+HZn0b3ou+ueTeRwfH7o6OjX45DNmQFFIjnkgI67NwfDn4aDg6y\/ffOGpNAPzwpnNjfeVX6lxNQIJpLm8aU7ry\/P0m\/dL84wb6s7IlIc7ZKnpESUCCey5lIv7\/\/YHzyvf\/7N\/n5+CC9dhbN7fEi72SftModUBVQIJ6qd+En+u1xNLPz8YN\/CjoRn10M2npW+MK70vcEFVAgnmq3QGc72P32pHT\/nH7x34LmgnaXcpkltdTWrIAC8VxWQM\/+MLkR6CD0Ws7skOriDnsvSUpNKxVQIJ5KAxr1sveV1727Fh7YnGof6RGVgAJXS40Cmu7CL11Hbxce2JwaBXTYWapldli01N2dBBSIp04B7bfTghYfSpc9Hb7czZ0EFIinTgHN5jGlxdx\/epT5eTSTvtycfAEF4qlVQIdv2wuXcrZKPuZTQIF46hXQ4eBlMaGth2WvaBJQIJ6aBTQ1+HD0cn9\/\/+HRq4DrQQUUiKd+AV2LgALxCGikwUDzCGikwUDzCGikwUDzCGikwUDzCGikwUDzCGikwUDzCGikwUDzCGikwUDzCGikwUDzCGiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUATCWiUsUAT1Sygg5cPtr\/+6WT6+dlucuNNidcLKBBPvQL6WzvJtB5OEiqgwObUKqDdZOLWuKACCmxOnQLaT7c\/t54dHx9mf46yKaDA5tQpoN3Jlufp3qSgAgpsTo0COjhIksezD\/OWCiiwOTUKaDGWWUFvDwUU2KSaBjT7JLkvoMAm1TWg2Rml1nMBBTaoRgEtHAPN9JLkxmsBBTanRgHNzsLfnv\/0xv8QUGBj6hTQbB7ozsfZ5518Tn1VAdVP4DPqFND8SqRiLw8FFNigWgV0+LY938v0cwEFNqVeAR0O3v3xZO7zw7aAAhtSs4CuS0CBeAQ0wlCgmQQ0wlCgmQQ0wlCgmWoe0IuvREpW+OJFCyjwGQJ6\/otj\/ILANXatA7pMQIF4ah7Q4afjj58fNCOgQDx1D2hJAgrEI6ARhgLNJKARhgLNVMOADo7fHx0d\/XJ88vmhSwQUiKduAf3wpDAlaedV2ZcLKBBPvQKaPRB+ztbzcgsQUCCeWgW0186iub0\/cif7pPX48y8rEFAgnjoFNHuUcetZ4Qvvyt5PWUCBiOoU0O5SLsdPh\/9yAgrEU6OALjzWONdLkltlzsYLKBBPjQK66rp318IDmyOgEYYCzVSjgKa78K3FWUt24YHNqVFAh52lWmaHRW+XWYSAAvHUKaD9dlrQ14UvnKb9XNoovZCAAvHUKaDZPKa0mPtPjzI\/j2bSl5rFJKBARLUK6PBte+FSztajcgsQUCCeegV0OHhZTGjrYdk7MgkoEE\/NApoafDh6ub+\/\/\/DoVcD97AQUiKd+AV2LgALxCGiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCWiEoUAzCejaI4GmEtC1RwJNJaBrjwSaSkDXHgk0lYCuPRJoKgFdeyTQVAK69kigqQR07ZFAUwno2iOBphLQtUcCTSWga48EmkpA1x4JNJWArj0SaCoBXXsk0FQCuvZIoKkEdO2RQFMJ6NojgaYS0LVHAk0loGuPBJpKQNceCTSVgK49EmgqAV17JNBUArr2SKCpBHTtkUBTCejaI4GmEtC1RwJNJaBrjwSaSkDXHgk0lYCuPRJoKgFdeyTQVAK69kigqWoY0MHx+6Ojo1+OTwJeK6BAPHUL6IcnyczOq7IvF1AgnnoF9HQvmbf1vNwCBBSIp1YB7bWzaG7vj9zJPmk9LrUEAQXiqVNAz3bTYD4rfOFdGtQbb8osQkCBeOoU0O5SLrOk3i+zCAEF4qlRQAcHSbK4w95LkltlzsYLKBBPjQKabm4u7a+v+tpFBBSIR0DXHgk0VY0Cmu7CtxZnLdmFBzanRgEddpZqmR0WvV1mEQIKxFOngPbbaUFfF75wmvZzaaP0QgIKxFOngGbzmNJi7j89yvw8mklfahaTgAIR1Sqgw7fthUs5W4\/KLUBAgXjqFdDh4GUxoa2HZe\/IJKBAPDULaGrw4ejl\/v7+w6NXAfezE1AgnvoFdC0CCsQjoGuPBJpKQNceCTSVgK49Emiqmgf04mvhkxW+dMkCCnyOgJ730ji\/IHCNXeuALtNFIJ6aB3T46fhjmeECCsRT94CWJKBAPAIKEEhAAQLVMKCD4\/dHR0e\/HAdcCi+gQER1C+iHJ4UpSTuvyr5cQIF46hXQ072FWZ1bpe5HL6BATLUKaC+\/Gej2\/kh+Q\/rW4pPiLyagQDx1CujZbhrMZ4UvvEuDWmoevYACEdUpoN2lXGZJLfVQJAEF4qlRQLNnGC\/usFf3XHiAz6lRQFdd9+5aeGBzBBQgUI0Cmu7CtxZnLdmFBzanRgEddpZqmR0WvV1mEQIKxFOngPbbaUFfF75wmvZzaaP0QgIKxFOngGbzmNJi7j89yvw8mklfahbTynvUA4SKXbkqt\/Hethd++dajcgvYyBoGrq3Ykat0J3nwspjQ1sOQOzJdzE5+VazZqlizVdnEmq36Rw4+HL3c399\/ePQqfj2H3ozVsWarYs1W5ToGtGLejFWxZqtizVZFQEvzZqyKNVsVa7YqAlqaN2NVrNmqWLNVEdDSvBmrYs1WxZqtioCW5s1YFWu2KtZsVQS0NG\/GqlizVbFmqyKgpXkzVsWarYo1WxUBLc2bsSrWbFWs2aoIaGnejFWxZqtizVZFQEvzZqyKNVsVa7YqAlqaN2NVrNmqWLNVEdDSvBmrYs1WxZqtioCW5s1YFWu2KtZsVQS0NG\/GqlizVbFmqyKgpXkzVsWarYo1WxUBLc2bsSrWbFWs2aoIaGnejFWxZqtizVZFQAFqREABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQKA6B\/T0STtJWjuvN\/17XBODg2Tq8fhrVvHaznZvvJl9trxCreJQxTW7sTdvjQP6tj1aX63vNv2bXA9nu0vvQat4bem\/2YWALq9QqzjU3Jrd2Ju3vgHtLf8nh3UUVuh4jVrFaxt0ksK\/5ssr1CoOde6avdw3b20Dmv0nZyvdOv+wV1yPhOsuvtOs4rXle5bTdbe8Qq3iUPNrdnNv3toGNF1jt06yD7I1eX\/Tv8110Fl8o1nF63qX70VOV+vyCrWKAy2s2c29eesa0HS1tJ6PPuy3x6uKdaRrdH41WsVrOk03fpKdvem\/2ssr1CoOs7hmN\/jmrWtA0y30yVoprCvCpWv09uIXrOJ1pBtBrUeFUx3LK9QqDrO4Zjf45q1rQHvJbI11HICPIF2jj08fpP9lv\/ts+gWreB3d1r2T4rni5RVqFYdZXLMbfPPWOKDTAxtLB5AJ0E1a347PWu7k\/+22itf0KVuN8wFdWKFWcZjFNbvBN29dA1pcKT3H3yPoFCaC5Hs\/VnEMhX\/Nl1eoVbyGYkA39+YVUHLZycrWw5Ps+o1ktD6t4hgEtCqFNbvBN6+AkjvbnR5q747mh1jFMQhoVeZPz23qzSugLMr+e\/7YKo5DQKsyf5Fs4auX+uYVUJZ0\/dsdjYBWZXVAL\/vNW9eAOn9ZodHKtYpjcBa+KucE9JLfvDUOqBl0VZm+B63itZkHWpXPBdQ80Iu4hqNCo\/9kW8UxuBKpKufvwl\/mm7euAXUVcWTd2T7P+JymVRzD\/GQb18LHM390eVNv3roG1H1sIkvfZuO3Y3ajxXz3xyqOYP56GXdjiqewZjf45q1tQPP7\/b1yJ8VY8rnIj05GK3T0H2+rOIKFW14srFCrONziRPrNvHlrG1D38o6s356t0PF\/sa3i9c0dqXNH+oiKa3Zzb976BnT4m6fJRNXfSxZXqFW8tvlTHcsr1CoONbdmN\/bmrXFAPc8wssG77IZgNx9+nH3JKl7XwrliT+WMZn7NburNW+eAAmyUgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQALKFTT4\/tFF3z58+PGib\/f\/+Pr8V55MfsQPzwJ+MZgjoFwJ\/e2iJEnuL485+\/HV6INOspUnsnPrZHnUcNhNkvP6203unQwHv2QL201ur3w1fDkB5Wr49HHYufEm++hs9\/bsy4N\/KlTudHcr32zstJ5nf\/SSZFVBszSu+AH5xmc3e2U32TlJX7y6vlCCgHJlFAL6drIt2p7rXL+db5mOAjo4aK3c0Owmt548Xv7y2W66pCyg+QfpqBVjoBwB5cooboEej45yppGcO1TZS7Ixo4B2R9uhi852W8\/PHqz4VjeNb\/aabtbPwYENUNYnoFwZneRmttF5J9sD\/zT60uJ24qh7eUD7v8sjOVjsYCfbSO2tyGO\/\/TgLaP9e9q2z3RUHWaEkAeXKKG6Bnj7508dsg3Mxc6fZ2aMsoGd\/yM8jDQ623swNGB\/b7Kw4Q3Scb7UeD88ePB72boxf9nb1dix8CQHlypg\/ifRu7+7P7enZoBfzJ+lvbrdb42Ok8yeDsh348ULmCvpickj1Zvby1qNOMvrCnfQTBSWUgHJlFHfhU4MXxbYdT3p4tnvj\/z63eYODdJ\/\/NJum1G\/PF\/Q4P\/A5WeI40oODG2+WFwJfSkC5MhamMZ3t3byT3FvcEx8ctJ53Wv\/hwc6rlYvI9vnPdu++zg6fbi3Op+8m28nNf8y+2mvtjI6EOpXEOgSUK2MW0A9\/f5RuQt47STcZFw5xpv18nB8D\/bCX3H22WL9ufsx0vBvfTRamOfWS+93W3w6yff7ON\/8koKxPQLkysoAOPvz922TrWbr\/fjebvzTozE+Kz7Y\/J9OY0oQmd+c2Mkf9nGaxmyRbhUlQvdE0pnSRj\/u\/\/\/WHLMz99qop9\/ClBJQrYnB80Nput3ae\/X\/pLvy7P4w3Hue3EfvtrclZ+MzbdpLcmy3gcHqAc\/ya7PutyXXzb7Pt0Wwe6ODgcff+8DAbu3yWH8oQUK6EdGc93V78abRffTufrPTuD1njPs22MQcvxodEJwEtnBUaDk\/3JsdLZ9E9TTdSk7vfZR928\/R2b2T\/PP2\/TobdLJ0uR2I9AsrV0P\/d5EZJp2lGj39+kKZvfv\/63d54h\/3479MTSKNd+uyDl7O9+eJW69vxdPsn+RZtfz8f9M\/ZBfHZwjumMLEWAeVqOX7\/8ts7aTy39386Kt607t2De+NPBwdbszPwg\/d5K9\/tF07Krzg19Gn0hcKZ+f5XJ2YxsS4B5ep48fX+\/sOjo+POaJLRcHTjuczZXwrNPEh2ZoEcLN\/789xz66Pt1cGPWTXP\/uG5c0isS0C5SgbfZwclOzf+PDo22V15W9DdwnbjdB9+bsBSQAeH48uO8quRsgOhg4P7ziGxLgHlCslOCv01C+j\/\/EPWyF7SGh8YfVu4kHOUwent7pKl3fBVW6CD4+Fkoun4wGf31olDoKxJQLk60n7mZ9LT0HXvDfOp9JNvHc+Oh6bbjXO3WV5y3i58vz2aZn97\/Nk\/tk2jZz0CypVxureVbhGenmQBTfew+79beb\/kfKe9d2\/Vt8bOC+joCSCT24hmE6dMYmI9AspV8TafyNRr3853tcdz5pf18tlNhxcU9JyA9h+0vn76cXbiqLu88w\/lCChXw+Awn6b0tt36+nl+rLLf3llV0PFZo4vuKH\/+Fe6nf25PL02yBcr6BJSr4TTP2mii5uhkTz+7XcjSuM74zPnZ3tZ5zyW+4BYh6XbtgySfBZWG+Onu6ocqwZcSUK6OwZNR0ca3ZRocJkly8+v9woZo+qXJvvvZXrJyE\/WieaD5taCne+mW5+AgLXW\/vXy7PChBQLky3k6u5uxMDk6ePknmnt6etm82czPra+sfV9wW9LyAvtsbHVYdvPzr+AR\/r53cfCShBBNQroh3DyYXw88COr1UM5fmdH6bM7vbUrqN+s3CkuZm2s+Wv3d3EtvBi8nufz+7X5P9eEIJKFfE8ezDlRPcPzyY3pluanDYTpbz128vBfT0x\/3Z3ZffPZhtdZ7ufRf020JGQLl6XiztVr\/7cf\/pyl3twfHy1\/p\/umivvL9\/3sknKEtAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIE+v8BTPlae3CMB5gAAAAASUVORK5CYII=\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e8b\u5b9e\u4e0a\uff0c\u6700\u4f18\u7c7b\u522b\u6570\u6ca1\u6709\u786e\u5207\u7684\u7b54\u6848\uff0c\u5212\u5206\u4e3a9\u7c7b\u300111\u7c7b\u621612\u7c7b\u5e76\u65e0\u592a\u5927\u5dee\u522b\uff0c\u56e0\u6b64\uff0c\u6b64\u5904\u6211\u4eec\u4e0d\u59a8\u53d6k=10\u4e3a\u6700\u4f18\u7c7b\u522b\u6570\u3002\u5728\u5b9e\u9645\u9009\u62e9\u8fc7\u7a0b\u4e2d\uff0c\u5982\u679c\u5e76\u975e\u8981\u6c42\u6709\u6781\u9ad8\u7684\u805a\u7c7b\u6548\u679c\uff0c\u53d6k=5\u62166\u5373\u53ef\uff0c\u8f83\u5c0f\u7684\u7c7b\u522b\u6570\u5728\u540e\u7eed\u7684\u6570\u636e\u5206\u6790\u4e0e\u63cf\u8ff0\u8fc7\u7a0b\u4e2d\u66f4\u52a0\u6709\u6548\u3002<\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u6765\u770b\u5212\u5206\u4e3a10\u7c7b\u7684\u805a\u7c7b\u7ed3\u679c\uff0c\u5e76\u7ed8\u5236\u805a\u7c7b\u6548\u679c\u56fe\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km2 <-<span class=\"st\"> <\/span><span class=\"kw\">kmeans<\/span>(clu_data, <span class=\"dt\">center =<\/span> <span class=\"dv\">10<\/span>) <span class=\"co\"># \u53d6\u53c2\u6570\u4e3a10\uff0c\u8fdb\u884cK-\u5747\u503c\u805a\u7c7b<\/span>\n<span class=\"kw\">plot<\/span>(clu_data, <span class=\"dt\">pch =<\/span> (fit_km2<span class=\"op\">$<\/span>cluster <span class=\"op\">-<\/span><span class=\"st\"> <\/span><span class=\"dv\">1<\/span>), <span class=\"dt\">col =<\/span> fit_km2<span class=\"op\">$<\/span>cluster) <span class=\"co\"># \u7ed8\u5236\u5212\u5206\u4e3a10\u7c7b\u7684\u6563\u70b9\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u6211\u4eec\u770b\u5230\uff0c\u5206\u7c7b\u6570\u76ee\u8fc7\u591a\u5e26\u6765\u7684\u5f71\u54cd\u662f\u56fe\u5f62\u4e0d\u6613\u8fa8\u522b\uff0c\u4e14\u63cf\u8ff0\u4e0a\u4f1a\u66f4\u52a0\u590d\u6742\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"k--1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.2<\/span> <strong>K-\u4e2d\u5fc3\u70b9\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u540c\u4f7f\u7528K-\u5747\u503c\u7b97\u6cd5\u65f6\u4e00\u6837\uff0c\u6211\u4eec\u9996\u5148\u9009\u62e9\u7c7b\u522b\u6570\u4e3a3\u7684\u60c5\u51b5\u6765\u719f\u6089pam()\u51fd\u6570\u7684\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(cluster) <span class=\"co\"># \u52a0\u8f7dcluster\u8f6f\u4ef6\u5305<\/span>\nfit_pam <-<span class=\"st\"> <\/span><span class=\"kw\">pam<\/span>(clu_data, <span class=\"dv\">3<\/span>) <span class=\"co\"># \u7528K-\u4e2d\u5fc3\u70b9\u65b9\u6cd5\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u805a\u7c7b<\/span>\nfit_pam<\/code><\/pre><\/div>\n<pre><code>## Medoids:\n## ID Sepal.Length Sepal.Width Petal.Length Petal.Width\n## [1,] 8 5.0 3.4 1.5 0.2\n## [2,] 79 6.0 2.9 4.5 1.5\n## [3,] 113 6.8 3.0 5.5 2.1\n## Clustering vector:\n## [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n## [36] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n## [71] 2 2 2 2 2 2 2 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 2 3 3 3\n## [106] 3 2 3 3 3 3 3 3 2 2 3 3 3 3 2 3 2 3 2 3 3 2 2 3 3 3 3 3 2 3 3 3 3 2 3\n## [141] 3 3 2 3 3 3 2 3 3 2\n## Objective function:\n## build swap \n## 0.6709391 0.6542077 \n## \n## Available components:\n## [1] "medoids" "id.med" "clustering" "objective" "isolation" \n## [6] "clusinfo" "silinfo" "diss" "call" "data"<\/code><\/pre>\n<p>\u2003\u2003\u4ece\u8f93\u51fa\u7ed3\u679c\u7684Medoids\u4e2d\u6211\u4eec\u770b\u5230\uff0c\u76f8\u5bf9\u4e8ekmeans\u51fd\u6570\uff0cpam\u51fd\u6570\u7684\u8f93\u51fa\u7ed3\u679c\u591a\u51fa\u4e86\u4e2d\u5fc3\u70b9ID\u8fd9\u4e00\u9879\uff0c\u8be5\u9879\u6307\u51fa\u4e86\u805a\u7c7b\u7ed3\u679c\u6240\u5bf9\u5e94\u7684\u4e2d\u5fc3\u70b9\u5206\u522b\u662f\u54ea\u51e0\u4e2a\u4e2d\u5fc3\u70b9\uff0c\u5b83\u7684\u53d8\u91cf\u53d6\u503c\u662f\u591a\u5c11\u3002\u672c\u4f8b\u4e2d\uff0c\u7b2c\u4e00\u7c7b\u7684\u4e2d\u5fc3\u70b9\u4e3a8\u53f7\u6837\u672c\uff0c\u7b2c\u4e8c\u7c7b\u7684\u4e2d\u5fc3\u70b9\u4e3a79\u53f7\u6837\u672c\uff0c\u7b2c\u4e09\u7c7b\u7684\u4e2d\u5fc3\u70b9\u4e3a113\u53f7\u6837\u672c\uff0c\u8fd9\u4e09\u4e2a\u6837\u672c\u53ef\u4ee5\u4f5c\u4e3a\u6240\u5728\u7c7b\u522b\u7684\u4ee3\u8868\u6837\u672c\uff0c\u8fd9\u4e00\u4fe1\u606f\u65e0\u6cd5\u4eceK-\u5747\u503c\u7b97\u6cd5\u4e2d\u5f97\u5230\u3002<\/p>\n<p>\u2003\u2003\u76ee\u6807\u65b9\u7a0b\u9879\uff08Objective function\uff09\u7ed9\u51fa\u4e86build\u548cswap\u8fc7\u7a0b\u4e2d\u76ee\u6807\u65b9\u7a0b\u7684\u503c\u3002\u5176\u4e2d\uff0cbuild\u8fc7\u7a0b\u7528\u4e8e\u5728\u6ca1\u6709\u6307\u5b9a\u521d\u59cb\u4e2d\u5fc3\u70b9\u60c5\u51b5\u4e0b\uff0c\u5bf9\u4e8e\u6700\u4f18\u521d\u59cb\u4e2d\u5fc3\u70b9\u7684\u5bfb\u627e\uff0cswap\u8fc7\u7a0b\u5219\u7528\u4e8e\u5728\u521d\u59cb\u4e2d\u5fc3\u70b9\u7684\u57fa\u7840\u4e0a\uff0c\u5bf9\u76ee\u6807\u65b9\u7a0b\u5bfb\u627e\u5176\u80fd\u8fbe\u5230\u5c40\u90e8\u6700\u4f18\u7c7b\u522b\u5212\u5206\u72b6\u6001\u3002<\/p>\n<p>\u2003\u2003\u9664\u6b64\u4e4b\u5916\uff0cpam()\u51fd\u6570\u8fd8\u53ef\u4ee5\u63d0\u4f9b\u4e00\u4e9b\u6570\u636e\u5904\u7406\u8fc7\u7a0b\u4e2d\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5f15\u7528\u201c$\u201d\u7b26\u53f7\u6765\u56de\u770b\u805a\u7c7b\u7ed3\u679c\u76f8\u5e94\u7684\u6570\u636e\u96c6\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7call\u6807\u7b7e\u6765\u67e5\u770b\u805a\u7c7b\u53c2\u6570\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">head<\/span>(fit_pam<span class=\"op\">$<\/span>data) <span class=\"co\"># \u56de\u770b\u4ea7\u751f\u8be5\u805a\u7c7b\u7ed3\u679c\u7684\u6570\u636e\u96c6<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## [1,] 5.1 3.5 1.4 0.2\n## [2,] 4.9 3.0 1.4 0.2\n## [3,] 4.7 3.2 1.3 0.2\n## [4,] 4.6 3.1 1.5 0.2\n## [5,] 5.0 3.6 1.4 0.2\n## [6,] 5.4 3.9 1.7 0.4<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_pam<span class=\"op\">$<\/span>call <span class=\"co\"># \u56de\u770bpam\u51fd\u6570\u7684\u53c2\u6570\u8bbe\u5b9a<\/span><\/code><\/pre><\/div>\n<pre><code>## pam(x = clu_data, k = 3)<\/code><\/pre>\n<p><\/font><\/p>\n<\/div>\n<div id=\"-1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.3<\/span> <strong>\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u4e0b\u9762\u4ecb\u7ecd\u7684\u662f\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b\u3002\u9996\u5148\u9700\u8981\u8ba1\u7b97\u6837\u672c\u70b9\u4e4b\u95f4\u7684\u8ddd\u79bb\u6784\u9020\u8ddd\u79bb\u77e9\u9635\uff0c\u8fd9\u91cc\u6211\u4eec\u4f7f\u7528dist()\u51fd\u6570\u4e2d\u9ed8\u8ba4\u7684\u6b27\u6c0f\u8ddd\u79bb\uff0c\u7136\u540e\u5728\u4f7f\u7528hcluster()\u51fd\u6570\u5c55\u5f00\u5c42\u6b21\u805a\u7c7b\uff0c\u5f97\u5230\u805a\u7c7b\u6811\u5f62\u56fe\u3002<\/p>\n<p>\u2003\u2003\u4e3a\u4e86\u4f5c\u56fe\u66f4\u52a0\u76f4\u89c2\uff0c\u6211\u4eec\u5c06\u6837\u672c\u8fdb\u884c\u5206\u5c42\u62bd\u6837\u3002\u8fd9\u91cc\u6211\u4eec\u6309\u7167\u6bcf\u79cd\u201cSpecies\u201d\u62bd\u53d63\/5\u4e2a\u6837\u672c\u8fdb\u884c\u62bd\u6837\uff0c\u4f7f\u7528\u7684\u662fsrswor\u65b9\u6cd5\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(sampling) <span class=\"co\"># \u52a0\u8f7d\u5206\u5c42\u62bd\u6837sampling\u8f6f\u4ef6\u5305<\/span><\/code><\/pre><\/div>\n<pre><code>## Warning: package 'sampling' was built under R version 3.4.4<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">n <-<span class=\"st\"> <\/span><span class=\"kw\">round<\/span>(<span class=\"dv\">3<\/span><span class=\"op\">\/<\/span><span class=\"dv\">5<\/span><span class=\"op\">*<\/span><span class=\"kw\">nrow<\/span>(iris)<span class=\"op\">\/<\/span><span class=\"dv\">3<\/span>) <span class=\"co\"># \u8ba1\u7b97\u6bcf\u4e00\u4e2a\u79cd\u7c7b\u7684\u62bd\u6837\u6570\u76ee<\/span>\nsub_train <-<span class=\"st\"> <\/span><span class=\"kw\">strata<\/span>(iris, <span class=\"dt\">stratanames=<\/span>(<span class=\"st\">"Species"<\/span>), <span class=\"dt\">size=<\/span><span class=\"kw\">rep<\/span>(n,<span class=\"dv\">3<\/span>), <span class=\"dt\">method=<\/span><span class=\"st\">"srswor"<\/span>) <span class=\"co\"># stratanames\u53c2\u6570\u662f\u62bd\u6837\u4f9d\u636e\u7684\u53d8\u91cf\uff0csize\u53c2\u6570\u662f\u6bcf\u4e2a\u79cd\u7c7b\u62bd\u6837\u7684\u6570\u76ee\uff0cn\u4e3a\u62bd\u6837\u6570\u76ee\uff0cmethod\u662fsrswor\u62bd\u6837\u65b9\u6cd5<\/span>\n<span class=\"kw\">head<\/span>(sub_train) <span class=\"co\"># \u663e\u793a\u524d6\u4e2a\u62bd\u6837\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## Species ID_unit Prob Stratum\n## 1 setosa 1 0.6 1\n## 3 setosa 3 0.6 1\n## 4 setosa 4 0.6 1\n## 5 setosa 5 0.6 1\n## 7 setosa 7 0.6 1\n## 9 setosa 9 0.6 1<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">samp_hc <-<span class=\"st\"> <\/span>clu_data[sub_train<span class=\"op\">$<\/span>ID_unit,] <span class=\"co\"># \u5c06\u5c42\u6b21\u805a\u7c7b\u4f7f\u7528\u7684\u6837\u672c\u5b9a\u4e49\u4e3asamp_hc<\/span>\n<span class=\"kw\">head<\/span>(samp_hc) <span class=\"co\"># \u663e\u793a\u524d6\u4e2a\u5f85\u5206\u7c7b\u6837\u672c<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## 1 5.1 3.5 1.4 0.2\n## 3 4.7 3.2 1.3 0.2\n## 4 4.6 3.1 1.5 0.2\n## 5 5.0 3.6 1.4 0.2\n## 7 4.6 3.4 1.4 0.3\n## 9 4.4 2.9 1.4 0.2<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_hc <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(<span class=\"kw\">dist<\/span>(samp_hc), <span class=\"dt\">method =<\/span> <span class=\"st\">"single"<\/span>) <span class=\"co\"># \u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u5c42\u6b21\u805a\u7c7b\uff0c\u9009\u62e9\u6700\u77ed\u8ddd\u79bb\u6cd5<\/span>\nfit_hc <span class=\"co\"># \u663e\u793a\u805a\u7c7b\u76f8\u5173\u4fe1\u606f<\/span><\/code><\/pre><\/div>\n<pre><code>## \n## Call:\n## hclust(d = dist(samp_hc), method = "single")\n## \n## Cluster method : single \n## Distance : euclidean \n## Number of objects: 90<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(fit_hc, <span class=\"dt\">hang =<\/span> <span class=\"op\">-<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">cex =<\/span> .<span class=\"dv\">5<\/span>) <span class=\"co\"># \u7ed8\u5236\u805a\u7c7b\u7ed3\u679c\u6811\u5f62\u56fe\uff0chang\u7b49\u4e8e\u6570\u503c\uff0c\u8868\u793a\u6807\u7b7e\u4e0e\u672b\u7aef\u6811\u6748\u7684\u8ddd\u79bb<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u6839\u636e\u4e0a\u9762\u7684\u6811\u5f62\u56fe\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u56fe\u7684\u6700\u4e0b\u9762\u6bcf\u4e00\u4e2a\u6837\u672c\u4ee3\u8868\u4e00\u4e2a\u5206\u7c7b\uff0c\u968f\u7740\u805a\u7c7b\u7684\u8fdb\u884c\uff0c\u6837\u672c\u9010\u6e10\u88ab\u5212\u5206\u4e3a\u4e0d\u540c\u7684\u7c7b\u522b\uff0c\u6700\u7ec8\u805a\u5408\u6210\u4e3a1\u7c7b\u3002\u56fe\u50cf\u7eb5\u5750\u6807\u8868\u793a\u4e3a\u6811\u5f62\u56fe\u7684\u9ad8\u5ea6\uff08Height\uff09\u3002<\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u5c06\u901a\u8fc7\u5c42\u6b21\u805a\u7c7b\u5c06\u6570\u636e\u96c6\u5212\u5206\u4e3a3\u7c7b\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">hc_k3 <-<span class=\"st\"> <\/span><span class=\"kw\">cutree<\/span>(fit_hc, <span class=\"dt\">k =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u5c06\u6811\u5f62\u56fe\u5212\u5206\u4e3a3\u7c7b<\/span>\nhc_k3 <span class=\"co\"># \u663e\u793a\u5206\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## 1 3 4 5 7 9 10 11 13 14 16 17 18 23 24 25 29 31 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 34 35 37 38 39 40 42 44 46 47 48 49 55 56 57 58 60 61 \n## 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 \n## 62 65 66 68 71 72 73 74 75 78 79 80 82 83 85 86 87 89 \n## 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 \n## 90 92 94 95 97 100 101 102 104 105 106 107 108 109 110 112 113 114 \n## 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 \n## 115 118 119 123 124 125 126 128 130 132 134 135 137 142 144 145 147 149 \n## 2 3 2 2 2 2 2 2 2 3 2 2 2 2 2 2 2 2<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">table<\/span>(hc_k3) <span class=\"co\"># \u663e\u793a\u6bcf\u4e00\u7ec4\u7684\u6837\u672c\u4e2a\u6570<\/span><\/code><\/pre><\/div>\n<pre><code>## hc_k3\n## 1 2 3 \n## 30 58 2<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">hc_h3 <-<span class=\"st\"> <\/span><span class=\"kw\">cutree<\/span>(fit_hc, <span class=\"dt\">h =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u5c06\u6811\u5f62\u56fe\u4ee5h=3\u5212\u5206\u805a\u7c7b<\/span>\nhc_h3 <span class=\"co\"># \u663e\u793a\u5206\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## 1 3 4 5 7 9 10 11 13 14 16 17 18 23 24 25 29 31 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 34 35 37 38 39 40 42 44 46 47 48 49 55 56 57 58 60 61 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 62 65 66 68 71 72 73 74 75 78 79 80 82 83 85 86 87 89 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 90 92 94 95 97 100 101 102 104 105 106 107 108 109 110 112 113 114 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 115 118 119 123 124 125 126 128 130 132 134 135 137 142 144 145 147 149 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">table<\/span>(hc_h3) <span class=\"co\"># \u663e\u793a\u6bcf\u4e00\u7ec4\u7684\u6837\u672c\u4e2a\u6570<\/span><\/code><\/pre><\/div>\n<pre><code>## hc_h3\n## 1 \n## 90<\/code><\/pre>\n<p>\u2003\u2003\u4e0a\u8ff0\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7cutree()\u51fd\u6570\u5206\u522b\u6307\u5b9a\u4e86\u5206\u7c7b\u4e2a\u6570k\u4ee5\u53ca\u5206\u7c7b\u9ad8\u5ea6h\u6765\u786e\u5b9a\u805a\u7c7b\u4e2a\u6570\u3002\u6211\u4eec\u8fd8\u53ef\u4ee5\u901a\u8fc7rect.hclus()\u51fd\u6570\u6765\u67e5\u770b\u4e0d\u540c\u805a\u7c7b\u6570\u76ee\u7684\u805a\u7c7b\u7ed3\u679c\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(fit_hc, <span class=\"dt\">hang =<\/span> <span class=\"op\">-<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">cex =<\/span> .<span class=\"dv\">5<\/span>) <span class=\"co\"># \u5f97\u5230\u5c42\u6b21\u805a\u7c7b\u6811\u5f62\u56fe<\/span>\n<span class=\"kw\">rect.hclust<\/span>(fit_hc, <span class=\"dt\">k =<\/span> <span class=\"dv\">4<\/span>, <span class=\"dt\">border =<\/span> <span class=\"st\">"orange"<\/span>) <span class=\"co\"># \u5212\u5206\u4e3a4\u7c7b\u5e76\u7528\u6a58\u9ec4\u8272\u77e9\u5f62\u6846\u6807\u6ce8<\/span>\n<span class=\"kw\">rect.hclust<\/span>(fit_hc, <span class=\"dt\">k =<\/span> <span class=\"dv\">3<\/span>, <span class=\"dt\">border =<\/span> <span class=\"st\">"dark blue"<\/span>) <span class=\"co\"># \u5212\u5206\u4e3a3\u7c7b\u5e76\u7528\u6df1\u84dd\u8272\u77e9\u5f62\u6846\u6807\u6ce8<\/span>\n<span class=\"kw\">rect.hclust<\/span>(fit_hc, <span class=\"dt\">k =<\/span> <span class=\"dv\">7<\/span>, <span class=\"dt\">which =<\/span> <span class=\"kw\">c<\/span>(<span class=\"dv\">2<\/span>,<span class=\"dv\">5<\/span>), <span class=\"dt\">border =<\/span> <span class=\"st\">"green"<\/span>) <span class=\"co\"># \u5212\u5206\u4e3a7\u7c7b\u5e76\u7528\u7eff\u8272\u77e9\u5f62\u6846\u6807\u6ce8\u51fa\u7b2c2\u7c7b\u548c\u7b2c5\u7c7b<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e0a\u8ff0\u65b9\u6cd5\u4e2d\u6211\u4eec\u91c7\u7528\u7684\u662f\u51dd\u805a\u5c42\u6b21\u805a\u7c7b\uff0c\u5982\u679c\u60f3\u8981\u4f7f\u7528\u5206\u88c2\u5c42\u6b21\u805a\u7c7b\u5219\u9700\u8981\u4f7f\u7528diana()\u51fd\u6570\u6765\u5b8c\u6210\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">dv <-<span class=\"st\"> <\/span><span class=\"kw\">diana<\/span>(samp_hc, <span class=\"dt\">metric =<\/span> <span class=\"st\">"euclidean"<\/span>) <span class=\"co\"># \u4f7f\u7528\u5206\u88c2\u5c42\u6b21\u805a\u7c7b\uff0c\u8ddd\u79bb\u91c7\u7528\u6b27\u6c0f\u8ddd\u79bb<\/span>\n<span class=\"kw\">summary<\/span>(dv) <span class=\"co\"># \u8f93\u51fa\u6a21\u578b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## Merge:\n## [,1] [,2]\n## [1,] -1 -13\n## [2,] -7 -20\n## [3,] -8 -30\n## [4,] -4 -22\n## [5,] -34 -57\n## [6,] -6 -23\n## [7,] -3 -29\n## [8,] -17 -24\n## [9,] 1 8\n## [10,] 2 -18\n## [11,] -58 -60\n## [12,] -54 -59\n## [13,] -47 -56\n## [14,] -9 -27\n## [15,] -85 -90\n## [16,] -2 7\n## [17,] -62 -72\n## [18,] -15 -26\n## [19,] 10 14\n## [20,] -65 -76\n## [21,] -40 -50\n## [22,] -41 -80\n## [23,] -78 -87\n## [24,] -39 -53\n## [25,] 12 11\n## [26,] 16 -5\n## [27,] 3 -28\n## [28,] 6 -10\n## [29,] -79 -81\n## [30,] -48 -49\n## [31,] -43 -83\n## [32,] -11 -19\n## [33,] 31 -77\n## [34,] -33 -52\n## [35,] 9 4\n## [36,] -63 -70\n## [37,] -35 -55\n## [38,] -44 13\n## [39,] -37 -42\n## [40,] 23 -88\n## [41,] -32 -51\n## [42,] -74 -82\n## [43,] -31 24\n## [44,] 21 25\n## [45,] -71 -86\n## [46,] -64 40\n## [47,] 27 -12\n## [48,] 26 19\n## [49,] 17 -73\n## [50,] 38 -45\n## [51,] 20 -75\n## [52,] 37 -38\n## [53,] 47 -21\n## [54,] 39 44\n## [55,] 34 22\n## [56,] 35 18\n## [57,] 56 -16\n## [58,] -61 15\n## [59,] 43 -46\n## [60,] 49 -89\n## [61,] 28 -25\n## [62,] 58 46\n## [63,] 48 -14\n## [64,] -68 29\n## [65,] 59 33\n## [66,] 41 54\n## [67,] 55 50\n## [68,] -36 30\n## [69,] 51 -67\n## [70,] -69 42\n## [71,] 66 52\n## [72,] 57 63\n## [73,] 53 32\n## [74,] 65 67\n## [75,] 45 36\n## [76,] 62 75\n## [77,] 60 -84\n## [78,] 76 64\n## [79,] 69 70\n## [80,] 71 -66\n## [81,] 72 61\n## [82,] 74 77\n## [83,] 80 68\n## [84,] 78 79\n## [85,] 81 73\n## [86,] 82 83\n## [87,] 85 5\n## [88,] 86 84\n## [89,] 87 88\n## Order of objects:\n## [1] 1 18 29 40 5 38 24 44 25 3 4 48 7 10 35 31 13 \n## [18] 46 23 9 39 14 42 11 49 47 17 37 16 34 58 94 55 66 \n## [35] 87 78 73 134 124 57 86 71 128 74 79 92 75 102 114 115 147\n## [52] 135 56 85 62 72 68 83 89 97 95 100 60 90 65 107 61 80 \n## [69] 82 101 137 149 105 125 144 145 113 142 104 112 109 126 130 106 123\n## [86] 119 108 110 118 132\n## Height:\n## [1] 0.1000000 0.1732051 0.1414214 0.3741657 0.1414214 0.6164414 0.2645751\n## [8] 0.6403124 0.9591663 0.2449490 0.1414214 0.3316625 0.4898979 0.1000000\n## [15] 0.1732051 0.2645751 0.2000000 0.8062258 1.4000000 0.1414214 0.3464102\n## [22] 0.7810250 2.4289916 0.1000000 0.3316625 0.4795832 0.5830952 0.9643651\n## [29] 0.3605551 2.9154759 0.1414214 7.0851958 0.4242641 0.3162278 0.6782330\n## [36] 0.8831761 0.3605551 0.3741657 1.0344080 0.3741657 0.6082763 0.3000000\n## [43] 0.9165151 0.3872983 0.2000000 0.5196152 1.5459625 0.2645751 0.5196152\n## [50] 0.7745967 1.1747340 2.5748786 0.4123106 0.9055385 0.4000000 0.6000000\n## [57] 0.2828427 0.4690416 0.1732051 0.3162278 0.1732051 0.9486833 0.3872983\n## [64] 0.5744563 1.3928388 1.5968719 0.9219544 0.3464102 4.7127487 0.6480741\n## [71] 0.2449490 0.8062258 0.4795832 0.3162278 0.4000000 1.1180340 0.4690416\n## [78] 1.1180340 0.3872983 1.3453624 0.8831761 0.3464102 2.2671568 0.2645751\n## [85] 0.5477226 0.9273618 1.3892444 0.9327379 0.4123106\n## Divisive coefficient:\n## [1] 0.9469845\n## \n## 4005 dissimilarities, summarized :\n## Min. 1st Qu. Median Mean 3rd Qu. Max. \n## 0.100 1.123 2.494 2.644 3.903 7.085 \n## Metric : euclidean \n## Number of objects : 90\n## \n## Available components:\n## [1] "order" "height" "dc" "merge" "diss" "call" \n## [7] "order.lab" "data"<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(dv, <span class=\"dt\">which.plot=<\/span><span class=\"dv\">2<\/span>, <span class=\"dt\">hang =<\/span> <span class=\"op\">-<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">cex =<\/span> .<span class=\"dv\">5<\/span>) <span class=\"co\"># \u5f97\u5230\u5e26banner\u7684\u805a\u7c7b\u6570\u6811\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"-1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.4<\/span> <strong>\u5bc6\u5ea6\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u6211\u4eec\u9996\u5148\u4f7f\u7528dbscan()\u51fd\u6570\u7684\u4e24\u4e2a\u53c2\u6570eps\u548cMinPts\u968f\u610f\u53d6\u503c\uff0c\u901a\u8fc7\u67e5\u770b\u8f93\u51fa\u7ed3\u679c\uff0c\u518d\u8003\u8651\u5982\u4f55\u6839\u636e\u6570\u636e\u96c6\u7684\u7279\u5f81\u786e\u5b9a\u66f4\u52a0\u5408\u9002\u7684\u53c2\u6570\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(fpc) <span class=\"co\"># \u52a0\u8f7dfpc\u8f6f\u4ef6\u5305<\/span><\/code><\/pre><\/div>\n<pre><code>## Warning: package 'fpc' was built under R version 3.4.4<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds1 <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> <span class=\"fl\">1.0<\/span>, <span class=\"dt\">MinPts =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u53d6\u534a\u5f84\u53c2\u6570eps\u4e3a1.0\uff0c\u5bc6\u5ea6\u9608\u503cMinPits\u4e3a3<\/span>\nds2 <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> <span class=\"fl\">0.5<\/span>, <span class=\"dt\">MinPts =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u53d6\u534a\u5f84\u53c2\u6570eps\u4e3a0.5\uff0c\u5bc6\u5ea6\u9608\u503cMinPits\u4e3a3<\/span>\nds3 <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> <span class=\"fl\">0.5<\/span>, <span class=\"dt\">MinPts =<\/span> <span class=\"dv\">5<\/span>) <span class=\"co\"># \u53d6\u534a\u5f84\u53c2\u6570eps\u4e3a0.5\uff0c\u5bc6\u5ea6\u9608\u503cMinPits\u4e3a5<\/span>\nds4 <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> <span class=\"fl\">1.0<\/span>, <span class=\"dt\">MinPts =<\/span> <span class=\"dv\">5<\/span>) <span class=\"co\"># \u53d6\u534a\u5f84\u53c2\u6570eps\u4e3a1.0\uff0c\u5bc6\u5ea6\u9608\u503cMinPits\u4e3a5<\/span><\/code><\/pre><\/div>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds1 <span class=\"co\"># \u8f93\u51fa\u7b2c1\u79cd\u53c2\u6570\u53d6\u503c\u60c5\u51b5\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=3 eps=1\n## 1 2\n## seed 50 100\n## total 50 100<\/code><\/pre>\n<p>\u2003\u2003\u6839\u636e\u7ed3\u679c\uff0c\u5728MinPts=3\uff0ceps=1\u65f6\uff0c\u6837\u672c\u88ab\u5206\u4e3a2\u7c7b\uff0c\u5176\u4e2d\u7b2c1\u7c7b\u542b\u670950\u4e2a\u6837\u672c\uff0c\u5373\u4ee5\u4e0a\u8f93\u51fa\u7ed3\u679c\u4e2d\u6807\u53f7\u4e3a1\u6240\u5bf9\u5e94\u7684\u5217\uff0cseed\u6240\u5bf9\u5e94\u7684\u884c\u4e5f\u5c31\u662f\u6211\u4eec\u5728\u6982\u8ff0\u4e2d\u6240\u8bf4\u7684\u76f8\u4e92\u5bc6\u5ea6\u53ef\u8fbe\u7684\u6838\u5fc3\u5bf9\u8c61\u6240\u6784\u6210\u7684\u7c7b\u522b\uff0c\u5373\u4e3a\u7c7b\u522bA\uff1b\u7b2c2\u7c7b\u542b\u6709100\u4e2a\u6837\u672c\uff0c\u5373\u4ee5\u4e0a\u8f93\u51fa\u7ed3\u679c\u4e2d\u6807\u53f7\u4e3a2\u6240\u5bf9\u5e94\u7684\u5217\uff0cseed\u6240\u5bf9\u5e94\u7684\u884c\u4e5f\u5c31\u662f\u6211\u4eec\u5728\u6982\u8ff0\u4e2d\u6240\u8bf4\u7684\u76f8\u4e92\u5bc6\u5ea6\u53ef\u8fbe\u7684\u6838\u5fc3\u5bf9\u8c61\u6240\u6784\u6210\u7684\u7c7b\u522b\uff0c\u5373\u4e3a\u7c7b\u522bB\u3002<\/p>\n<p>\u2003\u2003\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u534a\u5f84\u8bbe\u4e3a1.0\uff0c\u9608\u503c\u8bbe\u4e3a3\u65f6\uff0cDBSCAN\u7b97\u6cd5\u5c06\u5168\u90e8\u6837\u672c\u70b9\u5b8c\u6574\u5212\u5206\u4e3a2\u7c7b\uff0c\u805a\u7c7b\u7ed3\u679c\u5982\u4e0b\u56fe\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(ds1, clu_data, <span class=\"dt\">main =<\/span> <span class=\"st\">"1: MinPts = 3, eps = 1.0"<\/span>) <span class=\"co\"># \u7ed8\u5236MinPts=5\uff0ceps=1.0\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds2 <span class=\"co\"># \u8f93\u51fa\u7b2c2\u79cd\u53c2\u6570\u53d6\u503c\u60c5\u51b5\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=3 eps=0.5\n## 0 1 2 3 4\n## border 10 2 6 0 2\n## seed 0 47 78 4 1\n## total 10 49 84 4 3<\/code><\/pre>\n<p>\u2003\u2003\u7531\u4ee5\u4e0a\u5206\u6790\u7ed3\u679c\uff0c\u6211\u4eec\u5c1d\u8bd5\u51cf\u5c0f\u534a\u5f84\uff0c\u9608\u503c\u4e0d\u505a\u6539\u53d8\uff0c\u4ecd\u8bbe\u4e3a3\uff0c\u53ef\u4ee5\u60f3\u8c61\uff0c\u5982\u6b64\u4e00\u6765\u4f1a\u6709\u4e00\u4e9b\u6837\u672c\u88ab\u5212\u5206\u4e3a\u4e0d\u540c\u7684\u5206\u7c7b\u3002\u5728MinPts=3\uff0ceps=0.5\u65f6\uff0c\u4ece\u8f93\u51fa\u7ed3\u679c\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u6709\uff0c\u6837\u672c\u88ab\u5206\u4e3a4\u7c7b\uff0c\u5176\u4e2d\u7b2c1\u7c7b\u603b\u5171\u542b\u670949\u4e2a\u6837\u672c\uff0c\u5176\u4e2dseed\u5bf9\u5e94\u768447\u4e3a\u76f8\u4e92\u5bc6\u5ea6\u53ef\u8fbe\u7684\u6838\u5fc3\u5bf9\u8c61\u6240\u6784\u6210\u7684\u7c7b\u522b\uff08\u8be6\u89c1\u524d\u9762\u6982\u8ff0\u90e8\u5206\u6982\u5ff5\uff09\uff0c\u53e6\u5916\u76842\u4e2a\u6837\u672c\u70b9\uff0c\u5373border\u6240\u5bf9\u5e94\u884c\u4e2d\u7684\u6570\u5b572\uff0c\u4e5f\u5c31\u662f\u4e0e\u7b2c\u4e00\u7c7bseed\u4e2d\u5bc6\u5ea6\u76f8\u8fde\u7684\u8fb9\u7f18\u70b9\u3002\u4ee5\u6b64\u7c7b\u63a8\uff0c\u7b2c2\u7c7b\u542b\u670984\u4e2a\u6837\u672c\uff0c\u5176\u4e2dseed\u70b978\u4e2a\uff0cborder\u70b96\u4e2a\uff1b\u7b2c3\u7c7b\u542b\u67094\u4e2a\u6837\u672c\uff0c\u5176\u4e2dseed\u70b94\u4e2a\uff0c\u6ca1\u6709border\u70b9\uff1b\u7b2c4\u7c7b\u542b\u67093\u4e2a\u6837\u672c\uff0c\u5176\u4e2dseed\u70b91\u4e2a\uff0cborder\u70b92\u4e2a\uff1b\u6807\u53f70\u6240\u5bf9\u5e94\u7684\u5217\u4e3a\u566a\u58f0\u70b9\u7684\u4e2a\u6570\uff0c\u6b64\u5904\u4e3a10\u3002 \u2003\u2003\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u534a\u5f84\u8bbe\u4e3a0.5\uff0c\u9608\u503c\u8bbe\u4e3a3\u65f6\uff0cDBSCAN\u7b97\u6cd5\u7684\u7ed3\u679c\u53d1\u751f\u53d8\u5316\uff0c\u56fe\u4e2d\u7684\u566a\u58f0\u70b9\u7528\u9ed1\u8272\u5c0f\u5706\u5708\u8868\u793a\u3002\u805a\u7c7b\u7ed3\u679c\u5982\u4e0b\u56fe\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(ds2, clu_data, <span class=\"dt\">main =<\/span> <span class=\"st\">"2: MinPts = 3, eps = 0.5"<\/span>) <span class=\"co\"># \u7ed8\u5236MinPts=3\uff0ceps=0.5\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAANgCAMAAADapDIFAAAA+VBMVEUAAAAAADoAAGYAAP8AOjoAOmYAOpAAZrYAzQAA\/\/86AAA6ADo6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kJA6kLY6kNtmAABmOgBmOjpmOpBmZgBmZjpmZmZmZpBmkJBmkLZmkNtmtttmtv+QOgCQOjqQZgCQZjqQZmaQkDqQkGaQkLaQtpCQtraQttuQtv+Q27aQ29uQ2\/+2ZgC2Zjq2kDq2kGa2kJC2tpC2tra2ttu229u22\/+2\/7a2\/9u2\/\/\/bkDrbkGbbtmbbtpDbtrbbttvb27bb29vb2\/\/b\/9vb\/\/\/\/AAD\/tmb\/tpD\/25D\/27b\/29v\/\/7b\/\/9v\/\/\/\/AR45jAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOy9i5\/cNpLnybIki6pzaS3P6DFru9WWdu1VT+v2XLa6p9u3XS15LI+qTo\/E\/\/\/HXPIBIAIIPAmSIDN+H6mSSYIAGQx8CQRAZiNYLBaLlaVm7QNgsVisrYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKD705vvv2ia5vaXL0MJ3583g56pVZ8ewVX9t7MfPVmo9L0u7r98B7e+\/mPuORD67fvucI0SKtDHV525L57Sx3UD7dM8XPjYWHOLAbo3vXmsqusdH\/oEAOhdtUrV9yyAdqm\/g0dSDhgfHhMl1KAr\/3FdIeswQPcmBujOhCrs2TNvWgXQz\/4hV11OBahqzn74viQw1KGCEqrQT+C4KIJeItswQPcmBui+hEATgB9ILJGkeZgP0DH9ZUlgHJ7Hn9WiugkcFz5wBujuxADdlYb6evbHd+Lwc19j7\/pSa4A+tNZEtvIgYt++OgdlFgVoz6muj\/zmPHhWS2qw9913Y4TBPi7jBsMA3ZsYoLvSAMABfn1nXnfOnak7fT6OgOgAQAZAZYZDmUUBeqkO6SZ4VkvqRhnP0VjvLVIN71nFxQDdlSBe+rrr7e0OvPtGJ+sbVBf5AB0jfs\/UYimA\/vri64vhtPpjrgag4CTp873idue+xQDdld588+TifGxODr1HXyxzAOgfzlUd79J99r8aar+bkQT9ZKKzB7+MWRg534z7wtDggOI3X3eTfZqLB8HJVX5FAXSY8XTx9He54mo4kEM\/4+g+PIRJx9XfcMazvyH78LrpzNqlGKC7FWCbF6DfPVd9+A4Cn\/\/sAaieTPTQKkSlIgAKx7bsyVV4qo+\/AXxJcgrpgx64+QqGJp69lkdxR\/J\/4nFBmvfLnxuTQSFhWXsUA3S3At15L0CfXTYwbvnwyg3QLwFvdJs1DNAbNDfAOpB4gH78icyAOKtRI9H6Er6xDmHqcVkANZvGvXk++\/cnTY1PALAKiAG6V40DxP2yH6A3kgx9smcegEKRaL4cQYQBas51MttpsQAd0eif3WoUdpcuoT\/6ycd1A\/YibYxgHnqugbVBMUD3KjCeEwCoGinuFj77x43e0QbonZdyKhEVXb3RcIKDKkNb+P8RsgVp4jEWoEP2qv\/tOe+z796JAyjrSh\/9GIV4WOK4rkIAxbedwHMNrA2KAbpTDZXfHywcx+n7tmpHvaseBz6A6lCpneLw9qdzxSYEUDgUfXn72z\/\/LvI0Au0r3\/6QY1fKBFfg6IemuTzfScdlATSAYI6G7k4M0H1qqLmB0Wo50WkcKu7J8tCBR7B2ZMVDvYg0FmoC9Gzi8LvQOPJxCA6GDxHIf6g9n+HTnn5cQYD2RujavWNzmGeE7k0M0F3qKqrLKEkyTlHqvz7zARROF3UBVNINAFRGAm9\/+7dJAylvZb\/cQ1A4HVOPgaOHCtThTz6uIEDffKNmlV1xE3SPYoDuUT9F8VMBdJyBczNAxgPQEUE+gKoIJSAZfCBcTyHVSpnGFJjHZDx7LrOCpNOHNvm4gjFQINBsZ+1HDND96TCMH4VbOxKgY0vtcqBBGKAAjgigty++1RSCTcFPj0EqexQoCaD+ZzkJgD4UMBqqDu1ugeMKjsJDFX00i1WJGKC708jPwGB1JxwM\/JdHQwX3AFS24QyAkthAvDi8gvN5zPRJAPWDKg2gU48LGiX4iFTEIwCszYkBujsN\/DTnNFJSAL2BgAAvJCkGUCFf3D7IwEg6QJ3bQXTBKsHqwk8+ruCTSFAM0D2KAbo3DbX+q5ikqv6rjnj3ZSaAdnr7lyeqmBR9ePXNxRdxXWXPOz2sQaTJxwWPhXoW\/sMP+ri5C79LMUB3pqExGVdPFUBVx7er7OUBevjt1ZP\/60dQZupgNJwCEHifHW5rorXWNKbJxxV6GxM8bn\/LmbVRMUD3pfcpLxzWPVDZWX0oZgDogI67ZpkJAjnAJ1Sd5ySfgDr78unf+0Mep8X+onM4nsr04wq9DxSWQJOdtXExQPcl\/BM8BAihNDRuQOqSAP38F\/Hb7zIq2+Fr+Mm7ZI4MOXz1bnzT0lAg3WhUSQ\/\/PFdljTeI7p324FHO6cc1EhK\/kR4clyrhQD4rytq8GKC7kvGTSNEAHYOgfZJCAFUjMA\/tyaLJHCF\/GYMGqGkC+Cy8lm41Tjou4zf8fjSPi3yzCWtHYoDuSva4cRxAxyBoj5VCAFUge2hBLWMkBeXwFVhnl43fUQceJr2jZ31C1E06LvSrnGaM1SyBO\/D7EwN0T3I8hxMGKHz3CP0m+2SAKrR0mfa\/cSzhlfW77uB34f8ID58o+8Njq6whAPlf8ijUHNnpxyX+eW7uj44LHMxXzM\/9iQG6J7l+pT0MUHP2fAGAijfd3KDbXw4v6\/jwov+tpdv57xX+7ftuwubFU7W\/e+B8SHqmy5IjOG+GVxuDpNOPa5hI6j6u4WBuP819BxWrZjFAWRvWVeTAOQ+Bs+YRA5S1XR2eR1KRAcqaRwxQ1nZ1EzuwzQBlzSMGKGur6t4EEjn1nQHKmkcMUNZWdRP\/7CUDlDWPGKCsrerwP6InBjFAWfOIAco6ATFAWfOIAco6ATFAWfOIAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoCyWCxWphigLBaLlSkGKIvFYmWKAcpisViZYoDWo48\/nTfN7e\/gqjePm+bOy5RdbppeZz869ji8Ou5x\/5eEQuw9QmX0ukSbQyfCWkbWdYi5llef\/cObR3CXUCHpnp\/u+DOJAVqNPjwaXOCuXnU1rHmYvovLjw7Ph+3Pogtx7+GvdGhz6ERYy8i+DhHX8nWDaBhzLeldXIWke366488lBmg1umy++v3oeucaVe\/Pm+86Z3Q6hb2L0fCzdNPc+UUcfgb+HSrE3iNUxrAXzDB4IqxFRFyH4LU8XnpEw4hrae4SKiTd89Mdfy4xQGvRp0efv+s+r\/Rt9Wq4A1+5bsTELofnuLtl6PB8cDPgbYFCiD0CZXR6f37nMXDo0ImwlpF9HYLX8v3j5s5jmCZ8La1dAoWke366488mBmhten8unUKy6\/354C4Ruxxd664vpZFzfCFgj4gyjt78f55D4kaeCGtWEdcheC0vz57+F2RTxLU0d4l0ygzPT3b88mKA1iZ915U31U+PAjdXcKO+ab766bw5e+r1u8NP9p3bXwjcI6KMY3P18NxusgZPhDWriOsQvJZv3+HGXcS1NHeJc8ocz091\/BnEAK1M78+Vz8iOSqh3AnaRofTGc+d+f940\/6o2xxSC9wiXcdU8M5qscSfCmlfEdYjwF3zZ4q4l3hpTSI7nJzr+LGKA1qX3IC4e7UYwlN48+EWIN+eeaOP7i4umeaD7cBEARXsEy7jpWqsM0PpEXIcIf5kO0JhCMjw\/1fFnEQO0Kr3uRx9HxbkR2kUqFNG8VD3ySLiBPUJlDOsZoPXJfR28\/jIZoDGFpHt+juOXFwO0Ih1+as7AdMuYSJCxi7mrSzrL2HCTvd1VhuxM6aksHAOtQ+7r4PWX1BioKz9PIemen+n4xcUArUeH592US\/g9OBZp7qLX+\/1Ib48d8LRzTAEoj8LXIPd1SAFozLVMBGi65+c6fnExQKvR0Se+wu4SnHJn7SJv2TeOYLrcDjwzOOXO3CNUhjw0ngdanazrEHUtzRGhiGtp9PoDhaR7frLjzyYGaDWyvSX40Ie9y2V\/Y0aPaBDbYaw9\/NCHuUeojF4IoPwkUh2yr0PMtcQAjbqW5iCSv5B0z093\/LnEAK1Fnx41eibGp0e96wSeCCZ2+fQ47sn2u+9EZCH2HqEyxt36zOPKYC0kcB3ir6WOSEZfS7xLoJB0z89w\/LnEAK1FN43tRoF30lC7HLrX1ITerTS8xiauEGKPUBn9Xgig\/DamSqSvQ\/y1NAAacy2NXfyFpHt+juPPJAYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBWqea9AuTvkude7CW0SLXcvcuxu5dp3bjqwzQWsUALSF27zq1G19lgNYqBmgJsXvXqd34KgO0VjFAS4jdu07txlcZoLWKAVpC7N51aje+ygCtVQzQEmL3rlO78VUGaK1igJYQu3ed2o2vMkBrFQO0hNi969RufJUBWqsYoCXE7l2nduOrDNBaxQAtIXbvOrUbX2WA1ioGaAmtUHbDclt97QOrQWwcj9g4Hk3iUp6WL3NtI9chNo5HbByP2DgeFeBTotYA6OJFVidPNVj0OEqqmA\/v0TixChpx58aZ5kRr0JQBuob2WA2GQ2eATlLQiDs3zjQnYoCeinZYDeSRTz+DHRonVmEj7ts4E52Iu\/CnohWqwb179+bKuhcDtIBMI9oXbd\/G6U6iO+eZAfrhh4v7T99lFWGXWSablBL3cKUnigEakVP8ht2IATorQD89+uwfx4+rvoN\/9iyrDKvMIrkklbiHKz1Rs1aDe\/cIWB7XmCvLxolk3IkBmix9ITBAm3v3mv6igSu6b+McT6J3VHwy0D5el40D6E1z9t3btz83Zz9OPl7BAF1Hc1aDe6PMlSZAS4faeRQ+U9Bw+G8P0Hvoiu7cON05C4qfvX1CLhYF0MPzpm97XjV3ixxxiUzSStzFlZ6meQGq\/+KVeF2xUXOVHwM0SxiaAKbyosErunPjUE6k7RNy2SiAjv148f58+JwoBugamrEaSEoiWhJQLRezlPlwFz5LRrcddFflVYNXdOfGudefv8NRgy6bBFD5OVEM0DW0DkDRus5NJ8TrLfEgUqZow8nw56kBVDuqjFqUBqi4HIKf788\/LzEQzwBdQwsDlFo3AvQeA3RlkYa7N4Q\/e4CcEEDBqarAb1GANs3tL1+cd8HPwyXHQLerZQGqR5TAyiNA+zUM0JXlAKgKfjb3YP9h18aBjqqiTgUBKn598aTLpu\/IN0V68AzQVbTsIJJehlRVQ72TSxxUbFBq14wgRBhu6MI2Iz9OZhAJOqpuB5QbROp1+PXFv3UAfVBmJj0DdA0tOo1p+Nq2LVp9Tw54lgMoj8JniTAc6MICDYmducx\/pDPq6J7CPtsRoKWmMc0hBugamrUamLNAHQAdCGpNr89XqVmle2WEU7bhKIDKtM5M5j3ImeUBKJqZMGki\/RxigK6h5avB0T+P\/4DI0foqtFdGuJVwcXZqnDLuyQA9FS1eDVrgoe2wQE64r0E7ZYRb+uK08ho5L86+jCPPt7UAmuWeDZY\/Mc8D3bBWAKj8AwBKPPJZg\/bFiAjpiwMA6rg4+zKOBqgQVhM03T0ZoKeipauBbN+MfwFBZylumvbFiLD0xQHtMNfF2ZVx5PlC91TKcM80G3z8PS13R5klMkkrcYNXurTWAehYSa3eEpV0Re2KEWGBVljg0nTak3HaXgK55yRxDPRUtHA10NFPsrdkpF2boHtiRIRAHDBwaTrtyTjtSFDonpPEAD0VLVsNNBPHSupx1ZYBuqy0wU8NoK2WWjMtx2DY88l\/K\/QeelBm6QzDJW7uSpfX0gDVS7gzb3tsRC+yU6k5n3TeqRs2qBbcy9q2N2ZUR3arxiGcbWx9ttA9M3IGrhjxLPzZy4wivMUXzi+ixLqv9CJatBq0SHKdwCtU2ig3LvbUEZ156obtqaU1bPLtuFHjEM42fKUsAFKEc0ZvUA0DtGke\/JJ89N7yi+YWVWLVV3oZrQ5Q4vY\/rhUxBC323Ls785QN25Oa9klcHK\/5N2oc+94gz3c6QM2\/bn169Nn\/ed40X5XsxzNA19Ba1QB15mUz1Noe9NvYLlOeNsqIFIFxo2P3ffiqzm6HACWGiXSD23W+UdEk5IpRUz9fnzfN\/b+HjzlSDNA1tFI1sFs82H1jpjnBo2SAYkU1mYaEY\/IBoD0rmoZuh2FtwjjWGdgAdbc7YSZzAFQcXh0R2tx\/+jeeB7pZVQJQYfg6A3SaMgAqGKBOgIpAa7xTBkCP+u378bWg08UAXUMVVAPdgwKrIqdzM0BJRc5gEPq5TQnQbkXc2W3BOLYdyC68vWTvMhNAj\/r41x++5Z\/02KpqqAYIoK2CZxvfBOVBJCRtOD0chGJ+OKkMn4xN0MiT24JxBj+SywCEZm\/HXCIyIeY+4RWJg0hF3kKPyi+dYbjEeq70aqqgGuD+U9u2YI2\/Fyl4GhMp3eeMAail3QAU9b21f2GvCjmbK5pEADRlGhMDdB9avxpo10Vtz0iA8kR6W7qRJes9rP+IBYS5Y6OnGzCO0eYEBEWJvOfeqlAS3kggNWEi\/RxigK6h9auBWZt1WM4zsWQZrW+cLKlWpxugoFXWogsQr\/qNo+0QO5JOZ9ISAA3kl\/Q6u0JigK6hFaqBrwGgq3tac2ge1c8ISoCOEJ4GTkArNb312al+48i7g\/yfQ1CXdQLmYoCeimoDqF4V8tEFVD8jCLURABWtXrVbgMrgpQCOlZEJaR3pnq7duAt\/Klq+GlB9H6uSA4TOdBgxqp4RlCA\/jZF4AfipmmWRE8YsVW8cfVotMkF6PnY0iVoHxQA9FS1eDVp6QBP0texR+LUwWj0jkGSrkmjQ6+2wjY\/MvTuAUk5EOF5CPq51epNaYoCeilYAqLBaArafM0DTRQHUnMqkurLItC11UUKq3TikE9mOl5KNYx0D9IQ1QzXwhs2pYFSrm0Gq36VbSnSnfxHVzggkaCVZuWEEEDWZQCO0bZusCOEGjKNvxnScQq3wuKyykgVQ7LIoPwboyah8NfCPPBJDGWajiRADNCiIxwyNT3EmqGLjeA2Bk\/XfPS5L7etyz5YBenqaA6Ce3bUPDn+JTift86sQtGJGWIKmGit1ik4ToOMfj8tS+7rcEzgqA\/RUVLwaeJ\/F0P6Lu+u6vo+pUGdUpl9cFTPClLQh7r6D8CbsvAu5qidnqxiSZOR6jYNiFy1yLCPZ8Dfksi38NNcRdnVlNbMYoGtoaYAKHc1vIUDRPb6F6VCnf1nVywhLCBZmq0hFA1VFVxYeANruD6B6coG+Q+MTVKbpDljZACXADkg5JXBP6KgM0FPRogAl+z42Px39przjmaJ6GWGKtiZsIeH2qVPxRVZrHNISwgKodiwfQOlcaJcF+TJAT0VrAtSxigboGgStlhGmHNZU9hsXIiKj8WVWaxzasdQ\/lUo5VtMMm4wDJ6xFrrPya08WoB9eXHTv2L99\/0\/Ff7T5smk+NzPtfpqv\/FuttMYfCnh\/PKeHrjQLDyKBhgDsBakOl0qkO\/hg3dKqlhGmlO20LQXuVsr1qH2mN2WcUK3GIXrXfnfq53H1ADXysffw5gKXThKgHx6Dx\/8L\/+ToCgD98P3dYWFxgJJzQlAVV9G4tMHizCPKVq2MMJViQ4fNdwXQ1heskKngycNN+tNMlmDhUwToFX6BytmzomUtDtB\/njfrANQxK7mVDR4d1vcDlNiSe0T5Z5K6YR2lVm9yZaoqNY4aInOe\/ZgMqdGbWuWodrLY+\/0pAvTGeANVYYIuDdAu75UASgp2HmX3SseUxiQtka7oUSSqUkZYUrUfLsDN0NYtuAZq8k1GgKRS4+hONop3et0JbrUiTIJ2StSTt3R6AO2A05w9+HsHuY9vnhT7qTypkwKo7ai6uobv3iqd8nid37JErZQRlhyGFHD6kjEAIlCy\/QA06F3CdiK4VX\/KbTpsD52yBQAlnPL03gfadeDv6LhnBx03dTLEAI2UTizg7BxnznOqTkZYCrBC\/ocRE2ECNJ2gdRon0r9cuyCYjlsF5ZS4lcoAPTw\/tj9\/BNu6Hr1FvAnaKUBJ97B7N9g3zSWUSuhWANrPkfOsqpMRltph5mHTNLLtpOu60ei0+wI6E\/gtQtUaZ\/BJHMOAzmY6UY5TyqXxrxFAOcEuPODNoI6oJeG2T4CSd9jWxpxxc\/dIJSe3pFbyiaqWEUiDaccrYVktyurmBYhRrcYZjHD8o9bY52jT1WsyKh3s2KM2ajscRPhAP7z45uLi4punpeb71AXQrk8PmqQfvv+imyAKJjfd9NsPr7r1F99hNr75ulvbXDz4u1qVClC7wCMHuwL7+OwZyPmow6uL8ShuhhwvVefhmQLomyfn1o7TAUokhb0buQZ5WLD6EmuNbtQyqpURWCNAB4paloswumnmONVqnEZZQq7xnye5NeiUMDIqhF4QsQB9rydN3vkxlDjuxIvkklQi7sK7G4Nghujnkmg9QNWGs+906n+e6+CHCqumAZQqsAfoa5X3A52bKvDsRydAdY4P0GFMqgbkU0fQj+Qa2Pfx9paoJR34b2U\/dCHVygik3iYjOAV4pB01kFpt09a8DDIX9BlWpcbRjxX5u+F6D9saEU4p5D+jG68CKoHDPFbKO39+2+mvj3HwMFvrDyLddcQ83wMiqpPtAPq\/H+n1spN8uGygJCCTAEoW2AH0a7BeZfcTSPuNA6BfnhM7mjZwGsfe1vSbPQA17\/FqgZBMDb2W2FcHAtxHVlaVMmIQMswI0P66oFsU6mvK\/bTV9wTQVqJrtIW+a0DT0O6JnBENCzmWFEOBVUGyoA0uQYf30uj8ZqqKaUxUPKLH2f2u6\/vb9xpo47zRbo8P34+o6tSR+PZ33VOUb1+BofwUgNIFjlT96pj1x5+MAs+eHvN+8xgg24iBUjtaNnAax9o0iASoXRMd2EROa1R626Wl0y46EF8dI6Ba2KpqAEFN84G67jbwXgCqoxiNPHfFz2GTTAx287pdSDodyDlkg0+PQMVHX\/K19kT6sY12\/6kRJex6943soXdd6AGEN7Dd+RqBS5mjQ9f4JQGgjgJ7Dsrm6FUDV382cH9o\/NIAhTvC+10eQMe\/BEA13lAvPOCD6k\/IkwXuX82s6hgBJDuNg100QLFRWwgRn4G3D9DxNmHcQOSto1HW0cnlQtjtQtYTwPFPFaAwqnv7D6AletPAQewb2YK7gf32nkvP0EKvS0WuBIA6Cuw5KLPWMVs42NWjlwaovSNlAxGxAWLTHkRC\/Zyxq2\/e7e0YKAghGdIVXDlrywAV0GRjje3GkQZrW0PxrR7lUPvIMAwmZ4JpazMOvKOIoQM\/tDr7sx0PzRUl0q5obnUWNu4Kc9FbQjY4VkNNiZsyEybXBqg4vAKBwr5T3K99jtDXfe3BdNNAEileXSI+XWUA1FUgaM4KjWY8feDGBVC0Y0mANrIiDsL1ttEdpwhRZaWkLa\/aGAEEgsYjQJve3i0xFA\/tBm9HyJjJlq3MOMogurveBPxP7pjuYt59uw1BG9w0Z+PUncOxk1nkqfHVASq6qVlfKISOA+gdieAsyqsRQDe4L3xJNiZzAOoqsOPgXbi2z7lb+wztSwLU3tFpg9AG1HHH+LQAOiRz1+egy+Z4dzlVxggoDdDRGI2M+RENUMtylDFT7VqZcaQtRm72hmhk29znRBku5tt32BC2Qf\/uoouLC9SRnaQaANrpt1dPxkZozxnVhR51M24w1htc6jP6y5MmA6CuAvF8eFmeUe6lA6D2jl4b+DZIjww6CYqQ4kFL5W0tXPJnp7JI6WdOU2WMAFJGA71NOHoio57Q0sN+Y9omsqXk1orGIQAH7wzjkpxL3\/eURtNoVzRya1NuIOGufoQNPr76wo4XTlEtAO00jKv3xLPe0qQBCkEEsXf49YevL1DiVIBSBToBCrNYAqCxvT0IUARLp6xiqFITHH2qagdomqzdpp3IesahnIBoWmuAwlcojq5o5xbvWBF7rOEgNQF0nMreEfHK5lm\/3gnQD09s+KUA1FUgzUEjdHC1DECHTpIzAc5BjSPFVHFUDAPUoZYKZY7Y8JnXMvdGAar\/olUCnaEBUOmyMO5h7BHpWBF7nBpA7Sc5VeQwFaA6\/e0HL3NioNUDVI7ghrwNAFTXd50J1ZnHxVglmL4\/tyoGqPxsgZlGamC2gmWQAfkIRJpWMw6eN2Au6yV9joNhZJTY3pd2wCk6RYAafJOD4URws5cDoH0H\/OzLP\/+t\/0GiTICSBUYBdIkuPOXArixa+ZuHshOvM8GdLst\/Wxugao9AuQ5dX18n7pFgnPTMJ0gaTMc59WqBoWkuS9kT0FKV5DklzSNPErUixXji+izlDz2pR5Ok2fQeMiFywCIYNRpA\/sQ7mAdqvc1OA9Qc05GiB5HQJPg8gLoKrGYQKQGgjW6rKh\/1yijFEecKlOvQvgAKbebu0Lusa09AS1ZdAKUkzxHfSXQm1L4M0JQSdZHmAzq6UYonAWnh6e6SXMar4y4zAOoqkOYgxq1zGtMqAB3cKOJZQqKK++NcoYIpHUfUAroAACAASURBVKtwai2ON05G5vmybWbHN+MIOuUoUjynqHm0N+k1HoKCU4c2oKKmylEnH2OaaT\/+PrlAsTJA+6d1voMbL0ekmo\/uXIJ5oBqJklc2z7Im0lMF0hyMnEhfeBBJ\/\/VKOyRa0o2mMZHqgZpl0HGuUwco6nQCgBqbx0VIiJIHkQzQggTF4SC51tl4hAAFyY2tKsqUZifSsKcWAx3fX\/SvCnGHnxsJGtw4Ve3Dmway8hKEQDVAr3SaeIC6CnRw8BIA0f0o57LTmIBHJkrngD\/NzJxFj7Kra78isRJHG4fOvBwz8Blbrfl4Sxc6nk5J8Q2hzFPAKOTJwHXGNr8xiLV0NgkHc4IA7d\/GJH9VbniP0gigfosE0AfVphxGi8x3e7w\/16DsIZwBUEeBDg6Cl4kML7YbcgQPhBYHKH3TxduHD8p3vZUdZyCcsSpP4b32DlAwMNRuBKDq73SjyBN3rWsnAHRYJYhsXMcC9lCKAOjhb8fq+eGHi\/tPi3Tg1waoehuTlmRbj8o7L991Dw\/oF9QN893PupfEgZfO9W3AO937nOSDBhZAr1QWnx6ZRYLGrVWgi4PqdXa\/wdfZ9cNiL8Xh9zkAGpB0ZFm\/wdAnil\/piJMZe6KWUmT3qFX7J7yrruKxxkGZqwzKdevNERPr3gTqMWxCCdQwK8vPtPiG+lBGgXZOlPYreh0BV3uJ3gojR1GdeaKr1CnmUc5jRR2mLJ79MZQ4SmtPpH9vEFT\/RudrtOWrYWVHuQu9Frz2GKz8d8WuFIDSBTo5eAmO+b8r7o\/TSR8uD1Bdp1tVz+1ReLphAHPA65KUD9DrUf2XHIDqDIoF\/pTp5Fe61WlYnlSBo5FKBqiARkF2TpT2KwF6O3qdeap+E9AOaOfiOhb8OSpYe26Oba93xz9\/fPv2Z3rWTbLWBqg4gFe767cxdQK\/sKHuFn20U5FO0xYQ9Kt3uiOdBFCyQDcH1dT7z9\/paaFj5nfXAqjyP+3VaNOcALV71OpLqMrC3mascVDmuPVZCKDCaB21LREJ0c1NyrK5tnQqLb4xLFwroyA7p4nwK7TOOlW\/Ccit2ojBg8Gfo0K1p3+dnXyn3dVOXmd3PK03wzPstx+8NLb81v\/G29n9l+pMh+Gijz9Zv9Q2\/uzb\/T91SeFYTwJAqQI9HBzCBfdfolDroTu0I8SXBiiswuq76qSrreqPa1R1gvIBChtLWQDVGUxABBbunePeu1octph2RCGUsvzMACgwCrZzmozTVc1FuU45l7FXuENuRj4iTJYJ0H7qp5z\/uYd5oOlyzXdfVerlodGaDFB414Y+7JFw\/kmQp\/tnd9evoXy55AD02hDKuBRAgzaFIROwq52slOLjG5Rx8gEa9i\/qXNsIgDocNbST\/qvFAA2qEoDi5qX5LtGwigM02r9RcpHcQNoIQKcT1IzxOW1p29HeZeKxQE0A6CTrJLkX2EvYmAvkLGKckrZsVBf+2F8cf9xiL134FFUCUPwUf\/pBTQWovrFbnXTVwZL+RTk4Xoo\/bs8Qd3S8k8glqwsPM7O67lPHkVpV9aVhfU1Sgeyor0FZdvbKeBLJNkpeFz7ga\/oD7iOCAEVlRDsladyYQaQfj62fbuzkw6Myb1RmgOYIPXyPf7wjShMBquqzaG0HhutkaseS\/B8SrHl25dNjFDJNAGD2QHnOIJIuHbe1jMPJk676NicBK8A2ZUcVHxQp7IhVGkB7i6BoaPZEJuVUAhqAXIf3SXjGCLpnxiFGTWNqbn\/zpGkuvkiNujnLLJJLUok7AOgwabQfxXr703n6MU0GqPHHIZk6pFB5KLRoVT+JLZtirtysXFBXM\/V9GS6Fzsojl51i7Jho20SlvWmlnGnsswq7U9uKJIBONlxE7XkjZ9qgCT8TxADN0yUaxk\/tDEwDKGweDUteTw7U+rCvgmnYwgbosBXXT09Xn55LA6t18guHrs3yCwNUta9iAGqmmnAUlBJfVVXs1kKeqd+dlM1iCZrklJTi0PL21\/\/4j78Xeg6JAZqtf+qZp3fM6VdBlQAoCoS21JKR3lxqY73bmF5pjwARjVI3QIMD5em9VI2KghPp8X1Kt6YAKVWAtEVBaYEXiiplIv1oFWNtrnmCASG5BHaIdjFUhMg13uk9C5+segAqDn95ck7OXo3QJIDClqVeMm\/dzvaBu8ngkDENm+5903s4s\/NsTwUoamX5i05SigG1HRPsmqU0gFrXZoJ54p3NvS5UwkTjGdO7M3LIKHORUlCJK9wmatMUgLagjbMoQOlx9lSAhgfKk8N89nypEgRNMaC241QGhJQwkV7bBq7Vf9MEvS7gbO51oSImGo8BeiqaBtDUJW8+MRHQ4YMEKNVR9HbS4ZgwXWBymE+GUDXJy\/ThO8EB9RZABP9NGWqepjSAghle40r4kaQct4t1sVLiLvypaAJAE1tEnnzwp1PkKA3YGg3Qa2u0nq7HOb1UM8tSBPXZNsXaxRRhHI+d882T43bRLlZKDNBT0foAbY3WlFNqUpKjRsppn1YzhxhtWgKgxiNJExUP0IUwMQmg4fCJUxluF+1ixcQAPRXN8DYmSh6KRnf11aQkNcSNt0YD1Du1CSqpC6+OwuivluvES9HGnDpwnKqwceyoBhE0KW8eLWmopU3DAD0dzQLQW7du4RWehmhMS5Vod5rNRqOZ426pioQJNBNboMEWLiXLdpZoW0W3+EspEqCmHahWaXozVMtjL2+rdF4xQE9FSwFU\/xXmphyAWlhKAGj8BJpaAar\/wrW1AVT1CNYD6PCXATpXiQzQWQB6dGns1RNj+KrLrSubXe38HXwjOxFH0GTj2LRAxx8hy3aWFh8QcSgOoGgSk75AQpBL6fLYa01DMUBPRTMA9FZhgCoSqYpIjbhHAzRhAk2qcZzNrUSAegm6FYCiqDAGqL6tGEvp8tiLATp7iQzQCEYE6rO9uV+B1oZdmapA10YVFAhMumdMdAonPX+kNfVxbzlzIK60TobtpHGhkTcGUFfoxbhQiXMWtGGEcDVBGaCzl8gAnQGgw\/dyAFUjRlRNlN35eICCkflgXZ38vgw9KyAFoNp4GwYotLNpFTg2j0MqWQB1EJQBOnuJDNAwIwJBOXszcu1RnkGkXlQn1+q4X1NLMJ2RFV0X9dqSAHXwHUyriiKDYTtpXGzkkDEXUixAzdufHYkRKn1ssAMYRohAE3QVQzFAT0VxAHUSFMY7b6H+lAFQ7wioajUK1HFHLRWXJEcjAWoCzqvJAL3WR5ECUNWwutXb9JYJ0AWHk93yGyd0weDSsJu6GUYYSltGfqdSrWgoBuipKMQIX5DJ2KwqO9gk5XdkWJGucYtE49EvqmtOVcV5AEoEEaxSIsBgdN1vjZwwr0EN+MwGqLCu6ribXhcsGhlmXEGlW89QDNBTURRAnQSFWweHPv4b3z8TnM+oJFsjwzLskGsAuaqf0P91bmop9ggcWg2gYrwX3RJjUyvOnMu9+UdkPolEXVahkseGi5VhkL0yzmA2czFAT0WBauAPMsHNyqnlK7zCM8KlAGkAHPEmn4LsylUsQP38jD6aW0gGQCMYsejL06IAmqpxt0DJ2jDIXuknMJ+5+HV2p6I4gDpqL9yqOp09Om8lABTWH41Ec5u31uUiK6BVAXpL9ePl1rjDrQagMRYhDRQyFApwTAGo9zQmiQF6KvJXA3+QCcY7VT9TZhht3LHq6EqEYIOX5D87bja5u04pEqByrMjCwTUOSyRJmzSWoMmWn6YYgNpXlbiCQi3a6yjZlpl0\/LOYi7vwp6JIgJK1F034lv3MQgAVan4nSEcCVG0sr4kA1fOwThGg+KoCi2B7+JcoaV\/bPkA\/\/HBxv9CPcjJAV5G3Gvj7SNTWdIASvTgLRHFKP\/mQ4gAaOqrYsWUkuzsf5EV9ABUpkY3Yizmx424d\/yoA\/fTos3+I\/sfhu981LvPbagzQNVQYoGIqQIlVsUo99bCKADR2aBlr8wBNuJjDbrEXc0cAvWnOvnv79ufm7MciZZbIJK1EBmjK04oewc58amxeVZdruER1fIlR2nJTliilGUdVfQlOhM50gtpLAVU1iISuqu7Mj+umFDxx8pLSvINI\/u09QA\/Ph9\/1vWruFimzRCZpJTJAywAUtQkSRx6jWicyqYnVyEZLrpKM4zj8hGmgUDntrJqmMTmvJzJKjkq1QGeexuTf3gN07MeL9+fD59QyC+SRWCIDdAaA3krzSjc6TSqOjTtjYKlugILjSjvALExUNJE+BND8q1UMoGtOpEcAlZ9TyyyQR2KJDNBCXfgpwoOvaqBWIhQlVP\/g2lnY2StuqiM+OkBNzPXZjnIlBbvw8rvBT3E9sQm6BcXFQC+H4Of7889LDMQzQNfQ6gB1NtxMgNKtzfmanyJupg6mpV+zHORaymuB7tQYpsIAbZrbX74474Kfh0uOgW5XFQNU2I9KUwDVf4srDFD1l5jzuHNmMEA9CtaeX1886QIIfUe+KdKDZ4CuookALRxGMru+RkWzZ1RmDtFEKrKXOvRJO0voyO2sYK9C0Z4DL+bgL3s2y6CoSnH49cW\/dQB9UGYmPQN0DU0D6MSBTI3HawQcR1PFM41pbYD2aOgBcTINrVjPgcaQ\/rJfq4ziRzlPRVMBGp2UkgnQwJzqygF6zQClNmCADgl2bJZBDNBT0SSATnyYQw+oqyFstYUYcacmBNUCUNF3TEeCjoe\/c0gkdOHBxIoxxckaZ84yly+RAbomQK8VH8fKhab8XEcBtI5BJAOgJz5TR2+Q\/YprfT3HFPs3TsLr7Hge6Ia1KkD1H59UcrpbP2NPOXYa07F4u+++9yZoLEAJuwx3mT2LAXoqWg+guu3o56cfoBVMpGeAOjYYzxacFkBTUn\/8vUiZJTJJK5EBuuIgEgx\/mpPms1\/BUVZxxoHP1zSn0HkfFAtQeC0nDjpuRxwDPRWtNo0Jj7ibUz7nHRyKVZRxruUDqM04E3Tto15IEc1zoawzrlj2dScrigF6KlprIr3RNRfWU0dqKSf3Qooxjjr40RTjzWCR41tV0QCFV\/o08JmAlk9P7hd5DEkwQNfRWo9yIlhaTx1RSysoDqDD32vQ5DqJJmjcFAXHZd274gFaZgCpL7NQPgklMkDXAqh\/wKiWoZiogebx46QGkDolAPSUzDIoOPD+5GLQF01z++KiSCuUAbqGGKAeMUA9inzKoJqLuaiCAH2OpjnxNKbNaq0uvFbFPbyogWZr6UQUC9DTs4yIqD2H582\/du8Q4S78xsUA9YgB6pHfONQTZCekiNpz1XSvUWaAblyrA7TmHl78RPoKD35uhQB6upYRcbXn\/fnZj1sHKMtTDZYRrmlLlRqrgHHqPvi55THO9Wlbpolqfhy78Q8ZoJsXG8cjNo5HbByPYgB0+Km5XeYXOXu7F8qHxWKxNqHX54V+z0MwQFks1qnpww\/flvlBDwYoi8ViZYsBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZWoFgK7929E1iI3jERvHIzaOR5O4lKfly1zEktedFikpU2sap3plGKf6C15Mkzxn72YqwKdErQHQ+cu4HjV\/SXnyVINFj6NK5Rin9gteTNM8Z+dmYoCW0uAi9ToKA9SjPIDqv7vWVIDqvzsUA7SQpIdU6ykMUI8yjFP9BS+mSZ6zdzMxQAupekdhgHrEAPWIAeoRA7SQqncUBqhHDFCPGKAeMUALqXpHYYB6xAD1iAHqEQN0ksDoYu3BcgaoR1kArfyCF1OScazx9p2biQE6SQigdU\/XYIB6lAfQui94MU0F6K7NxACdoqNbGASdp5wSYoB6lG6c\/tJXfcGLKcU4qEbIVXs206YB+uHFNxcXF988\/SVY4pwA3YhzMEA9ygXoXMdTlZIBehpmGbRhgL5\/rJ6muvNjoMR5zrL3lK24CwPUo2TjbOrST1SCcU7JLIO2C9D3582dP7\/t9NfHzZmfoEXO0r6zbio+zgD1KA+gJ9LYijCONMSmakQRbRegl81dcpkscRaAIqepXgxQj1KNoy79Nq79NMUDdFs1oog2C9BPjz77B\/2FKrFAkXZ4fFtT3BigHuUBdN\/DI0ph48i6sa0aUUQM0FhZ4XH1ZRu1iAHqUaJxdAN0G9d+miIBer21GlFEmwXo4XnzTH25aT5\/5y1xepF2eNycQ1+5GKAeZQG0+3sKqAgaR9aNjdWIItosQI\/QPPtuoObh9TmAKVliIYBCx7hGQimr9B4GqEdJA82mZj621RUHUNMwCx3c2touQMVVN4Hp4uKi+3gYKHFykXZ4nAG6IzFAPQoZBwU0TsYqozYMUPHx1Rf9LNDbfwjNpC8G0Ii+CfEsRhVigHoUbxx9eU9mxCQSoGNIY\/\/2QNoyQBNKnFpkQni81mcxGKAeZQD0dEZMAsZBhqjV+2cTAzRK8eHxap\/FYIB6FG0cfXlPZ8QkFqBi7Lnv3R5IDNAYEdEd13222mcxGKAepQL0pAKhfuMQdiBeJzLvEa6ofQCUmgda8rdH4wFa77MYDFCPYo1Dj5cwQM26gdPt2TwM0Dy5guX1jiwwQD1KA6g976LC611OSQFi9Km+7dc8+wCo+Pi7v8TSRV47nKLikQUGqEeRxoENULy6vutdTmnxjWHhZMyzE4CGSiwPUEG2MiseWWCAepQE0AEI13htdde7nNIBiqyxb\/MwQCNk3T8dI0VVh8UYoB7FGce6vNcjS1WHpLqrXkLx8Q1knmvUXt+jYTptH6Cfntz3vkikL3EWgFLBcgboJpUD0GsFUB3Rqe6ql9A0gF4bLxrZmXYA0MCbmPoSJxVpXX7HSFEVboKGzOAXBqhHKcbRd0\/c\/lT\/tibsJfaIa6JxkH3GyaFVG4Y+58iR580C9NOTi0FfNM3tiwt\/K3TSWVr3T93MsFav7iVo1oHxxbnLQsdWsZKehVcLCKCwJ78pQS8hJ60kA9RoeSrzFD7wQqLOOX7yznYB+hxNU5rxfaBWENwxUlRFsFzWA9cX5y6nrUyAqm4rIMfaHpAs6CXIY3AC555Q2gLyj4oWV2sY6pxJO3j2XlZlijw8b\/61e53d3F14ef\/U3+lAp2NgaVnJE+0\/0RcGqE8pUx19Eqt7QLKgl2CPMVM4d9XSrXAwY5aoLBWJOmfaDt7dl1SpIq\/61ygvA1Dcc3MDdOX6wwDNU0GAbo2gJQGKuu3DCgZoeRUr8v352Y9zA1THcOD36IGlhcUAzVOOcSQUZHurDg9IVlmA2tXlGiO1Op0yQLtu\/MN5AWo5gPKQqIGlpcUAzVOGccDIkR5Lkls2pIIAJQaMrol1demkASoOPzW3z2cAqOqNockYQqAvEQNLi4sHkbKUBVCNTiG2C9Aig0jXql7oVrnawoNIhVW0yNfngRH4vsQJAMUhHOkoQqCKUk2oh6cxZSndOEQAtA4PSFaJaUzgJrI5s5zoNCalDz986\/1Fzr7ExCJVZMu8\/nikyDU0n1ZYWfFE+hydMkANL8mZSA\/76dszy2lOpE8rMTAUYK\/UI0WoX6YapmDdkprwaj4GqEdB41huolfUygWvUhwpFqB4XE3obehzDwLWO3WAkvdGEOjUm4zJbTrhgorvWVD7pm44IYWMY7kJ4ES1LSuPkhwp4u4i8KAaMAkaTtqJcNBjhfKXL9E3liosEBoRcRjhGTeDaW6zHTShKdeMAepRGKD6r0D998V9oIiSHCkdoEK3PVyjq1u0mpRnwG2Z8pcv0R3Jwp\/wS1RUZ1E3mNRtYIB6FDCO6SZrOkEJpTlS3N3FGnEFzQ7CTNszmhI5V3DRA1i+xDyAxmnWI0digM6lNICuehctoSUASg0s6V0rntYUFANUiwIo9AcBXcG+a1LrZhQDdC7lABQMmWwNBUUBiqKc12BmrM8wmzTbKAaoVhCgMsQl\/9p7M0B3oCSAQnBKVmxL8wAU1JVrsr5oLV1ziooBCqTvmGqFJwKKnYUegTLUtq31Ba1LP48FB5E+vLg4b5rm9v0\/Befapuqy6d8FA\/T+3Fh10w11ojVXxxXPuid4zX3HjWc\/yi+\/6zwfhg8maRDp2vQN3ZharlUV40MyjZ224CAS5idZX2yrxNScAsquaI5cxiUeRNKyojO2FzgBGjWXqTBAF53G9OExeOPqg19ySnXLBuinR8Z7XS\/NN7125DwyMgzQD9\/fHRaKAVS7CekWmwNosWlMnrriBGhUzSmg2QB6CtOY0PuWAxPpQ\/xUAVHYmQO1xn0UR4vrizh+QesyTip319QNV9iEZ8\/yCnbIBmi3SjchB6D2LU605rhTEKD\/PG\/KAhR2U1zAEEsOjcT4kExDpS02kT7Q3FDRULRjTM0poAkVjcxFLZ3ERPpIgOJwtr5r6nEj7QqwpuA3hLoyb22AtoWua6qSAXrTGCpLUAKgXYmAdh38jrprJQgBtONsYYBq6QESi6DXiwG0jQZoqz9zFW0cu8qAJZxOLsxprSgjJeRC5rdfgKISfS1Qga6o+qbqBPoA0ZtrvBcp2QKAX9C65ZQK0L79d\/bg7x2oPr55YvamJ4sAaEc7gMsjED\/7XyjVFW6QGloSoEb3BAwmLULQGB9Crc+FACotQC3BdPbSDCpT0XQuZH4MUDw8oP76uiZ2JXL4gbxz4W+DXHvMRdZUgHawuqPjnn1zMAJF0SIAiluW3be7N7BX363xQHwRgHr8YqGREYH8yu0w2t3gZ4ZijRNhluvYmlNAQ8M78ayt9NrUqDKrdKcOUBzOBh8FAWqa3te3qAag43iN1o05Ij5RBEBxELRnX8dCBUAARkp1AHQJggK\/8tyKxw\/1uRZAx41jkoUBmtgEdQAUB0IFA1QJhbNxbLu\/uuNFxn4QGwM3m57jl\/HW6NhjLoImAtSCVaD5lywKoDewiz40Pi\/BYdz4G8HLdOF7XSu\/wMvDtnB50wT8yncrRp\/pjTGltLuLgNUFLS05yKaNk3TWljm1FY1AnNxy4gA1Ro9gUJMYRCLTuQWnP2BHdt0Zy4S9aU0FKJ5mKT58\/0U3QRRMbhqAd3jVrb\/4DrPxzdfd2ubiwd\/VKgqgKAg6JLgC2JZHgLr6h1cXx5zvv3wnN1+qUa9nCqBvnpz3AV2HCVKNQw4iXS9FUDStxuUwRs2HYaNUluYNIslVxvjsnG1OKF3LEs7VMqc1g0no0AADVBjhbBzbvtbdDWPWZ2wMHA2\/mwAlfXjO8aWMLry7wQlmiH4uEdoDVG04+06n\/ue5HspXYVUKoJCMI8E7Aj4ztsJkKu87vzgBqo\/2gSMGkQxQ0D0B3VK51ZFZIUG\/cjqMBVAUDU1CaNYgkl5nb11CevQsCaACmxNXYbkELXiaANU0nCxnmW2MBIq6qK6+dnWBU0wIkuYMIt118OY9IKJqlnYA\/d+P9HrZcz5cNlCSyhRAu5Vy+9idB0FQ1SgGAP0JHMfXDoB+CY7WEcVNGoWf4hUF5HIktdWZSPnbPACNtMs81mnxbcVhHUFXIGU0\/Veud9pRMEArBah271UBOk5jop4\/6vl5v+sP\/\/a9Jug4b7Tb48P3jY5mdiS+\/V33aOXbV2AonwToDdqtZ6lOpzZqgHZ5nz39XZZIx0CP+uqY5ONP4KDyjTPNKwrIdqJ4gLYKLwkdnXIAHZOlnnGMygGUbGwSAB3SnSRAzT4GHd\/ur3j2ZXe5aAsoaYwCgF6X7PSDD3+2YaVPpB8bbvefGqHDjl+N7KG\/Vg+w38B252vV1kQPaHY8G7+QANXtzX4S05jtSGgVDlUA7bKTDeDXboDKJH2jOskG1DgJHDWaHwwOyS45DsjBnituSYEd1EdsWTmDSFTyOUMcuBqBkJlZXagKlLgHSrdpgH548c3FxcU3T4NPaeOzvLYBSlx2UEPk9xQZDQO4fvwEADUamrqNYLUWFgSoeK8Dnbf\/AGyMB8NVu\/AG9tv1nHc8+V1PVCIBqrCph89VEFS3O9USyvvKCdBnIHc6rpsJUNS0mrnhiQQaWR6AwrEmCNu5AEoMIuGtcqG8oXA1Ms4epbMrUOIeKl2\/sGGAgvp950d\/UhOgwrgdjlccXdhhXS5ApRfTG4SO\/+t00N\/R6Kkwbnp5BM14mcjhFYgenj0dcWc8SAmbigBPCmKXCFpXfoDqVqZKqPLHrdNuX3wk3XYSoLr4y8kAhfOW1ISd5ZugsJVp9SoBRFVq5UywJx+pSYNIcKu9VEpmNYL3B4N+5prkPfYC0GPVuPPnt53++hhP+SZKhEXiULZqTAhVO4SAjYu8yJbBRLCeCqeAegA9HCdQn4sBVHSN\/C\/0bWpohaK57UIz7wZ3kGlYhQB6Y89Ukgl1X15uNCZ5XjoAqg8Kz8SKsYEHoBM9ZIJaA4faUXQDU6azU0n3ii4uwjjXtl3MxLMaSp81dcpGLMO4dyhbhfewDbphgF6CinHpe0BFkADVHMVtiDIAhQ0CY0M8QGHvAXE0i6B5AO3026sncLwdzXYXGmzGegJWv\/3lSRMAqKQzoLTMXxNZAtQo8cYBUM3YyQAN8HNtgCqfcdV3tCa2uPoBCuqKNoEbh0QT065\/1B57AuinR6B9g75QJYIicSj7+hoGOsdvqm8G0ycJtRitbdKRdb8BpAfebyVYB6CdhlFu2RI0JQEK6QTpdvj1h68vUGIXQGWHHew9slSHRxVADR4eYbkMQMGkcO0wywnedxEVBViU6VCMFPb4SwJUWmAVcwg4oGDUKyudvdXs3FnNU70HBKlMdnIA1Xc\/PfZ+DQmq14F0iQLRJ9pNIUNBOuDYsF7ILEG2yYc0EaDj3PmOaVc2QPv1ToB+eGLT1gXQLvduNQgAjOQkZtQvDtDRZXCDyzlqMpMUEKlGpROgsINveFNIkQC1k7goewAAIABJREFUX\/q4lMB5G\/XKTGdvbWGlsm4saA\/ytrNZgB4rke693QRec4EACpeuZY8dRkbVOnOPaMHr40qgWgMgXdtClq4JUOK9HTKcmApQnf72g5ehGOhIQVT8EGQF2VcG0IXbXK10BYlDipNCO5Nub+q2aFmA6jrkG0SaT6iBCE1gpbO3oiVlN3IPa2unzQL0WKHOxgeuD6\/PPW+J7EvUt8osEVka3QDYjgT3QtgawDsTwrfRgJLtlQ5Qg28ObCk5ANr3+M++\/PPf+l8pCgK0K\/gZbG5KMIL0awE02UnKqVXBnWgPKeZEEQDVDXFtjvlMoo+8BUEJ79m1Vt1S69FKvcnegxwX3i5Ah5bNxcUFmn7oKJEBmghQ6212zqEbJXoQCc26jwBot\/4hJl3P1C4f9XDoSoNIDFByg+rA7wOgIKpGZWhYbcMAFR9fDVNs0CxvukTd1zC6XMZ0UBXDMYbnLRlxFNkncq2zoifgAuoEIIRlXS+4kdS9Tt2pNvQ1TYyB2k\/tyEap8d54JeNlc2MU0zXVyAnQLgj6X3iqacdU2CZ1TGMKv85uMkBRb1VDY\/YuK3QPfJ8VVqxTfeABIwgJ2k1GD7IUBig1pjafVXRlMnvY6BNWFlQNrTqktt7r\/4F4wPF\/0\/9DWRE2WFTrPcqJrvK4Qm6hf\/\/I4QP6RjV8Ax4O14ELig2vL6FBThiwVglQfg6E3hskw41uG0Ru6B\/h+Q6uuRyRaj7PcwnmgeJp7cZwuoCT3Z0APRb82f\/7yCTj569BofREet1ongmg1xZAYbvLkUEZKS\/BsNScsACq78rmLt1qyk1GD7IRGjCOTU\/YAplBunoY9xV4huYtxqphMD+wdWAoXjcyVBdv2WBZrQZQPdXCnE6v3UA9fKQ+qAzlTQp+8axDmwRcVlVA3zCV88Okyg+EeQVHDY5\/bzjTAgAdXmr0rxpPP6sBdNw4VQ3Smway8hKEQDVAr3QaF0CP9Dt7YQU3ux9HUmWiRzkVHm+a2QEqBHQS4CkzN0HbVnsKaloCVJAABUTRGXTNKsJNRg\/KACg1iIQHYktKVybdVASNRtgoNxKiBquV4UBOM11j7XHqANW99JiQKO0DGGT4Jm+kQJvURUUKxrWEvshCZ4uOaPT7ppGfLhs4jWNq+FHh8VflhvcojVTqt0gqfVBtyhswR6lHm3rfhxr8+bkJA7TbcGH9HPzZFwCECqD9kYzNZPDaENAyLQhQ4D2k5zhySJd5bRVAJ0u6oTyr7lOWJslpE9RvHHfVEbO9N0QAk7gNo5I7ap2Rn705kLO2wcIqXyQ1DxTPs+nW6G77tbsaWF5A+YAGmTA64Zit5ib6whj9c+p6qf1gtlDlAarexqQFX9XZ3Hn5rgtD6xfUDRPsz7o3x4G33PWDSHe69znJkLUFUNSOlPmgKOslZDMEZJ+2e4He8K46UObZS3H4fQaA4ilMywA0wkXiJGmyBED7FDMAFNYBXa3oaqMTDkv2Vpihvdmfs7bBwloXoLJhSVxbWEXAh5XObGbihibeYrVBcURbXyiwLx4+MkrSyeEhzQBQ\/NrkBv5G52u05athZQezC71Wkgq\/fPnfFdCcAB12QOP8PSdxtHP89hrkrTv+49TThyUBqocbwftEzLHIErKurdkAtWAKUKJv4ui+q13OBKgqLRegxmslrN9EmmIKSrjfhzp5wlij0oElUNHs\/HxLjsPZB0DFx9\/9JQ63SiHwVTZSaWKCGCjhA9r+GofwIuJeAd5kLamEsoEKuxwClKPSLQZQcfgJsu8p6HCDn\/Q4++O4ro92KrRq2gKCfvVOs88J0L7Nim+IfRZ3UQqJU\/VOrrMf9UTUIfwgn18qAtBrCFBr8KhgA9S+tpF9FA1QTVyZo\/KwIWHTtPLspgPUGIgVwCxFDTMI1D2CnviGItOBXUAl1dkYS\/eIdY2LoDsBaKhECFDdhjBSwS6++XQSFAab8l\/NNkVA6dJoE\/4ihAugRjnCzgIeVPFBpF6HN8Mz7LcfvDS2\/Nb\/qNxZ92Nuo4bhoo8\/WT\/fdnjTv0Pk\/p\/GcZ+BYU6A9h12HB7tmfoMfdUJ+txvH\/EOn1XqjuLI65IAVQvqJXaAFCUBKoxra3iZvil7AQr6K2DHca1yE1Ba\/iCS\/D6aAzVOZgMoqAZwSZ+7rltgX2QZMz9pAbhOWooBGgxbuYI5Zjrr9p8kQSx5UjtKHNbCRmrpaUzpck2w34LiHrbxq8yRaOjpNeWl3AQB1DGRKXMQqbBhShtD3XMS9nDZYGGVLfLYRvo2ZiJ9PQDFvY+Ia0ZkoVarwyo8kT5dDNASsnofswC0Hd0ElTZ40M4A6tyDAfrh++63c6\/kcIG3RHM2nyjYtwCXSWBTEyHO1v7QPQoNTOG4XEYyKl1fB4i9GKAepRpntjES4AJglXIXT0AUdNWNHM2wn86VwDXhPvHGmW\/oCAr1xJF10Kdzz3GrPn19zsgkZh4kRbcL0GGg4A+P7vz9bfzLRGBUu9BVNi4iQKj+0D5sAhR3xOHFcxIUJbfS3WOAZijROLONkViuIBAuhacJZqRDe9tgRTduWBrRBo02znxDR0iwDyfskyfvF+OORq1TLe+xyuh1rZ0FYVyxZYBeNnffHf7nMChwFf9G+uLh7cGm0L+NQBZsHBgDRii5QPv5AKpLttP1nkARlAHqUS5AS7e1EDb1gvSZ4bt5s26Ra1kjUEZzC2RPAJRyn3SAztoE1edDLYHGKbUnarqOeelz1uuIOogqtdJmAfrpUYfO9+fjEymxL1QuHp1xtgbcbQWvhOtK0QWa6ZxDqQxQn9KMM1uIz3IFeHtO8yKwP85xLMjaOGyg\/CfWOLOYpbXqwXC0KUaAO4LNYyJ9yrriEVVQfjGOZ8MA7Zj56dH+AKobrhEF0gDNmIwyXQzQyTKvreplxLmO\/p8LUNJ96gKoPs+YqhQAaJebPmfcZRS4bu0NoIfnfef9438OD1xHv5E+V9gBzS26FwG+DBvVVQQuLVojYcSVIsq107lnQzNAfZrdOHkCbgIxJ++b+r\/BBWqAKMrFSP9Z0zhm6EGA08NLKtQh9yN2pvbUp6z3TbDZZgEqrvRc6sPzwDD89LNEDmxsURcFflG7aXBqZ0fXUKbT+el9vUdkp9Ph\/\/QH8k5adRoHQ1E5oG492YDV34RMrDMT1qLhYsB9gP+sDtDWXEHQE99iQEMV7UvR957eSizBgs1VnbYL0CM1x377p0fNHW8PvghA9V9zi+ai\/gZ2cwIUNmsJgAaaoFQ67fYM0CTVaRzTVwATYcMTdmp0N8gaCIlwMdp\/VjSOcQpCNQ91M8Vqoqg9rZ31OrQEy3IuuRCwXYCKw6v7EqAPvB34Amfp6vNY9z98I4RuHhSVo++I7HT3kGJtwACtyDjwmjvcJN6brMRUvqBwh\/+sCtAWNyPjTh7bILTvcLq+TNDu+Ag3DNCUEhcGqGCAbkvVGIeqsZZvxXrT5gFq98PjTh6eGopckIoEqDC+DmKARskBUN2RUP2CVoZW4F7w+Urp2+blLSTXD9vUw4gaVYtxjF6odBUV\/tExQHM3sIOmcP\/pfLjXK+BHawLUPl29DtwQwIP9Oh3+xOtcLSJbzgo1iAEaJS9A1Rfr6YhWFq\/f8AErBZHjVDl\/2KYaRlSpSoyDm1vgztzKiJ3dqRWIC+izX3C\/XsYn6EerGQfVJvc6\/W4UzFm9B7GOGCYi5a5QgxigcSIjyDhKLfvrwmomDFcWAxT28gtqxYn0W1YlxjEdSg0Jtdr\/WpxICA9ARQ\/QbiEdoPrvigAFtcm3jjhH6z4UXKLlrlCDGKARunXrlh0REdEBmWb8Sb\/h9Te2Jh0b1przQLesNYxz9CpjDb5Lux1K4HofcL6cE0F+tJbnGCfd28tdwfS5tlGxX7jVXQk9FWoQAzRC3aUjUGddJ6cPtwzQulUTQI2uu8NhgNsEnC\/nRDYJUMEAna3EtCKNmNHxwlm+3qltVUBGB0CJnrnpw\/YggKPgdDFA87SCcWyvIgLtYw0HHjN8Wo6iXdAQcL4E76oCoNgi0l5w3XjGuIIRZtBnDmyAwmgugjJAhxKTijTC7rccADUHjJCnw3taNEDz4v1QDNA8rQVQ6FbaZXDED42ZtK0aWEeOEgHQFO+qA6AoGjzaC60bzxpVMMIM+syBDVpUVxmg\/hITAdpdKgBQ+QcL9QJ0X8DZBAX8dMSu8+L9SDyIlKXljWN4FUSDvMOiPiYKkA7BIHBsqh\/qImjfAE04oUoGkfSYWT8MYVhJ1SR4akT10ptBQp3OXSEFDyKNJaYU2SXu7nXjToOT2wB1RVTMyIswGwzO65UXrsLiaUxZWgmg2q30MKVxU7aCda01aCICAMXuF9sEXX8aEzr33kCWmYZkuGEphGEG2AhXa3Q6Yg+g053G1CAl7Th0FxBAbYImABRFn4gWqi4YfWaJJ9LnaHHjGF51iwAo5VAOgIJGqoOgyd5VwUR6k5+yHWrUsKEJKiuYdwzCAigOhJI62Yn0hQCqXdxK2F9CeSHbwHUAe7nSFQGoUwxQj9YCKACpEQ8FUXULjJajeAHq2ilaa3qOBNwIUGQlPK7mXkcBVKej9kjQfgGKSkwD6BCf6ne6BTpZRjpNTsDR4IUgRgrMo2SALq6ljQO8SsZCTTSAVtboYNZBwaCQCgy5\/G+TAJVn1fNzCIXeQtuGBRgXNbeSAG2JnfMIygClUt8SKhQKw\/xYuiPRguH3CQAtMYjkFgPUo9UAOrJzkNosASrjmnQT1GyA+gGa712rArQPbmiACgzQVp22XmcuUYNIoT3ixQClUg+6pTzbdPBO3liVU95006cxecQA9Whh4xhudWv0NLkZNkBJfzFHJaP8L9u71vOcdpg+31LVkDrloLnGhYyK6xID1Natwdq3LKFUMwBUzIdPBqhXqwJUI3TcHAQodpRY\/8v1rjUB2htmKkDBmQ9LDNDUEqkiXf6E4lPkI0iDZMc91fBzUtJbbOqGE1KScUpfQMlQjQb03wiALu8\/WZ5T4ihbOX1en78xP6mBvfFVdLoAdfZocIDfTdCRnK37MQbHsczYT\/eWm7rhhJRinNIXUN6mFUGNkKYxbXh5\/8nxnCJH2TdA7YcMipYxVacMUHoLjO\/7ANqCJ8HSAOo6onnFAPUoDaDePZIlwSk\/9UiQBijgxvL+kwfQQIIIqSGjcQhJrtRltOrvajpZgDpndZjxFhdBM6Mn885Viig4fsMJKcE4pS+gFd8jI3PKw1bwnwzPKXKUat48NX1ek3Nd\/2WAGpuscSMHQHPDzwzQGlURQB1DG9LFTgeggJyYoKqMFn2uo00D9MOLby4uLr55+kuwxIQWqJR7Bv0oaiKvnaaFnS8QsmGA1qQVAep7VkPhVDuZ7Bvbsb\/cceSg1mqByiffqVenojLQac9mBlobBuj7x+pBzTs\/BkqcFaDuQSR0z2wYoNVqXYDaS0q62QUBSg2fJPeForU2QNuWrIM0QOczA63tAvT9eXPnz287\/fVxc+YnaMog0ij3BNBRMV14FL9SbQdvubOJAerRioNInqnGpJN1BctZ4Tip\/ltWaw0ieS0j5DtVhr9gtf67hLYL0MvmLrlMlkgC1DsJogRA9fxeAW+YPI2pOq04jSkdoKp4eAzI18oqD6DTjRQGaDPOBLU7g4sRdLMA\/fTos3\/QX6gSqSLnx5gHoLOWS4oB6lGScZa8gAQQdPEVA7SIkULnRJTBAI3VdIDOLwdAVzkWBqhP1RqHBALlSrUBtIQyzokBGqvD8+aZ+nLTfP7OWyIDtF5G1KBqjcMAFQxQq8wiudw0Z98N1Dy8PgcwJUvMLNIR\/owWOYg0Kcd8VcuIGlSNcSyPIwdFKFeqaxCpjIa3MSWdEw8iReuqi4BcXFx0Hw8DJa4GUOc0psVVDSNqVDXGIQBKjFJWP42pkDLOiacxxevjqy96N7r9h9BM+syz9L+NKUboWq775oNqGFGjajEO4XEkDmqfSF9K\/TmlVcFF8bltgCaUuBZAK1ItjKhSlRjnVpUet6Zxxl+Dr1cMULdcPwi\/TVXCiDpViXHq9LgVjVOnQaAYoG7Vf\/VSVAkj6lQdxjF+K74WrQ3Q+iwCtA+AUvNAG6SMTF0\/CL9R1cGISlWHcSr1uPWMU6lBoBigTm3g6qWoDkZUqiqMY\/xWfDVaHaDVWQRoHwAVH3\/3l5hRZPBtTBtTFYyoVTUYx\/tauzW1mnHwj+vUqZ0ANFQiA7QKRlSrGozjfa3dmlofoLVZBIgB6lDwbUxbUw2MqFYVGMf\/7qE1tZZx6rUI0KYB+ut\/jE\/AH374NvAsfLLQxcvYv0KVM84OtbpxblXscesYp2aLAEWhqqgKFfn6\/Hj0d\/qHkMJvY2JVwIiaxcbxiI3jUSSuCqrUy0Sa+9+M76IPAZTFYrF2ojIAvezfIPK6JygDlMVinYiKAPTTo+F3kG6aIzsZoCwW60RUCKAjM6+az98xQFks1omoCEAPz+UvcR778gxQFot1IioZAxX9j3v8CwOUxWKdhsoA9P15M1Lz0+OmYYCyWKyTUKGZUx8eS2oefmKAslis09AMU08P\/+l9EonFYrF2In72msVisTLFAGWxWKxMMUBZLBYrUwxQFovFyhQDlMVisTLFAGWxWKxMMUBZLBYrUwxQFovFyhQDlMVisTLFAGWxWKxMMUBZLBYrUwxQFovFyhQDlMVisTLFAGWxWCehT0\/+W\/EXxTFAWSzWSejTo+bsZeE81\/gpepbb6msfWA1i43jExvEoQJ4jQJvmwS8hQCVpeYCubeTldG8UtW0+4\/hK3YhO3nN8OmHjhF3bj55Pjz77P8+b5quS\/fg1ALp4kSvp3j3RX297i6calChV\/UWrieOoUnMaZ\/Pav3E8jupwbaUQTfsfDH593jT3\/17kUPsyi+UUXeJernRI3YW+10PU2jRjNZClmaUyQHeh\/RvH7agu11aKAqg4vDoitLn\/9G+\/lzhcBuhsOnY1+n9VAJQGeVFF9KEi80ndcELavXEIR5WOFQFQf96f5C+u\/\/Z9l2WRH79kgM6mIVxTB0AdLeGSigtDRWWUuuGEtHfjEI6qHKscQI\/6+Ncfvi0RC2WAziEZ7b4n6C7JCgC1Vrnis7kaDp0BOq\/2bhztqMo9lWMVBWgpMUBn0D3Z+By+2Ce89CASve5eSYTKI59+BntnxCTt3DjaUZV7AscKDyL5c2eAbkTjnfOek1HzAtQudPyGVoa8MVEM0EW0c+NoR1XuiQDqv+evYQMGaHkpLxiu9sIAJbrmVN8n2B9KFAN0Ee3bONop9RJ0rECXiQG6TbVti77Lm+d4rRsZytEjLMtWA+10\/cJwuOUBOpwgA3RW7cs4Rs2Rc+SBy2KABsQA3aZcAJXR7\/47GqReGqBoaR6A8ij8ItqXcSyAgmeO5KqE0UkG6CZ1dALTDwQYiB+7HcgNFq0GxpGMh8sA3aR2ZRyj5vQN0Hvyr1yX4FgM0C2qtQCKRhHtsUSxKkDV4RYfROIu\/ALak3HMmiP5CQiqO28xGTJAt6jeBXpXUL5AjBauCNBB8vDk4fI0pk1qT8ZRriikeyaMuFNigG5QgwNggBKjhbUAFPwtiU8G6ELakXGgQ9oAzXFPBuim1DSgD0J05FHfY22AysMD7VC6Z2SOiNGy92WALqIdGWdsdOgeXNiJKJclKtmSYoDmqukBKs+mNdqgYwpz4H2VUXih+S6P8PjpiM1HAZTaN36wNJh56oYT0n6MM7hjiz4DTkS7nV7HAF1cbRsEBpWg7QHUX3UAULMJajBztWlMQoWb9Ln06Ac3AJ1Q9fU9lqH8lUfhl9BujDMyU\/0DvSLpRJYDUi7bN2NaBug6akcF0lDr+osp1OVsYQd5kNGxWG8ivQ436ePrj3u4D+CEbath67IM3WUqg88dMWIO7cY4ugOvb9kCO5Hdo7NdduDnWA0ZoEsLxbEFCUsqttmtGxugx0vXatj4ACqITfEbpkkHapWGu7l5P1eRCNMy5FHOc7S7YcQc2otxWqxxnZEERJzG\/j1ss\/Q6VsM+AQN0DYGIoFygAdra60iAIh+oB6DADwFAwa1bJ4SRfeEiKAN0Ne3FOAQ\/DWdrCYC2BEDBJwN0YZlXDrU2wSC7jHPD3Ub+CMxNyNplAerpQLfg8EB6B0BBc5pofKOjZIAurq0ah4gHdb439oPUGnMP1REaAqTy5q9ToW59gzXrCakDWKQUVGI9V5oE6Lg8DrKDK4gBKgBqhLlNZqH\/YpWvBj6ncR0dxU8Q\/HQDtNyIuzvzlA0npI0aBzc1x1WDx1oVSy3r2gUnOxm5yIElFUBlgC4ngAmrMSlvd2NCq1vbDg4gO71Wf0T4oDYHQJ27m0c3HqI8Onk2agRJN611C8AaDp3RRTfKiGW0UePYIfW+IdnCCBiuPNhh5cKI3DGBEEMorf8nuAu\/vPQtTRNS4gV1FyiANrIH4gKou1tdvBr4OtU0QJUzOgDagla3BdBiI+6+c4nfcELapnGIKGdfs9yVp4VeKOSC5bJCDUN0ywzQZcpHEyWMVlcLASrUxRn\/DPvAPQ1kRh9D6obIDLtPEm76BgAalwqSrVN430W0TUYspA0Yh\/A\/G6CuNge5GUWWxn6R7jHqLBigixQPe5\/48gBOqr755gBKdq\/1naHVIQsFUDc\/GaCVqX7jUP5XDKByGwy5MUBXKH7se4NroP4OG5rWBouMmaIrn4WWeQFKZKTDu8jrfFL7uZx8LtXPiBVVv3Eo\/yO68OSkJJ3e8kXKP0H9azkGumzpjWxZChOg+uncGIDmgWXGQSQyGqrbzkT72cNPBmhtqt44dDQedt5UyhGgRCaEL1L+aQ5MMECXK11Og++\/0AjREWvZMkUegEmTdxTxG8I5jh0n7MAt8lwYCLVvDm0L7xxjvmBr5pFlnErqhhNS9cZxAdSuLE1fxTQf7fSOnjyuuGoPBuiSpUOAUpcKDrLD3j3IKhufs1QDGXeiAKpv03CJck0U7dUJGaC1qHrjOOaD2JWlVfMAx29WcldwXiduoaMyQJcsHYAFXyyin46vXsmjiN+QnHX\/CYK6vdASHEASoXNekKDVM2JNVW8c34Q6KOVQ8o4NoUhVuYh1DNDFim90a8sEqHDe+TYBUBjEb812M2pZAl8d1zBAq1f9xiEHMW21BjAZoNElLlmkhoP8kM+PCRcyqPE+taXQYc0LUDWNxMNE8kQN9xRmFpOPLfIEUjeckOo3jjVPUJhL4zfa7fw+6\/VVBmh5tRZARQigROh6UwDVE5n9TWnfyevMXL46o+pnxIragHHQLNA2DqAwBJ\/qsbDkJc4Pa7cAVVdFR1jgILRO5boqNF3KHNws1cAinPJMdQdAm1ynbqY0F+bWBhixnjZmHFTl3J10Xe08iATuab9UpBcDtKAM7mECmqPM5JUkh6rLHNwiAAU4NFyRAbpZbcs4us60cQB1VEa5m5UEF8cALaF2bD9KEIAPxUbyEqmN+huRvsgxZlWDQPHmZo8rOrcji9mpIs6sgLbFiIW1LeNAn5J\/BIQq8C2HP7YAu+bKXIB++OHi\/tN3ZU5xpwDV9IMB0NHyjkuk8SFTVwXQwAFYG7FXxnbi1Z5UstjTm6ZtMWJhbco4sMoN3wVoi2JoJgJUrkPlhWzw6dFn\/zh+XPVR2rNnRc5xdwCVPXbYlpQXDVwsV0cCgkegboPRtZ2kPIDqv+RmOOHTOcXAtdlesZo2xYiltQnj6Jqn6864ArRFnbyk\/Y9yzyyA3jRn3719+3Nz9uPkExV7BShoSlI9BS9AzdZrWwdAHT6jNzNAT0GbMA6sPKjrA3rv7hbnzAA9PG\/6tudVc3faWY5llsgkrcRZizR64cK4jE5meHoQ6oqVQ8ssABXCJqggHM93tspaRmZLahOMWEvVGYfwktHRDL9T63Qa7YhwnaOaUVstgPp\/0qMH6NiPF+\/Ph8+J2ilAh0Udatk7QFt1ynCVHap3ANTwZwZotarOOE7UCeRYYGwCpDHbp4anErmizWaiJIDKz4naGUBB0zNMxMB20B4zVk9WaYAqh9OO5zmtKIlCp5qu6hhRk2ozDvAS4INex4pJ1AYBSiWKi4FeDsHP9+eflxiIZ4C6Nrd1AVTQN125zXDiGA8NigFan2ozDoi8t4sD1EwSBmjT3P7yxXkX\/DxccgxUCVwWoqlvX1cKjGNKCqw4\/xJYKTyNiXSrlmSpw3PNTPCp0qXOpdoYUZUqM44RMVPNF6oKkV7n6SqlK2iDX1886fr2fUe+KdKDPx2A2pfTAVDH1dflrARQ5aGOLabn6bQuF8W7QNOAwdJxU+oZTlC8cQ7PUczr4v6fYjplv\/s3XzaN1bfrmi5l6hut8ZDenzfNQ3\/KGgGq+32y\/hEuR60as3D7ZKKibHD49cW\/dQB9UGYmffUAjfgBXbrhqGv\/8DfEkPGiWZfcapsVIGhWNXBbojsu+f58GaoPnWpw65izQHGuJZQN0E5fharFh+8DPbflAaoOaXMAVS0O5XMe3xprmHpROa5UIjSIFCF+lJNK7RhR02rjABpgKGxmjhcQf+rrug5APZZoR37qnyCZDlCZs9gWQG34Yf3zPBT6Whyg+pC2ClCi6+Zqgwrtp7hSCQZobImJAA3uAyMv4AvqWfjU4AlKPsTAEqcoD6DqLwFSaCcDeGELULcXtXOxwG+spgHUz8eOhJUBFBzS1gCqqlxXixrCsWANFLKn1B8t6WxTxQB1Jo4YnVahTRWziwWouvYC50R5AyhygjKqAbAE0RaFdmr9AHXE8x3nWj1AwQN5b18dAeR\/Qo8BWlKKnmKsRBZFh1RgSR4mXbEmigHqTBwEqKKl5AfCiPxis1P9tWOgxuUtecmnAtRKigEq0PAPCcwUjTlNOuMEZQN0IJAXQQzQgrJrUks3Q1G6GQ+XAepMHDvBXIfwWgOgNB0bdfW3A1DKJmAdaH0HABqLVgEyXEATANq\/aMcXBWWAFhR3\/pV7AAAgAElEQVTiIqpQbjFAp5dYFKC6ftPjSHoUxKaj6OOfor\/8JEzEXNyYH6Cx8Qt1oipyrHY2Fhcj6BSAdgjykY4BOkWt6QOqkjkioCM0gWMxQKeXWHQQCbYPwQh6HEDlTyM1Dc0aURFAtSVIH1RbYYs8iZ+wemwWoJh0H77\/4ni7uf3gl\/H7pRppku+CfPP1F\/0M0gd\/V1mkAtQspOfg8agOb7pJ22cg5+6IX110xX33TtwMOaJDGgH65sm5taPTBsENBeUGqKPlCSJkcoeIUeFsMUCp1N5pTFF4IDur42QKYYwggjGpGbuuk6YxyYEiA6DGNCYdB04AqLVOUOtmVimAfnis5zYNdDMB+s9zPXh\/B1A2AaB2ISNAX6u8wYxtVeDZj06A6hypqd5rAtQYnHTWPu\/GQIWeJAYomdxn7Rg8tE6AiiH2CfsfMJY6ljDhXN0nlbpBAEv07czWSDpu1bMQnGce5\/GCWDntpGNVqAv\/HtBxTIUBerhsoCQgkwBKFDIA9GuwXmX3E0j7jQOgX54TO+YYp7xUR06vIH0MbSQr3kzHygDNFQ0FfEXBakXFZrygKhtXT76wsqqBOhb6Ju5y2Fa2SW1jLHGq6SoziNSj7X7XDf7tew03GAPt0t7+rnuKcpj\/NEYfUwBKFzJS9atj1h9\/krgeCzzrfovnzWOAbCMGSu2YZZziMvyHmNPi8Kf1gz9zlrl8iYsAFK010+hL2gwjSCqbigEKjqavZkQ4yj5y8KHvIK7Us5xquiYA9EaBsJ9j\/924uutOD1AEtEJQBC3XBIA6CnkPp6NipH82dPOHxi8NULijPd61HkDNqhUDULnnzIcmxQCNFFXXTWoIEOJWCbzT5BckSB5A1V84vAVOT42UCYKQxDq0fz3KBejHN080lm4aOKB9I1tzgFZXqIV3qXJKAKijkJ6DMuvuGIddr8DB9uilAWrv6LVBcEMpAXLKGgaqG+1uaNf5xQCNEwk7H0Bhxz0wOj312OKUUQ3A7RygVLmpPFfg6NZ5kae6dYBaeia3AAx2X3tIAVpdIj5dZQDUVQieSyXRjGdQ3bgAinasCKDohosqmqsmkZM6ZhUDNE4IIGpdlAB3ph7FFJUAKGhpCtAyAGC1aOm2Sk2aBtCv+i0dleCMyqsRRs55oDkAdRXScfAuXNvn3K19hvYlAWrv6LdBcEMhmZF0byVz9HbmluEKy5S5SCmoxKlFkqGVWIC22wcoPH\/pndBtdTrTf\/cP0LMxIqm600J9J5qBUr\/95UmTAVBXIXg+vOSgwcNLB0DtHf02CG4opESA0t2dmcUAjRIF0PBFBT1da+\/FVQSg45iXNbqu09HebVuq0FkVUjZAL759Kbfc2E1TCqCHX3\/4+gIlSAUoVYgToDCLjQHU5mEAlmt4FXfho5QHUNXjFfbei2vKIBIMLYGzVqvQxv0DlH750pUjOIoA+uGJDb8UgLoKoTlohDSvtg7QQHeHATpbiZlF3rp1a1ggAGpRguYG4QXrKFwN1NkqOYHovm9QO4IgaqVaCqA6ze0HL3NioKcEUDB0qxHpczsG6GwlTgUoMYhkXcIozkw7jynKASjdylYbnK5MrD0JgJIbAK36DvjZl3\/+2+94hySAkoVEAXRjXXiB\/A+scHrd3IdDiAHq0REouglqAdCByBpgSSlYDcDZuqXOy+aj+\/RbMIe0TpUAqDm+I6VphSbB5wHUVcguB5HURDlfFYM9vZkPhxID1COIFPsC7RKgIYK2zqaAG6Artg9iVQKgeEKQlqaV8eq4nIn0rkJoDmLcOqcxbRqgmqAzHwwtBiipniS3BjmSmFeyrbydFaoG\/Yn6ANqZwnWH8J57FbO4\/CoBUPMxnktrHqjNs6yJ9FQhNAcjJ9LXCtDOx45e57ozV+FXDFBSWQAd1k470vkUBVAfQT0A9Z57FZO4AioBUONJctVWdAH0qlFfEx7ldBTi4OAlOFj3o5yVA9Q1v7MKx2KAUhp6s7fGDzoN3QKtFxOBajCephugvTG8AKXPXaer1jSFANphScHog2pf6qcv359rUB5+brIA6ijEwUHwMpHhxXZDjuCB0IoBOvCzHb2O2KzTzXocXjFAKWUAVF7jaikRB1AnQW95AOptCtjJKlQRgA6D7HdeHsn0Ebysrt\/jpTj8PrQB73Rvovv46ouGBOiV2q0nJdZddyEuDqrX2f0GX2enD2kTAL3lB+iqjsUAJTSGA+GHUxZRasWEvxqok3Sdrg6RWsFSbxvT0WatTGUAKvQr4Tt9Na4d524+NN+F\/O+KXSkApQtxcvBSJ73z31WbFh9SpQAVHT+FGO7bxMYqHIsBSuiUAepoguoIqR0r9TYFKvHzgAoBFP7axtkf5coRhR3+AEG\/eqc70kkAJQtxc1BNvf\/8nZ4Wqg9pAwDtCUpsrMKxGKC2FDiBArtUcjV98laD4MnqECkKlvpG5rekUgDtXhPfdc7P7r8EMc3DT+c9MbvF4Wff7v+p+wLHehIAShXi4eAQLrj\/EoVa1SFVDNBWhj+HJmi4Fq4hBqgtBqglHSHFsdLTA+iGpV4emqjVAdp\/MkB1mcuXmFKkamLd0pCo8tqlaUo10L4LlyIfXtqCdgpQ3Lw03yUaq9WMg7yuUl+LtsGbry++\/SWcLKrMMtmklJgFUMEAHUVFSMcHl3ZgGbFbgHbI1POjXI+BhrQ+QIUEaH3OFrbBh++7V8ZeyVG7EmUWySWpxIQibxHyP6KzDU2oBpRJVGd\/+5YRuwUoevge\/3hHgtYyziZ8LWiDIZb9h0d3\/v729XnWDcwus0QmaSUyQGcB6LCx6GGuo50CdJg0+qCbefr2p\/PMBmhFAK3Q2YI2uGzuvjv8T\/lyl5wYtF1miUzSSpxQZPARnY2ofDXYi2XEfgEKp4Fm9yBrME61vmZMlLC2f3rUofP9eR9J+fQoqwtglVkgj8QS84sMPaGzGRWvBruxjKiDEfPon3rm6Z2X4eSUajBOtc4WBmjHzE+PThWgeNR5yypdDfZjGVEHI2bS4S9POobefpCJzyqME3xQbjWFbHB43nfeP\/5nB9CxITq5zAJ5JJY4AaD20jZVHqD20mZVASPqVQXGqdfZgja40vMgDs\/LDMNvCKB2GHuzKlwNdmQZUQUj6tX6xqnY2YI2OFJTPz97p0QPngG6ihigHq3PiIq1vnEqdrawDQ6v7kuAPijRgd8UQHek9atBxWLjeMTG8Ygf5TwVcTXwiI3jERvHIwboqYirgUdsHI\/YOB4xQE9FXA08YuN4xMbxiAF6KuJq4BEbxyM2jkcM0FMRVwOP2DgesXE8YoCeirgaeMTG8YiN4xED9FTE1cAjNo5HbByPGKCnIq4GHrFxPGLjeMQAPRVxNfCIjeMRG8cjBqih6+vrqHWb08aqQazNy1ybjRlnWSUZZ7f1xyEGqKHdOsDGGMEArUYMUI8YoFjHS21dbWrd9rQtRsTavNC12ZZxFlaKcfZbfxxigCJdExebWrdBbYsRDNB6lAxQqwLtuA3KAEXqr7Nxsa8HWSk31lXZBCOkBWmbk+mvwT7Z5W7COGspwTjU9Sh1jepU6Cc9ZilzkVJQiZFFDpcXX+Th\/skAXUQM0AqVClBVja6d6\/YjBqjUeJVRh\/1a0tOqzduL9VTCiGtkXGNJWhDZ3FPpYLpJ1q\/EOHUq3jjU9XBco72glLvwUuNFNgF6DR0AJt5arLQSRvgAes0ArVEZAL3WkU9qnWCATipz+RJ9RYL6N7ZBhaqThlRyR6PUip9WpDoYoTGnDQg6ePIbqnREXbOuj8P6sdW0DuNUqgjjOOoLvpbX4BrV3dhIEAMUAhT0470ApeKiVPy0JlXBiGsAS8OgqGoxQCtSPkCtNUNasaOR+dMEKLx2qv4Fr\/617oWAzSifiu+rqzJC2knb7FpVIcO0lNnNbh91weQGXKwn5gavHgPUo7BxnPWFvorV99YSxAD18ZJwARdADS+pTzUAVLfcpQXBumsVgXZXvRyAOmJuaD8GqEeRAI2pPWPq6rtr8TpJgBrg07VZgxH7BFxnuYvKEn7WpzUZobvYwKDC4iUCIxk9szqBKlcVnMbFumNuqA4zQD0KGgdWnzA\/dR2ptaqk6BQBal5NwM1ogOI4HWocVeoVKzLiWrcvLasZVi4PUJja2iY\/GaAexQLUy05Q5VBPYus6UYB2\/\/uJr7AK6opKtDNVDbc3CGvd4icYoYmMmDJNGJkIhT4C1Q7uoduTgX1hwEDAXRigeQoZh6wCff3yXFOw56Z1ggAda+P46EASQB332hMA6JQnLXBrE3UA3DUMWlP+FVkANVqu6KAYoBGKA6h1PRofQccc6qwqKToxgF6D8FsjnDfPUE2+xqAdcoYlLH6GYU0FaHRSS\/GtTX86tVXla25G8U5\/zI0BGq2AcWSdIi6XCdBhN2rdZnV6AFXAGxnYTAQoJqhMsPgpBjWJETJNjrvEtzYD6dRWQSYULoDSMTd032OAehQJUKob1tirGKDTy1y+RBXtFvDSDpFQ43KG6zmxgwD7iTp7JmsB1AQeGQJRNyWdjkrl2WrFO6mdr8GFQVsYoB75jeOtHSRAd6VTBOiw6roUQFEMiIi2VaL1AKqXRgsRcIPVy21pz9YogBpNUL2eAerRFICatWt3OimAwtrrGyIMS7g6IkS0rRKtBFCPBT1bg9a3SgHF4TVRXUYGqEcTAIov9VIHvKROFqBm7yK5BtPVkoq21aGVBpGCtSrT\/GYpoDi8hgE6VWUAWmGVKKFTAqjdQR8n5tCX21XpopzEVVPX03rTmEZRBguwzd5Mm3VyfWWAehSexjR+WHXL7OYtdMBL6tQBajcmx10mArS+++2KE+kHTQWoXBXKWngSusQA9SgSoETjxFFL9qSQg3x6cgF1\/x8lyiyQR2KJQztz\/HZtY86+tlkXvmZ3WZ8RBNziDRYZG8m8AOsbp2IFpzGNX2v2\/tkU+kmPw\/do+2d7ACixxABdQMQFYIBuQAxQj8K\/iXTV3C1dZuH8Ikq0ZsuPG+od8ymu1RkxrX7Ne6VWN07NShlE6tefQG1SinCQy+ZZ4TLLZhdTogug9U7bLK7VGTGxgTLrlVrdODUrFaCnUJuUIhzk8LxIxx2UWTS3qBKdRZ5Oh2PrjJj1Sm3dOLMq3jinU5uUYhzk\/\/vm\/y5bZtHcokp0q7\/gnu07UrpxqtK8V2rjxplX0cY5odqkVIBPiaoKoCckNo5HbByP2DgeFeBTorhXxGKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVKQYoi8ViZYoBymKxWJligLJYLFamGKAsFouVqaIA\/fDDxf2n70rmyGKxWPWqCEA\/Pep\/aOSqf6fpWeFfbWKxWKxKVRCgN83Zd2\/f\/tyc\/VgiTxaLxapd5QB6eD78Ymj5n15msVisKlUOoGM\/Xrw\/L\/zDoSwWi1WnygNUfrJYLNbOVTAGejkEP9+ff84D8SwW6xRUCKBNc\/vLF+dd8PNwyTFQFot1GiozD\/TXF0+6GUx9R74J9eBX\/eHoSsTG8YiN4xEbx6MgqMqrXJmHX1\/8WwfQB4EO\/NpGRmo7Obc1zm2TVb1xWp9pZlb1xpko4FnpRt67cSYpklUFtXyRq9wnHGpH0duG\/y5NuWaeapCT3QzyWWbauQdVv3EmCngW5GfUvrs3zhQxQJfW0Y1dmPATRMjz2AlArRMdVuhqjrdOOfegqjNOUUmnGkza\/e2aodEnt2\/jTBQDdGENTYGWbGh62NpLnkbW6VRXDcwTbWX9bqmtk849qOqMU1Rtq9EpJDnjCbpv40zUPgBKzQNdO1Dh0MBOEpOeTYN2BVDrJiK\/yWqOtzJAs6VvyrIjzwAtJgZoYfn74AGAtnsCqN8SdiucATpdpM11XIgBWlz7AKj4+Lu\/xMXOMhjGVOEows8lO9zjKPgzSUtXg4AlYLxTptcL1lYGaIxIm7fgXjUuMUCLaScADZW4IED1X2prC4ZKDE9X7U\/QYCg4kLI8QPVftFquhz3LFgbqtBnsw+RBJJ+A5aCrafPKlTyIVEoM0KJC3VBqM0QkJkSLJZMjbWgak8sSCKBCn6d5+lYXn6cxBaUHKAFAW0o8jamUNg3QX\/9jnEB\/+OFb71T6SgAKOIE6VuNGk6DEWP0EhNQB0PGcUCTYxqe2EDrO+WLZ+2CEtiq4BdGGTTHmPowzkzYM0NfnRx+480u3GHobU1UAVV8MPir3FtD7U4\/AWTNmrQb3OqE1tCXa\/oEY8lTxvrmnn6l9MIICqI6SyPboGP0MABRc0X0YZyZtF6A3TXP\/m8fDu+i3AVA8MkKMosh1ICSYihB332zOanBvFFhFWmJ4mlA3vuES2hcYYhHtgxHacyRAhQYoMnawCw+v6D6MM5O2C9DL5uHx7+ueoNUA1DV0oraRHapxq9mBzwOo\/kttce4ySUNFw21Q2Rai1pnnao3H443zayeMAI1M0F0njB0ckYNXdCfGmUebBeinR8OrQG8a8GJlZ4k1TGNSrSoDn06A6r2i5ZnsM2M1kOQ0mqCWJRrQsTQZCRIyQHOFHYuOgA7phvTOs0NXdCfGmUcbBujIzKvm83f1ANRudYEt4BO4t9nbVc0E74woWhUBVLSWKWCd1mnUNpTQWjerdsIIAE+h\/4OWp+FUDNDJ2ixAD8\/lL3Ee+\/IVAdQpY\/RIolN34rVzK79H+8VIhrYqAahjlKxpkTHkEkhor6NVamR+H4wAzBSKpLBPI32qGQ1rn91oUAZorDYL0DEGKjqUNv+yJYDCEWbYW4fhfjCHKQegFFVWAKjARz+MwB8\/G2QLaykeoMXmhu6DERZA1a3YaIs6ASoNygCN1XYB+v5cvof+0+Mm8Er6Cq60FYyCYSlyeMmKW8WQtOJBJM8JwkZSSgy02NNJu2BE2MCGYakG6PiXB5EitV2Aig+PJTUPPzFAB63TAqWmMcnYBGxihut0mwRQT8Q3UbtgRNjAUJSXaIPyNKZIbRigUIf\/rONJpGjp8RT5Fa3GvXi9JaR1YqCOifTwBMd1\/dG1YBhNEDtFiwHqlQ6Agt77+Om\/yfZNUJ5IH6OdADRUYm1XWvm1CnSqDz2wZAPUB5fe49cZhSdknqBedw+doLkTA7ScKID6mvWd+wzMxGe9S+OUEgN0FZlD7XDASLcUBGqa+sdU7tUGUDhKJtcd4Xk8yLbVW82dkgbNGKA+oXEjTVLhImjvPveIYaM9GqeYGKAlBBqQseltaYqCDwRQH1zGqP\/Q+VpsEMl1xuaZ2evwxAPwLb0JyoNIQo28q\/\/+wDqVQ+dBQ\/DTOOntG2dGMUBLaB6ACv1hhEpt6XhVUy9A71kr3WccJZ7GpGQB1D8waWcwNj0J99m+cWYUA7SAqEGf8C7jZ9STSEYSW2ri3rECqFl8aKhgjmrgOePj+uNhdP11MzmGqoDm0+sixRPpRxn4BCY1\/4+pgQYjjiPu0H3UdkehWzHOnGKAFpB7WMS9B5grbhEThUeh47vbuHrmc4+t4QtqoM1QDTxn3PbRzu5IYAy0Hfa4Z52+toJIISi3QKUsgJqNUB0OHZMrqcnz\/Td7Ptr2jTOnGKDTBUdLIis\/JqLZg0XNWQRQZ\/4AoPobChHOAlDnEQ0NUIGaoMMIvDmwJKh1keIY6KgRlbADbwLUbvmPkkYcp86DGzBKQGgjxplVDNDpkgQYl52tRLCDEY\/yx6vc4SvwTT46QjxBEsBMtnFks8Y+O0cM1HNC7nP0iEfhpQwHivSmflcweV4YN2AhUApLGzHOrNovQBukGQvCYx8x9d\/y4yIAhU8Docko8wLUajC2OQAl9wiJATpKdVncr7FzGt56+kgwQBPEAJ0sFMGMiYTCTnrGwImV0SD0NOUSANU1lTqoIfrZRULhpuEQ4R5TLMAAHWXdgMP3ceU7BkCHL4igGzfOvNovQFGJMxYJuqDye5TvItJGN7rsjOCOOvw\/TOoblucBqKqpmH3jumG+vAqFqk3qwD3rosUAHaRvxxCfXp9qCYACbqJxpG0bZ2YxQKcKxD6HhTYAAzBoMgkfxBiOdnvQBJ1pEIka\/tEHJduZsAlKDRPlDB1p8SBSLyoCFLgpA98BRjT8Z9S2jTOzGKATRceWdNsQfbTQ1fMGTkB+Ct1S95DmncbkOHZ5Wl0D9N64dI+Oi1LrEsXTmDpRLmha2dpj+Oj+aCOa\/jNq08aZWwzQiUoGqDPQH12eKnZcobZZFWDGifRegIrhsfd2fPp9NoDyRPpO2QAdm67KiAzQdDFAy0qPiaDpnCpYOPo1\/AAIDPMA5pc2\/DLDINJwuMaQEDw72b\/XJ+lfWk2bZoTpVi1wDX27Bt6lUhAxbEKbNs7cYoAWFYhpGhwRxlKL142HGeyRolx0URGaYRBpPFwYx2xdJ2hHHuyl9bRlRkBy6gW5SU9uUt4FUrQxxt+ycWYXA7SoMNVU+0v138HoEfoGD9N3sDgLs1CvygNUHi4EKDhCayn4Zz1tmRHK01DnBm3rF5R3AZ9rY4y\/ZePMLgZoSbVI2Es1U03B4dBWebqjADqjiGNbIAZKnZzarCMP0DJwaUVtmBHqPuWy\/WhwNV3JvjYM0HwxQEuKBqMoBlCQ3+YAasYwwDpwaitpw4xweRVCqB+gAeNv2DjziwFKJp86tquQqfvu+AOvG9IPAzJtGwJom8Wc4tWA+v0lFHyjlow+JlzKO4oy2hojtIfKJqRu3KNAkv4vzwQZPMqTtmacRbV5gH744eL+U+8vyonUs5w+u1DzE3VadfQTrxuZOPzcmgegIFvwPfqsUjcEM7QM1YKqSy5phhJb8w6jiDbGCG146UaqFdpvRz0VIfs16O4LW\/8B42\/MOMtqswD99Kj\/JeOr3pHOngVKTARo+j5YRtQPLOkVCKCyCdp6C1bZVgFQwk76gBxLqqr70q2gjTFCW163I4kuOQ4xyylMMhMGaAltHKA3zdl3b9\/+3Jz96C8xpUgVLMo+Tn9IyqVg05feKfW04jcEMzSPN++84cm0oEovCdRtMUIHy322NC\/HOOXMs4OnuLQNJ6RtA\/TwvOnbnlfNXX+J2wAoMTM9lG36acVvCGZoxkDzzhtZgAEaoTyAtgzQGbRtgI79ePH+fPh0lrgsQIFgP8m3blyPPskk2WCZAaDk\/q6zEzpM5zyFlhieX0TbYgQYbTTjOT4HyXWebRlnYe0DoPLTWeJaACVx4YADbH25s8tG6EIA9QAy2N5pGaBR0qON2mLKbk73yHaebRlnYW0boOJyCH6+P\/\/cOxC\/9CCSko7x+9cJtMrXQvNt9mqJQSThPjuhB488ALX\/LKONMUKNNprGatuAdXOMujHjLKsNA7Rpbn\/54rwLfh4uS8ZA46YxITelfLaVg+3mRiPgJzcTESl7T\/yZpDkAatvJbA6p1fTbmARMB\/4yQAlpg0nLa\/8KxzPznWcTxllLmwWo+PXFk86H+o584+\/BzzGRPgGg2Gf1uq0DlLKTGZBTq6MBaoX1ltAmGAEMpt4Kgu7TXoIyQGfRdgHa6fDri3\/rAPogMJO+\/FkiLDoDndih9btwxk1C\/YvLdnmAOtsz6kA8R2hFNHVdd2w1MmWAQkG7NP2\/VvkScDdXH54BOou2DdDoEksXiduVYYAOISv1OjHUDLUaas5sFweor0soiAEjeCZgq1yCFdzaajVIxYIE3QIjYJ+l1Qy1PI3yRrE4QA\/PG6iL+38KPS7Y6Xf\/5sumMQY73p8bq2660tCa7lmbZ\/3xEAMlx416DvnvOs+HEQfbiwGaJdmGsr+ABJI9CqDDocB1Ld43lC3q6iYqD6De8qwjtOGP\/7TEOgHtMe7LALUFbdUo98L3Jf3dlUGOSUsAtNNXIYR++N4\/lEEAtBsKQfG7yzGuhw7kyMgwQFXpDFC7xMJFYl90ANQIS7Xjk3RgLjOM\/sG2hGhVlxYkEsEWoVcZ1SDQaLFqpHHCQp2kXmqJdZalUCaLaCsA9VkLb6AyyLRoKYBSAIP653lgLJgAaLcKPobYAbVvcf7\/7Z0Ns9PIlYZ1B27G5eJSA9kBtmayLFA1CZuQqphhUwnJemEqEOxcwPr\/PybWR3ef019qHclWS36forCv1OqW+uNxd6stsy3HgzoFalK\/QIH61oHyshs3vRW\/VUK3mQABgbJKvvIIVEu0JLt0vGKnnEqgpXV2vEWX9LJKvb307IVAY7DqIBKouPKMJtC4HyvT9RdoNWQntqvkxxNqA3QJlKQOgTapjCtQWvu4WEICNWOp9mvI1i7yohTC+qB6zzhrykcXKN1r8ljlk2vMrnfiKxuBTAVKKh159QpTfRzrsYtmcP0XC5R0DT+8qcwWfWSFTKCV7chRRyF+8zsWass7pBYQaMOX+Ozz8KukH+zcpL4JO+PPVTP7aSze9ER1jSc+pTrhw\/YsBUrP0Fyg0ynq4dBBlzeMPAVKKh2tDgFIVaF5ObwLMYZA275hzEsygfKeZfXXt3uacrUlssgRAk1LcQSB2v8370zNdbsLem\/zDId2CROfymJBVVtxvTyCXQbfRFrxk1Dn2ghUReTrIAXelbR7vVqNcIlyshKopxqRIUpTlbwGpdXLuoLpBVp3BWOzoDKB8knQ2n1VRFqAHbFCoGkpDk2SVulwH2BlVENR1T32LJyOSCcTKL8qz67mwlRMph8ku86pyFKgptINyMsRnuwwkkArL8W+8CIU6J4O0ZvO54ZEtI\/3eyHQtBTPJFC7P9lAnv0gU2g5hkGHLqS3Rtn8AlVMdFwuus6JyEmgpBq1fw\/Jy3wEylccff7p3lFtdx+8bf\/e6NsVyobvf7hXryB98FcdhU+gbBK0CbAlCSlDsqH+4c3NMeb7rz6p3Sz1VqDvnxxfr0jqvfPgVMxcoHzzik1beiVABFqu2glDPre5WpEbKasV6YBEpyF7MdAR9D6YQl0CFU\/Bu14AABXqSURBVOhq1T14Nw2cvhNc02hkJNCVX6C0Y1+wsYw1FW+Rp0A\/PzZrmxqF2gL9\/7W5A3xNLOsIlJqx7UZWBnxu7aXBdNzXb4MCNWcY\/5ojBJqEv5nT2Tv94h6r1s7XAtJ3XEhw1QxUazAiNV2JwYIZ5gjvrQh1CVygpe40xd7pKEa7wCFkJVD2H51Srt8XVKBkwjyQf\/kIlAzhb4kd21BcoIdNQVHe9Qm02qj2t8N5MgmqR+ZEoK9J2j8EBPodOcPo8tXZCvTrkxvK\/fGeB+rFnZwvlQm0FdjfNFRz+4g5U\/\/El4rHFSgfNE8uUDeoyRN1gfQmEntX0o4U8eeYFziEfAS6YvXCM34v7G9iJHVBs7qJVPvzfjU2\/sdP2qBsDrQKe\/dZtbSmWf\/U6tArUDIJqsbuJpzeaQRaxX319GM1i0AEbs2BHnl4DPLltekT98+DUzFKkoefvJ9RgRRHXcZkttFxOB1lWUeqk6z2FO1evWwyfZJr2BUMcoQavbOw5sJN\/zT1Wk5wgUPITaBmcNPmjK5asWl0b4TesUMvxhHoXouwXmP\/rN38Tn+ZnSiMTZeSnqtXoKa\/WS9iqtPSaevpUC3QKjp1Yu\/CAlVBKt3Gbm3NVqDdP4REUxx3IT3ZpLevyF8sYF3pCzXqKs14vt07E4G6Yem0RnOBA\/0JgdpzRSRr5Pk3UJ+jCPTLe\/XsydK+Ma77iERhfPG7WajkFajWprl9ridBTb9Tv2Nxb4MCfU5ij\/XOZizQY3Z2\/JqxSfEUV7niK8HbF9UTpeHILnJHScdihHtKhwxxBL3PrrfRs15ZmcHfmSNIRmRFLgJdWVUhLMuiMLtPfFJigTpYUtMBa3MRhW2YtLZxgZpepg7I4jS90+pYnnq13ytQk\/xmuQI9vOh4jrJJ8TQCVXOaxArNRkugpp\/ZThcuQ6Dknbl23ztfuLzIR6Dsnaf\/qUfwrUDPkJujCfRhvYetcy+N\/4LrQLsEundXKqmAZiyvdlqLPDcBgZoT2dpzuel5cCpGS\/JfP\/4xMcVhSd65c8fdGB1KkTod6kAEjz0RAxyhz7fpPpMJuWPOmNOO5MgZr1PEFAL11KpeOXi2zBxJoFfttCdb+V4ayfkF+o\/\/fVJ0CFQZmZhZxWm6j0qgVur7gECNY5cs0PQUcxNoMT+BmvtgIYH2av9jXtpwZi7Q0+bmGAK9+c0rtWfvdk19Aj388tsfbliAkEDVgJ24sXWpmR7VArV8eJQlBJqQ4qAkjxXdZ1A9UF2RmT7zSsOx18GT+jLGWEjfvDWTmG3OmAv0vTNx+LblwQQCDdUqjbEj\/UhWX8Tg2051kjUjLWNSbAOTo0ygn5+4hg0JtIqx2kxmK1tzelbUQ6CiFIckeSdQ1e2bSGZbSe8GODcGJmI0R6z0RbY5Qy\/Q966MbMuEqQQaM6i3m8k\/o86TnxMI1IS5++BV1xxoa0Em4GZilTyXCQIdlOIwgar\/OG0F9gvUvh1gvZuAEQWq\/mtzJn6p2WWEj\/MLNFSrNLT\/GRKoCXuis6wZX6DeHURh9Sj\/6rs\/\/OUjPyAg0OrI57S7qcRIwkOgg1Lsm2TbNzCdT8l8lS\/cwAsZQHcziHeI1G7VnkudMzPLCB8TCdRUK5X3K\/3525MTnWbFyAK1byIpjMLYSvsEgVbbv+emq51axaNMiJtIg1IcLFDXoKl1OhdvjCvQ6kXnzLwywsfZBWrXqgsSqPUMeY1RWGipUVCg1SToP\/ny0sqptE8aWMbU\/Tg7CLTsf5WtN+k0VWgMr2tv+xcZxedFZzPouKthbhi1V81yhs1dZHn9UaYSKBEpy8YVqU10We0kjCxQ+7s9G2cdKO8lmsXuQYEelffN3x7ZZvzVO5KQfyG9OUsINJqiRKB3+Dy\/pwvqTE+ZbTpMNp2tNIFaF2nO39ww0v1PkjOmhU\/b1qWcW6BWz\/OO\/nSiAqXv3GfUnI+RBWp9vVx3SEMC3Rb6z5BAj4devXQmN6sfR9LpsK9yaj3uCwg0KcV+SapKfaeMC1TdTtE3kNQQzB61Djj10ehqBr67GuT8zQ2j9gpN0FqgZWn\/NycmEyjJdpKNxJimCBYj0Pqnh5WhPuv+pekb3q7JzZ+fi26BVjtunJ+Dv7pHRKhjr1NvJ1jJY0NIzxQCdVMUCLTtFlBYIP9E1IrItCzZHxOTJFDLoOb8nRtGPGd0uJyuuAdnFqhVrUzmVq96WGPPcU6Vq2MLtLnJfv3qqKsv5GF19RGvysPH5ibSdfW4uy9v7hVegbJ+pFqcz2ZWN2T9aEkFWYetnoTfPKuOCLRJHQL1pNgrSTLBP0ygpiM6\/BIG09EMfPfKyPk7N4w8AvUu4poHOQi0NNkYqlunOJduRhdo\/Qw7w8N2a7v483v7gcu\/10ILCrQ5gN3brz3JZzvbv96RuM3An6cOgZZ8pW6fI3V9DixgUjA\/mrunzrY8dJImUHa55vzNXt81uUsTs7jiHkz6MBE762kdYrNEE+Xq+AKlP+lx9d9qYz24bvqRxKAPPxn3BQVa91n5o4XqKL5lIZROb1XqV38yS+1N6hBok4pUoMafcYPSO0Wk52nupcxJoM56mgp9\/nQmOP4No2y\/axRnSoGaFUzWUiZVm4hIJ8nVEwi0ehZ9NTi\/qn7YzRzzel0bs3pbP0D06v7\/tPd99O9++AVaD9j59Gjt1OfsTxOgjv3u00\/su0oqdQjUTVEk0OAa+gZqEHcNz1wFWvoF6u5llx95NwumFWjz2i3QiXI1l2f9ZQkEanPHgy+cf6bKN2uVh0yizSBwue35W\/Od9MZGGc6IU1\/QmEzoiFDmtpmYQa5CoBEgUJtxBZqPS2QCrYFATwgEOmsg0JOSkUlEzSCj8z8pGTti+iLIOHOmBwK9FNAMIiBzIiBzIkCglwKaQQRkTgRkTgQI9FJAM4iAzImAzIkAgV4KaAYRkDkRkDkRINBLAc0gAjInAjInwuwF+vm3N\/efep\/QQlNESaMZxEDmREDmRJitQL8+qr\/62jwC4Mr3EwE0RZQ0mkEMZE4EZE6EmQt0X1w9+\/Dh5+i3VUv5Ve52O9mBGTLbZnCOQhiQOUuqI35mW3POwbwFenjRPC5g6\/2RFZIiBDrfZgCBTsxsa845mLdA23F8ebvmj7JyUpQleWway2kdc20GZykEeeYsqo74mWvNOQvLEKh6DaYIgc62GcxBoIupJF7mWnPOwrwFWm6ayc\/btf+nUnSKoiTrdrGYxjHTZnCeQhBnzrLqiJ+Z1pzzMGOBFsXd716uq8nPw+Ykc6C6cSyiizGLZuDm9BwEuowKEmQWNWcqZivQ8peX1VOli3ogX8RH8LKrbBvFUsZos2gGTk6bQjgp0szRp7eAChJkFjVnKuYr0IrDLy\/\/sxLog46V9MMEuoyp0Dk0AzenZyHQ3W7RBp1DzZmMeQs0OUVBkrpJQKDnws1pUggnTVmYOeQzdgE1JMQMas50QKAheNudf\/uYQTNwc3oWAl3MNHmAGdSc6YBAA+xs3P3jnNu5yL8ZGB2Vbf4GC2DHxgf2u\/70zJwdGbqzE5xdrUgh\/5ozIcsQqG8dqPx34WvsxuHe3ZhZU8m\/GbD5Tgg0G\/KvORMCgUZob8A3L87NDY9Sc24+2TcDlXlqIB\/JTLPX9y45PVNe\/TKnTcr6fNX\/lkb2NWdKliHQ8svHeIpDBLrztAxPnzQw1M+G3JsB7UqeQ6CsvCQCtQYogZHKAsi95kzKQgTalaJ4IT0Zmzk3N3w3jPNtP7k3A5NzSkPBvDR7ff\/1Sk8iUF0hTC+ULBfOtwZIyb3mTAoEWtpqJA3ZneRSe8z\/ZFPWPZBMmkGoj+5kts5w9whqTPMJV\/aSF5sw6CvQIP3OYSZkUnPyZNYC\/fzyx5ubmx+fvu1MUSJQa5TmCpS1FQg0jUSBkrx0jmBj9h2bYEnPfblAdaJO\/ch9ECIkk5qTJzMW6O1jfYvoOv48Zf9VtjeXuPTIXzvTRKwRPG989MCd09qzYWAzkN+KY6R9xNA89802m6jMf3RX2omQ114CrbPCdaevViwCCDTCfAV6uy6u\/\/Ch4s+PJU+kV\/LVk1cVvC1SgbI5Onq7w2xcskAHrWYwpPXRdYbryUVrL4vMKsDkM6GvPTJnV\/gFaoo+2yogBAKNMF+B0icw9X0aU1XFm22qJZA5Nc\/YXYtUBaHBdZy6v5RlAxoq0OSgPqxePdvmvqPdfvcIVli6bGgEvgJwSoWNt\/sJ1CtPc6J5lr8cCDTCbAXKln72faDysa6rTXVzYJNpxpfeHoa\/10GWxSxRoCa3ZInrvCO2o9Zj70I5H95rBfWVgLONxZyeOTF\/upViEUCgES5SoFUVbzftCqJL0vUJtFNf+yWRGg\/nx5QCVdmk84hsc995spgc0S0vn8E8pUILTyLQmEhFuZQrEGiE2QpU\/Z5czb7o9UT6ujUZgRrvOX1Q9kKn5Ng0XRtn+wqBOliZZiY76F7yzniQGJGoyQ3nSa1zm+f6gjt02n6BuvVhQUCgEWYr0PoXjRtrHt6ti\/gPw\/OrbFpj0by1ei67kr6UgW2l+cNM26nId2WWrWhCgepMI9lnssl9R8KxdzuS5U5x2Kk5ZxArla7MIXVECZQN5Y3ecyz6gUCgEeYr0HJb3Qy9ubmpXr7vSFElqTqayqD1CJ7eQueYnofVgNVLad2MWKpAB91EsnPQyeFS+7DUtjRHWMeWRoe8OExypS6BnX4tBwq01KfhG7qr04mnMlMg0AgzFmj55c29ekXJ3f\/qWklvCbR5F16NEoR3N0nj9DSn3JhuGRO1D8tLklX0XST3eSHwPLdSa\/+wSyp0edEdZHjRUUGyLPqBQKAR5izQHinqmSw61u4vUN1GuEftzisZ0efDZAvp\/fYx43Kz1xfOPsgM2J1iYcmZXmpp69R7ddEd3hQDlWN5BoVAI1yyQEvWMko2kqdjd2sP3WZiKvnb\/FrRZM3AEqPRUESg3neRI3yplbq8u0slSaDGktZHJp93za\/oBwKBRrgogfK+Ian0O9NA9bSn3hDe5g4Nfe8yYapmwLLEfPLwzyAr3M73jnySuXvd5Ejvs7tUkgVa7nR1sAzq9\/kSgEAjXKJATT0nPUre9bS+w6l7MnybI1BfQ86FHARKe3J0ix3Of2xMud53OhHPyXBSbiLRviYEGt1xQVySQL11fySadHzbcmGiZnCqDPcXgK8E\/AET88BaxtTzbJYBBBoBAh2Hskkg41Z0EQKVlkraQvq+Z7MQINAIFyRQz9wZZ6eGfO7Yr\/PY\/Jm+Gew8uZicnYOO6DykO3PYKevpm52aFV0y09ecjLlEgYbaoJnRnNPNoVSmbwaDsnOAQBMOSREoic3Mf5OZ8MUyfc3JmMsRaOcYK3lkeNZTH43Jm8Gg4e7AI7oOGTqETzqjuTJ5zcmZSxGovWS+cPG2DN8uz7GzIJI55yAkn\/4HC5LrDN6ROR0CTTqj+TJxzcmbEfzUk2kECpA5EZA5EZA5EUbwU0+y6fh3XvzwAHOJAnSRnIWpAUePcMqA4IxkUygQKEgGAgWZkE2hQKAgGQgUZEI2hQKBgmQgUJAJ2RQKBAqSgUBBJmRTKBAoSAYCBZmQTaFAoCAZCBRkQjaFAoGCZCBQkAnZFAoECpKBQEEmZFMoEChIBgIFmZBNoUCgIBkIFGRCNoUCgYJkIFCQCdkUCgQKkoFAQSagUAAAQAgECgAAQiBQAAAQAoECAIAQCBQAAIRAoAAAIAQCBQAAIRAoAAAIgUABAEAIBAoAAEIgUAAAEAKBAgCAEAgUAACEQKAAACAEAgUAACEQKAAACIFAAQBACAQKAABCphfo5upP5o99UUM3RXHD942hLN8\/OQZ\/+kl8El8fFS3f\/J\/8LEAftiarw3x5vS6Ku886wx3eHMPdf5uY9CahUNOL36l8XnxVDGTB5ALdsmq27SkeN3zfGNQBv\/pkbxki0N5nAfrwLkUkn9ty+bYj3OFFE+55UtLblEJNLn638nmBQLNlaoHueTVL+XinuOH7xnC7vnpWNzbTfvpG0XBsh0OjAEkcfk4SyaZ4+PHo2nWXGffF9dsqziQ37ZM+FVOL31P5YrAqBrJgYoHerq8fk8p2eNHvE9YN3zeGYzOr6+TedFR6R9GwLb6XnwVI5\/Zxcf24O3+\/Pmr6dduOLujhRVMBk6Rn1ddglInF71a+KLSKgTyYVqDHmvb3F6RCfn2UVpPC4fvH4Ayf+kbRcLsmEcmiAElsrp7+s8cH1O06qSwOLxIEatfXAKnF76l8MVgVA3kwrUCPn\/qs4u6Lh6\/XCZPq4fB9Yzg2r8NPxaAoavjoShQFSOPDp149\/LRu2+F1Si\/Qrq8BUovfU\/lip4gBfIZMKtDtsUawCtnOqXdOqofD941hX\/z60cAo2nhocFEUIJkeAr1dJwS9XRfFf3SXlVNfg+HSit9T+aKhUZ3yY0qB1lM\/rEJuigdvy\/L9OnWuxw3fN4bqpsCrYVFUWL0DSRQgnXSB3nbeQ6pD3dwUxYMuPbn1NUBq8XsqXxh0QLNkQoE2Uzq+Ctl3sscNnxzDvr2pOiCKcGBMWp2IZIG+Wxfd60CbKDddY\/hwfY0eECFc+SSxgSmYUKBqoOOuSTnjzXhVLQfez\/dPtOFm\/IlIzNjD6+Iqudf29VFHnOH6Gkq+6yzDlc+bPIYzGQKBjiHQQLcEAj0RaRl7HPRep36\/KCHOaQXao+cLzsjUC+lZxVCdgNTpcjd83xj0zJIZIPWOonTWo0iiAD1IEuixaB8mZL8qrMQhcoLIkovfrXyxSFGXciQrgZabusvQ\/eWRcPi+MVTzUM\/qeXx5FO5KaEEUoAejjnmbwkq945d2Eymx+N3KFwmKpcU5kotAvz6qXr4+bsZIqbM9NLwshrJ8bb4xLY2CtFVxFKAHKQI13x\/v7gc2NSBxNWbCQvrk4ieVrwNMgeZJXgItD9UDdK5fpR9twgtjOPYU7qln9oij2OouhDgK0IMUge6LRIE2T2NKeGpTm3TKN5aSi99Uvg62GM1kyeQCBQCAuQKBAgCAEAgUAACEQKAAACAEAgUAACEQKAAACIFAAQBACAQKAABCIFAAABACgQIAgBAIFAAAhECgAAAgBAIFAAAhECgAAAiBQAEAQAgECgAAQiBQAAAQAoECAIAQCBQAAIRAoAAAIAQCBQAAIRAoAAAIgUABAEAIBAoAAEIgUAAAEAKBAgCAEAgUAACEQKAAACAEAgUAACEQKAAACIFAAQBACAQKAABCIFAAABACgQIAgBAIFAAAhECgAAAgBAIFAAAhECgAAAiBQAEAQAgECgAAQiBQAAAQAoECAIAQCBQAAIRAoAAAIAQCBQAAIRAoAAAIgUABAEAIBAoAAEIgUAAAEAKBAgCAEAgUAACEQKAAACAEAgUAACEQKAAACIFAAQBACAQKAABCIFAAABACgQIAgBAIFAAAhECgAAAgBAIFAAAhECgAAAiBQAEAQAgECgAAQiBQAAAQAoECAIAQCBQAAIRAoAAAIOTfR0yiO7vhJwYAAAAASUVORK5CYII=\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds3 <span class=\"co\"># \u8f93\u51fa\u7b2c3\u79cd\u53c2\u6570\u53d6\u503c\u60c5\u51b5\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=5 eps=0.5\n## 0 1 2\n## border 17 4 12\n## seed 0 45 72\n## total 17 49 84<\/code><\/pre>\n<p>\u2003\u2003\u8fd9\u4e00\u6b21\uff0c\u6211\u4eec\u5c1d\u8bd5\u4e0d\u6539\u53d8\u534a\u5f84\uff0c\u800c\u5c06\u9608\u503c\u4ece3\u589e\u5927\u52305\u3002\u4ece\u8f93\u51fa\u7ed3\u679c\u4e2d\uff0c\u6211\u4eec\u770b\u5230\u6837\u672c\u88ab\u5212\u5206\u4e3a2\u7c7b\u3002\u566a\u58f0\u70b9\u4e2a\u6570\u53d8\u4e3a17\u4e2a\u3002 \u2003\u2003\u7b2c\u4e09\u79cd\u805a\u7c7b\u7ed3\u679c\u5982\u4e0b\u56fe\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(ds3, clu_data, <span class=\"dt\">main =<\/span> <span class=\"st\">"3: MinPts = 5, eps = 0.5"<\/span>) <span class=\"co\"># \u7ed8\u5236MinPts=5\uff0ceps=0.5\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds4 <span class=\"co\"># \u8f93\u51fa\u7b2c4\u79cd\u53c2\u6570\u53d6\u503c\u60c5\u51b5\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=5 eps=1\n## 1 2\n## border 0 1\n## seed 50 99\n## total 50 100<\/code><\/pre>\n<p>\u2003\u2003\u6700\u540e\uff0c\u6211\u4eec\u4fdd\u6301\u9608\u503c\u4e0d\u53d8\u4e3a5\uff0c\u4f46\u662f\u628a\u534a\u5f84\u7ffb\u500d\u4e3a8\uff0c\u7531\u4e8e\u6838\u5fc3\u5bf9\u8c61\u3001\u5bc6\u5ea6\u53ef\u8fbe\u7b49\u6982\u5ff5\u7684\u5224\u5b9a\u6761\u4ef6\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u88ab\u653e\u677e\uff0c\u6240\u4ee5\u6211\u4eec\u53ef\u4ee5\u9884\u5224\uff0c\u4f1a\u6709\u5927\u91cf\u7684\u6837\u672c\u70b9\u88ab\u5f52\u4e3a\u540c\u4e00\u7c7b\u4e2d\u3002\u7531\u8f93\u51fa\u7ed3\u679c\uff0c\u5728\u603b\u5171\u7684150\u4e2a\u6837\u672c\u4e2d\uff0c50\u4e2a\u88ab\u805a\u7c7b\u4e3a\u7b2c1\u7c7b\uff0c100\u4e2a\u88ab\u805a\u7c7b\u4e3a\u7b2c2\u7c7b\uff0c\u5176\u4e2d\u67091\u4e2a\u6837\u672c\u70b9\u4e0e\u7b2c\u4e8c\u7c7b\u7684seed\u6784\u6210border\u70b9\u3002\u7b2c\u56db\u6b21\u5206\u7c7b\u4e2d\u6ca1\u6709\u566a\u58f0\u70b9\u3002 \u2003\u2003\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u534a\u5f84\u8bbe\u4e3a1.0\uff0c\u9608\u503c\u8bbe\u4e3a5\u65f6\uff0c\u805a\u7c7b\u7ed3\u679c\u5982\u4e0b\u56fe\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(ds4, clu_data, <span class=\"dt\">main =<\/span> <span class=\"st\">"4: MinPts = 5, eps = 1.0"<\/span>) <span class=\"co\"># \u7ed8\u5236MinPts=5\uff0ceps=1.0\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u6839\u636e\u4ee5\u4e0a\u8fc7\u7a0b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u51faDBSCAN\u7b97\u6cd5\u53c2\u6570\u53d6\u503c\u7684\u89c4\u5f8b\uff1a\u534a\u5f84\u53c2\u6570\u4e0e\u9608\u503c\u53c2\u6570\u7684\u53d6\u503c\u5dee\u8ddd\u8d8a\u5927\uff0c\u6240\u5f97\u7c7b\u522b\u603b\u6570\u8d8a\u5c0f\uff1b\u5177\u4f53\u7684\u3002\u534a\u5f84\u53c2\u6570\u76f8\u5bf9\u4e8e\u9608\u503c\u53c2\u6570\u8f83\u5c0f\u65f6\uff0c\u8d8a\u591a\u7684\u6837\u672c\u88ab\u5224\u5b9a\u4e3a\u566a\u58f0\u70b9\u6216\u8fb9\u7f18\u70b9\u3002<\/p>\n<p>\u2003\u2003\u638c\u63e1\u53c2\u6570\u53d6\u503c\u89c4\u5f8b\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u7814\u7a76\u9700\u8981\u6765\u8bbe\u7f6e\u534a\u5f84\u4e0e\u9608\u503c\u8fd9\u4e24\u4e2a\u6838\u5fc3\u53c2\u6570\uff0c\u4ece\u800c\u83b7\u5f97\u7406\u60f3\u7684\u805a\u7c7b\u7ed3\u679c\u3002\u4f46\u5728\u8bbe\u7f6e\u53c2\u6570\u4e4b\u524d\uff0c\u6211\u4eec\u6709\u5fc5\u8981\u4ece\u6570\u636e\u96c6\u672c\u8eab\u6027\u8d28\u51fa\u53d1\uff0c\u4e8b\u5148\u83b7\u77e5\u53c2\u6570\u7684\u5408\u9002\u53d6\u503c\u8303\u56f4\uff0c\u5426\u5219\u5c06\u4f1a\u65e0\u4ece\u4e0b\u624b\u3002<\/p>\n<p>\u2003\u2003\u56e0\u6b64\uff0c\u6211\u4eec\u8003\u8651\u67e5\u770b\u5927\u591a\u6570\u6837\u672c\u95f4\u7684\u8ddd\u79bb\u662f\u5728\u600e\u6837\u7684\u4e00\u4e2a\u8303\u56f4\uff0c\u518d\u4ee5\u6b64\u8ddd\u79bb\u4f5c\u4e3a\u534a\u5f84\u53c2\u6570\u7684\u53d6\u503c\uff0c\u8fd9\u6837\u5219\u53ef\u4ee5\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4fdd\u8bc1\u5927\u90e8\u5206\u6837\u672c\u88ab\u805a\u4e8e\u7c7b\u522b\u5185\uff0c\u800c\u4e0d\u88ab\u8ba4\u4e3a\u662f\u566a\u58f0\u70b9\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">d <-<span class=\"st\"> <\/span><span class=\"kw\">dist<\/span>(clu_data) <span class=\"co\"># \u8ba1\u7b97\u6570\u636e\u96c6\u7684\u8ddd\u79bb\u77e9\u9635d<\/span>\n<span class=\"kw\">max<\/span>(d); <span class=\"kw\">min<\/span>(d) <span class=\"co\"># \u67e5\u770b\u6837\u672c\u95f4\u8ddd\u79bb\u7684\u6700\u5927\u503c\u4e0e\u6700\u5c0f\u503c<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 7.085196<\/code><\/pre>\n<pre><code>## [1] 0<\/code><\/pre>\n<p>\u2003\u2003\u5bf9\u5404\u6837\u672c\u4e4b\u95f4\u7684\u8ddd\u79bb\u8fdb\u884c\u5206\u6bb5\u5904\u7406\uff0c\u7ed3\u5408\u6700\u5927\u503c\u548c\u6700\u5c0f\u503c\u76f8\u5dee7\u5de6\u53f3\uff0c\u53d6\u5206\u6bb5\u6570\u4e3a7\uff0c\u627e\u5230\u6837\u672c\u70b9\u6700\u96c6\u4e2d\u7684\u5206\u533a\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(ggplot2) <span class=\"co\"># \u4e3a\u4f7f\u7528\u6570\u636e\u5206\u6bb5\u51fd\u6570cut_interval(),\u52a0\u8f7dggplot2\u8f6f\u4ef6\u5305<\/span>\ninterval <-<span class=\"st\"> <\/span><span class=\"kw\">cut_interval<\/span>(d, <span class=\"dv\">35<\/span>) <span class=\"co\"># \u5c06\u8ddd\u79bb\u5206\u4e3a35\u6bb5<\/span>\n<span class=\"kw\">table<\/span>(interval) <span class=\"co\"># \u5c55\u793a\u6570\u636e\u5206\u6bb5\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## interval\n## [0,0.202] (0.202,0.405] (0.405,0.607] (0.607,0.81] (0.81,1.01] \n## 65 371 703 784 758 \n## (1.01,1.21] (1.21,1.42] (1.42,1.62] (1.62,1.82] (1.82,2.02] \n## 697 581 477 338 311 \n## (2.02,2.23] (2.23,2.43] (2.43,2.63] (2.63,2.83] (2.83,3.04] \n## 328 278 274 365 393 \n## (3.04,3.24] (3.24,3.44] (3.44,3.64] (3.64,3.85] (3.85,4.05] \n## 395 376 429 391 425 \n## (4.05,4.25] (4.25,4.45] (4.45,4.66] (4.66,4.86] (4.86,5.06] \n## 426 303 321 301 260 \n## (5.06,5.26] (5.26,5.47] (5.47,5.67] (5.67,5.87] (5.87,6.07] \n## 225 138 123 86 77 \n## (6.07,6.28] (6.28,6.48] (6.48,6.68] (6.68,6.88] (6.88,7.09] \n## 79 53 28 13 3<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">which.max<\/span>(<span class=\"kw\">table<\/span>(interval)) <span class=\"co\"># \u627e\u51fa\u6240\u542b\u6837\u672c\u70b9\u6700\u591a\u7684\u533a\u95f4<\/span><\/code><\/pre><\/div>\n<pre><code>## (0.607,0.81] \n## 4<\/code><\/pre>\n<p>\u2003\u2003\u6839\u636e\u7ed3\u679c\uff0c\u6211\u4eec\u53d1\u73b0\u6837\u672c\u70b9\u7684\u8ddd\u79bb\u5927\u591a\u96c6\u4e2d\u57280.607\u81f30.81\u4e4b\u95f4\uff0c\u56e0\u6b64\u6211\u4eec\u8003\u8651\u534a\u5f84\u53c2\u6570\u4e3a0.7\u4e0e0.8\u3001\u5bc6\u5ea6\u9608\u503c\u4e3a1\u81f37\uff0c\u4f5c\u53cc\u91cd\u5faa\u73af\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"cf\">for<\/span>(i <span class=\"cf\">in<\/span> <span class=\"kw\">c<\/span>(<span class=\"fl\">0.7<\/span>, <span class=\"fl\">0.8<\/span>)) <span class=\"co\"># \u534a\u5f84\u53c2\u6570\u53d60.7\u4e0e0.8<\/span>\n{ <span class=\"cf\">for<\/span>(j <span class=\"cf\">in<\/span> <span class=\"dv\">1<\/span><span class=\"op\">:<\/span><span class=\"dv\">7<\/span>) <span class=\"co\"># \u5bc6\u5ea6\u9608\u503c\u53d61\u81f37<\/span>\n {\n ds <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> i, <span class=\"dt\">MinPts =<\/span> j) <span class=\"co\"># \u5728\u534a\u5f84\u4e3ai\uff0c\u9608\u503c\u4e3aj\u65f6\uff0c\u4f5cDBSCAN\u8ddd\u79bb<\/span>\n <span class=\"kw\">print<\/span>(ds) <span class=\"co\"># \u8f93\u51fa\u6bcf\u4e00\u6b21\u7684\u805a\u7c7b\u7ed3\u679c<\/span>\n }}<\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=1 eps=0.7\n## 1 2 3 4\n## seed 50 97 1 2\n## total 50 97 1 2\n## dbscan Pts=150 MinPts=2 eps=0.7\n## 0 1 2 3\n## border 1 0 0 0\n## seed 0 50 97 2\n## total 1 50 97 2\n## dbscan Pts=150 MinPts=3 eps=0.7\n## 0 1 2\n## border 3 1 0\n## seed 0 49 97\n## total 3 50 97\n## dbscan Pts=150 MinPts=4 eps=0.7\n## 0 1 2\n## border 3 1 3\n## seed 0 49 94\n## total 3 50 97\n## dbscan Pts=150 MinPts=5 eps=0.7\n## 0 1 2\n## border 3 1 5\n## seed 0 49 92\n## total 3 50 97\n## dbscan Pts=150 MinPts=6 eps=0.7\n## 0 1 2\n## border 5 1 9\n## seed 0 49 86\n## total 5 50 95\n## dbscan Pts=150 MinPts=7 eps=0.7\n## 0 1 2\n## border 6 1 10\n## seed 0 49 84\n## total 6 50 94\n## dbscan Pts=150 MinPts=1 eps=0.8\n## 1 2 3\n## seed 50 98 2\n## total 50 98 2\n## dbscan Pts=150 MinPts=2 eps=0.8\n## 1 2 3\n## seed 50 98 2\n## total 50 98 2\n## dbscan Pts=150 MinPts=3 eps=0.8\n## 0 1 2\n## border 2 0 0\n## seed 0 50 98\n## total 2 50 98\n## dbscan Pts=150 MinPts=4 eps=0.8\n## 0 1 2\n## border 2 0 1\n## seed 0 50 97\n## total 2 50 98\n## dbscan Pts=150 MinPts=5 eps=0.8\n## 0 1 2\n## border 2 0 2\n## seed 0 50 96\n## total 2 50 98\n## dbscan Pts=150 MinPts=6 eps=0.8\n## 0 1 2\n## border 2 0 4\n## seed 0 50 94\n## total 2 50 98\n## dbscan Pts=150 MinPts=7 eps=0.8\n## 0 1 2\n## border 3 1 7\n## seed 0 49 90\n## total 3 50 97<\/code><\/pre>\n<p>\u7531\u4e8e\u5171\u670914\u4e2aDBSCAN\u805a\u7c7b\u7ed3\u679c\uff0c\u6240\u4ee5\u5c06\u5404\u53c2\u6570\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c\u6c47\u603b\u4e8e\u4e0b\u8868\u4e2d\uff1a<\/p>\n<div class=\"figure\">\n<img decoding=\"async\" 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\" \/>\n\n<\/div>\n<p>\u2003\u2003\u4e0b\u9762\uff0c\u6211\u4eec\u6839\u636e\u5982\u4e0a\u6c47\u603b\u7ed3\u679c\u6765\u9009\u53d6\u5408\u9002\u7684\u53c2\u6570\u503c\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u7c7b\u522b\u6570\u5e94\u8be5\u81f3\u5c11\u9ad8\u4e8e2\u7c7b\uff0c\u5426\u5219\u8fdb\u884c\u805a\u7c7b\u7684\u610f\u4e49\u4e0d\u5927\uff1b\u800c\u4e14\u566a\u58f0\u70b9\u4e0d\u5e94\u592a\u591a\uff0c\u82e5\u592a\u591a\u5219\u8bf4\u660e\u53c2\u6570\u6761\u4ef6\u4e0d\u5408\u9002\uff0c\u53c2\u4e0e\u6709\u6548\u805a\u7c7b\u7684\u6837\u672c\u70b9\u5c11\u3002<\/p>\n<p>\u2003\u2003\u9488\u5bf9\u672c\u6570\u636e\u96c6\u7684\u60c5\u51b5\uff0c\u6211\u4eec\u9009\u51fa\u7c7b\u522b\u6570\u591a\u4e8e2\uff0c\u4e14\u566a\u58f0\u70b9\u4e3a1\u62160\u7684\u5404\u7ec4\u53c2\u6570\uff0c\u8be6\u89c1\u8868\u4e2d\u9634\u5f71\u90e8\u5206\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"-1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.5<\/span> <strong>\u671f\u671b\u6700\u5927\u5316\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(mclust) <span class=\"co\"># \u52a0\u8f7dmclust\u5305<\/span><\/code><\/pre><\/div>\n<pre><code>## Warning: package 'mclust' was built under R version 3.4.4<\/code><\/pre>\n<pre><code>## Package 'mclust' version 5.4\n## Type 'citation("mclust")' for citing this R package in publications.<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_EM <-<span class=\"st\"> <\/span><span class=\"kw\">Mclust<\/span>(clu_data) <span class=\"co\"># \u5bf9\u6570\u636e\u96c6\u8fdb\u884cEM\u805a\u7c7b<\/span>\n<span class=\"kw\">summary<\/span>(fit_EM) <span class=\"co\"># \u83b7\u53d6EM\u805a\u7c7b\u7ed3\u679c\u7684\u4fe1\u606f\u6c47\u603b<\/span><\/code><\/pre><\/div>\n<pre><code>## ----------------------------------------------------\n## Gaussian finite mixture model fitted by EM algorithm \n## ----------------------------------------------------\n## \n## Mclust VEV (ellipsoidal, equal shape) model with 2 components:\n## \n## log.likelihood n df BIC ICL\n## -215.726 150 26 -561.7285 -561.7289\n## \n## Clustering table:\n## 1 2 \n## 50 100<\/code><\/pre>\n<p>\u2003\u2003\u6839\u636e\u4ee5\u4e0a\u7ed3\u679c\uff0c\u6211\u4eec\u770b\u5230\uff0c\u6839\u636eBIC\u9009\u62e9\u51fa\u7684\u6700\u4f73\u6a21\u578b\u7c7b\u578b\u4e3aVEV\uff0c\u6700\u4f18\u7c7b\u522b\u6570\u4e3a2\uff0c\u4e14\u5404\u7c7b\u5206\u522b\u542b\u670950\u4e2a\u548c100\u4e2a\u6837\u672c\u3002\u5f31\u9879\u83b7\u5f97\u5305\u62ec\u53c2\u6570\u4f30\u8ba1\u503c\u5728\u5185\u7684\u66f4\u591a\u5177\u4f53\u4fe1\u606f\u53ef\u4ee5\u8fd0\u884c\u5982\u4e0b\u4ee3\u7801\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">summary<\/span>(fit_EM, <span class=\"dt\">parameters =<\/span> <span class=\"ot\">TRUE<\/span>) <span class=\"co\"># \u83b7\u53d6EM\u805a\u7c7b\u7ed3\u679c\u7684\u7ec6\u8282\u4fe1\u606f<\/span><\/code><\/pre><\/div>\n<pre><code>## ----------------------------------------------------\n## Gaussian finite mixture model fitted by EM algorithm \n## ----------------------------------------------------\n## \n## Mclust VEV (ellipsoidal, equal shape) model with 2 components:\n## \n## log.likelihood n df BIC ICL\n## -215.726 150 26 -561.7285 -561.7289\n## \n## Clustering table:\n## 1 2 \n## 50 100 \n## \n## Mixing probabilities:\n## 1 2 \n## 0.3333319 0.6666681 \n## \n## Means:\n## [,1] [,2]\n## Sepal.Length 5.0060022 6.261996\n## Sepal.Width 3.4280049 2.871999\n## Petal.Length 1.4620007 4.905992\n## Petal.Width 0.2459998 1.675997\n## \n## Variances:\n## [,,1]\n## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## Sepal.Length 0.15065114 0.13080115 0.02084463 0.01309107\n## Sepal.Width 0.13080115 0.17604529 0.01603245 0.01221458\n## Petal.Length 0.02084463 0.01603245 0.02808260 0.00601568\n## Petal.Width 0.01309107 0.01221458 0.00601568 0.01042365\n## [,,2]\n## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## Sepal.Length 0.4000438 0.10865444 0.3994018 0.14368256\n## Sepal.Width 0.1086544 0.10928077 0.1238904 0.07284384\n## Petal.Length 0.3994018 0.12389040 0.6109024 0.25738990\n## Petal.Width 0.1436826 0.07284384 0.2573899 0.16808182<\/code><\/pre>\n<p>\u2003\u2003\u5f53\u5bf9Mclust\u7684\u805a\u7c7b\u7ed3\u679c\u76f4\u63a5\u4f5c\u56fe\uff0c\u53ef\u4ee5\u5f97\u52304\u5f20\u8fde\u7eed\u56fe\u5f62\uff0c\u5206\u522b\u4e3aBIC\u56fe\u3001\u5206\u7c7b\u56fe\uff08Classification\uff09\u3001\u6982\u7387\u56fe\uff08Classification Uncertainty\uff09\u4ee5\u53ca\u5bc6\u5ea6\u56fe\uff08log Density Contour Plot\uff09\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(fit_EM)<\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" 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\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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u5206\u6790\uff0c\u6bd4\u5982\u5c1d\u8bd5\u4f7f\u7528\u5176\u4ed6\u6a21\u578b\u6216\u7c7b\u522b\u6570k\u6765\u8fdb\u884c\u805a\u7c7b\uff0c\u6211\u4eec\u53ef\u4ee5\u9009\u62e9\u53cd\u590d\u6539\u53d8Mclust\u7684\u76f8\u5e94\u53c2\u6570\u6765\u89c2\u5bdf\u7ed3\u679c\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528mclustBIC()\u51fd\u6570\u6765\u5b9e\u73b0\u6bd4\u8f83\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">clu_BIC <-<span class=\"st\"> <\/span><span class=\"kw\">mclustBIC<\/span>(clu_data) <span class=\"co\"># \u83b7\u53d6\u6570\u636e\u96c6\u5728\u5404\u6a21\u578b\u548c\u7c7b\u522b\u6570\u4e0b\u7684BIC\u503c<\/span>\nclu_BICsum <-<span class=\"st\"> <\/span><span class=\"kw\">summary<\/span>(clu_BIC, <span class=\"dt\">data =<\/span> clu_data) <span class=\"co\"># \u83b7\u53d6\u6570\u636e\u96c6\u7684BIC\u6982\u51b5<\/span>\nclu_BICsum<\/code><\/pre><\/div>\n<pre><code>## Best BIC values:\n## VEV,2 VEV,3 VVV,2\n## BIC -561.7285 -562.5522369 -574.01783\n## BIC diff 0.0000 -0.8237748 -12.28937\n## \n## Classification table for model (VEV,2):\n## 1 2 \n## 50 100<\/code><\/pre>\n<p>\u2003\u2003\u5982\u4e0a\u6211\u4eec\u5f97\u5230BIC\u503c\u6700\u9ad8\u65f6\u7684\u6a21\u578b\u60c5\u51b5\u4ee5\u53caBIC\u53d6\u503c\uff0c\u5206\u522b\u4e3a2\u5206\u7c7b\u7684VEV\u6a21\u578b\u30013\u5206\u7c7b\u7684VEV\u6a21\u578b\u4ee5\u53ca2\u5206\u7c7b\u7684VVV\u6a21\u578b\u3002\u5177\u4f53\u7684\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8f93\u51faBIC\u77e9\u9635\u6216\u4ee5\u56fe\u5f62\u7684\u65b9\u5f0f\u663e\u793a\u5168\u90e8\u7684\u7ed3\u679c\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">clu_BIC <span class=\"co\"># \u8f93\u51faBIC\u77e9\u9635<\/span><\/code><\/pre><\/div>\n<pre><code>## Bayesian Information Criterion (BIC):\n## EII VII EEI VEI EVI VVI\n## 1 -1804.0854 -1804.0854 -1522.1202 -1522.1202 -1522.1202 -1522.1202\n## 2 -1123.4117 -1012.2352 -1042.9679 -956.2823 -1007.3082 -857.5515\n## 3 -878.7650 -853.8144 -813.0504 -779.1566 -797.8342 -744.6382\n## 4 -893.6140 -812.6048 -827.4036 -748.4529 -837.5452 -751.0198\n## 5 -782.6441 -742.6083 -741.9185 -688.3463 -766.8158 -711.4502\n## 6 -715.7136 -705.7811 -693.7908 -676.1697 -774.0673 -707.2901\n## 7 -731.8821 -698.5413 -713.1823 -680.7377 -813.5220 -766.6500\n## 8 -725.0805 -701.4806 -691.4133 -679.4640 -740.4068 -764.1969\n## 9 -694.5205 -700.0276 -696.2607 -702.0143 -767.8044 -755.8290\n## EEE EVE VEE VVE EEV VEV EVV\n## 1 -829.9782 -829.9782 -829.9782 -829.9782 -829.9782 -829.9782 -829.9782\n## 2 -688.0972 -657.2263 -656.3270 -605.1841 -644.5997 -561.7285 -658.3306\n## 3 -632.9647 -666.5491 -605.3982 -636.4259 -644.7810 -562.5522 -656.0359\n## 4 -646.0258 -705.5435 -604.8371 -639.7078 -699.8684 -602.0104 -725.2925\n## 5 -604.8131 -723.7199 NA -632.2056 -652.2959 -634.2890 NA\n## 6 -609.8543 -661.9497 -609.5584 -664.8224 -664.4537 -679.5116 NA\n## 7 -632.4947 -699.5102 NA -690.6108 -709.9530 -704.7699 -809.8276\n## 8 -639.2640 -700.4277 -654.8237 -709.9392 -735.4463 -712.8788 -831.7520\n## 9 -653.0878 -729.6651 NA -734.2997 -758.9348 -748.8237 -882.4391\n## VVV\n## 1 -829.9782\n## 2 -574.0178\n## 3 -580.8396\n## 4 -630.6000\n## 5 -676.6061\n## 6 -754.7938\n## 7 -806.9277\n## 8 -830.6373\n## 9 -883.6931\n## \n## Top 3 models based on the BIC criterion:\n## VEV,2 VEV,3 VVV,2 \n## -561.7285 -562.5522 -574.0178<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_BIC, <span class=\"dt\">G =<\/span> <span class=\"dv\">1<\/span><span class=\"op\">:<\/span><span class=\"dv\">7<\/span>) <span class=\"co\"># \u5bf9\u6570\u636e\u96c6\u5728\u7c7b\u522b\u6570\u4e3a1\u81f37\u7684\u6761\u4ef6\u4e0b\u7684BIC\u503c\u4f5c\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u5229\u7528densityMclust()\u51fd\u6570\u5bf9\u5404\u6837\u672c\u8fdb\u884c\u5bc6\u5ea6\u4f30\u8ba1\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u7ed8\u5236\u51fa2\u7ef4\u548c3\u7ef4\u5bc6\u5ea6\u56fe\uff0c\u5206\u522b\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">clu_Dens <-<span class=\"st\"> <\/span><span class=\"kw\">densityMclust<\/span>(clu_data) <span class=\"co\"># \u5bf9\u6bcf\u4e00\u4e2a\u6837\u672c\u8fdb\u884c\u5bc6\u5ea6\u4f30\u8ba1<\/span>\n<span class=\"kw\">plot<\/span>(clu_Dens, clu_data) <span class=\"co\"># \u4f5c2\u7ef4\u5bc6\u5ea6\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_Dens, <span class=\"dt\">type =<\/span> <span class=\"st\">"persp"<\/span>) <span class=\"co\"># \u4f5c3\u7ef4\u5bc6\u5ea6\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">4<\/span> \u672c\u7ae0\u6c47\u603b<\/h1>\n<hr \/>\n<table>\n<thead>\n<tr class=\"header\">\n<th>\u540d\u79f0<\/th>\n<th>\u7c7b\u522b<\/th>\n<th>\u529f\u80fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"odd\">\n<td>cluster<\/td>\n<td>\u8f6f\u4ef6\u5305<\/td>\n<td>\u63d0\u4f9b\u51fd\u6570pam()<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>iris<\/td>\n<td>\u6570\u636e\u96c6<\/td>\n<td>r\u8bed\u8a00\u4e2d\u7528\u4e8e\u6570\u636e\u6316\u6398\u7684\u6570\u636e\u5305<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>cut_interval()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5bf9\u6570\u636e\u8fdb\u884c\u5206\u6bb5\u5904\u7406<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>sampling<\/td>\n<td>\u8f6f\u4ef6\u5305<\/td>\n<td>\u7528\u4e8e\u5206\u5c42\u62bd\u6837<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>strata()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u7528\u4e8e\u5206\u5c42\u62bd\u6837<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>cutree()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u7528\u4e8e\u6811\u7684\u526a\u679d<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>dbscan()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>DBSCAN\u805a\u7c7b\u7b97\u6cd5\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>densityMclust()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5229\u7528Mclust()\u7684\u805a\u7c7b\u7ed3\u679c\u5bf9\u6837\u672c\u8fdb\u884c\u5bc6\u5ea6\u4f30\u8ba1<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>dist()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u8ba1\u7b97\u6837\u672c\u95f4\u8ddd\u79bb<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>fpc()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u63d0\u4f9bdbscan()\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>ggplot2<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u63d0\u4f9bcut_intervak()\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>hclust()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5c42\u6b21\u805a\u7c7b\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>kmeans()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>K-\u5747\u503c\u805a\u7c7b\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>legend()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5728\u56fe\u5f62\u4e2d\u6dfb\u52a0\u56fe\u4f8b<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>mclust<\/td>\n<td>\u8f6f\u4ef6\u5305<\/td>\n<td>\u63d0\u4f9b\u51fd\u6570Mclust()\u3001mclustBIC()\u3001densityMclust()<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>Mclust()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>EM\u7b97\u6cd5\u805a\u7c7b\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>mclustBIC()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u83b7\u53d6\u53c2\u6570\u5316\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u7684BIC\u503c<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>pam()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>K-\u4e2d\u5fc3\u805a\u7c7b\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>rect.hclust()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5bf9\u5c42\u6b21\u805a\u7c7b\u56fe\u6dfb\u52a0\u77e9\u5f62\u6846<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>stats<\/td>\n<td>\u8f6f\u4ef6\u5305<\/td>\n<td>\u63d0\u4f9b\u51fd\u6570kmeans()\u3001hclust()\u3001cutree()\u4ee5\u53carect.hclust()<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>table()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5c06\u5bf9\u8c61\u5f62\u6210\u8868\u683c<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>which.max()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u8f93\u51fa\u53d6\u503c\u6700\u5927\u5bf9\u8c61\u7684\u4e0b\u6807\u503c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">5<\/span> \u53c2\u8003\u6587\u732e<\/h1>\n<hr \/>\n<p>[1] \u5468\u5fd7\u534e. \u673a\u5668\u5b66\u4e60 : = Machine learning[M]. \u6e05\u534e\u5927\u5b66\u51fa\u7248\u793e, 2016.<br \/>\n[2] \u9ec4\u6587, \u738b\u6b63\u6797. \u6570\u636e\u6316\u6398 : R\u8bed\u8a00\u5b9e\u6218[M]. \u7535\u5b50\u5de5\u4e1a\u51fa\u7248\u793e, 2014.<\/p>\n<\/div>\n\n\n\n<\/div>\n<\/div>\n\n<\/div>\n\n<script>\n\n\/\/ add bootstrap table styles to pandoc tables\nfunction bootstrapStylePandocTables() {\n $('tr.header').parent('thead').parent('table').addClass('table table-condensed');\n}\n$(document).ready(function () {\n bootstrapStylePandocTables();\n});\n\n\n<\/script>\n\n\n<script>\n (function () {\n var script = document.createElement(\"script\");\n script.type = \"text\/javascript\";\n script.src = \"https:\/\/mathjax.rstudio.com\/latest\/MathJax.js?config=TeX-AMS-MML_HTMLorMML\";\n document.getElementsByTagName(\"head\")[0].appendChild(script);\n })();\n<\/script>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u805a\u7c7b\u5206\u6790 Code Show All C […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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dKTtyZXR1cm4gZX0sbWFwOmZ1bmN0aW9uKGEsYixjKXt2YXIgZCxmPTAsZz1hLmxlbmd0aCxoPXIoYSksaT1bXTtpZihoKWZvcig7Zz5mO2YrKylkPWIoYVtmXSxmLGMpLG51bGwhPWQmJmkucHVzaChkKTtlbHNlIGZvcihmIGluIGEpZD1iKGFbZl0sZixjKSxudWxsIT1kJiZpLnB1c2goZCk7cmV0dXJuIGUuYXBwbHkoW10saSl9LGd1aWQ6MSxwcm94eTpmdW5jdGlvbihhLGIpe3ZhciBjLGUsZjtyZXR1cm4ic3RyaW5nIj09dHlwZW9mIGImJihmPWFbYl0sYj1hLGE9ZiksbS5pc0Z1bmN0aW9uKGEpPyhjPWQuY2FsbChhcmd1bWVudHMsMiksZT1mdW5jdGlvbigpe3JldHVybiBhLmFwcGx5KGJ8fHRoaXMsYy5jb25jYXQoZC5jYWxsKGFyZ3VtZW50cykpKX0sZS5ndWlkPWEuZ3VpZD1hLmd1aWR8fG0uZ3VpZCsrLGUpOnZvaWQgMH0sbm93OmZ1bmN0aW9uKCl7cmV0dXJuK25ldyBEYXRlfSxzdXBwb3J0Omt9KSxtLmVhY2goIkJvb2xlYW4gTnVtYmVyIFN0cmluZyBGdW5jdGlvbiBBcnJheSBEYXRlIFJlZ0V4cCBPYmplY3QgRXJyb3IiLnNwbGl0KCIgIiksZnVuY3Rpb24oYSxiKXtoWyJbb2JqZWN0ICIrYisiXSJdPWIudG9Mb3dlckNhc2UoKX0pO2Z1bmN0aW9uIHIoYSl7dmFyIGI9Imxlbmd0aCJpbiBhJiZhLmxlbmd0aCxjPW0udHlwZShhKTtyZXR1cm4iZnVuY3Rpb24iPT09Y3x8bS5pc1dpbmRvdyhhKT8hMToxPT09YS5ub2RlVHlwZSYmYj8hMDoiYXJyYXkiPT09Y3x8MD09PWJ8fCJudW1iZXIiPT10eXBlb2YgYiYmYj4wJiZiLTEgaW4gYX12YXIgcz1mdW5jdGlvbihhKXt2YXIgYixjLGQsZSxmLGcsaCxpLGosayxsLG0sbixvLHAscSxyLHMsdCx1PSJzaXp6bGUiKzEqbmV3IERhdGUsdj1hLmRvY3VtZW50LHc9MCx4PTAseT1oYSgpLHo9aGEoKSxBPWhhKCksQj1mdW5jdGlvbihhLGIpe3JldHVybiBhPT09YiYmKGw9ITApLDB9LEM9MTw8MzEsRD17fS5oYXNPd25Qcm9wZXJ0eSxFPVtdLEY9RS5wb3AsRz1FLnB1c2gsSD1FLnB1c2gsST1FLnNsaWNlLEo9ZnVuY3Rpb24oYSxiKXtmb3IodmFyIGM9MCxkPWEubGVuZ3RoO2Q+YztjKyspaWYoYVtjXT09PWIpcmV0dXJuIGM7cmV0dXJuLTF9LEs9ImNoZWNrZWR8c2VsZWN0ZWR8YXN5bmN8YXV0b2ZvY3VzfGF1dG9wbGF5fGNvbnRyb2xzfGRlZmVyfGRpc2FibGVkfGhpZGRlbnxpc21hcHxsb29wfG11bHRpcGxlfG9wZW58cmVhZG9ubHl8cmVxdWlyZWR8c2NvcGVkIixMPSJbXFx4MjBcXHRcXHJcXG5cXGZdIixNPSIoPzpcXFxcLnxbXFx3LV18W15cXHgwMC1cXHhhMF0pKyIsTj1NLnJlcGxhY2UoInciLCJ3IyIpLE89IlxcWyIrTCsiKigiK00rIikoPzoiK0wrIiooWypeJHwhfl0\/PSkiK0wrIiooPzonKCg\/OlxcXFwufFteXFxcXCddKSopJ3xcIigoPzpcXFxcLnxbXlxcXFxcIl0pKilcInwoIitOKyIpKXwpIitMKyIqXFxdIixQPSI6KCIrTSsiKSg\/OlxcKCgoJygoPzpcXFxcLnxbXlxcXFwnXSkqKSd8XCIoKD86XFxcXC58W15cXFxcXCJdKSopXCIpfCgoPzpcXFxcLnxbXlxcXFwoKVtcXF1dfCIrTysiKSopfC4qKVxcKXwpIixRPW5ldyBSZWdFeHAoTCsiKyIsImciKSxSPW5ldyBSZWdFeHAoIl4iK0wrIit8KCg\/Ol58W15cXFxcXSkoPzpcXFxcLikqKSIrTCsiKyQiLCJnIiksUz1uZXcgUmVnRXhwKCJeIitMKyIqLCIrTCsiKiIpLFQ9bmV3IFJlZ0V4cCgiXiIrTCsiKihbPit+XXwiK0wrIikiK0wrIioiKSxVPW5ldyBSZWdFeHAoIj0iK0wrIiooW15cXF0nXCJdKj8pIitMKyIqXFxdIiwiZyIpLFY9bmV3IFJlZ0V4cChQKSxXPW5ldyBSZWdFeHAoIl4iK04rIiQiKSxYPXtJRDpuZXcgUmVnRXhwKCJeIygiK00rIikiKSxDTEFTUzpuZXcgUmVnRXhwKCJeXFwuKCIrTSsiKSIpLFRBRzpuZXcgUmVnRXhwKCJeKCIrTS5yZXBsYWNlKCJ3IiwidyoiKSsiKSIpLEFUVFI6bmV3IFJlZ0V4cCgiXiIrTyksUFNFVURPOm5ldyBSZWdFeHAoIl4iK1ApLENISUxEOm5ldyBSZWdFeHAoIl46KG9ubHl8Zmlyc3R8bGFzdHxudGh8bnRoLWxhc3QpLShjaGlsZHxvZi10eXBlKSg\/OlxcKCIrTCsiKihldmVufG9kZHwoKFsrLV18KShcXGQqKW58KSIrTCsiKig\/OihbKy1dfCkiK0wrIiooXFxkKyl8KSkiK0wrIipcXCl8KSIsImkiKSxib29sOm5ldyBSZWdFeHAoIl4oPzoiK0srIikkIiwiaSIpLG5lZWRzQ29udGV4dDpuZXcgUmVnRXhwKCJeIitMKyIqWz4rfl18OihldmVufG9kZHxlcXxndHxsdHxudGh8Zmlyc3R8bGFzdCkoPzpcXCgiK0wrIiooKD86LVxcZCk\/XFxkKikiK0wrIipcXCl8KSg\/PVteLV18JCkiLCJpIil9LFk9L14oPzppbnB1dHxzZWxlY3R8dGV4dGFyZWF8YnV0dG9uKSQvaSxaPS9eaFxkJC9pLCQ9L15bXntdK1x7XHMqXFtuYXRpdmUgXHcvLF89L14oPzojKFtcdy1dKyl8KFx3Kyl8XC4oW1x3LV0rKSkkLyxhYT0vWyt+XS8sYmE9Lyd8XFwvZyxjYT1uZXcgUmVnRXhwKCJcXFxcKFtcXGRhLWZdezEsNn0iK0wrIj98KCIrTCsiKXwuKSIsImlnIiksZGE9ZnVuY3Rpb24oYSxiLGMpe3ZhciBkPSIweCIrYi02NTUzNjtyZXR1cm4gZCE9PWR8fGM\/YjowPmQ\/U3RyaW5nLmZyb21DaGFyQ29kZShkKzY1NTM2KTpTdHJpbmcuZnJvbUNoYXJDb2RlKGQ+PjEwfDU1Mjk2LDEwMjMmZHw1NjMyMCl9LGVhPWZ1bmN0aW9uKCl7bSgpfTt0cnl7SC5hcHBseShFPUkuY2FsbCh2LmNoaWxkTm9kZXMpLHYuY2hpbGROb2RlcyksRVt2LmNoaWxkTm9kZXMubGVuZ3RoXS5ub2RlVHlwZX1jYXRjaChmYSl7SD17YXBwbHk6RS5sZW5ndGg\/ZnVuY3Rpb24oYSxiKXtHLmFwcGx5KGEsSS5jYWxsKGIpKX06ZnVuY3Rpb24oYSxiKXt2YXIgYz1hLmxlbmd0aCxkPTA7d2hpbGUoYVtjKytdPWJbZCsrXSk7YS5sZW5ndGg9Yy0xfX19ZnVuY3Rpb24gZ2EoYSxiLGQsZSl7dmFyIGYsaCxqLGssbCxvLHIscyx3LHg7aWYoKGI\/Yi5vd25lckRvY3VtZW50fHxiOnYpIT09biYmbShiKSxiPWJ8fG4sZD1kfHxbXSxrPWIubm9kZVR5cGUsInN0cmluZyIhPXR5cGVvZiBhfHwhYXx8MSE9PWsmJjkhPT1rJiYxMSE9PWspcmV0dXJuIGQ7aWYoIWUmJnApe2lmKDExIT09ayYmKGY9Xy5leGVjKGEpKSlpZihqPWZbMV0pe2lmKDk9PT1rKXtpZihoPWIuZ2V0RWxlbWVudEJ5SWQoaiksIWh8fCFoLnBhcmVudE5vZGUpcmV0dXJuIGQ7aWYoaC5pZD09PWopcmV0dXJuIGQucHVzaChoKSxkfWVsc2UgaWYoYi5vd25lckRvY3VtZW50JiYoaD1iLm93bmVyRG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQoaikpJiZ0KGIsaCkmJmguaWQ9PT1qKXJldHVybiBkLnB1c2goaCksZH1lbHNle2lmKGZbMl0pcmV0dXJuIEguYXBwbHkoZCxiLmdldEVsZW1lbnRzQnlUYWdOYW1lKGEpKSxkO2lmKChqPWZbM10pJiZjLmdldEVsZW1lbnRzQnlDbGFzc05hbWUpcmV0dXJuIEguYXBwbHkoZCxiLmdldEVsZW1lbnRzQnlDbGFzc05hbWUoaikpLGR9aWYoYy5xc2EmJighcXx8IXEudGVzdChhKSkpe2lmKHM9cj11LHc9Yix4PTEhPT1rJiZhLDE9PT1rJiYib2JqZWN0IiE9PWIubm9kZU5hbWUudG9Mb3dlckNhc2UoKSl7bz1nKGEpLChyPWIuZ2V0QXR0cmlidXRlKCJpZCIpKT9zPXIucmVwbGFjZShiYSwiXFwkJiIpOmIuc2V0QXR0cmlidXRlKCJpZCIscykscz0iW2lkPSciK3MrIiddICIsbD1vLmxlbmd0aDt3aGlsZShsLS0pb1tsXT1zK3JhKG9bbF0pO3c9YWEudGVzdChhKSYmcGEoYi5wYXJlbnROb2RlKXx8Yix4PW8uam9pbigiLCIpfWlmKHgpdHJ5e3JldHVybiBILmFwcGx5KGQsdy5xdWVyeVNlbGVjdG9yQWxsKHgpKSxkfWNhdGNoKHkpe31maW5hbGx5e3J8fGIucmVtb3ZlQXR0cmlidXRlKCJpZCIpfX19cmV0dXJuIGkoYS5yZXBsYWNlKFIsIiQxIiksYixkLGUpfWZ1bmN0aW9uIGhhKCl7dmFyIGE9W107ZnVuY3Rpb24gYihjLGUpe3JldHVybiBhLnB1c2goYysiICIpPmQuY2FjaGVMZW5ndGgmJmRlbGV0ZSBiW2Euc2hpZnQoKV0sYltjKyIgIl09ZX1yZXR1cm4gYn1mdW5jdGlvbiBpYShhKXtyZXR1cm4gYVt1XT0hMCxhfWZ1bmN0aW9uIGphKGEpe3ZhciBiPW4uY3JlYXRlRWxlbWVudCgiZGl2Iik7dHJ5e3JldHVybiEhYShiKX1jYXRjaChjKXtyZXR1cm4hMX1maW5hbGx5e2IucGFyZW50Tm9kZSYmYi5wYXJlbnROb2RlLnJlbW92ZUNoaWxkKGIpLGI9bnVsbH19ZnVuY3Rpb24ga2EoYSxiKXt2YXIgYz1hLnNwbGl0KCJ8IiksZT1hLmxlbmd0aDt3aGlsZShlLS0pZC5hdHRySGFuZGxlW2NbZV1dPWJ9ZnVuY3Rpb24gbGEoYSxiKXt2YXIgYz1iJiZhLGQ9YyYmMT09PWEubm9kZVR5cGUmJjE9PT1iLm5vZGVUeXBlJiYofmIuc291cmNlSW5kZXh8fEMpLSh+YS5zb3VyY2VJbmRleHx8Qyk7aWYoZClyZXR1cm4gZDtpZihjKXdoaWxlKGM9Yy5uZXh0U2libGluZylpZihjPT09YilyZXR1cm4tMTtyZXR1cm4gYT8xOi0xfWZ1bmN0aW9uIG1hKGEpe3JldHVybiBmdW5jdGlvbihiKXt2YXIgYz1iLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk7cmV0dXJuImlucHV0Ij09PWMmJmIudHlwZT09PWF9fWZ1bmN0aW9uIG5hKGEpe3JldHVybiBmdW5jdGlvbihiKXt2YXIgYz1iLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk7cmV0dXJuKCJpbnB1dCI9PT1jfHwiYnV0dG9uIj09PWMpJiZiLnR5cGU9PT1hfX1mdW5jdGlvbiBvYShhKXtyZXR1cm4gaWEoZnVuY3Rpb24oYil7cmV0dXJuIGI9K2IsaWEoZnVuY3Rpb24oYyxkKXt2YXIgZSxmPWEoW10sYy5sZW5ndGgsYiksZz1mLmxlbmd0aDt3aGlsZShnLS0pY1tlPWZbZ11dJiYoY1tlXT0hKGRbZV09Y1tlXSkpfSl9KX1mdW5jdGlvbiBwYShhKXtyZXR1cm4gYSYmInVuZGVmaW5lZCIhPXR5cGVvZiBhLmdldEVsZW1lbnRzQnlUYWdOYW1lJiZhfWM9Z2Euc3VwcG9ydD17fSxmPWdhLmlzWE1MPWZ1bmN0aW9uKGEpe3ZhciBiPWEmJihhLm93bmVyRG9jdW1lbnR8fGEpLmRvY3VtZW50RWxlbWVudDtyZXR1cm4gYj8iSFRNTCIhPT1iLm5vZGVOYW1lOiExfSxtPWdhLnNldERvY3VtZW50PWZ1bmN0aW9uKGEpe3ZhciBiLGUsZz1hP2Eub3duZXJEb2N1bWVudHx8YTp2O3JldHVybiBnIT09biYmOT09PWcubm9kZVR5cGUmJmcuZG9jdW1lbnRFbGVtZW50PyhuPWcsbz1nLmRvY3VtZW50RWxlbWVudCxlPWcuZGVmYXVsdFZpZXcsZSYmZSE9PWUudG9wJiYoZS5hZGRFdmVudExpc3RlbmVyP2UuYWRkRXZlbnRMaXN0ZW5lcigidW5sb2FkIixlYSwhMSk6ZS5hdHRhY2hFdmVudCYmZS5hdHRhY2hFdmVudCgib251bmxvYWQiLGVhKSkscD0hZihnKSxjLmF0dHJpYnV0ZXM9amEoZnVuY3Rpb24oYSl7cmV0dXJuIGEuY2xhc3NOYW1lPSJpIiwhYS5nZXRBdHRyaWJ1dGUoImNsYXNzTmFtZSIpfSksYy5nZXRFbGVtZW50c0J5VGFnTmFtZT1qYShmdW5jdGlvbihhKXtyZXR1cm4gYS5hcHBlbmRDaGlsZChnLmNyZWF0ZUNvbW1lbnQoIiIpKSwhYS5nZXRFbGVtZW50c0J5VGFnTmFtZSgiKiIpLmxlbmd0aH0pLGMuZ2V0RWxlbWVudHNCeUNsYXNzTmFtZT0kLnRlc3QoZy5nZXRFbGVtZW50c0J5Q2xhc3NOYW1lKSxjLmdldEJ5SWQ9amEoZnVuY3Rpb24oYSl7cmV0dXJuIG8uYXBwZW5kQ2hpbGQoYSkuaWQ9dSwhZy5nZXRFbGVtZW50c0J5TmFtZXx8IWcuZ2V0RWxlbWVudHNCeU5hbWUodSkubGVuZ3RofSksYy5nZXRCeUlkPyhkLmZpbmQuSUQ9ZnVuY3Rpb24oYSxiKXtpZigidW5kZWZpbmVkIiE9dHlwZW9mIGIuZ2V0RWxlbWVudEJ5SWQmJnApe3ZhciBjPWIuZ2V0RWxlbWVudEJ5SWQoYSk7cmV0dXJuIGMmJmMucGFyZW50Tm9kZT9bY106W119fSxkLmZpbHRlci5JRD1mdW5jdGlvbihhKXt2YXIgYj1hLnJlcGxhY2UoY2EsZGEpO3JldHVybiBmdW5jdGlvbihhKXtyZXR1cm4gYS5nZXRBdHRyaWJ1dGUoImlkIik9PT1ifX0pOihkZWxldGUgZC5maW5kLklELGQuZmlsdGVyLklEPWZ1bmN0aW9uKGEpe3ZhciBiPWEucmVwbGFjZShjYSxkYSk7cmV0dXJuIGZ1bmN0aW9uKGEpe3ZhciBjPSJ1bmRlZmluZWQiIT10eXBlb2YgYS5nZXRBdHRyaWJ1dGVOb2RlJiZhLmdldEF0dHJpYnV0ZU5vZGUoImlkIik7cmV0dXJuIGMmJmMudmFsdWU9PT1ifX0pLGQuZmluZC5UQUc9Yy5nZXRFbGVtZW50c0J5VGFnTmFtZT9mdW5jdGlvbihhLGIpe3JldHVybiJ1bmRlZmluZWQiIT10eXBlb2YgYi5nZXRFbGVtZW50c0J5VGFnTmFtZT9iLmdldEVsZW1lbnRzQnlUYWdOYW1lKGEpOmMucXNhP2IucXVlcnlTZWxlY3RvckFsbChhKTp2b2lkIDB9OmZ1bmN0aW9uKGEsYil7dmFyIGMsZD1bXSxlPTAsZj1iLmdldEVsZW1lbnRzQnlUYWdOYW1lKGEpO2lmKCIqIj09PWEpe3doaWxlKGM9ZltlKytdKTE9PT1jLm5vZGVUeXBlJiZkLnB1c2goYyk7cmV0dXJuIGR9cmV0dXJuIGZ9LGQuZmluZC5DTEFTUz1jLmdldEVsZW1lbnRzQnlDbGFzc05hbWUmJmZ1bmN0aW9uKGEsYil7cmV0dXJuIHA\/Yi5nZXRFbGVtZW50c0J5Q2xhc3NOYW1lKGEpOnZvaWQgMH0scj1bXSxxPVtdLChjLnFzYT0kLnRlc3QoZy5xdWVyeVNlbGVjdG9yQWxsKSkmJihqYShmdW5jdGlvbihhKXtvLmFwcGVuZENoaWxkKGEpLmlubmVySFRNTD0iPGEgaWQ9JyIrdSsiJz48L2E+PHNlbGVjdCBpZD0nIit1KyItXGZdJyBtc2FsbG93Y2FwdHVyZT0nJz48b3B0aW9uIHNlbGVjdGVkPScnPjwvb3B0aW9uPjwvc2VsZWN0PiIsYS5xdWVyeVNlbGVjdG9yQWxsKCJbbXNhbGxvd2NhcHR1cmVePScnXSIpLmxlbmd0aCYmcS5wdXNoKCJbKl4kXT0iK0wrIiooPzonJ3xcIlwiKSIpLGEucXVlcnlTZWxlY3RvckFsbCgiW3NlbGVjdGVkXSIpLmxlbmd0aHx8cS5wdXNoKCJcXFsiK0wrIiooPzp2YWx1ZXwiK0srIikiKSxhLnF1ZXJ5U2VsZWN0b3JBbGwoIltpZH49Iit1KyItXSIpLmxlbmd0aHx8cS5wdXNoKCJ+PSIpLGEucXVlcnlTZWxlY3RvckFsbCgiOmNoZWNrZWQiKS5sZW5ndGh8fHEucHVzaCgiOmNoZWNrZWQiKSxhLnF1ZXJ5U2VsZWN0b3JBbGwoImEjIit1KyIrKiIpLmxlbmd0aHx8cS5wdXNoKCIuIy4rWyt+XSIpfSksamEoZnVuY3Rpb24oYSl7dmFyIGI9Zy5jcmVhdGVFbGVtZW50KCJpbnB1dCIpO2Iuc2V0QXR0cmlidXRlKCJ0eXBlIiwiaGlkZGVuIiksYS5hcHBlbmRDaGlsZChiKS5zZXRBdHRyaWJ1dGUoIm5hbWUiLCJEIiksYS5xdWVyeVNlbGVjdG9yQWxsKCJbbmFtZT1kXSIpLmxlbmd0aCYmcS5wdXNoKCJuYW1lIitMKyIqWypeJHwhfl0\/PSIpLGEucXVlcnlTZWxlY3RvckFsbCgiOmVuYWJsZWQiKS5sZW5ndGh8fHEucHVzaCgiOmVuYWJsZWQiLCI6ZGlzYWJsZWQiKSxhLnF1ZXJ5U2VsZWN0b3JBbGwoIiosOngiKSxxLnB1c2goIiwuKjoiKX0pKSwoYy5tYXRjaGVzU2VsZWN0b3I9JC50ZXN0KHM9by5tYXRjaGVzfHxvLndlYmtpdE1hdGNoZXNTZWxlY3Rvcnx8by5tb3pNYXRjaGVzU2VsZWN0b3J8fG8ub01hdGNoZXNTZWxlY3Rvcnx8by5tc01hdGNoZXNTZWxlY3RvcikpJiZqYShmdW5jdGlvbihhKXtjLmRpc2Nvbm5lY3RlZE1hdGNoPXMuY2FsbChhLCJkaXYiKSxzLmNhbGwoYSwiW3MhPScnXTp4Iiksci5wdXNoKCIhPSIsUCl9KSxxPXEubGVuZ3RoJiZuZXcgUmVnRXhwKHEuam9pbigifCIpKSxyPXIubGVuZ3RoJiZuZXcgUmVnRXhwKHIuam9pbigifCIpKSxiPSQudGVzdChvLmNvbXBhcmVEb2N1bWVudFBvc2l0aW9uKSx0PWJ8fCQudGVzdChvLmNvbnRhaW5zKT9mdW5jdGlvbihhLGIpe3ZhciBjPTk9PT1hLm5vZGVUeXBlP2EuZG9jdW1lbnRFbGVtZW50OmEsZD1iJiZiLnBhcmVudE5vZGU7cmV0dXJuIGE9PT1kfHwhKCFkfHwxIT09ZC5ub2RlVHlwZXx8IShjLmNvbnRhaW5zP2MuY29udGFpbnMoZCk6YS5jb21wYXJlRG9jdW1lbnRQb3NpdGlvbiYmMTYmYS5jb21wYXJlRG9jdW1lbnRQb3NpdGlvbihkKSkpfTpmdW5jdGlvbihhLGIpe2lmKGIpd2hpbGUoYj1iLnBhcmVudE5vZGUpaWYoYj09PWEpcmV0dXJuITA7cmV0dXJuITF9LEI9Yj9mdW5jdGlvbihhLGIpe2lmKGE9PT1iKXJldHVybiBsPSEwLDA7dmFyIGQ9IWEuY29tcGFyZURvY3VtZW50UG9zaXRpb24tIWIuY29tcGFyZURvY3VtZW50UG9zaXRpb247cmV0dXJuIGQ\/ZDooZD0oYS5vd25lckRvY3VtZW50fHxhKT09PShiLm93bmVyRG9jdW1lbnR8fGIpP2EuY29tcGFyZURvY3VtZW50UG9zaXRpb24oYik6MSwxJmR8fCFjLnNvcnREZXRhY2hlZCYmYi5jb21wYXJlRG9jdW1lbnRQb3NpdGlvbihhKT09PWQ\/YT09PWd8fGEub3duZXJEb2N1bWVudD09PXYmJnQodixhKT8tMTpiPT09Z3x8Yi5vd25lckRvY3VtZW50PT09diYmdCh2LGIpPzE6az9KKGssYSktSihrLGIpOjA6NCZkPy0xOjEpfTpmdW5jdGlvbihhLGIpe2lmKGE9PT1iKXJldHVybiBsPSEwLDA7dmFyIGMsZD0wLGU9YS5wYXJlbnROb2RlLGY9Yi5wYXJlbnROb2RlLGg9W2FdLGk9W2JdO2lmKCFlfHwhZilyZXR1cm4gYT09PWc\/LTE6Yj09PWc\/MTplPy0xOmY\/MTprP0ooayxhKS1KKGssYik6MDtpZihlPT09ZilyZXR1cm4gbGEoYSxiKTtjPWE7d2hpbGUoYz1jLnBhcmVudE5vZGUpaC51bnNoaWZ0KGMpO2M9Yjt3aGlsZShjPWMucGFyZW50Tm9kZSlpLnVuc2hpZnQoYyk7d2hpbGUoaFtkXT09PWlbZF0pZCsrO3JldHVybiBkP2xhKGhbZF0saVtkXSk6aFtkXT09PXY\/LTE6aVtkXT09PXY\/MTowfSxnKTpufSxnYS5tYXRjaGVzPWZ1bmN0aW9uKGEsYil7cmV0dXJuIGdhKGEsbnVsbCxudWxsLGIpfSxnYS5tYXRjaGVzU2VsZWN0b3I9ZnVuY3Rpb24oYSxiKXtpZigoYS5vd25lckRvY3VtZW50fHxhKSE9PW4mJm0oYSksYj1iLnJlcGxhY2UoVSwiPSckMSddIiksISghYy5tYXRjaGVzU2VsZWN0b3J8fCFwfHxyJiZyLnRlc3QoYil8fHEmJnEudGVzdChiKSkpdHJ5e3ZhciBkPXMuY2FsbChhLGIpO2lmKGR8fGMuZGlzY29ubmVjdGVkTWF0Y2h8fGEuZG9jdW1lbnQmJjExIT09YS5kb2N1bWVudC5ub2RlVHlwZSlyZXR1cm4gZH1jYXRjaChlKXt9cmV0dXJuIGdhKGIsbixudWxsLFthXSkubGVuZ3RoPjB9LGdhLmNvbnRhaW5zPWZ1bmN0aW9uKGEsYil7cmV0dXJuKGEub3duZXJEb2N1bWVudHx8YSkhPT1uJiZtKGEpLHQoYSxiKX0sZ2EuYXR0cj1mdW5jdGlvbihhLGIpeyhhLm93bmVyRG9jdW1lbnR8fGEpIT09biYmbShhKTt2YXIgZT1kLmF0dHJIYW5kbGVbYi50b0xvd2VyQ2FzZSgpXSxmPWUmJkQuY2FsbChkLmF0dHJIYW5kbGUsYi50b0xvd2VyQ2FzZSgpKT9lKGEsYiwhcCk6dm9pZCAwO3JldHVybiB2b2lkIDAhPT1mP2Y6Yy5hdHRyaWJ1dGVzfHwhcD9hLmdldEF0dHJpYnV0ZShiKTooZj1hLmdldEF0dHJpYnV0ZU5vZGUoYikpJiZmLnNwZWNpZmllZD9mLnZhbHVlOm51bGx9LGdhLmVycm9yPWZ1bmN0aW9uKGEpe3Rocm93IG5ldyBFcnJvcigiU3ludGF4IGVycm9yLCB1bnJlY29nbml6ZWQgZXhwcmVzc2lvbjogIithKX0sZ2EudW5pcXVlU29ydD1mdW5jdGlvbihhKXt2YXIgYixkPVtdLGU9MCxmPTA7aWYobD0hYy5kZXRlY3REdXBsaWNhdGVzLGs9IWMuc29ydFN0YWJsZSYmYS5zbGljZSgwKSxhLnNvcnQoQiksbCl7d2hpbGUoYj1hW2YrK10pYj09PWFbZl0mJihlPWQucHVzaChmKSk7d2hpbGUoZS0tKWEuc3BsaWNlKGRbZV0sMSl9cmV0dXJuIGs9bnVsbCxhfSxlPWdhLmdldFRleHQ9ZnVuY3Rpb24oYSl7dmFyIGIsYz0iIixkPTAsZj1hLm5vZGVUeXBlO2lmKGYpe2lmKDE9PT1mfHw5PT09Znx8MTE9PT1mKXtpZigic3RyaW5nIj09dHlwZW9mIGEudGV4dENvbnRlbnQpcmV0dXJuIGEudGV4dENvbnRlbnQ7Zm9yKGE9YS5maXJzdENoaWxkO2E7YT1hLm5leHRTaWJsaW5nKWMrPWUoYSl9ZWxzZSBpZigzPT09Znx8ND09PWYpcmV0dXJuIGEubm9kZVZhbHVlfWVsc2Ugd2hpbGUoYj1hW2QrK10pYys9ZShiKTtyZXR1cm4gY30sZD1nYS5zZWxlY3RvcnM9e2NhY2hlTGVuZ3RoOjUwLGNyZWF0ZVBzZXVkbzppYSxtYXRjaDpYLGF0dHJIYW5kbGU6e30sZmluZDp7fSxyZWxhdGl2ZTp7Ij4iOntkaXI6InBhcmVudE5vZGUiLGZpcnN0OiEwfSwiICI6e2RpcjoicGFyZW50Tm9kZSJ9LCIrIjp7ZGlyOiJwcmV2aW91c1NpYmxpbmciLGZpcnN0OiEwfSwifiI6e2RpcjoicHJldmlvdXNTaWJsaW5nIn19LHByZUZpbHRlcjp7QVRUUjpmdW5jdGlvbihhKXtyZXR1cm4gYVsxXT1hWzFdLnJlcGxhY2UoY2EsZGEpLGFbM109KGFbM118fGFbNF18fGFbNV18fCIiKS5yZXBsYWNlKGNhLGRhKSwifj0iPT09YVsyXSYmKGFbM109IiAiK2FbM10rIiAiKSxhLnNsaWNlKDAsNCl9LENISUxEOmZ1bmN0aW9uKGEpe3JldHVybiBhWzFdPWFbMV0udG9Mb3dlckNhc2UoKSwibnRoIj09PWFbMV0uc2xpY2UoMCwzKT8oYVszXXx8Z2EuZXJyb3IoYVswXSksYVs0XT0rKGFbNF0\/YVs1XSsoYVs2XXx8MSk6MiooImV2ZW4iPT09YVszXXx8Im9kZCI9PT1hWzNdKSksYVs1XT0rKGFbN10rYVs4XXx8Im9kZCI9PT1hWzNdKSk6YVszXSYmZ2EuZXJyb3IoYVswXSksYX0sUFNFVURPOmZ1bmN0aW9uKGEpe3ZhciBiLGM9IWFbNl0mJmFbMl07cmV0dXJuIFguQ0hJTEQudGVzdChhWzBdKT9udWxsOihhWzNdP2FbMl09YVs0XXx8YVs1XXx8IiI6YyYmVi50ZXN0KGMpJiYoYj1nKGMsITApKSYmKGI9Yy5pbmRleE9mKCIpIixjLmxlbmd0aC1iKS1jLmxlbmd0aCkmJihhWzBdPWFbMF0uc2xpY2UoMCxiKSxhWzJdPWMuc2xpY2UoMCxiKSksYS5zbGljZSgwLDMpKX19LGZpbHRlcjp7VEFHOmZ1bmN0aW9uKGEpe3ZhciBiPWEucmVwbGFjZShjYSxkYSkudG9Mb3dlckNhc2UoKTtyZXR1cm4iKiI9PT1hP2Z1bmN0aW9uKCl7cmV0dXJuITB9OmZ1bmN0aW9uKGEpe3JldHVybiBhLm5vZGVOYW1lJiZhLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk9PT1ifX0sQ0xBU1M6ZnVuY3Rpb24oYSl7dmFyIGI9eVthKyIgIl07cmV0dXJuIGJ8fChiPW5ldyBSZWdFeHAoIihefCIrTCsiKSIrYSsiKCIrTCsifCQpIikpJiZ5KGEsZnVuY3Rpb24oYSl7cmV0dXJuIGIudGVzdCgic3RyaW5nIj09dHlwZW9mIGEuY2xhc3NOYW1lJiZhLmNsYXNzTmFtZXx8InVuZGVmaW5lZCIhPXR5cGVvZiBhLmdldEF0dHJpYnV0ZSYmYS5nZXRBdHRyaWJ1dGUoImNsYXNzIil8fCIiKX0pfSxBVFRSOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gZnVuY3Rpb24oZCl7dmFyIGU9Z2EuYXR0cihkLGEpO3JldHVybiBudWxsPT1lPyIhPSI9PT1iOmI\/KGUrPSIiLCI9Ij09PWI\/ZT09PWM6IiE9Ij09PWI\/ZSE9PWM6Il49Ij09PWI\/YyYmMD09PWUuaW5kZXhPZihjKToiKj0iPT09Yj9jJiZlLmluZGV4T2YoYyk+LTE6IiQ9Ij09PWI\/YyYmZS5zbGljZSgtYy5sZW5ndGgpPT09Yzoifj0iPT09Yj8oIiAiK2UucmVwbGFjZShRLCIgIikrIiAiKS5pbmRleE9mKGMpPi0xOiJ8PSI9PT1iP2U9PT1jfHxlLnNsaWNlKDAsYy5sZW5ndGgrMSk9PT1jKyItIjohMSk6ITB9fSxDSElMRDpmdW5jdGlvbihhLGIsYyxkLGUpe3ZhciBmPSJudGgiIT09YS5zbGljZSgwLDMpLGc9Imxhc3QiIT09YS5zbGljZSgtNCksaD0ib2YtdHlwZSI9PT1iO3JldHVybiAxPT09ZCYmMD09PWU\/ZnVuY3Rpb24oYSl7cmV0dXJuISFhLnBhcmVudE5vZGV9OmZ1bmN0aW9uKGIsYyxpKXt2YXIgaixrLGwsbSxuLG8scD1mIT09Zz8ibmV4dFNpYmxpbmciOiJwcmV2aW91c1NpYmxpbmciLHE9Yi5wYXJlbnROb2RlLHI9aCYmYi5ub2RlTmFtZS50b0xvd2VyQ2FzZSgpLHM9IWkmJiFoO2lmKHEpe2lmKGYpe3doaWxlKHApe2w9Yjt3aGlsZShsPWxbcF0paWYoaD9sLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk9PT1yOjE9PT1sLm5vZGVUeXBlKXJldHVybiExO289cD0ib25seSI9PT1hJiYhbyYmIm5leHRTaWJsaW5nIn1yZXR1cm4hMH1pZihvPVtnP3EuZmlyc3RDaGlsZDpxLmxhc3RDaGlsZF0sZyYmcyl7az1xW3VdfHwocVt1XT17fSksaj1rW2FdfHxbXSxuPWpbMF09PT13JiZqWzFdLG09alswXT09PXcmJmpbMl0sbD1uJiZxLmNoaWxkTm9kZXNbbl07d2hpbGUobD0rK24mJmwmJmxbcF18fChtPW49MCl8fG8ucG9wKCkpaWYoMT09PWwubm9kZVR5cGUmJisrbSYmbD09PWIpe2tbYV09W3csbixtXTticmVha319ZWxzZSBpZihzJiYoaj0oYlt1XXx8KGJbdV09e30pKVthXSkmJmpbMF09PT13KW09alsxXTtlbHNlIHdoaWxlKGw9KytuJiZsJiZsW3BdfHwobT1uPTApfHxvLnBvcCgpKWlmKChoP2wubm9kZU5hbWUudG9Mb3dlckNhc2UoKT09PXI6MT09PWwubm9kZVR5cGUpJiYrK20mJihzJiYoKGxbdV18fChsW3VdPXt9KSlbYV09W3csbV0pLGw9PT1iKSlicmVhaztyZXR1cm4gbS09ZSxtPT09ZHx8bSVkPT09MCYmbS9kPj0wfX19LFBTRVVETzpmdW5jdGlvbihhLGIpe3ZhciBjLGU9ZC5wc2V1ZG9zW2FdfHxkLnNldEZpbHRlcnNbYS50b0xvd2VyQ2FzZSgpXXx8Z2EuZXJyb3IoInVuc3VwcG9ydGVkIHBzZXVkbzogIithKTtyZXR1cm4gZVt1XT9lKGIpOmUubGVuZ3RoPjE\/KGM9W2EsYSwiIixiXSxkLnNldEZpbHRlcnMuaGFzT3duUHJvcGVydHkoYS50b0xvd2VyQ2FzZSgpKT9pYShmdW5jdGlvbihhLGMpe3ZhciBkLGY9ZShhLGIpLGc9Zi5sZW5ndGg7d2hpbGUoZy0tKWQ9SihhLGZbZ10pLGFbZF09IShjW2RdPWZbZ10pfSk6ZnVuY3Rpb24oYSl7cmV0dXJuIGUoYSwwLGMpfSk6ZX19LHBzZXVkb3M6e25vdDppYShmdW5jdGlvbihhKXt2YXIgYj1bXSxjPVtdLGQ9aChhLnJlcGxhY2UoUiwiJDEiKSk7cmV0dXJuIGRbdV0\/aWEoZnVuY3Rpb24oYSxiLGMsZSl7dmFyIGYsZz1kKGEsbnVsbCxlLFtdKSxoPWEubGVuZ3RoO3doaWxlKGgtLSkoZj1nW2hdKSYmKGFbaF09IShiW2hdPWYpKX0pOmZ1bmN0aW9uKGEsZSxmKXtyZXR1cm4gYlswXT1hLGQoYixudWxsLGYsYyksYlswXT1udWxsLCFjLnBvcCgpfX0pLGhhczppYShmdW5jdGlvbihhKXtyZXR1cm4gZnVuY3Rpb24oYil7cmV0dXJuIGdhKGEsYikubGVuZ3RoPjB9fSksY29udGFpbnM6aWEoZnVuY3Rpb24oYSl7cmV0dXJuIGE9YS5yZXBsYWNlKGNhLGRhKSxmdW5jdGlvbihiKXtyZXR1cm4oYi50ZXh0Q29udGVudHx8Yi5pbm5lclRleHR8fGUoYikpLmluZGV4T2YoYSk+LTF9fSksbGFuZzppYShmdW5jdGlvbihhKXtyZXR1cm4gVy50ZXN0KGF8fCIiKXx8Z2EuZXJyb3IoInVuc3VwcG9ydGVkIGxhbmc6ICIrYSksYT1hLnJlcGxhY2UoY2EsZGEpLnRvTG93ZXJDYXNlKCksZnVuY3Rpb24oYil7dmFyIGM7ZG8gaWYoYz1wP2IubGFuZzpiLmdldEF0dHJpYnV0ZSgieG1sOmxhbmciKXx8Yi5nZXRBdHRyaWJ1dGUoImxhbmciKSlyZXR1cm4gYz1jLnRvTG93ZXJDYXNlKCksYz09PWF8fDA9PT1jLmluZGV4T2YoYSsiLSIpO3doaWxlKChiPWIucGFyZW50Tm9kZSkmJjE9PT1iLm5vZGVUeXBlKTtyZXR1cm4hMX19KSx0YXJnZXQ6ZnVuY3Rpb24oYil7dmFyIGM9YS5sb2NhdGlvbiYmYS5sb2NhdGlvbi5oYXNoO3JldHVybiBjJiZjLnNsaWNlKDEpPT09Yi5pZH0scm9vdDpmdW5jdGlvbihhKXtyZXR1cm4gYT09PW99LGZvY3VzOmZ1bmN0aW9uKGEpe3JldHVybiBhPT09bi5hY3RpdmVFbGVtZW50JiYoIW4uaGFzRm9jdXN8fG4uaGFzRm9jdXMoKSkmJiEhKGEudHlwZXx8YS5ocmVmfHx+YS50YWJJbmRleCl9LGVuYWJsZWQ6ZnVuY3Rpb24oYSl7cmV0dXJuIGEuZGlzYWJsZWQ9PT0hMX0sZGlzYWJsZWQ6ZnVuY3Rpb24oYSl7cmV0dXJuIGEuZGlzYWJsZWQ9PT0hMH0sY2hlY2tlZDpmdW5jdGlvbihhKXt2YXIgYj1hLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk7cmV0dXJuImlucHV0Ij09PWImJiEhYS5jaGVja2VkfHwib3B0aW9uIj09PWImJiEhYS5zZWxlY3RlZH0sc2VsZWN0ZWQ6ZnVuY3Rpb24oYSl7cmV0dXJuIGEucGFyZW50Tm9kZSYmYS5wYXJlbnROb2RlLnNlbGVjdGVkSW5kZXgsYS5zZWxlY3RlZD09PSEwfSxlbXB0eTpmdW5jdGlvbihhKXtmb3IoYT1hLmZpcnN0Q2hpbGQ7YTthPWEubmV4dFNpYmxpbmcpaWYoYS5ub2RlVHlwZTw2KXJldHVybiExO3JldHVybiEwfSxwYXJlbnQ6ZnVuY3Rpb24oYSl7cmV0dXJuIWQucHNldWRvcy5lbXB0eShhKX0saGVhZGVyOmZ1bmN0aW9uKGEpe3JldHVybiBaLnRlc3QoYS5ub2RlTmFtZSl9LGlucHV0OmZ1bmN0aW9uKGEpe3JldHVybiBZLnRlc3QoYS5ub2RlTmFtZSl9LGJ1dHRvbjpmdW5jdGlvbihhKXt2YXIgYj1hLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk7cmV0dXJuImlucHV0Ij09PWImJiJidXR0b24iPT09YS50eXBlfHwiYnV0dG9uIj09PWJ9LHRleHQ6ZnVuY3Rpb24oYSl7dmFyIGI7cmV0dXJuImlucHV0Ij09PWEubm9kZU5hbWUudG9Mb3dlckNhc2UoKSYmInRleHQiPT09YS50eXBlJiYobnVsbD09KGI9YS5nZXRBdHRyaWJ1dGUoInR5cGUiKSl8fCJ0ZXh0Ij09PWIudG9Mb3dlckNhc2UoKSl9LGZpcnN0Om9hKGZ1bmN0aW9uKCl7cmV0dXJuWzBdfSksbGFzdDpvYShmdW5jdGlvbihhLGIpe3JldHVybltiLTFdfSksZXE6b2EoZnVuY3Rpb24oYSxiLGMpe3JldHVyblswPmM\/YytiOmNdfSksZXZlbjpvYShmdW5jdGlvbihhLGIpe2Zvcih2YXIgYz0wO2I+YztjKz0yKWEucHVzaChjKTtyZXR1cm4gYX0pLG9kZDpvYShmdW5jdGlvbihhLGIpe2Zvcih2YXIgYz0xO2I+YztjKz0yKWEucHVzaChjKTtyZXR1cm4gYX0pLGx0Om9hKGZ1bmN0aW9uKGEsYixjKXtmb3IodmFyIGQ9MD5jP2MrYjpjOy0tZD49MDspYS5wdXNoKGQpO3JldHVybiBhfSksZ3Q6b2EoZnVuY3Rpb24oYSxiLGMpe2Zvcih2YXIgZD0wPmM\/YytiOmM7KytkPGI7KWEucHVzaChkKTtyZXR1cm4gYX0pfX0sZC5wc2V1ZG9zLm50aD1kLnBzZXVkb3MuZXE7Zm9yKGIgaW57cmFkaW86ITAsY2hlY2tib3g6ITAsZmlsZTohMCxwYXNzd29yZDohMCxpbWFnZTohMH0pZC5wc2V1ZG9zW2JdPW1hKGIpO2ZvcihiIGlue3N1Ym1pdDohMCxyZXNldDohMH0pZC5wc2V1ZG9zW2JdPW5hKGIpO2Z1bmN0aW9uIHFhKCl7fXFhLnByb3RvdHlwZT1kLmZpbHRlcnM9ZC5wc2V1ZG9zLGQuc2V0RmlsdGVycz1uZXcgcWEsZz1nYS50b2tlbml6ZT1mdW5jdGlvbihhLGIpe3ZhciBjLGUsZixnLGgsaSxqLGs9elthKyIgIl07aWYoaylyZXR1cm4gYj8wOmsuc2xpY2UoMCk7aD1hLGk9W10saj1kLnByZUZpbHRlcjt3aGlsZShoKXsoIWN8fChlPVMuZXhlYyhoKSkpJiYoZSYmKGg9aC5zbGljZShlWzBdLmxlbmd0aCl8fGgpLGkucHVzaChmPVtdKSksYz0hMSwoZT1ULmV4ZWMoaCkpJiYoYz1lLnNoaWZ0KCksZi5wdXNoKHt2YWx1ZTpjLHR5cGU6ZVswXS5yZXBsYWNlKFIsIiAiKX0pLGg9aC5zbGljZShjLmxlbmd0aCkpO2ZvcihnIGluIGQuZmlsdGVyKSEoZT1YW2ddLmV4ZWMoaCkpfHxqW2ddJiYhKGU9altnXShlKSl8fChjPWUuc2hpZnQoKSxmLnB1c2goe3ZhbHVlOmMsdHlwZTpnLG1hdGNoZXM6ZX0pLGg9aC5zbGljZShjLmxlbmd0aCkpO2lmKCFjKWJyZWFrfXJldHVybiBiP2gubGVuZ3RoOmg\/Z2EuZXJyb3IoYSk6eihhLGkpLnNsaWNlKDApfTtmdW5jdGlvbiByYShhKXtmb3IodmFyIGI9MCxjPWEubGVuZ3RoLGQ9IiI7Yz5iO2IrKylkKz1hW2JdLnZhbHVlO3JldHVybiBkfWZ1bmN0aW9uIHNhKGEsYixjKXt2YXIgZD1iLmRpcixlPWMmJiJwYXJlbnROb2RlIj09PWQsZj14Kys7cmV0dXJuIGIuZmlyc3Q\/ZnVuY3Rpb24oYixjLGYpe3doaWxlKGI9YltkXSlpZigxPT09Yi5ub2RlVHlwZXx8ZSlyZXR1cm4gYShiLGMsZil9OmZ1bmN0aW9uKGIsYyxnKXt2YXIgaCxpLGo9W3csZl07aWYoZyl7d2hpbGUoYj1iW2RdKWlmKCgxPT09Yi5ub2RlVHlwZXx8ZSkmJmEoYixjLGcpKXJldHVybiEwfWVsc2Ugd2hpbGUoYj1iW2RdKWlmKDE9PT1iLm5vZGVUeXBlfHxlKXtpZihpPWJbdV18fChiW3VdPXt9KSwoaD1pW2RdKSYmaFswXT09PXcmJmhbMV09PT1mKXJldHVybiBqWzJdPWhbMl07aWYoaVtkXT1qLGpbMl09YShiLGMsZykpcmV0dXJuITB9fX1mdW5jdGlvbiB0YShhKXtyZXR1cm4gYS5sZW5ndGg+MT9mdW5jdGlvbihiLGMsZCl7dmFyIGU9YS5sZW5ndGg7d2hpbGUoZS0tKWlmKCFhW2VdKGIsYyxkKSlyZXR1cm4hMTtyZXR1cm4hMH06YVswXX1mdW5jdGlvbiB1YShhLGIsYyl7Zm9yKHZhciBkPTAsZT1iLmxlbmd0aDtlPmQ7ZCsrKWdhKGEsYltkXSxjKTtyZXR1cm4gY31mdW5jdGlvbiB2YShhLGIsYyxkLGUpe2Zvcih2YXIgZixnPVtdLGg9MCxpPWEubGVuZ3RoLGo9bnVsbCE9YjtpPmg7aCsrKShmPWFbaF0pJiYoIWN8fGMoZixkLGUpKSYmKGcucHVzaChmKSxqJiZiLnB1c2goaCkpO3JldHVybiBnfWZ1bmN0aW9uIHdhKGEsYixjLGQsZSxmKXtyZXR1cm4gZCYmIWRbdV0mJihkPXdhKGQpKSxlJiYhZVt1XSYmKGU9d2EoZSxmKSksaWEoZnVuY3Rpb24oZixnLGgsaSl7dmFyIGosayxsLG09W10sbj1bXSxvPWcubGVuZ3RoLHA9Znx8dWEoYnx8IioiLGgubm9kZVR5cGU\/W2hdOmgsW10pLHE9IWF8fCFmJiZiP3A6dmEocCxtLGEsaCxpKSxyPWM\/ZXx8KGY\/YTpvfHxkKT9bXTpnOnE7aWYoYyYmYyhxLHIsaCxpKSxkKXtqPXZhKHIsbiksZChqLFtdLGgsaSksaz1qLmxlbmd0aDt3aGlsZShrLS0pKGw9altrXSkmJihyW25ba11dPSEocVtuW2tdXT1sKSl9aWYoZil7aWYoZXx8YSl7aWYoZSl7aj1bXSxrPXIubGVuZ3RoO3doaWxlKGstLSkobD1yW2tdKSYmai5wdXNoKHFba109bCk7ZShudWxsLHI9W10saixpKX1rPXIubGVuZ3RoO3doaWxlKGstLSkobD1yW2tdKSYmKGo9ZT9KKGYsbCk6bVtrXSk+LTEmJihmW2pdPSEoZ1tqXT1sKSl9fWVsc2Ugcj12YShyPT09Zz9yLnNwbGljZShvLHIubGVuZ3RoKTpyKSxlP2UobnVsbCxnLHIsaSk6SC5hcHBseShnLHIpfSl9ZnVuY3Rpb24geGEoYSl7Zm9yKHZhciBiLGMsZSxmPWEubGVuZ3RoLGc9ZC5yZWxhdGl2ZVthWzBdLnR5cGVdLGg9Z3x8ZC5yZWxhdGl2ZVsiICJdLGk9Zz8xOjAsaz1zYShmdW5jdGlvbihhKXtyZXR1cm4gYT09PWJ9LGgsITApLGw9c2EoZnVuY3Rpb24oYSl7cmV0dXJuIEooYixhKT4tMX0saCwhMCksbT1bZnVuY3Rpb24oYSxjLGQpe3ZhciBlPSFnJiYoZHx8YyE9PWopfHwoKGI9Yykubm9kZVR5cGU\/ayhhLGMsZCk6bChhLGMsZCkpO3JldHVybiBiPW51bGwsZX1dO2Y+aTtpKyspaWYoYz1kLnJlbGF0aXZlW2FbaV0udHlwZV0pbT1bc2EodGEobSksYyldO2Vsc2V7aWYoYz1kLmZpbHRlclthW2ldLnR5cGVdLmFwcGx5KG51bGwsYVtpXS5tYXRjaGVzKSxjW3VdKXtmb3IoZT0rK2k7Zj5lO2UrKylpZihkLnJlbGF0aXZlW2FbZV0udHlwZV0pYnJlYWs7cmV0dXJuIHdhKGk+MSYmdGEobSksaT4xJiZyYShhLnNsaWNlKDAsaS0xKS5jb25jYXQoe3ZhbHVlOiIgIj09PWFbaS0yXS50eXBlPyIqIjoiIn0pKS5yZXBsYWNlKFIsIiQxIiksYyxlPmkmJnhhKGEuc2xpY2UoaSxlKSksZj5lJiZ4YShhPWEuc2xpY2UoZSkpLGY+ZSYmcmEoYSkpfW0ucHVzaChjKX1yZXR1cm4gdGEobSl9ZnVuY3Rpb24geWEoYSxiKXt2YXIgYz1iLmxlbmd0aD4wLGU9YS5sZW5ndGg+MCxmPWZ1bmN0aW9uKGYsZyxoLGksayl7dmFyIGwsbSxvLHA9MCxxPSIwIixyPWYmJltdLHM9W10sdD1qLHU9Znx8ZSYmZC5maW5kLlRBRygiKiIsayksdj13Kz1udWxsPT10PzE6TWF0aC5yYW5kb20oKXx8LjEseD11Lmxlbmd0aDtmb3IoayYmKGo9ZyE9PW4mJmcpO3EhPT14JiZudWxsIT0obD11W3FdKTtxKyspe2lmKGUmJmwpe209MDt3aGlsZShvPWFbbSsrXSlpZihvKGwsZyxoKSl7aS5wdXNoKGwpO2JyZWFrfWsmJih3PXYpfWMmJigobD0hbyYmbCkmJnAtLSxmJiZyLnB1c2gobCkpfWlmKHArPXEsYyYmcSE9PXApe209MDt3aGlsZShvPWJbbSsrXSlvKHIscyxnLGgpO2lmKGYpe2lmKHA+MCl3aGlsZShxLS0pcltxXXx8c1txXXx8KHNbcV09Ri5jYWxsKGkpKTtzPXZhKHMpfUguYXBwbHkoaSxzKSxrJiYhZiYmcy5sZW5ndGg+MCYmcCtiLmxlbmd0aD4xJiZnYS51bmlxdWVTb3J0KGkpfXJldHVybiBrJiYodz12LGo9dCkscn07cmV0dXJuIGM\/aWEoZik6Zn1yZXR1cm4gaD1nYS5jb21waWxlPWZ1bmN0aW9uKGEsYil7dmFyIGMsZD1bXSxlPVtdLGY9QVthKyIgIl07aWYoIWYpe2J8fChiPWcoYSkpLGM9Yi5sZW5ndGg7d2hpbGUoYy0tKWY9eGEoYltjXSksZlt1XT9kLnB1c2goZik6ZS5wdXNoKGYpO2Y9QShhLHlhKGUsZCkpLGYuc2VsZWN0b3I9YX1yZXR1cm4gZn0saT1nYS5zZWxlY3Q9ZnVuY3Rpb24oYSxiLGUsZil7dmFyIGksaixrLGwsbSxuPSJmdW5jdGlvbiI9PXR5cGVvZiBhJiZhLG89IWYmJmcoYT1uLnNlbGVjdG9yfHxhKTtpZihlPWV8fFtdLDE9PT1vLmxlbmd0aCl7aWYoaj1vWzBdPW9bMF0uc2xpY2UoMCksai5sZW5ndGg+MiYmIklEIj09PShrPWpbMF0pLnR5cGUmJmMuZ2V0QnlJZCYmOT09PWIubm9kZVR5cGUmJnAmJmQucmVsYXRpdmVbalsxXS50eXBlXSl7aWYoYj0oZC5maW5kLklEKGsubWF0Y2hlc1swXS5yZXBsYWNlKGNhLGRhKSxiKXx8W10pWzBdLCFiKXJldHVybiBlO24mJihiPWIucGFyZW50Tm9kZSksYT1hLnNsaWNlKGouc2hpZnQoKS52YWx1ZS5sZW5ndGgpfWk9WC5uZWVkc0NvbnRleHQudGVzdChhKT8wOmoubGVuZ3RoO3doaWxlKGktLSl7aWYoaz1qW2ldLGQucmVsYXRpdmVbbD1rLnR5cGVdKWJyZWFrO2lmKChtPWQuZmluZFtsXSkmJihmPW0oay5tYXRjaGVzWzBdLnJlcGxhY2UoY2EsZGEpLGFhLnRlc3QoalswXS50eXBlKSYmcGEoYi5wYXJlbnROb2RlKXx8YikpKXtpZihqLnNwbGljZShpLDEpLGE9Zi5sZW5ndGgmJnJhKGopLCFhKXJldHVybiBILmFwcGx5KGUsZiksZTticmVha319fXJldHVybihufHxoKGEsbykpKGYsYiwhcCxlLGFhLnRlc3QoYSkmJnBhKGIucGFyZW50Tm9kZSl8fGIpLGV9LGMuc29ydFN0YWJsZT11LnNwbGl0KCIiKS5zb3J0KEIpLmpvaW4oIiIpPT09dSxjLmRldGVjdER1cGxpY2F0ZXM9ISFsLG0oKSxjLnNvcnREZXRhY2hlZD1qYShmdW5jdGlvbihhKXtyZXR1cm4gMSZhLmNvbXBhcmVEb2N1bWVudFBvc2l0aW9uKG4uY3JlYXRlRWxlbWVudCgiZGl2IikpfSksamEoZnVuY3Rpb24oYSl7cmV0dXJuIGEuaW5uZXJIVE1MPSI8YSBocmVmPScjJz48L2E+IiwiIyI9PT1hLmZpcnN0Q2hpbGQuZ2V0QXR0cmlidXRlKCJocmVmIil9KXx8a2EoInR5cGV8aHJlZnxoZWlnaHR8d2lkdGgiLGZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gYz92b2lkIDA6YS5nZXRBdHRyaWJ1dGUoYiwidHlwZSI9PT1iLnRvTG93ZXJDYXNlKCk\/MToyKX0pLGMuYXR0cmlidXRlcyYmamEoZnVuY3Rpb24oYSl7cmV0dXJuIGEuaW5uZXJIVE1MPSI8aW5wdXQvPiIsYS5maXJzdENoaWxkLnNldEF0dHJpYnV0ZSgidmFsdWUiLCIiKSwiIj09PWEuZmlyc3RDaGlsZC5nZXRBdHRyaWJ1dGUoInZhbHVlIil9KXx8a2EoInZhbHVlIixmdW5jdGlvbihhLGIsYyl7cmV0dXJuIGN8fCJpbnB1dCIhPT1hLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCk\/dm9pZCAwOmEuZGVmYXVsdFZhbHVlfSksamEoZnVuY3Rpb24oYSl7cmV0dXJuIG51bGw9PWEuZ2V0QXR0cmlidXRlKCJkaXNhYmxlZCIpfSl8fGthKEssZnVuY3Rpb24oYSxiLGMpe3ZhciBkO3JldHVybiBjP3ZvaWQgMDphW2JdPT09ITA\/Yi50b0xvd2VyQ2FzZSgpOihkPWEuZ2V0QXR0cmlidXRlTm9kZShiKSkmJmQuc3BlY2lmaWVkP2QudmFsdWU6bnVsbH0pLGdhfShhKTttLmZpbmQ9cyxtLmV4cHI9cy5zZWxlY3RvcnMsbS5leHByWyI6Il09bS5leHByLnBzZXVkb3MsbS51bmlxdWU9cy51bmlxdWVTb3J0LG0udGV4dD1zLmdldFRleHQsbS5pc1hNTERvYz1zLmlzWE1MLG0uY29udGFpbnM9cy5jb250YWluczt2YXIgdD1tLmV4cHIubWF0Y2gubmVlZHNDb250ZXh0LHU9L148KFx3KylccypcLz8+KD86PFwvXDE+fCkkLyx2PS9eLlteOiNcW1wuLF0qJC87ZnVuY3Rpb24gdyhhLGIsYyl7aWYobS5pc0Z1bmN0aW9uKGIpKXJldHVybiBtLmdyZXAoYSxmdW5jdGlvbihhLGQpe3JldHVybiEhYi5jYWxsKGEsZCxhKSE9PWN9KTtpZihiLm5vZGVUeXBlKXJldHVybiBtLmdyZXAoYSxmdW5jdGlvbihhKXtyZXR1cm4gYT09PWIhPT1jfSk7aWYoInN0cmluZyI9PXR5cGVvZiBiKXtpZih2LnRlc3QoYikpcmV0dXJuIG0uZmlsdGVyKGIsYSxjKTtiPW0uZmlsdGVyKGIsYSl9cmV0dXJuIG0uZ3JlcChhLGZ1bmN0aW9uKGEpe3JldHVybiBtLmluQXJyYXkoYSxiKT49MCE9PWN9KX1tLmZpbHRlcj1mdW5jdGlvbihhLGIsYyl7dmFyIGQ9YlswXTtyZXR1cm4gYyYmKGE9Ijpub3QoIithKyIpIiksMT09PWIubGVuZ3RoJiYxPT09ZC5ub2RlVHlwZT9tLmZpbmQubWF0Y2hlc1NlbGVjdG9yKGQsYSk\/W2RdOltdOm0uZmluZC5tYXRjaGVzKGEsbS5ncmVwKGIsZnVuY3Rpb24oYSl7cmV0dXJuIDE9PT1hLm5vZGVUeXBlfSkpfSxtLmZuLmV4dGVuZCh7ZmluZDpmdW5jdGlvbihhKXt2YXIgYixjPVtdLGQ9dGhpcyxlPWQubGVuZ3RoO2lmKCJzdHJpbmciIT10eXBlb2YgYSlyZXR1cm4gdGhpcy5wdXNoU3RhY2sobShhKS5maWx0ZXIoZnVuY3Rpb24oKXtmb3IoYj0wO2U+YjtiKyspaWYobS5jb250YWlucyhkW2JdLHRoaXMpKXJldHVybiEwfSkpO2ZvcihiPTA7ZT5iO2IrKyltLmZpbmQoYSxkW2JdLGMpO3JldHVybiBjPXRoaXMucHVzaFN0YWNrKGU+MT9tLnVuaXF1ZShjKTpjKSxjLnNlbGVjdG9yPXRoaXMuc2VsZWN0b3I\/dGhpcy5zZWxlY3RvcisiICIrYTphLGN9LGZpbHRlcjpmdW5jdGlvbihhKXtyZXR1cm4gdGhpcy5wdXNoU3RhY2sodyh0aGlzLGF8fFtdLCExKSl9LG5vdDpmdW5jdGlvbihhKXtyZXR1cm4gdGhpcy5wdXNoU3RhY2sodyh0aGlzLGF8fFtdLCEwKSl9LGlzOmZ1bmN0aW9uKGEpe3JldHVybiEhdyh0aGlzLCJzdHJpbmciPT10eXBlb2YgYSYmdC50ZXN0KGEpP20oYSk6YXx8W10sITEpLmxlbmd0aH19KTt2YXIgeCx5PWEuZG9jdW1lbnQsej0vXig\/OlxzKig8W1x3XFddKz4pW14+XSp8IyhbXHctXSopKSQvLEE9bS5mbi5pbml0PWZ1bmN0aW9uKGEsYil7dmFyIGMsZDtpZighYSlyZXR1cm4gdGhpcztpZigic3RyaW5nIj09dHlwZW9mIGEpe2lmKGM9IjwiPT09YS5jaGFyQXQoMCkmJiI+Ij09PWEuY2hhckF0KGEubGVuZ3RoLTEpJiZhLmxlbmd0aD49Mz9bbnVsbCxhLG51bGxdOnouZXhlYyhhKSwhY3x8IWNbMV0mJmIpcmV0dXJuIWJ8fGIuanF1ZXJ5PyhifHx4KS5maW5kKGEpOnRoaXMuY29uc3RydWN0b3IoYikuZmluZChhKTtpZihjWzFdKXtpZihiPWIgaW5zdGFuY2VvZiBtP2JbMF06YixtLm1lcmdlKHRoaXMsbS5wYXJzZUhUTUwoY1sxXSxiJiZiLm5vZGVUeXBlP2Iub3duZXJEb2N1bWVudHx8Yjp5LCEwKSksdS50ZXN0KGNbMV0pJiZtLmlzUGxhaW5PYmplY3QoYikpZm9yKGMgaW4gYiltLmlzRnVuY3Rpb24odGhpc1tjXSk\/dGhpc1tjXShiW2NdKTp0aGlzLmF0dHIoYyxiW2NdKTtyZXR1cm4gdGhpc31pZihkPXkuZ2V0RWxlbWVudEJ5SWQoY1syXSksZCYmZC5wYXJlbnROb2RlKXtpZihkLmlkIT09Y1syXSlyZXR1cm4geC5maW5kKGEpO3RoaXMubGVuZ3RoPTEsdGhpc1swXT1kfXJldHVybiB0aGlzLmNvbnRleHQ9eSx0aGlzLnNlbGVjdG9yPWEsdGhpc31yZXR1cm4gYS5ub2RlVHlwZT8odGhpcy5jb250ZXh0PXRoaXNbMF09YSx0aGlzLmxlbmd0aD0xLHRoaXMpOm0uaXNGdW5jdGlvbihhKT8idW5kZWZpbmVkIiE9dHlwZW9mIHgucmVhZHk\/eC5yZWFkeShhKTphKG0pOih2b2lkIDAhPT1hLnNlbGVjdG9yJiYodGhpcy5zZWxlY3Rvcj1hLnNlbGVjdG9yLHRoaXMuY29udGV4dD1hLmNvbnRleHQpLG0ubWFrZUFycmF5KGEsdGhpcykpfTtBLnByb3RvdHlwZT1tLmZuLHg9bSh5KTt2YXIgQj0vXig\/OnBhcmVudHN8cHJldig\/OlVudGlsfEFsbCkpLyxDPXtjaGlsZHJlbjohMCxjb250ZW50czohMCxuZXh0OiEwLHByZXY6ITB9O20uZXh0ZW5kKHtkaXI6ZnVuY3Rpb24oYSxiLGMpe3ZhciBkPVtdLGU9YVtiXTt3aGlsZShlJiY5IT09ZS5ub2RlVHlwZSYmKHZvaWQgMD09PWN8fDEhPT1lLm5vZGVUeXBlfHwhbShlKS5pcyhjKSkpMT09PWUubm9kZVR5cGUmJmQucHVzaChlKSxlPWVbYl07cmV0dXJuIGR9LHNpYmxpbmc6ZnVuY3Rpb24oYSxiKXtmb3IodmFyIGM9W107YTthPWEubmV4dFNpYmxpbmcpMT09PWEubm9kZVR5cGUmJmEhPT1iJiZjLnB1c2goYSk7cmV0dXJuIGN9fSksbS5mbi5leHRlbmQoe2hhczpmdW5jdGlvbihhKXt2YXIgYixjPW0oYSx0aGlzKSxkPWMubGVuZ3RoO3JldHVybiB0aGlzLmZpbHRlcihmdW5jdGlvbigpe2ZvcihiPTA7ZD5iO2IrKylpZihtLmNvbnRhaW5zKHRoaXMsY1tiXSkpcmV0dXJuITB9KX0sY2xvc2VzdDpmdW5jdGlvbihhLGIpe2Zvcih2YXIgYyxkPTAsZT10aGlzLmxlbmd0aCxmPVtdLGc9dC50ZXN0KGEpfHwic3RyaW5nIiE9dHlwZW9mIGE\/bShhLGJ8fHRoaXMuY29udGV4dCk6MDtlPmQ7ZCsrKWZvcihjPXRoaXNbZF07YyYmYyE9PWI7Yz1jLnBhcmVudE5vZGUpaWYoYy5ub2RlVHlwZTwxMSYmKGc\/Zy5pbmRleChjKT4tMToxPT09Yy5ub2RlVHlwZSYmbS5maW5kLm1hdGNoZXNTZWxlY3RvcihjLGEpKSl7Zi5wdXNoKGMpO2JyZWFrfXJldHVybiB0aGlzLnB1c2hTdGFjayhmLmxlbmd0aD4xP20udW5pcXVlKGYpOmYpfSxpbmRleDpmdW5jdGlvbihhKXtyZXR1cm4gYT8ic3RyaW5nIj09dHlwZW9mIGE\/bS5pbkFycmF5KHRoaXNbMF0sbShhKSk6bS5pbkFycmF5KGEuanF1ZXJ5P2FbMF06YSx0aGlzKTp0aGlzWzBdJiZ0aGlzWzBdLnBhcmVudE5vZGU\/dGhpcy5maXJzdCgpLnByZXZBbGwoKS5sZW5ndGg6LTF9LGFkZDpmdW5jdGlvbihhLGIpe3JldHVybiB0aGlzLnB1c2hTdGFjayhtLnVuaXF1ZShtLm1lcmdlKHRoaXMuZ2V0KCksbShhLGIpKSkpfSxhZGRCYWNrOmZ1bmN0aW9uKGEpe3JldHVybiB0aGlzLmFkZChudWxsPT1hP3RoaXMucHJldk9iamVjdDp0aGlzLnByZXZPYmplY3QuZmlsdGVyKGEpKX19KTtmdW5jdGlvbiBEKGEsYil7ZG8gYT1hW2JdO3doaWxlKGEmJjEhPT1hLm5vZGVUeXBlKTtyZXR1cm4gYX1tLmVhY2goe3BhcmVudDpmdW5jdGlvbihhKXt2YXIgYj1hLnBhcmVudE5vZGU7cmV0dXJuIGImJjExIT09Yi5ub2RlVHlwZT9iOm51bGx9LHBhcmVudHM6ZnVuY3Rpb24oYSl7cmV0dXJuIG0uZGlyKGEsInBhcmVudE5vZGUiKX0scGFyZW50c1VudGlsOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gbS5kaXIoYSwicGFyZW50Tm9kZSIsYyl9LG5leHQ6ZnVuY3Rpb24oYSl7cmV0dXJuIEQoYSwibmV4dFNpYmxpbmciKX0scHJldjpmdW5jdGlvbihhKXtyZXR1cm4gRChhLCJwcmV2aW91c1NpYmxpbmciKX0sbmV4dEFsbDpmdW5jdGlvbihhKXtyZXR1cm4gbS5kaXIoYSwibmV4dFNpYmxpbmciKX0scHJldkFsbDpmdW5jdGlvbihhKXtyZXR1cm4gbS5kaXIoYSwicHJldmlvdXNTaWJsaW5nIil9LG5leHRVbnRpbDpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIG0uZGlyKGEsIm5leHRTaWJsaW5nIixjKX0scHJldlVudGlsOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gbS5kaXIoYSwicHJldmlvdXNTaWJsaW5nIixjKX0sc2libGluZ3M6ZnVuY3Rpb24oYSl7cmV0dXJuIG0uc2libGluZygoYS5wYXJlbnROb2RlfHx7fSkuZmlyc3RDaGlsZCxhKX0sY2hpbGRyZW46ZnVuY3Rpb24oYSl7cmV0dXJuIG0uc2libGluZyhhLmZpcnN0Q2hpbGQpfSxjb250ZW50czpmdW5jdGlvbihhKXtyZXR1cm4gbS5ub2RlTmFtZShhLCJpZnJhbWUiKT9hLmNvbnRlbnREb2N1bWVudHx8YS5jb250ZW50V2luZG93LmRvY3VtZW50Om0ubWVyZ2UoW10sYS5jaGlsZE5vZGVzKX19LGZ1bmN0aW9uKGEsYil7bS5mblthXT1mdW5jdGlvbihjLGQpe3ZhciBlPW0ubWFwKHRoaXMsYixjKTtyZXR1cm4iVW50aWwiIT09YS5zbGljZSgtNSkmJihkPWMpLGQmJiJzdHJpbmciPT10eXBlb2YgZCYmKGU9bS5maWx0ZXIoZCxlKSksdGhpcy5sZW5ndGg+MSYmKENbYV18fChlPW0udW5pcXVlKGUpKSxCLnRlc3QoYSkmJihlPWUucmV2ZXJzZSgpKSksdGhpcy5wdXNoU3RhY2soZSl9fSk7dmFyIEU9L1xTKy9nLEY9e307ZnVuY3Rpb24gRyhhKXt2YXIgYj1GW2FdPXt9O3JldHVybiBtLmVhY2goYS5tYXRjaChFKXx8W10sZnVuY3Rpb24oYSxjKXtiW2NdPSEwfSksYn1tLkNhbGxiYWNrcz1mdW5jdGlvbihhKXthPSJzdHJpbmciPT10eXBlb2YgYT9GW2FdfHxHKGEpOm0uZXh0ZW5kKHt9LGEpO3ZhciBiLGMsZCxlLGYsZyxoPVtdLGk9IWEub25jZSYmW10saj1mdW5jdGlvbihsKXtmb3IoYz1hLm1lbW9yeSYmbCxkPSEwLGY9Z3x8MCxnPTAsZT1oLmxlbmd0aCxiPSEwO2gmJmU+ZjtmKyspaWYoaFtmXS5hcHBseShsWzBdLGxbMV0pPT09ITEmJmEuc3RvcE9uRmFsc2Upe2M9ITE7YnJlYWt9Yj0hMSxoJiYoaT9pLmxlbmd0aCYmaihpLnNoaWZ0KCkpOmM\/aD1bXTprLmRpc2FibGUoKSl9LGs9e2FkZDpmdW5jdGlvbigpe2lmKGgpe3ZhciBkPWgubGVuZ3RoOyFmdW5jdGlvbiBmKGIpe20uZWFjaChiLGZ1bmN0aW9uKGIsYyl7dmFyIGQ9bS50eXBlKGMpOyJmdW5jdGlvbiI9PT1kP2EudW5pcXVlJiZrLmhhcyhjKXx8aC5wdXNoKGMpOmMmJmMubGVuZ3RoJiYic3RyaW5nIiE9PWQmJmYoYyl9KX0oYXJndW1lbnRzKSxiP2U9aC5sZW5ndGg6YyYmKGc9ZCxqKGMpKX1yZXR1cm4gdGhpc30scmVtb3ZlOmZ1bmN0aW9uKCl7cmV0dXJuIGgmJm0uZWFjaChhcmd1bWVudHMsZnVuY3Rpb24oYSxjKXt2YXIgZDt3aGlsZSgoZD1tLmluQXJyYXkoYyxoLGQpKT4tMSloLnNwbGljZShkLDEpLGImJihlPj1kJiZlLS0sZj49ZCYmZi0tKX0pLHRoaXN9LGhhczpmdW5jdGlvbihhKXtyZXR1cm4gYT9tLmluQXJyYXkoYSxoKT4tMTohKCFofHwhaC5sZW5ndGgpfSxlbXB0eTpmdW5jdGlvbigpe3JldHVybiBoPVtdLGU9MCx0aGlzfSxkaXNhYmxlOmZ1bmN0aW9uKCl7cmV0dXJuIGg9aT1jPXZvaWQgMCx0aGlzfSxkaXNhYmxlZDpmdW5jdGlvbigpe3JldHVybiFofSxsb2NrOmZ1bmN0aW9uKCl7cmV0dXJuIGk9dm9pZCAwLGN8fGsuZGlzYWJsZSgpLHRoaXN9LGxvY2tlZDpmdW5jdGlvbigpe3JldHVybiFpfSxmaXJlV2l0aDpmdW5jdGlvbihhLGMpe3JldHVybiFofHxkJiYhaXx8KGM9Y3x8W10sYz1bYSxjLnNsaWNlP2Muc2xpY2UoKTpjXSxiP2kucHVzaChjKTpqKGMpKSx0aGlzfSxmaXJlOmZ1bmN0aW9uKCl7cmV0dXJuIGsuZmlyZVdpdGgodGhpcyxhcmd1bWVudHMpLHRoaXN9LGZpcmVkOmZ1bmN0aW9uKCl7cmV0dXJuISFkfX07cmV0dXJuIGt9LG0uZXh0ZW5kKHtEZWZlcnJlZDpmdW5jdGlvbihhKXt2YXIgYj1bWyJyZXNvbHZlIiwiZG9uZSIsbS5DYWxsYmFja3MoIm9uY2UgbWVtb3J5IiksInJlc29sdmVkIl0sWyJyZWplY3QiLCJmYWlsIixtLkNhbGxiYWNrcygib25jZSBtZW1vcnkiKSwicmVqZWN0ZWQiXSxbIm5vdGlmeSIsInByb2dyZXNzIixtLkNhbGxiYWNrcygibWVtb3J5IildXSxjPSJwZW5kaW5nIixkPXtzdGF0ZTpmdW5jdGlvbigpe3JldHVybiBjfSxhbHdheXM6ZnVuY3Rpb24oKXtyZXR1cm4gZS5kb25lKGFyZ3VtZW50cykuZmFpbChhcmd1bWVudHMpLHRoaXN9LHRoZW46ZnVuY3Rpb24oKXt2YXIgYT1hcmd1bWVudHM7cmV0dXJuIG0uRGVmZXJyZWQoZnVuY3Rpb24oYyl7bS5lYWNoKGIsZnVuY3Rpb24oYixmKXt2YXIgZz1tLmlzRnVuY3Rpb24oYVtiXSkmJmFbYl07ZVtmWzFdXShmdW5jdGlvbigpe3ZhciBhPWcmJmcuYXBwbHkodGhpcyxhcmd1bWVudHMpO2EmJm0uaXNGdW5jdGlvbihhLnByb21pc2UpP2EucHJvbWlzZSgpLmRvbmUoYy5yZXNvbHZlKS5mYWlsKGMucmVqZWN0KS5wcm9ncmVzcyhjLm5vdGlmeSk6Y1tmWzBdKyJXaXRoIl0odGhpcz09PWQ\/Yy5wcm9taXNlKCk6dGhpcyxnP1thXTphcmd1bWVudHMpfSl9KSxhPW51bGx9KS5wcm9taXNlKCl9LHByb21pc2U6ZnVuY3Rpb24oYSl7cmV0dXJuIG51bGwhPWE\/bS5leHRlbmQoYSxkKTpkfX0sZT17fTtyZXR1cm4gZC5waXBlPWQudGhlbixtLmVhY2goYixmdW5jdGlvbihhLGYpe3ZhciBnPWZbMl0saD1mWzNdO2RbZlsxXV09Zy5hZGQsaCYmZy5hZGQoZnVuY3Rpb24oKXtjPWh9LGJbMV5hXVsyXS5kaXNhYmxlLGJbMl1bMl0ubG9jayksZVtmWzBdXT1mdW5jdGlvbigpe3JldHVybiBlW2ZbMF0rIldpdGgiXSh0aGlzPT09ZT9kOnRoaXMsYXJndW1lbnRzKSx0aGlzfSxlW2ZbMF0rIldpdGgiXT1nLmZpcmVXaXRofSksZC5wcm9taXNlKGUpLGEmJmEuY2FsbChlLGUpLGV9LHdoZW46ZnVuY3Rpb24oYSl7dmFyIGI9MCxjPWQuY2FsbChhcmd1bWVudHMpLGU9Yy5sZW5ndGgsZj0xIT09ZXx8YSYmbS5pc0Z1bmN0aW9uKGEucHJvbWlzZSk\/ZTowLGc9MT09PWY\/YTptLkRlZmVycmVkKCksaD1mdW5jdGlvbihhLGIsYyl7cmV0dXJuIGZ1bmN0aW9uKGUpe2JbYV09dGhpcyxjW2FdPWFyZ3VtZW50cy5sZW5ndGg+MT9kLmNhbGwoYXJndW1lbnRzKTplLGM9PT1pP2cubm90aWZ5V2l0aChiLGMpOi0tZnx8Zy5yZXNvbHZlV2l0aChiLGMpfX0saSxqLGs7aWYoZT4xKWZvcihpPW5ldyBBcnJheShlKSxqPW5ldyBBcnJheShlKSxrPW5ldyBBcnJheShlKTtlPmI7YisrKWNbYl0mJm0uaXNGdW5jdGlvbihjW2JdLnByb21pc2UpP2NbYl0ucHJvbWlzZSgpLmRvbmUoaChiLGssYykpLmZhaWwoZy5yZWplY3QpLnByb2dyZXNzKGgoYixqLGkpKTotLWY7cmV0dXJuIGZ8fGcucmVzb2x2ZVdpdGgoayxjKSxnLnByb21pc2UoKX19KTt2YXIgSDttLmZuLnJlYWR5PWZ1bmN0aW9uKGEpe3JldHVybiBtLnJlYWR5LnByb21pc2UoKS5kb25lKGEpLHRoaXN9LG0uZXh0ZW5kKHtpc1JlYWR5OiExLHJlYWR5V2FpdDoxLGhvbGRSZWFkeTpmdW5jdGlvbihhKXthP20ucmVhZHlXYWl0Kys6bS5yZWFkeSghMCl9LHJlYWR5OmZ1bmN0aW9uKGEpe2lmKGE9PT0hMD8hLS1tLnJlYWR5V2FpdDohbS5pc1JlYWR5KXtpZigheS5ib2R5KXJldHVybiBzZXRUaW1lb3V0KG0ucmVhZHkpO20uaXNSZWFkeT0hMCxhIT09ITAmJi0tbS5yZWFkeVdhaXQ+MHx8KEgucmVzb2x2ZVdpdGgoeSxbbV0pLG0uZm4udHJpZ2dlckhhbmRsZXImJihtKHkpLnRyaWdnZXJIYW5kbGVyKCJyZWFkeSIpLG0oeSkub2ZmKCJyZWFkeSIpKSl9fX0pO2Z1bmN0aW9uIEkoKXt5LmFkZEV2ZW50TGlzdGVuZXI\/KHkucmVtb3ZlRXZlbnRMaXN0ZW5lcigiRE9NQ29udGVudExvYWRlZCIsSiwhMSksYS5yZW1vdmVFdmVudExpc3RlbmVyKCJsb2FkIixKLCExKSk6KHkuZGV0YWNoRXZlbnQoIm9ucmVhZHlzdGF0ZWNoYW5nZSIsSiksYS5kZXRhY2hFdmVudCgib25sb2FkIixKKSl9ZnVuY3Rpb24gSigpeyh5LmFkZEV2ZW50TGlzdGVuZXJ8fCJsb2FkIj09PWV2ZW50LnR5cGV8fCJjb21wbGV0ZSI9PT15LnJlYWR5U3RhdGUpJiYoSSgpLG0ucmVhZHkoKSl9bS5yZWFkeS5wcm9taXNlPWZ1bmN0aW9uKGIpe2lmKCFIKWlmKEg9bS5EZWZlcnJlZCgpLCJjb21wbGV0ZSI9PT15LnJlYWR5U3RhdGUpc2V0VGltZW91dChtLnJlYWR5KTtlbHNlIGlmKHkuYWRkRXZlbnRMaXN0ZW5lcil5LmFkZEV2ZW50TGlzdGVuZXIoIkRPTUNvbnRlbnRMb2FkZWQiLEosITEpLGEuYWRkRXZlbnRMaXN0ZW5lcigibG9hZCIsSiwhMSk7ZWxzZXt5LmF0dGFjaEV2ZW50KCJvbnJlYWR5c3RhdGVjaGFuZ2UiLEopLGEuYXR0YWNoRXZlbnQoIm9ubG9hZCIsSik7dmFyIGM9ITE7dHJ5e2M9bnVsbD09YS5mcmFtZUVsZW1lbnQmJnkuZG9jdW1lbnRFbGVtZW50fWNhdGNoKGQpe31jJiZjLmRvU2Nyb2xsJiYhZnVuY3Rpb24gZSgpe2lmKCFtLmlzUmVhZHkpe3RyeXtjLmRvU2Nyb2xsKCJsZWZ0Iil9Y2F0Y2goYSl7cmV0dXJuIHNldFRpbWVvdXQoZSw1MCl9SSgpLG0ucmVhZHkoKX19KCl9cmV0dXJuIEgucHJvbWlzZShiKX07dmFyIEs9InVuZGVmaW5lZCIsTDtmb3IoTCBpbiBtKGspKWJyZWFrO2sub3duTGFzdD0iMCIhPT1MLGsuaW5saW5lQmxvY2tOZWVkc0xheW91dD0hMSxtKGZ1bmN0aW9uKCl7dmFyIGEsYixjLGQ7Yz15LmdldEVsZW1lbnRzQnlUYWdOYW1lKCJib2R5IilbMF0sYyYmYy5zdHlsZSYmKGI9eS5jcmVhdGVFbGVtZW50KCJkaXYiKSxkPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksZC5zdHlsZS5jc3NUZXh0PSJwb3NpdGlvbjphYnNvbHV0ZTtib3JkZXI6MDt3aWR0aDowO2hlaWdodDowO3RvcDowO2xlZnQ6LTk5OTlweCIsYy5hcHBlbmRDaGlsZChkKS5hcHBlbmRDaGlsZChiKSx0eXBlb2YgYi5zdHlsZS56b29tIT09SyYmKGIuc3R5bGUuY3NzVGV4dD0iZGlzcGxheTppbmxpbmU7bWFyZ2luOjA7Ym9yZGVyOjA7cGFkZGluZzoxcHg7d2lkdGg6MXB4O3pvb206MSIsay5pbmxpbmVCbG9ja05lZWRzTGF5b3V0PWE9Mz09PWIub2Zmc2V0V2lkdGgsYSYmKGMuc3R5bGUuem9vbT0xKSksYy5yZW1vdmVDaGlsZChkKSl9KSxmdW5jdGlvbigpe3ZhciBhPXkuY3JlYXRlRWxlbWVudCgiZGl2Iik7aWYobnVsbD09ay5kZWxldGVFeHBhbmRvKXtrLmRlbGV0ZUV4cGFuZG89ITA7dHJ5e2RlbGV0ZSBhLnRlc3R9Y2F0Y2goYil7ay5kZWxldGVFeHBhbmRvPSExfX1hPW51bGx9KCksbS5hY2NlcHREYXRhPWZ1bmN0aW9uKGEpe3ZhciBiPW0ubm9EYXRhWyhhLm5vZGVOYW1lKyIgIikudG9Mb3dlckNhc2UoKV0sYz0rYS5ub2RlVHlwZXx8MTtyZXR1cm4gMSE9PWMmJjkhPT1jPyExOiFifHxiIT09ITAmJmEuZ2V0QXR0cmlidXRlKCJjbGFzc2lkIik9PT1ifTt2YXIgTT0vXig\/Olx7W1x3XFddKlx9fFxbW1x3XFddKlxdKSQvLE49LyhbQS1aXSkvZztmdW5jdGlvbiBPKGEsYixjKXtpZih2b2lkIDA9PT1jJiYxPT09YS5ub2RlVHlwZSl7dmFyIGQ9ImRhdGEtIitiLnJlcGxhY2UoTiwiLSQxIikudG9Mb3dlckNhc2UoKTtpZihjPWEuZ2V0QXR0cmlidXRlKGQpLCJzdHJpbmciPT10eXBlb2YgYyl7dHJ5e2M9InRydWUiPT09Yz8hMDoiZmFsc2UiPT09Yz8hMToibnVsbCI9PT1jP251bGw6K2MrIiI9PT1jPytjOk0udGVzdChjKT9tLnBhcnNlSlNPTihjKTpjfWNhdGNoKGUpe31tLmRhdGEoYSxiLGMpfWVsc2UgYz12b2lkIDB9cmV0dXJuIGN9ZnVuY3Rpb24gUChhKXt2YXIgYjtmb3IoYiBpbiBhKWlmKCgiZGF0YSIhPT1ifHwhbS5pc0VtcHR5T2JqZWN0KGFbYl0pKSYmInRvSlNPTiIhPT1iKXJldHVybiExOwoKcmV0dXJuITB9ZnVuY3Rpb24gUShhLGIsZCxlKXtpZihtLmFjY2VwdERhdGEoYSkpe3ZhciBmLGcsaD1tLmV4cGFuZG8saT1hLm5vZGVUeXBlLGo9aT9tLmNhY2hlOmEsaz1pP2FbaF06YVtoXSYmaDtpZihrJiZqW2tdJiYoZXx8altrXS5kYXRhKXx8dm9pZCAwIT09ZHx8InN0cmluZyIhPXR5cGVvZiBiKXJldHVybiBrfHwoaz1pP2FbaF09Yy5wb3AoKXx8bS5ndWlkKys6aCksaltrXXx8KGpba109aT97fTp7dG9KU09OOm0ubm9vcH0pLCgib2JqZWN0Ij09dHlwZW9mIGJ8fCJmdW5jdGlvbiI9PXR5cGVvZiBiKSYmKGU\/altrXT1tLmV4dGVuZChqW2tdLGIpOmpba10uZGF0YT1tLmV4dGVuZChqW2tdLmRhdGEsYikpLGc9altrXSxlfHwoZy5kYXRhfHwoZy5kYXRhPXt9KSxnPWcuZGF0YSksdm9pZCAwIT09ZCYmKGdbbS5jYW1lbENhc2UoYildPWQpLCJzdHJpbmciPT10eXBlb2YgYj8oZj1nW2JdLG51bGw9PWYmJihmPWdbbS5jYW1lbENhc2UoYildKSk6Zj1nLGZ9fWZ1bmN0aW9uIFIoYSxiLGMpe2lmKG0uYWNjZXB0RGF0YShhKSl7dmFyIGQsZSxmPWEubm9kZVR5cGUsZz1mP20uY2FjaGU6YSxoPWY\/YVttLmV4cGFuZG9dOm0uZXhwYW5kbztpZihnW2hdKXtpZihiJiYoZD1jP2dbaF06Z1toXS5kYXRhKSl7bS5pc0FycmF5KGIpP2I9Yi5jb25jYXQobS5tYXAoYixtLmNhbWVsQ2FzZSkpOmIgaW4gZD9iPVtiXTooYj1tLmNhbWVsQ2FzZShiKSxiPWIgaW4gZD9bYl06Yi5zcGxpdCgiICIpKSxlPWIubGVuZ3RoO3doaWxlKGUtLSlkZWxldGUgZFtiW2VdXTtpZihjPyFQKGQpOiFtLmlzRW1wdHlPYmplY3QoZCkpcmV0dXJufShjfHwoZGVsZXRlIGdbaF0uZGF0YSxQKGdbaF0pKSkmJihmP20uY2xlYW5EYXRhKFthXSwhMCk6ay5kZWxldGVFeHBhbmRvfHxnIT1nLndpbmRvdz9kZWxldGUgZ1toXTpnW2hdPW51bGwpfX19bS5leHRlbmQoe2NhY2hlOnt9LG5vRGF0YTp7ImFwcGxldCAiOiEwLCJlbWJlZCAiOiEwLCJvYmplY3QgIjoiY2xzaWQ6RDI3Q0RCNkUtQUU2RC0xMWNmLTk2QjgtNDQ0NTUzNTQwMDAwIn0saGFzRGF0YTpmdW5jdGlvbihhKXtyZXR1cm4gYT1hLm5vZGVUeXBlP20uY2FjaGVbYVttLmV4cGFuZG9dXTphW20uZXhwYW5kb10sISFhJiYhUChhKX0sZGF0YTpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIFEoYSxiLGMpfSxyZW1vdmVEYXRhOmZ1bmN0aW9uKGEsYil7cmV0dXJuIFIoYSxiKX0sX2RhdGE6ZnVuY3Rpb24oYSxiLGMpe3JldHVybiBRKGEsYixjLCEwKX0sX3JlbW92ZURhdGE6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gUihhLGIsITApfX0pLG0uZm4uZXh0ZW5kKHtkYXRhOmZ1bmN0aW9uKGEsYil7dmFyIGMsZCxlLGY9dGhpc1swXSxnPWYmJmYuYXR0cmlidXRlcztpZih2b2lkIDA9PT1hKXtpZih0aGlzLmxlbmd0aCYmKGU9bS5kYXRhKGYpLDE9PT1mLm5vZGVUeXBlJiYhbS5fZGF0YShmLCJwYXJzZWRBdHRycyIpKSl7Yz1nLmxlbmd0aDt3aGlsZShjLS0pZ1tjXSYmKGQ9Z1tjXS5uYW1lLDA9PT1kLmluZGV4T2YoImRhdGEtIikmJihkPW0uY2FtZWxDYXNlKGQuc2xpY2UoNSkpLE8oZixkLGVbZF0pKSk7bS5fZGF0YShmLCJwYXJzZWRBdHRycyIsITApfXJldHVybiBlfXJldHVybiJvYmplY3QiPT10eXBlb2YgYT90aGlzLmVhY2goZnVuY3Rpb24oKXttLmRhdGEodGhpcyxhKX0pOmFyZ3VtZW50cy5sZW5ndGg+MT90aGlzLmVhY2goZnVuY3Rpb24oKXttLmRhdGEodGhpcyxhLGIpfSk6Zj9PKGYsYSxtLmRhdGEoZixhKSk6dm9pZCAwfSxyZW1vdmVEYXRhOmZ1bmN0aW9uKGEpe3JldHVybiB0aGlzLmVhY2goZnVuY3Rpb24oKXttLnJlbW92ZURhdGEodGhpcyxhKX0pfX0pLG0uZXh0ZW5kKHtxdWV1ZTpmdW5jdGlvbihhLGIsYyl7dmFyIGQ7cmV0dXJuIGE\/KGI9KGJ8fCJmeCIpKyJxdWV1ZSIsZD1tLl9kYXRhKGEsYiksYyYmKCFkfHxtLmlzQXJyYXkoYyk\/ZD1tLl9kYXRhKGEsYixtLm1ha2VBcnJheShjKSk6ZC5wdXNoKGMpKSxkfHxbXSk6dm9pZCAwfSxkZXF1ZXVlOmZ1bmN0aW9uKGEsYil7Yj1ifHwiZngiO3ZhciBjPW0ucXVldWUoYSxiKSxkPWMubGVuZ3RoLGU9Yy5zaGlmdCgpLGY9bS5fcXVldWVIb29rcyhhLGIpLGc9ZnVuY3Rpb24oKXttLmRlcXVldWUoYSxiKX07ImlucHJvZ3Jlc3MiPT09ZSYmKGU9Yy5zaGlmdCgpLGQtLSksZSYmKCJmeCI9PT1iJiZjLnVuc2hpZnQoImlucHJvZ3Jlc3MiKSxkZWxldGUgZi5zdG9wLGUuY2FsbChhLGcsZikpLCFkJiZmJiZmLmVtcHR5LmZpcmUoKX0sX3F1ZXVlSG9va3M6ZnVuY3Rpb24oYSxiKXt2YXIgYz1iKyJxdWV1ZUhvb2tzIjtyZXR1cm4gbS5fZGF0YShhLGMpfHxtLl9kYXRhKGEsYyx7ZW1wdHk6bS5DYWxsYmFja3MoIm9uY2UgbWVtb3J5IikuYWRkKGZ1bmN0aW9uKCl7bS5fcmVtb3ZlRGF0YShhLGIrInF1ZXVlIiksbS5fcmVtb3ZlRGF0YShhLGMpfSl9KX19KSxtLmZuLmV4dGVuZCh7cXVldWU6ZnVuY3Rpb24oYSxiKXt2YXIgYz0yO3JldHVybiJzdHJpbmciIT10eXBlb2YgYSYmKGI9YSxhPSJmeCIsYy0tKSxhcmd1bWVudHMubGVuZ3RoPGM\/bS5xdWV1ZSh0aGlzWzBdLGEpOnZvaWQgMD09PWI\/dGhpczp0aGlzLmVhY2goZnVuY3Rpb24oKXt2YXIgYz1tLnF1ZXVlKHRoaXMsYSxiKTttLl9xdWV1ZUhvb2tzKHRoaXMsYSksImZ4Ij09PWEmJiJpbnByb2dyZXNzIiE9PWNbMF0mJm0uZGVxdWV1ZSh0aGlzLGEpfSl9LGRlcXVldWU6ZnVuY3Rpb24oYSl7cmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbigpe20uZGVxdWV1ZSh0aGlzLGEpfSl9LGNsZWFyUXVldWU6ZnVuY3Rpb24oYSl7cmV0dXJuIHRoaXMucXVldWUoYXx8ImZ4IixbXSl9LHByb21pc2U6ZnVuY3Rpb24oYSxiKXt2YXIgYyxkPTEsZT1tLkRlZmVycmVkKCksZj10aGlzLGc9dGhpcy5sZW5ndGgsaD1mdW5jdGlvbigpey0tZHx8ZS5yZXNvbHZlV2l0aChmLFtmXSl9OyJzdHJpbmciIT10eXBlb2YgYSYmKGI9YSxhPXZvaWQgMCksYT1hfHwiZngiO3doaWxlKGctLSljPW0uX2RhdGEoZltnXSxhKyJxdWV1ZUhvb2tzIiksYyYmYy5lbXB0eSYmKGQrKyxjLmVtcHR5LmFkZChoKSk7cmV0dXJuIGgoKSxlLnByb21pc2UoYil9fSk7dmFyIFM9L1srLV0\/KD86XGQqXC58KVxkKyg\/OltlRV1bKy1dP1xkK3wpLy5zb3VyY2UsVD1bIlRvcCIsIlJpZ2h0IiwiQm90dG9tIiwiTGVmdCJdLFU9ZnVuY3Rpb24oYSxiKXtyZXR1cm4gYT1ifHxhLCJub25lIj09PW0uY3NzKGEsImRpc3BsYXkiKXx8IW0uY29udGFpbnMoYS5vd25lckRvY3VtZW50LGEpfSxWPW0uYWNjZXNzPWZ1bmN0aW9uKGEsYixjLGQsZSxmLGcpe3ZhciBoPTAsaT1hLmxlbmd0aCxqPW51bGw9PWM7aWYoIm9iamVjdCI9PT1tLnR5cGUoYykpe2U9ITA7Zm9yKGggaW4gYyltLmFjY2VzcyhhLGIsaCxjW2hdLCEwLGYsZyl9ZWxzZSBpZih2b2lkIDAhPT1kJiYoZT0hMCxtLmlzRnVuY3Rpb24oZCl8fChnPSEwKSxqJiYoZz8oYi5jYWxsKGEsZCksYj1udWxsKTooaj1iLGI9ZnVuY3Rpb24oYSxiLGMpe3JldHVybiBqLmNhbGwobShhKSxjKX0pKSxiKSlmb3IoO2k+aDtoKyspYihhW2hdLGMsZz9kOmQuY2FsbChhW2hdLGgsYihhW2hdLGMpKSk7cmV0dXJuIGU\/YTpqP2IuY2FsbChhKTppP2IoYVswXSxjKTpmfSxXPS9eKD86Y2hlY2tib3h8cmFkaW8pJC9pOyFmdW5jdGlvbigpe3ZhciBhPXkuY3JlYXRlRWxlbWVudCgiaW5wdXQiKSxiPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksYz15LmNyZWF0ZURvY3VtZW50RnJhZ21lbnQoKTtpZihiLmlubmVySFRNTD0iICA8bGluay8+PHRhYmxlPjwvdGFibGU+PGEgaHJlZj0nL2EnPmE8L2E+PGlucHV0IHR5cGU9J2NoZWNrYm94Jy8+IixrLmxlYWRpbmdXaGl0ZXNwYWNlPTM9PT1iLmZpcnN0Q2hpbGQubm9kZVR5cGUsay50Ym9keT0hYi5nZXRFbGVtZW50c0J5VGFnTmFtZSgidGJvZHkiKS5sZW5ndGgsay5odG1sU2VyaWFsaXplPSEhYi5nZXRFbGVtZW50c0J5VGFnTmFtZSgibGluayIpLmxlbmd0aCxrLmh0bWw1Q2xvbmU9Ijw6bmF2PjwvOm5hdj4iIT09eS5jcmVhdGVFbGVtZW50KCJuYXYiKS5jbG9uZU5vZGUoITApLm91dGVySFRNTCxhLnR5cGU9ImNoZWNrYm94IixhLmNoZWNrZWQ9ITAsYy5hcHBlbmRDaGlsZChhKSxrLmFwcGVuZENoZWNrZWQ9YS5jaGVja2VkLGIuaW5uZXJIVE1MPSI8dGV4dGFyZWE+eDwvdGV4dGFyZWE+IixrLm5vQ2xvbmVDaGVja2VkPSEhYi5jbG9uZU5vZGUoITApLmxhc3RDaGlsZC5kZWZhdWx0VmFsdWUsYy5hcHBlbmRDaGlsZChiKSxiLmlubmVySFRNTD0iPGlucHV0IHR5cGU9J3JhZGlvJyBjaGVja2VkPSdjaGVja2VkJyBuYW1lPSd0Jy8+IixrLmNoZWNrQ2xvbmU9Yi5jbG9uZU5vZGUoITApLmNsb25lTm9kZSghMCkubGFzdENoaWxkLmNoZWNrZWQsay5ub0Nsb25lRXZlbnQ9ITAsYi5hdHRhY2hFdmVudCYmKGIuYXR0YWNoRXZlbnQoIm9uY2xpY2siLGZ1bmN0aW9uKCl7ay5ub0Nsb25lRXZlbnQ9ITF9KSxiLmNsb25lTm9kZSghMCkuY2xpY2soKSksbnVsbD09ay5kZWxldGVFeHBhbmRvKXtrLmRlbGV0ZUV4cGFuZG89ITA7dHJ5e2RlbGV0ZSBiLnRlc3R9Y2F0Y2goZCl7ay5kZWxldGVFeHBhbmRvPSExfX19KCksZnVuY3Rpb24oKXt2YXIgYixjLGQ9eS5jcmVhdGVFbGVtZW50KCJkaXYiKTtmb3IoYiBpbntzdWJtaXQ6ITAsY2hhbmdlOiEwLGZvY3VzaW46ITB9KWM9Im9uIitiLChrW2IrIkJ1YmJsZXMiXT1jIGluIGEpfHwoZC5zZXRBdHRyaWJ1dGUoYywidCIpLGtbYisiQnViYmxlcyJdPWQuYXR0cmlidXRlc1tjXS5leHBhbmRvPT09ITEpO2Q9bnVsbH0oKTt2YXIgWD0vXig\/OmlucHV0fHNlbGVjdHx0ZXh0YXJlYSkkL2ksWT0vXmtleS8sWj0vXig\/Om1vdXNlfHBvaW50ZXJ8Y29udGV4dG1lbnUpfGNsaWNrLywkPS9eKD86Zm9jdXNpbmZvY3VzfGZvY3Vzb3V0Ymx1cikkLyxfPS9eKFteLl0qKSg\/OlwuKC4rKXwpJC87ZnVuY3Rpb24gYWEoKXtyZXR1cm4hMH1mdW5jdGlvbiBiYSgpe3JldHVybiExfWZ1bmN0aW9uIGNhKCl7dHJ5e3JldHVybiB5LmFjdGl2ZUVsZW1lbnR9Y2F0Y2goYSl7fX1tLmV2ZW50PXtnbG9iYWw6e30sYWRkOmZ1bmN0aW9uKGEsYixjLGQsZSl7dmFyIGYsZyxoLGksaixrLGwsbixvLHAscSxyPW0uX2RhdGEoYSk7aWYocil7Yy5oYW5kbGVyJiYoaT1jLGM9aS5oYW5kbGVyLGU9aS5zZWxlY3RvciksYy5ndWlkfHwoYy5ndWlkPW0uZ3VpZCsrKSwoZz1yLmV2ZW50cyl8fChnPXIuZXZlbnRzPXt9KSwoaz1yLmhhbmRsZSl8fChrPXIuaGFuZGxlPWZ1bmN0aW9uKGEpe3JldHVybiB0eXBlb2YgbT09PUt8fGEmJm0uZXZlbnQudHJpZ2dlcmVkPT09YS50eXBlP3ZvaWQgMDptLmV2ZW50LmRpc3BhdGNoLmFwcGx5KGsuZWxlbSxhcmd1bWVudHMpfSxrLmVsZW09YSksYj0oYnx8IiIpLm1hdGNoKEUpfHxbIiJdLGg9Yi5sZW5ndGg7d2hpbGUoaC0tKWY9Xy5leGVjKGJbaF0pfHxbXSxvPXE9ZlsxXSxwPShmWzJdfHwiIikuc3BsaXQoIi4iKS5zb3J0KCksbyYmKGo9bS5ldmVudC5zcGVjaWFsW29dfHx7fSxvPShlP2ouZGVsZWdhdGVUeXBlOmouYmluZFR5cGUpfHxvLGo9bS5ldmVudC5zcGVjaWFsW29dfHx7fSxsPW0uZXh0ZW5kKHt0eXBlOm8sb3JpZ1R5cGU6cSxkYXRhOmQsaGFuZGxlcjpjLGd1aWQ6Yy5ndWlkLHNlbGVjdG9yOmUsbmVlZHNDb250ZXh0OmUmJm0uZXhwci5tYXRjaC5uZWVkc0NvbnRleHQudGVzdChlKSxuYW1lc3BhY2U6cC5qb2luKCIuIil9LGkpLChuPWdbb10pfHwobj1nW29dPVtdLG4uZGVsZWdhdGVDb3VudD0wLGouc2V0dXAmJmouc2V0dXAuY2FsbChhLGQscCxrKSE9PSExfHwoYS5hZGRFdmVudExpc3RlbmVyP2EuYWRkRXZlbnRMaXN0ZW5lcihvLGssITEpOmEuYXR0YWNoRXZlbnQmJmEuYXR0YWNoRXZlbnQoIm9uIitvLGspKSksai5hZGQmJihqLmFkZC5jYWxsKGEsbCksbC5oYW5kbGVyLmd1aWR8fChsLmhhbmRsZXIuZ3VpZD1jLmd1aWQpKSxlP24uc3BsaWNlKG4uZGVsZWdhdGVDb3VudCsrLDAsbCk6bi5wdXNoKGwpLG0uZXZlbnQuZ2xvYmFsW29dPSEwKTthPW51bGx9fSxyZW1vdmU6ZnVuY3Rpb24oYSxiLGMsZCxlKXt2YXIgZixnLGgsaSxqLGssbCxuLG8scCxxLHI9bS5oYXNEYXRhKGEpJiZtLl9kYXRhKGEpO2lmKHImJihrPXIuZXZlbnRzKSl7Yj0oYnx8IiIpLm1hdGNoKEUpfHxbIiJdLGo9Yi5sZW5ndGg7d2hpbGUoai0tKWlmKGg9Xy5leGVjKGJbal0pfHxbXSxvPXE9aFsxXSxwPShoWzJdfHwiIikuc3BsaXQoIi4iKS5zb3J0KCksbyl7bD1tLmV2ZW50LnNwZWNpYWxbb118fHt9LG89KGQ\/bC5kZWxlZ2F0ZVR5cGU6bC5iaW5kVHlwZSl8fG8sbj1rW29dfHxbXSxoPWhbMl0mJm5ldyBSZWdFeHAoIihefFxcLikiK3Auam9pbigiXFwuKD86LipcXC58KSIpKyIoXFwufCQpIiksaT1mPW4ubGVuZ3RoO3doaWxlKGYtLSlnPW5bZl0sIWUmJnEhPT1nLm9yaWdUeXBlfHxjJiZjLmd1aWQhPT1nLmd1aWR8fGgmJiFoLnRlc3QoZy5uYW1lc3BhY2UpfHxkJiZkIT09Zy5zZWxlY3RvciYmKCIqKiIhPT1kfHwhZy5zZWxlY3Rvcil8fChuLnNwbGljZShmLDEpLGcuc2VsZWN0b3ImJm4uZGVsZWdhdGVDb3VudC0tLGwucmVtb3ZlJiZsLnJlbW92ZS5jYWxsKGEsZykpO2kmJiFuLmxlbmd0aCYmKGwudGVhcmRvd24mJmwudGVhcmRvd24uY2FsbChhLHAsci5oYW5kbGUpIT09ITF8fG0ucmVtb3ZlRXZlbnQoYSxvLHIuaGFuZGxlKSxkZWxldGUga1tvXSl9ZWxzZSBmb3IobyBpbiBrKW0uZXZlbnQucmVtb3ZlKGEsbytiW2pdLGMsZCwhMCk7bS5pc0VtcHR5T2JqZWN0KGspJiYoZGVsZXRlIHIuaGFuZGxlLG0uX3JlbW92ZURhdGEoYSwiZXZlbnRzIikpfX0sdHJpZ2dlcjpmdW5jdGlvbihiLGMsZCxlKXt2YXIgZixnLGgsaSxrLGwsbixvPVtkfHx5XSxwPWouY2FsbChiLCJ0eXBlIik\/Yi50eXBlOmIscT1qLmNhbGwoYiwibmFtZXNwYWNlIik\/Yi5uYW1lc3BhY2Uuc3BsaXQoIi4iKTpbXTtpZihoPWw9ZD1kfHx5LDMhPT1kLm5vZGVUeXBlJiY4IT09ZC5ub2RlVHlwZSYmISQudGVzdChwK20uZXZlbnQudHJpZ2dlcmVkKSYmKHAuaW5kZXhPZigiLiIpPj0wJiYocT1wLnNwbGl0KCIuIikscD1xLnNoaWZ0KCkscS5zb3J0KCkpLGc9cC5pbmRleE9mKCI6Iik8MCYmIm9uIitwLGI9YlttLmV4cGFuZG9dP2I6bmV3IG0uRXZlbnQocCwib2JqZWN0Ij09dHlwZW9mIGImJmIpLGIuaXNUcmlnZ2VyPWU\/MjozLGIubmFtZXNwYWNlPXEuam9pbigiLiIpLGIubmFtZXNwYWNlX3JlPWIubmFtZXNwYWNlP25ldyBSZWdFeHAoIihefFxcLikiK3Euam9pbigiXFwuKD86LipcXC58KSIpKyIoXFwufCQpIik6bnVsbCxiLnJlc3VsdD12b2lkIDAsYi50YXJnZXR8fChiLnRhcmdldD1kKSxjPW51bGw9PWM\/W2JdOm0ubWFrZUFycmF5KGMsW2JdKSxrPW0uZXZlbnQuc3BlY2lhbFtwXXx8e30sZXx8IWsudHJpZ2dlcnx8ay50cmlnZ2VyLmFwcGx5KGQsYykhPT0hMSkpe2lmKCFlJiYhay5ub0J1YmJsZSYmIW0uaXNXaW5kb3coZCkpe2ZvcihpPWsuZGVsZWdhdGVUeXBlfHxwLCQudGVzdChpK3ApfHwoaD1oLnBhcmVudE5vZGUpO2g7aD1oLnBhcmVudE5vZGUpby5wdXNoKGgpLGw9aDtsPT09KGQub3duZXJEb2N1bWVudHx8eSkmJm8ucHVzaChsLmRlZmF1bHRWaWV3fHxsLnBhcmVudFdpbmRvd3x8YSl9bj0wO3doaWxlKChoPW9bbisrXSkmJiFiLmlzUHJvcGFnYXRpb25TdG9wcGVkKCkpYi50eXBlPW4+MT9pOmsuYmluZFR5cGV8fHAsZj0obS5fZGF0YShoLCJldmVudHMiKXx8e30pW2IudHlwZV0mJm0uX2RhdGEoaCwiaGFuZGxlIiksZiYmZi5hcHBseShoLGMpLGY9ZyYmaFtnXSxmJiZmLmFwcGx5JiZtLmFjY2VwdERhdGEoaCkmJihiLnJlc3VsdD1mLmFwcGx5KGgsYyksYi5yZXN1bHQ9PT0hMSYmYi5wcmV2ZW50RGVmYXVsdCgpKTtpZihiLnR5cGU9cCwhZSYmIWIuaXNEZWZhdWx0UHJldmVudGVkKCkmJighay5fZGVmYXVsdHx8ay5fZGVmYXVsdC5hcHBseShvLnBvcCgpLGMpPT09ITEpJiZtLmFjY2VwdERhdGEoZCkmJmcmJmRbcF0mJiFtLmlzV2luZG93KGQpKXtsPWRbZ10sbCYmKGRbZ109bnVsbCksbS5ldmVudC50cmlnZ2VyZWQ9cDt0cnl7ZFtwXSgpfWNhdGNoKHIpe31tLmV2ZW50LnRyaWdnZXJlZD12b2lkIDAsbCYmKGRbZ109bCl9cmV0dXJuIGIucmVzdWx0fX0sZGlzcGF0Y2g6ZnVuY3Rpb24oYSl7YT1tLmV2ZW50LmZpeChhKTt2YXIgYixjLGUsZixnLGg9W10saT1kLmNhbGwoYXJndW1lbnRzKSxqPShtLl9kYXRhKHRoaXMsImV2ZW50cyIpfHx7fSlbYS50eXBlXXx8W10saz1tLmV2ZW50LnNwZWNpYWxbYS50eXBlXXx8e307aWYoaVswXT1hLGEuZGVsZWdhdGVUYXJnZXQ9dGhpcywhay5wcmVEaXNwYXRjaHx8ay5wcmVEaXNwYXRjaC5jYWxsKHRoaXMsYSkhPT0hMSl7aD1tLmV2ZW50LmhhbmRsZXJzLmNhbGwodGhpcyxhLGopLGI9MDt3aGlsZSgoZj1oW2IrK10pJiYhYS5pc1Byb3BhZ2F0aW9uU3RvcHBlZCgpKXthLmN1cnJlbnRUYXJnZXQ9Zi5lbGVtLGc9MDt3aGlsZSgoZT1mLmhhbmRsZXJzW2crK10pJiYhYS5pc0ltbWVkaWF0ZVByb3BhZ2F0aW9uU3RvcHBlZCgpKSghYS5uYW1lc3BhY2VfcmV8fGEubmFtZXNwYWNlX3JlLnRlc3QoZS5uYW1lc3BhY2UpKSYmKGEuaGFuZGxlT2JqPWUsYS5kYXRhPWUuZGF0YSxjPSgobS5ldmVudC5zcGVjaWFsW2Uub3JpZ1R5cGVdfHx7fSkuaGFuZGxlfHxlLmhhbmRsZXIpLmFwcGx5KGYuZWxlbSxpKSx2b2lkIDAhPT1jJiYoYS5yZXN1bHQ9Yyk9PT0hMSYmKGEucHJldmVudERlZmF1bHQoKSxhLnN0b3BQcm9wYWdhdGlvbigpKSl9cmV0dXJuIGsucG9zdERpc3BhdGNoJiZrLnBvc3REaXNwYXRjaC5jYWxsKHRoaXMsYSksYS5yZXN1bHR9fSxoYW5kbGVyczpmdW5jdGlvbihhLGIpe3ZhciBjLGQsZSxmLGc9W10saD1iLmRlbGVnYXRlQ291bnQsaT1hLnRhcmdldDtpZihoJiZpLm5vZGVUeXBlJiYoIWEuYnV0dG9ufHwiY2xpY2siIT09YS50eXBlKSlmb3IoO2khPXRoaXM7aT1pLnBhcmVudE5vZGV8fHRoaXMpaWYoMT09PWkubm9kZVR5cGUmJihpLmRpc2FibGVkIT09ITB8fCJjbGljayIhPT1hLnR5cGUpKXtmb3IoZT1bXSxmPTA7aD5mO2YrKylkPWJbZl0sYz1kLnNlbGVjdG9yKyIgIix2b2lkIDA9PT1lW2NdJiYoZVtjXT1kLm5lZWRzQ29udGV4dD9tKGMsdGhpcykuaW5kZXgoaSk+PTA6bS5maW5kKGMsdGhpcyxudWxsLFtpXSkubGVuZ3RoKSxlW2NdJiZlLnB1c2goZCk7ZS5sZW5ndGgmJmcucHVzaCh7ZWxlbTppLGhhbmRsZXJzOmV9KX1yZXR1cm4gaDxiLmxlbmd0aCYmZy5wdXNoKHtlbGVtOnRoaXMsaGFuZGxlcnM6Yi5zbGljZShoKX0pLGd9LGZpeDpmdW5jdGlvbihhKXtpZihhW20uZXhwYW5kb10pcmV0dXJuIGE7dmFyIGIsYyxkLGU9YS50eXBlLGY9YSxnPXRoaXMuZml4SG9va3NbZV07Z3x8KHRoaXMuZml4SG9va3NbZV09Zz1aLnRlc3QoZSk\/dGhpcy5tb3VzZUhvb2tzOlkudGVzdChlKT90aGlzLmtleUhvb2tzOnt9KSxkPWcucHJvcHM\/dGhpcy5wcm9wcy5jb25jYXQoZy5wcm9wcyk6dGhpcy5wcm9wcyxhPW5ldyBtLkV2ZW50KGYpLGI9ZC5sZW5ndGg7d2hpbGUoYi0tKWM9ZFtiXSxhW2NdPWZbY107cmV0dXJuIGEudGFyZ2V0fHwoYS50YXJnZXQ9Zi5zcmNFbGVtZW50fHx5KSwzPT09YS50YXJnZXQubm9kZVR5cGUmJihhLnRhcmdldD1hLnRhcmdldC5wYXJlbnROb2RlKSxhLm1ldGFLZXk9ISFhLm1ldGFLZXksZy5maWx0ZXI\/Zy5maWx0ZXIoYSxmKTphfSxwcm9wczoiYWx0S2V5IGJ1YmJsZXMgY2FuY2VsYWJsZSBjdHJsS2V5IGN1cnJlbnRUYXJnZXQgZXZlbnRQaGFzZSBtZXRhS2V5IHJlbGF0ZWRUYXJnZXQgc2hpZnRLZXkgdGFyZ2V0IHRpbWVTdGFtcCB2aWV3IHdoaWNoIi5zcGxpdCgiICIpLGZpeEhvb2tzOnt9LGtleUhvb2tzOntwcm9wczoiY2hhciBjaGFyQ29kZSBrZXkga2V5Q29kZSIuc3BsaXQoIiAiKSxmaWx0ZXI6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gbnVsbD09YS53aGljaCYmKGEud2hpY2g9bnVsbCE9Yi5jaGFyQ29kZT9iLmNoYXJDb2RlOmIua2V5Q29kZSksYX19LG1vdXNlSG9va3M6e3Byb3BzOiJidXR0b24gYnV0dG9ucyBjbGllbnRYIGNsaWVudFkgZnJvbUVsZW1lbnQgb2Zmc2V0WCBvZmZzZXRZIHBhZ2VYIHBhZ2VZIHNjcmVlblggc2NyZWVuWSB0b0VsZW1lbnQiLnNwbGl0KCIgIiksZmlsdGVyOmZ1bmN0aW9uKGEsYil7dmFyIGMsZCxlLGY9Yi5idXR0b24sZz1iLmZyb21FbGVtZW50O3JldHVybiBudWxsPT1hLnBhZ2VYJiZudWxsIT1iLmNsaWVudFgmJihkPWEudGFyZ2V0Lm93bmVyRG9jdW1lbnR8fHksZT1kLmRvY3VtZW50RWxlbWVudCxjPWQuYm9keSxhLnBhZ2VYPWIuY2xpZW50WCsoZSYmZS5zY3JvbGxMZWZ0fHxjJiZjLnNjcm9sbExlZnR8fDApLShlJiZlLmNsaWVudExlZnR8fGMmJmMuY2xpZW50TGVmdHx8MCksYS5wYWdlWT1iLmNsaWVudFkrKGUmJmUuc2Nyb2xsVG9wfHxjJiZjLnNjcm9sbFRvcHx8MCktKGUmJmUuY2xpZW50VG9wfHxjJiZjLmNsaWVudFRvcHx8MCkpLCFhLnJlbGF0ZWRUYXJnZXQmJmcmJihhLnJlbGF0ZWRUYXJnZXQ9Zz09PWEudGFyZ2V0P2IudG9FbGVtZW50OmcpLGEud2hpY2h8fHZvaWQgMD09PWZ8fChhLndoaWNoPTEmZj8xOjImZj8zOjQmZj8yOjApLGF9fSxzcGVjaWFsOntsb2FkOntub0J1YmJsZTohMH0sZm9jdXM6e3RyaWdnZXI6ZnVuY3Rpb24oKXtpZih0aGlzIT09Y2EoKSYmdGhpcy5mb2N1cyl0cnl7cmV0dXJuIHRoaXMuZm9jdXMoKSwhMX1jYXRjaChhKXt9fSxkZWxlZ2F0ZVR5cGU6ImZvY3VzaW4ifSxibHVyOnt0cmlnZ2VyOmZ1bmN0aW9uKCl7cmV0dXJuIHRoaXM9PT1jYSgpJiZ0aGlzLmJsdXI\/KHRoaXMuYmx1cigpLCExKTp2b2lkIDB9LGRlbGVnYXRlVHlwZToiZm9jdXNvdXQifSxjbGljazp7dHJpZ2dlcjpmdW5jdGlvbigpe3JldHVybiBtLm5vZGVOYW1lKHRoaXMsImlucHV0IikmJiJjaGVja2JveCI9PT10aGlzLnR5cGUmJnRoaXMuY2xpY2s\/KHRoaXMuY2xpY2soKSwhMSk6dm9pZCAwfSxfZGVmYXVsdDpmdW5jdGlvbihhKXtyZXR1cm4gbS5ub2RlTmFtZShhLnRhcmdldCwiYSIpfX0sYmVmb3JldW5sb2FkOntwb3N0RGlzcGF0Y2g6ZnVuY3Rpb24oYSl7dm9pZCAwIT09YS5yZXN1bHQmJmEub3JpZ2luYWxFdmVudCYmKGEub3JpZ2luYWxFdmVudC5yZXR1cm5WYWx1ZT1hLnJlc3VsdCl9fX0sc2ltdWxhdGU6ZnVuY3Rpb24oYSxiLGMsZCl7dmFyIGU9bS5leHRlbmQobmV3IG0uRXZlbnQsYyx7dHlwZTphLGlzU2ltdWxhdGVkOiEwLG9yaWdpbmFsRXZlbnQ6e319KTtkP20uZXZlbnQudHJpZ2dlcihlLG51bGwsYik6bS5ldmVudC5kaXNwYXRjaC5jYWxsKGIsZSksZS5pc0RlZmF1bHRQcmV2ZW50ZWQoKSYmYy5wcmV2ZW50RGVmYXVsdCgpfX0sbS5yZW1vdmVFdmVudD15LnJlbW92ZUV2ZW50TGlzdGVuZXI\/ZnVuY3Rpb24oYSxiLGMpe2EucmVtb3ZlRXZlbnRMaXN0ZW5lciYmYS5yZW1vdmVFdmVudExpc3RlbmVyKGIsYywhMSl9OmZ1bmN0aW9uKGEsYixjKXt2YXIgZD0ib24iK2I7YS5kZXRhY2hFdmVudCYmKHR5cGVvZiBhW2RdPT09SyYmKGFbZF09bnVsbCksYS5kZXRhY2hFdmVudChkLGMpKX0sbS5FdmVudD1mdW5jdGlvbihhLGIpe3JldHVybiB0aGlzIGluc3RhbmNlb2YgbS5FdmVudD8oYSYmYS50eXBlPyh0aGlzLm9yaWdpbmFsRXZlbnQ9YSx0aGlzLnR5cGU9YS50eXBlLHRoaXMuaXNEZWZhdWx0UHJldmVudGVkPWEuZGVmYXVsdFByZXZlbnRlZHx8dm9pZCAwPT09YS5kZWZhdWx0UHJldmVudGVkJiZhLnJldHVyblZhbHVlPT09ITE\/YWE6YmEpOnRoaXMudHlwZT1hLGImJm0uZXh0ZW5kKHRoaXMsYiksdGhpcy50aW1lU3RhbXA9YSYmYS50aW1lU3RhbXB8fG0ubm93KCksdm9pZCh0aGlzW20uZXhwYW5kb109ITApKTpuZXcgbS5FdmVudChhLGIpfSxtLkV2ZW50LnByb3RvdHlwZT17aXNEZWZhdWx0UHJldmVudGVkOmJhLGlzUHJvcGFnYXRpb25TdG9wcGVkOmJhLGlzSW1tZWRpYXRlUHJvcGFnYXRpb25TdG9wcGVkOmJhLHByZXZlbnREZWZhdWx0OmZ1bmN0aW9uKCl7dmFyIGE9dGhpcy5vcmlnaW5hbEV2ZW50O3RoaXMuaXNEZWZhdWx0UHJldmVudGVkPWFhLGEmJihhLnByZXZlbnREZWZhdWx0P2EucHJldmVudERlZmF1bHQoKTphLnJldHVyblZhbHVlPSExKX0sc3RvcFByb3BhZ2F0aW9uOmZ1bmN0aW9uKCl7dmFyIGE9dGhpcy5vcmlnaW5hbEV2ZW50O3RoaXMuaXNQcm9wYWdhdGlvblN0b3BwZWQ9YWEsYSYmKGEuc3RvcFByb3BhZ2F0aW9uJiZhLnN0b3BQcm9wYWdhdGlvbigpLGEuY2FuY2VsQnViYmxlPSEwKX0sc3RvcEltbWVkaWF0ZVByb3BhZ2F0aW9uOmZ1bmN0aW9uKCl7dmFyIGE9dGhpcy5vcmlnaW5hbEV2ZW50O3RoaXMuaXNJbW1lZGlhdGVQcm9wYWdhdGlvblN0b3BwZWQ9YWEsYSYmYS5zdG9wSW1tZWRpYXRlUHJvcGFnYXRpb24mJmEuc3RvcEltbWVkaWF0ZVByb3BhZ2F0aW9uKCksdGhpcy5zdG9wUHJvcGFnYXRpb24oKX19LG0uZWFjaCh7bW91c2VlbnRlcjoibW91c2VvdmVyIixtb3VzZWxlYXZlOiJtb3VzZW91dCIscG9pbnRlcmVudGVyOiJwb2ludGVyb3ZlciIscG9pbnRlcmxlYXZlOiJwb2ludGVyb3V0In0sZnVuY3Rpb24oYSxiKXttLmV2ZW50LnNwZWNpYWxbYV09e2RlbGVnYXRlVHlwZTpiLGJpbmRUeXBlOmIsaGFuZGxlOmZ1bmN0aW9uKGEpe3ZhciBjLGQ9dGhpcyxlPWEucmVsYXRlZFRhcmdldCxmPWEuaGFuZGxlT2JqO3JldHVybighZXx8ZSE9PWQmJiFtLmNvbnRhaW5zKGQsZSkpJiYoYS50eXBlPWYub3JpZ1R5cGUsYz1mLmhhbmRsZXIuYXBwbHkodGhpcyxhcmd1bWVudHMpLGEudHlwZT1iKSxjfX19KSxrLnN1Ym1pdEJ1YmJsZXN8fChtLmV2ZW50LnNwZWNpYWwuc3VibWl0PXtzZXR1cDpmdW5jdGlvbigpe3JldHVybiBtLm5vZGVOYW1lKHRoaXMsImZvcm0iKT8hMTp2b2lkIG0uZXZlbnQuYWRkKHRoaXMsImNsaWNrLl9zdWJtaXQga2V5cHJlc3MuX3N1Ym1pdCIsZnVuY3Rpb24oYSl7dmFyIGI9YS50YXJnZXQsYz1tLm5vZGVOYW1lKGIsImlucHV0Iil8fG0ubm9kZU5hbWUoYiwiYnV0dG9uIik\/Yi5mb3JtOnZvaWQgMDtjJiYhbS5fZGF0YShjLCJzdWJtaXRCdWJibGVzIikmJihtLmV2ZW50LmFkZChjLCJzdWJtaXQuX3N1Ym1pdCIsZnVuY3Rpb24oYSl7YS5fc3VibWl0X2J1YmJsZT0hMH0pLG0uX2RhdGEoYywic3VibWl0QnViYmxlcyIsITApKX0pfSxwb3N0RGlzcGF0Y2g6ZnVuY3Rpb24oYSl7YS5fc3VibWl0X2J1YmJsZSYmKGRlbGV0ZSBhLl9zdWJtaXRfYnViYmxlLHRoaXMucGFyZW50Tm9kZSYmIWEuaXNUcmlnZ2VyJiZtLmV2ZW50LnNpbXVsYXRlKCJzdWJtaXQiLHRoaXMucGFyZW50Tm9kZSxhLCEwKSl9LHRlYXJkb3duOmZ1bmN0aW9uKCl7cmV0dXJuIG0ubm9kZU5hbWUodGhpcywiZm9ybSIpPyExOnZvaWQgbS5ldmVudC5yZW1vdmUodGhpcywiLl9zdWJtaXQiKX19KSxrLmNoYW5nZUJ1YmJsZXN8fChtLmV2ZW50LnNwZWNpYWwuY2hhbmdlPXtzZXR1cDpmdW5jdGlvbigpe3JldHVybiBYLnRlc3QodGhpcy5ub2RlTmFtZSk\/KCgiY2hlY2tib3giPT09dGhpcy50eXBlfHwicmFkaW8iPT09dGhpcy50eXBlKSYmKG0uZXZlbnQuYWRkKHRoaXMsInByb3BlcnR5Y2hhbmdlLl9jaGFuZ2UiLGZ1bmN0aW9uKGEpeyJjaGVja2VkIj09PWEub3JpZ2luYWxFdmVudC5wcm9wZXJ0eU5hbWUmJih0aGlzLl9qdXN0X2NoYW5nZWQ9ITApfSksbS5ldmVudC5hZGQodGhpcywiY2xpY2suX2NoYW5nZSIsZnVuY3Rpb24oYSl7dGhpcy5fanVzdF9jaGFuZ2VkJiYhYS5pc1RyaWdnZXImJih0aGlzLl9qdXN0X2NoYW5nZWQ9ITEpLG0uZXZlbnQuc2ltdWxhdGUoImNoYW5nZSIsdGhpcyxhLCEwKX0pKSwhMSk6dm9pZCBtLmV2ZW50LmFkZCh0aGlzLCJiZWZvcmVhY3RpdmF0ZS5fY2hhbmdlIixmdW5jdGlvbihhKXt2YXIgYj1hLnRhcmdldDtYLnRlc3QoYi5ub2RlTmFtZSkmJiFtLl9kYXRhKGIsImNoYW5nZUJ1YmJsZXMiKSYmKG0uZXZlbnQuYWRkKGIsImNoYW5nZS5fY2hhbmdlIixmdW5jdGlvbihhKXshdGhpcy5wYXJlbnROb2RlfHxhLmlzU2ltdWxhdGVkfHxhLmlzVHJpZ2dlcnx8bS5ldmVudC5zaW11bGF0ZSgiY2hhbmdlIix0aGlzLnBhcmVudE5vZGUsYSwhMCl9KSxtLl9kYXRhKGIsImNoYW5nZUJ1YmJsZXMiLCEwKSl9KX0saGFuZGxlOmZ1bmN0aW9uKGEpe3ZhciBiPWEudGFyZ2V0O3JldHVybiB0aGlzIT09Ynx8YS5pc1NpbXVsYXRlZHx8YS5pc1RyaWdnZXJ8fCJyYWRpbyIhPT1iLnR5cGUmJiJjaGVja2JveCIhPT1iLnR5cGU\/YS5oYW5kbGVPYmouaGFuZGxlci5hcHBseSh0aGlzLGFyZ3VtZW50cyk6dm9pZCAwfSx0ZWFyZG93bjpmdW5jdGlvbigpe3JldHVybiBtLmV2ZW50LnJlbW92ZSh0aGlzLCIuX2NoYW5nZSIpLCFYLnRlc3QodGhpcy5ub2RlTmFtZSl9fSksay5mb2N1c2luQnViYmxlc3x8bS5lYWNoKHtmb2N1czoiZm9jdXNpbiIsYmx1cjoiZm9jdXNvdXQifSxmdW5jdGlvbihhLGIpe3ZhciBjPWZ1bmN0aW9uKGEpe20uZXZlbnQuc2ltdWxhdGUoYixhLnRhcmdldCxtLmV2ZW50LmZpeChhKSwhMCl9O20uZXZlbnQuc3BlY2lhbFtiXT17c2V0dXA6ZnVuY3Rpb24oKXt2YXIgZD10aGlzLm93bmVyRG9jdW1lbnR8fHRoaXMsZT1tLl9kYXRhKGQsYik7ZXx8ZC5hZGRFdmVudExpc3RlbmVyKGEsYywhMCksbS5fZGF0YShkLGIsKGV8fDApKzEpfSx0ZWFyZG93bjpmdW5jdGlvbigpe3ZhciBkPXRoaXMub3duZXJEb2N1bWVudHx8dGhpcyxlPW0uX2RhdGEoZCxiKS0xO2U\/bS5fZGF0YShkLGIsZSk6KGQucmVtb3ZlRXZlbnRMaXN0ZW5lcihhLGMsITApLG0uX3JlbW92ZURhdGEoZCxiKSl9fX0pLG0uZm4uZXh0ZW5kKHtvbjpmdW5jdGlvbihhLGIsYyxkLGUpe3ZhciBmLGc7aWYoIm9iamVjdCI9PXR5cGVvZiBhKXsic3RyaW5nIiE9dHlwZW9mIGImJihjPWN8fGIsYj12b2lkIDApO2ZvcihmIGluIGEpdGhpcy5vbihmLGIsYyxhW2ZdLGUpO3JldHVybiB0aGlzfWlmKG51bGw9PWMmJm51bGw9PWQ\/KGQ9YixjPWI9dm9pZCAwKTpudWxsPT1kJiYoInN0cmluZyI9PXR5cGVvZiBiPyhkPWMsYz12b2lkIDApOihkPWMsYz1iLGI9dm9pZCAwKSksZD09PSExKWQ9YmE7ZWxzZSBpZighZClyZXR1cm4gdGhpcztyZXR1cm4gMT09PWUmJihnPWQsZD1mdW5jdGlvbihhKXtyZXR1cm4gbSgpLm9mZihhKSxnLmFwcGx5KHRoaXMsYXJndW1lbnRzKX0sZC5ndWlkPWcuZ3VpZHx8KGcuZ3VpZD1tLmd1aWQrKykpLHRoaXMuZWFjaChmdW5jdGlvbigpe20uZXZlbnQuYWRkKHRoaXMsYSxkLGMsYil9KX0sb25lOmZ1bmN0aW9uKGEsYixjLGQpe3JldHVybiB0aGlzLm9uKGEsYixjLGQsMSl9LG9mZjpmdW5jdGlvbihhLGIsYyl7dmFyIGQsZTtpZihhJiZhLnByZXZlbnREZWZhdWx0JiZhLmhhbmRsZU9iailyZXR1cm4gZD1hLmhhbmRsZU9iaixtKGEuZGVsZWdhdGVUYXJnZXQpLm9mZihkLm5hbWVzcGFjZT9kLm9yaWdUeXBlKyIuIitkLm5hbWVzcGFjZTpkLm9yaWdUeXBlLGQuc2VsZWN0b3IsZC5oYW5kbGVyKSx0aGlzO2lmKCJvYmplY3QiPT10eXBlb2YgYSl7Zm9yKGUgaW4gYSl0aGlzLm9mZihlLGIsYVtlXSk7cmV0dXJuIHRoaXN9cmV0dXJuKGI9PT0hMXx8ImZ1bmN0aW9uIj09dHlwZW9mIGIpJiYoYz1iLGI9dm9pZCAwKSxjPT09ITEmJihjPWJhKSx0aGlzLmVhY2goZnVuY3Rpb24oKXttLmV2ZW50LnJlbW92ZSh0aGlzLGEsYyxiKX0pfSx0cmlnZ2VyOmZ1bmN0aW9uKGEsYil7cmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbigpe20uZXZlbnQudHJpZ2dlcihhLGIsdGhpcyl9KX0sdHJpZ2dlckhhbmRsZXI6ZnVuY3Rpb24oYSxiKXt2YXIgYz10aGlzWzBdO3JldHVybiBjP20uZXZlbnQudHJpZ2dlcihhLGIsYywhMCk6dm9pZCAwfX0pO2Z1bmN0aW9uIGRhKGEpe3ZhciBiPWVhLnNwbGl0KCJ8IiksYz1hLmNyZWF0ZURvY3VtZW50RnJhZ21lbnQoKTtpZihjLmNyZWF0ZUVsZW1lbnQpd2hpbGUoYi5sZW5ndGgpYy5jcmVhdGVFbGVtZW50KGIucG9wKCkpO3JldHVybiBjfXZhciBlYT0iYWJicnxhcnRpY2xlfGFzaWRlfGF1ZGlvfGJkaXxjYW52YXN8ZGF0YXxkYXRhbGlzdHxkZXRhaWxzfGZpZ2NhcHRpb258ZmlndXJlfGZvb3RlcnxoZWFkZXJ8aGdyb3VwfG1hcmt8bWV0ZXJ8bmF2fG91dHB1dHxwcm9ncmVzc3xzZWN0aW9ufHN1bW1hcnl8dGltZXx2aWRlbyIsZmE9LyBqUXVlcnlcZCs9Iig\/Om51bGx8XGQrKSIvZyxnYT1uZXcgUmVnRXhwKCI8KD86IitlYSsiKVtcXHMvPl0iLCJpIiksaGE9L15ccysvLGlhPS88KD8hYXJlYXxicnxjb2x8ZW1iZWR8aHJ8aW1nfGlucHV0fGxpbmt8bWV0YXxwYXJhbSkoKFtcdzpdKylbXj5dKilcLz4vZ2ksamE9LzwoW1x3Ol0rKS8sa2E9Lzx0Ym9keS9pLGxhPS88fCYjP1x3KzsvLG1hPS88KD86c2NyaXB0fHN0eWxlfGxpbmspL2ksbmE9L2NoZWNrZWRccyooPzpbXj1dfD1ccyouY2hlY2tlZC4pL2ksb2E9L14kfFwvKD86amF2YXxlY21hKXNjcmlwdC9pLHBhPS9edHJ1ZVwvKC4qKS8scWE9L15ccyo8ISg\/OlxbQ0RBVEFcW3wtLSl8KD86XF1cXXwtLSk+XHMqJC9nLHJhPXtvcHRpb246WzEsIjxzZWxlY3QgbXVsdGlwbGU9J211bHRpcGxlJz4iLCI8L3NlbGVjdD4iXSxsZWdlbmQ6WzEsIjxmaWVsZHNldD4iLCI8L2ZpZWxkc2V0PiJdLGFyZWE6WzEsIjxtYXA+IiwiPC9tYXA+Il0scGFyYW06WzEsIjxvYmplY3Q+IiwiPC9vYmplY3Q+Il0sdGhlYWQ6WzEsIjx0YWJsZT4iLCI8L3RhYmxlPiJdLHRyOlsyLCI8dGFibGU+PHRib2R5PiIsIjwvdGJvZHk+PC90YWJsZT4iXSxjb2w6WzIsIjx0YWJsZT48dGJvZHk+PC90Ym9keT48Y29sZ3JvdXA+IiwiPC9jb2xncm91cD48L3RhYmxlPiJdLHRkOlszLCI8dGFibGU+PHRib2R5Pjx0cj4iLCI8L3RyPjwvdGJvZHk+PC90YWJsZT4iXSxfZGVmYXVsdDprLmh0bWxTZXJpYWxpemU\/WzAsIiIsIiJdOlsxLCJYPGRpdj4iLCI8L2Rpdj4iXX0sc2E9ZGEoeSksdGE9c2EuYXBwZW5kQ2hpbGQoeS5jcmVhdGVFbGVtZW50KCJkaXYiKSk7cmEub3B0Z3JvdXA9cmEub3B0aW9uLHJhLnRib2R5PXJhLnRmb290PXJhLmNvbGdyb3VwPXJhLmNhcHRpb249cmEudGhlYWQscmEudGg9cmEudGQ7ZnVuY3Rpb24gdWEoYSxiKXt2YXIgYyxkLGU9MCxmPXR5cGVvZiBhLmdldEVsZW1lbnRzQnlUYWdOYW1lIT09Sz9hLmdldEVsZW1lbnRzQnlUYWdOYW1lKGJ8fCIqIik6dHlwZW9mIGEucXVlcnlTZWxlY3RvckFsbCE9PUs\/YS5xdWVyeVNlbGVjdG9yQWxsKGJ8fCIqIik6dm9pZCAwO2lmKCFmKWZvcihmPVtdLGM9YS5jaGlsZE5vZGVzfHxhO251bGwhPShkPWNbZV0pO2UrKykhYnx8bS5ub2RlTmFtZShkLGIpP2YucHVzaChkKTptLm1lcmdlKGYsdWEoZCxiKSk7cmV0dXJuIHZvaWQgMD09PWJ8fGImJm0ubm9kZU5hbWUoYSxiKT9tLm1lcmdlKFthXSxmKTpmfWZ1bmN0aW9uIHZhKGEpe1cudGVzdChhLnR5cGUpJiYoYS5kZWZhdWx0Q2hlY2tlZD1hLmNoZWNrZWQpfWZ1bmN0aW9uIHdhKGEsYil7cmV0dXJuIG0ubm9kZU5hbWUoYSwidGFibGUiKSYmbS5ub2RlTmFtZSgxMSE9PWIubm9kZVR5cGU\/YjpiLmZpcnN0Q2hpbGQsInRyIik\/YS5nZXRFbGVtZW50c0J5VGFnTmFtZSgidGJvZHkiKVswXXx8YS5hcHBlbmRDaGlsZChhLm93bmVyRG9jdW1lbnQuY3JlYXRlRWxlbWVudCgidGJvZHkiKSk6YX1mdW5jdGlvbiB4YShhKXtyZXR1cm4gYS50eXBlPShudWxsIT09bS5maW5kLmF0dHIoYSwidHlwZSIpKSsiLyIrYS50eXBlLGF9ZnVuY3Rpb24geWEoYSl7dmFyIGI9cGEuZXhlYyhhLnR5cGUpO3JldHVybiBiP2EudHlwZT1iWzFdOmEucmVtb3ZlQXR0cmlidXRlKCJ0eXBlIiksYX1mdW5jdGlvbiB6YShhLGIpe2Zvcih2YXIgYyxkPTA7bnVsbCE9KGM9YVtkXSk7ZCsrKW0uX2RhdGEoYywiZ2xvYmFsRXZhbCIsIWJ8fG0uX2RhdGEoYltkXSwiZ2xvYmFsRXZhbCIpKX1mdW5jdGlvbiBBYShhLGIpe2lmKDE9PT1iLm5vZGVUeXBlJiZtLmhhc0RhdGEoYSkpe3ZhciBjLGQsZSxmPW0uX2RhdGEoYSksZz1tLl9kYXRhKGIsZiksaD1mLmV2ZW50cztpZihoKXtkZWxldGUgZy5oYW5kbGUsZy5ldmVudHM9e307Zm9yKGMgaW4gaClmb3IoZD0wLGU9aFtjXS5sZW5ndGg7ZT5kO2QrKyltLmV2ZW50LmFkZChiLGMsaFtjXVtkXSl9Zy5kYXRhJiYoZy5kYXRhPW0uZXh0ZW5kKHt9LGcuZGF0YSkpfX1mdW5jdGlvbiBCYShhLGIpe3ZhciBjLGQsZTtpZigxPT09Yi5ub2RlVHlwZSl7aWYoYz1iLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCksIWsubm9DbG9uZUV2ZW50JiZiW20uZXhwYW5kb10pe2U9bS5fZGF0YShiKTtmb3IoZCBpbiBlLmV2ZW50cyltLnJlbW92ZUV2ZW50KGIsZCxlLmhhbmRsZSk7Yi5yZW1vdmVBdHRyaWJ1dGUobS5leHBhbmRvKX0ic2NyaXB0Ij09PWMmJmIudGV4dCE9PWEudGV4dD8oeGEoYikudGV4dD1hLnRleHQseWEoYikpOiJvYmplY3QiPT09Yz8oYi5wYXJlbnROb2RlJiYoYi5vdXRlckhUTUw9YS5vdXRlckhUTUwpLGsuaHRtbDVDbG9uZSYmYS5pbm5lckhUTUwmJiFtLnRyaW0oYi5pbm5lckhUTUwpJiYoYi5pbm5lckhUTUw9YS5pbm5lckhUTUwpKToiaW5wdXQiPT09YyYmVy50ZXN0KGEudHlwZSk\/KGIuZGVmYXVsdENoZWNrZWQ9Yi5jaGVja2VkPWEuY2hlY2tlZCxiLnZhbHVlIT09YS52YWx1ZSYmKGIudmFsdWU9YS52YWx1ZSkpOiJvcHRpb24iPT09Yz9iLmRlZmF1bHRTZWxlY3RlZD1iLnNlbGVjdGVkPWEuZGVmYXVsdFNlbGVjdGVkOigiaW5wdXQiPT09Y3x8InRleHRhcmVhIj09PWMpJiYoYi5kZWZhdWx0VmFsdWU9YS5kZWZhdWx0VmFsdWUpfX1tLmV4dGVuZCh7Y2xvbmU6ZnVuY3Rpb24oYSxiLGMpe3ZhciBkLGUsZixnLGgsaT1tLmNvbnRhaW5zKGEub3duZXJEb2N1bWVudCxhKTtpZihrLmh0bWw1Q2xvbmV8fG0uaXNYTUxEb2MoYSl8fCFnYS50ZXN0KCI8IithLm5vZGVOYW1lKyI+Iik\/Zj1hLmNsb25lTm9kZSghMCk6KHRhLmlubmVySFRNTD1hLm91dGVySFRNTCx0YS5yZW1vdmVDaGlsZChmPXRhLmZpcnN0Q2hpbGQpKSwhKGsubm9DbG9uZUV2ZW50JiZrLm5vQ2xvbmVDaGVja2VkfHwxIT09YS5ub2RlVHlwZSYmMTEhPT1hLm5vZGVUeXBlfHxtLmlzWE1MRG9jKGEpKSlmb3IoZD11YShmKSxoPXVhKGEpLGc9MDtudWxsIT0oZT1oW2ddKTsrK2cpZFtnXSYmQmEoZSxkW2ddKTtpZihiKWlmKGMpZm9yKGg9aHx8dWEoYSksZD1kfHx1YShmKSxnPTA7bnVsbCE9KGU9aFtnXSk7ZysrKUFhKGUsZFtnXSk7ZWxzZSBBYShhLGYpO3JldHVybiBkPXVhKGYsInNjcmlwdCIpLGQubGVuZ3RoPjAmJnphKGQsIWkmJnVhKGEsInNjcmlwdCIpKSxkPWg9ZT1udWxsLGZ9LGJ1aWxkRnJhZ21lbnQ6ZnVuY3Rpb24oYSxiLGMsZCl7Zm9yKHZhciBlLGYsZyxoLGksaixsLG49YS5sZW5ndGgsbz1kYShiKSxwPVtdLHE9MDtuPnE7cSsrKWlmKGY9YVtxXSxmfHwwPT09ZilpZigib2JqZWN0Ij09PW0udHlwZShmKSltLm1lcmdlKHAsZi5ub2RlVHlwZT9bZl06Zik7ZWxzZSBpZihsYS50ZXN0KGYpKXtoPWh8fG8uYXBwZW5kQ2hpbGQoYi5jcmVhdGVFbGVtZW50KCJkaXYiKSksaT0oamEuZXhlYyhmKXx8WyIiLCIiXSlbMV0udG9Mb3dlckNhc2UoKSxsPXJhW2ldfHxyYS5fZGVmYXVsdCxoLmlubmVySFRNTD1sWzFdK2YucmVwbGFjZShpYSwiPCQxPjwvJDI+IikrbFsyXSxlPWxbMF07d2hpbGUoZS0tKWg9aC5sYXN0Q2hpbGQ7aWYoIWsubGVhZGluZ1doaXRlc3BhY2UmJmhhLnRlc3QoZikmJnAucHVzaChiLmNyZWF0ZVRleHROb2RlKGhhLmV4ZWMoZilbMF0pKSwhay50Ym9keSl7Zj0idGFibGUiIT09aXx8a2EudGVzdChmKT8iPHRhYmxlPiIhPT1sWzFdfHxrYS50ZXN0KGYpPzA6aDpoLmZpcnN0Q2hpbGQsZT1mJiZmLmNoaWxkTm9kZXMubGVuZ3RoO3doaWxlKGUtLSltLm5vZGVOYW1lKGo9Zi5jaGlsZE5vZGVzW2VdLCJ0Ym9keSIpJiYhai5jaGlsZE5vZGVzLmxlbmd0aCYmZi5yZW1vdmVDaGlsZChqKX1tLm1lcmdlKHAsaC5jaGlsZE5vZGVzKSxoLnRleHRDb250ZW50PSIiO3doaWxlKGguZmlyc3RDaGlsZCloLnJlbW92ZUNoaWxkKGguZmlyc3RDaGlsZCk7aD1vLmxhc3RDaGlsZH1lbHNlIHAucHVzaChiLmNyZWF0ZVRleHROb2RlKGYpKTtoJiZvLnJlbW92ZUNoaWxkKGgpLGsuYXBwZW5kQ2hlY2tlZHx8bS5ncmVwKHVhKHAsImlucHV0IiksdmEpLHE9MDt3aGlsZShmPXBbcSsrXSlpZigoIWR8fC0xPT09bS5pbkFycmF5KGYsZCkpJiYoZz1tLmNvbnRhaW5zKGYub3duZXJEb2N1bWVudCxmKSxoPXVhKG8uYXBwZW5kQ2hpbGQoZiksInNjcmlwdCIpLGcmJnphKGgpLGMpKXtlPTA7d2hpbGUoZj1oW2UrK10pb2EudGVzdChmLnR5cGV8fCIiKSYmYy5wdXNoKGYpfXJldHVybiBoPW51bGwsb30sY2xlYW5EYXRhOmZ1bmN0aW9uKGEsYil7Zm9yKHZhciBkLGUsZixnLGg9MCxpPW0uZXhwYW5kbyxqPW0uY2FjaGUsbD1rLmRlbGV0ZUV4cGFuZG8sbj1tLmV2ZW50LnNwZWNpYWw7bnVsbCE9KGQ9YVtoXSk7aCsrKWlmKChifHxtLmFjY2VwdERhdGEoZCkpJiYoZj1kW2ldLGc9ZiYmaltmXSkpe2lmKGcuZXZlbnRzKWZvcihlIGluIGcuZXZlbnRzKW5bZV0\/bS5ldmVudC5yZW1vdmUoZCxlKTptLnJlbW92ZUV2ZW50KGQsZSxnLmhhbmRsZSk7altmXSYmKGRlbGV0ZSBqW2ZdLGw\/ZGVsZXRlIGRbaV06dHlwZW9mIGQucmVtb3ZlQXR0cmlidXRlIT09Sz9kLnJlbW92ZUF0dHJpYnV0ZShpKTpkW2ldPW51bGwsYy5wdXNoKGYpKX19fSksbS5mbi5leHRlbmQoe3RleHQ6ZnVuY3Rpb24oYSl7cmV0dXJuIFYodGhpcyxmdW5jdGlvbihhKXtyZXR1cm4gdm9pZCAwPT09YT9tLnRleHQodGhpcyk6dGhpcy5lbXB0eSgpLmFwcGVuZCgodGhpc1swXSYmdGhpc1swXS5vd25lckRvY3VtZW50fHx5KS5jcmVhdGVUZXh0Tm9kZShhKSl9LG51bGwsYSxhcmd1bWVudHMubGVuZ3RoKX0sYXBwZW5kOmZ1bmN0aW9uKCl7cmV0dXJuIHRoaXMuZG9tTWFuaXAoYXJndW1lbnRzLGZ1bmN0aW9uKGEpe2lmKDE9PT10aGlzLm5vZGVUeXBlfHwxMT09PXRoaXMubm9kZVR5cGV8fDk9PT10aGlzLm5vZGVUeXBlKXt2YXIgYj13YSh0aGlzLGEpO2IuYXBwZW5kQ2hpbGQoYSl9fSl9LHByZXBlbmQ6ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5kb21NYW5pcChhcmd1bWVudHMsZnVuY3Rpb24oYSl7aWYoMT09PXRoaXMubm9kZVR5cGV8fDExPT09dGhpcy5ub2RlVHlwZXx8OT09PXRoaXMubm9kZVR5cGUpe3ZhciBiPXdhKHRoaXMsYSk7Yi5pbnNlcnRCZWZvcmUoYSxiLmZpcnN0Q2hpbGQpfX0pfSxiZWZvcmU6ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5kb21NYW5pcChhcmd1bWVudHMsZnVuY3Rpb24oYSl7dGhpcy5wYXJlbnROb2RlJiZ0aGlzLnBhcmVudE5vZGUuaW5zZXJ0QmVmb3JlKGEsdGhpcyl9KX0sYWZ0ZXI6ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5kb21NYW5pcChhcmd1bWVudHMsZnVuY3Rpb24oYSl7dGhpcy5wYXJlbnROb2RlJiZ0aGlzLnBhcmVudE5vZGUuaW5zZXJ0QmVmb3JlKGEsdGhpcy5uZXh0U2libGluZyl9KX0scmVtb3ZlOmZ1bmN0aW9uKGEsYil7Zm9yKHZhciBjLGQ9YT9tLmZpbHRlcihhLHRoaXMpOnRoaXMsZT0wO251bGwhPShjPWRbZV0pO2UrKylifHwxIT09Yy5ub2RlVHlwZXx8bS5jbGVhbkRhdGEodWEoYykpLGMucGFyZW50Tm9kZSYmKGImJm0uY29udGFpbnMoYy5vd25lckRvY3VtZW50LGMpJiZ6YSh1YShjLCJzY3JpcHQiKSksYy5wYXJlbnROb2RlLnJlbW92ZUNoaWxkKGMpKTtyZXR1cm4gdGhpc30sZW1wdHk6ZnVuY3Rpb24oKXtmb3IodmFyIGEsYj0wO251bGwhPShhPXRoaXNbYl0pO2IrKyl7MT09PWEubm9kZVR5cGUmJm0uY2xlYW5EYXRhKHVhKGEsITEpKTt3aGlsZShhLmZpcnN0Q2hpbGQpYS5yZW1vdmVDaGlsZChhLmZpcnN0Q2hpbGQpO2Eub3B0aW9ucyYmbS5ub2RlTmFtZShhLCJzZWxlY3QiKSYmKGEub3B0aW9ucy5sZW5ndGg9MCl9cmV0dXJuIHRoaXN9LGNsb25lOmZ1bmN0aW9uKGEsYil7cmV0dXJuIGE9bnVsbD09YT8hMTphLGI9bnVsbD09Yj9hOmIsdGhpcy5tYXAoZnVuY3Rpb24oKXtyZXR1cm4gbS5jbG9uZSh0aGlzLGEsYil9KX0saHRtbDpmdW5jdGlvbihhKXtyZXR1cm4gVih0aGlzLGZ1bmN0aW9uKGEpe3ZhciBiPXRoaXNbMF18fHt9LGM9MCxkPXRoaXMubGVuZ3RoO2lmKHZvaWQgMD09PWEpcmV0dXJuIDE9PT1iLm5vZGVUeXBlP2IuaW5uZXJIVE1MLnJlcGxhY2UoZmEsIiIpOnZvaWQgMDtpZighKCJzdHJpbmciIT10eXBlb2YgYXx8bWEudGVzdChhKXx8IWsuaHRtbFNlcmlhbGl6ZSYmZ2EudGVzdChhKXx8IWsubGVhZGluZ1doaXRlc3BhY2UmJmhhLnRlc3QoYSl8fHJhWyhqYS5leGVjKGEpfHxbIiIsIiJdKVsxXS50b0xvd2VyQ2FzZSgpXSkpe2E9YS5yZXBsYWNlKGlhLCI8JDE+PC8kMj4iKTt0cnl7Zm9yKDtkPmM7YysrKWI9dGhpc1tjXXx8e30sMT09PWIubm9kZVR5cGUmJihtLmNsZWFuRGF0YSh1YShiLCExKSksYi5pbm5lckhUTUw9YSk7Yj0wfWNhdGNoKGUpe319YiYmdGhpcy5lbXB0eSgpLmFwcGVuZChhKX0sbnVsbCxhLGFyZ3VtZW50cy5sZW5ndGgpfSxyZXBsYWNlV2l0aDpmdW5jdGlvbigpe3ZhciBhPWFyZ3VtZW50c1swXTtyZXR1cm4gdGhpcy5kb21NYW5pcChhcmd1bWVudHMsZnVuY3Rpb24oYil7YT10aGlzLnBhcmVudE5vZGUsbS5jbGVhbkRhdGEodWEodGhpcykpLGEmJmEucmVwbGFjZUNoaWxkKGIsdGhpcyl9KSxhJiYoYS5sZW5ndGh8fGEubm9kZVR5cGUpP3RoaXM6dGhpcy5yZW1vdmUoKX0sZGV0YWNoOmZ1bmN0aW9uKGEpe3JldHVybiB0aGlzLnJlbW92ZShhLCEwKX0sZG9tTWFuaXA6ZnVuY3Rpb24oYSxiKXthPWUuYXBwbHkoW10sYSk7dmFyIGMsZCxmLGcsaCxpLGo9MCxsPXRoaXMubGVuZ3RoLG49dGhpcyxvPWwtMSxwPWFbMF0scT1tLmlzRnVuY3Rpb24ocCk7aWYocXx8bD4xJiYic3RyaW5nIj09dHlwZW9mIHAmJiFrLmNoZWNrQ2xvbmUmJm5hLnRlc3QocCkpcmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbihjKXt2YXIgZD1uLmVxKGMpO3EmJihhWzBdPXAuY2FsbCh0aGlzLGMsZC5odG1sKCkpKSxkLmRvbU1hbmlwKGEsYil9KTtpZihsJiYoaT1tLmJ1aWxkRnJhZ21lbnQoYSx0aGlzWzBdLm93bmVyRG9jdW1lbnQsITEsdGhpcyksYz1pLmZpcnN0Q2hpbGQsMT09PWkuY2hpbGROb2Rlcy5sZW5ndGgmJihpPWMpLGMpKXtmb3IoZz1tLm1hcCh1YShpLCJzY3JpcHQiKSx4YSksZj1nLmxlbmd0aDtsPmo7aisrKWQ9aSxqIT09byYmKGQ9bS5jbG9uZShkLCEwLCEwKSxmJiZtLm1lcmdlKGcsdWEoZCwic2NyaXB0IikpKSxiLmNhbGwodGhpc1tqXSxkLGopO2lmKGYpZm9yKGg9Z1tnLmxlbmd0aC0xXS5vd25lckRvY3VtZW50LG0ubWFwKGcseWEpLGo9MDtmPmo7aisrKWQ9Z1tqXSxvYS50ZXN0KGQudHlwZXx8IiIpJiYhbS5fZGF0YShkLCJnbG9iYWxFdmFsIikmJm0uY29udGFpbnMoaCxkKSYmKGQuc3JjP20uX2V2YWxVcmwmJm0uX2V2YWxVcmwoZC5zcmMpOm0uZ2xvYmFsRXZhbCgoZC50ZXh0fHxkLnRleHRDb250ZW50fHxkLmlubmVySFRNTHx8IiIpLnJlcGxhY2UocWEsIiIpKSk7aT1jPW51bGx9cmV0dXJuIHRoaXN9fSksbS5lYWNoKHthcHBlbmRUbzoiYXBwZW5kIixwcmVwZW5kVG86InByZXBlbmQiLGluc2VydEJlZm9yZToiYmVmb3JlIixpbnNlcnRBZnRlcjoiYWZ0ZXIiLHJlcGxhY2VBbGw6InJlcGxhY2VXaXRoIn0sZnVuY3Rpb24oYSxiKXttLmZuW2FdPWZ1bmN0aW9uKGEpe2Zvcih2YXIgYyxkPTAsZT1bXSxnPW0oYSksaD1nLmxlbmd0aC0xO2g+PWQ7ZCsrKWM9ZD09PWg\/dGhpczp0aGlzLmNsb25lKCEwKSxtKGdbZF0pW2JdKGMpLGYuYXBwbHkoZSxjLmdldCgpKTtyZXR1cm4gdGhpcy5wdXNoU3RhY2soZSl9fSk7dmFyIENhLERhPXt9O2Z1bmN0aW9uIEVhKGIsYyl7dmFyIGQsZT1tKGMuY3JlYXRlRWxlbWVudChiKSkuYXBwZW5kVG8oYy5ib2R5KSxmPWEuZ2V0RGVmYXVsdENvbXB1dGVkU3R5bGUmJihkPWEuZ2V0RGVmYXVsdENvbXB1dGVkU3R5bGUoZVswXSkpP2QuZGlzcGxheTptLmNzcyhlWzBdLCJkaXNwbGF5Iik7cmV0dXJuIGUuZGV0YWNoKCksZn1mdW5jdGlvbiBGYShhKXt2YXIgYj15LGM9RGFbYV07cmV0dXJuIGN8fChjPUVhKGEsYiksIm5vbmUiIT09YyYmY3x8KENhPShDYXx8bSgiPGlmcmFtZSBmcmFtZWJvcmRlcj0nMCcgd2lkdGg9JzAnIGhlaWdodD0nMCcvPiIpKS5hcHBlbmRUbyhiLmRvY3VtZW50RWxlbWVudCksYj0oQ2FbMF0uY29udGVudFdpbmRvd3x8Q2FbMF0uY29udGVudERvY3VtZW50KS5kb2N1bWVudCxiLndyaXRlKCksYi5jbG9zZSgpLGM9RWEoYSxiKSxDYS5kZXRhY2goKSksRGFbYV09YyksY30hZnVuY3Rpb24oKXt2YXIgYTtrLnNocmlua1dyYXBCbG9ja3M9ZnVuY3Rpb24oKXtpZihudWxsIT1hKXJldHVybiBhO2E9ITE7dmFyIGIsYyxkO3JldHVybiBjPXkuZ2V0RWxlbWVudHNCeVRhZ05hbWUoImJvZHkiKVswXSxjJiZjLnN0eWxlPyhiPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksZD15LmNyZWF0ZUVsZW1lbnQoImRpdiIpLGQuc3R5bGUuY3NzVGV4dD0icG9zaXRpb246YWJzb2x1dGU7Ym9yZGVyOjA7d2lkdGg6MDtoZWlnaHQ6MDt0b3A6MDtsZWZ0Oi05OTk5cHgiLGMuYXBwZW5kQ2hpbGQoZCkuYXBwZW5kQ2hpbGQoYiksdHlwZW9mIGIuc3R5bGUuem9vbSE9PUsmJihiLnN0eWxlLmNzc1RleHQ9Ii13ZWJraXQtYm94LXNpemluZzpjb250ZW50LWJveDstbW96LWJveC1zaXppbmc6Y29udGVudC1ib3g7Ym94LXNpemluZzpjb250ZW50LWJveDtkaXNwbGF5OmJsb2NrO21hcmdpbjowO2JvcmRlcjowO3BhZGRpbmc6MXB4O3dpZHRoOjFweDt6b29tOjEiLGIuYXBwZW5kQ2hpbGQoeS5jcmVhdGVFbGVtZW50KCJkaXYiKSkuc3R5bGUud2lkdGg9IjVweCIsYT0zIT09Yi5vZmZzZXRXaWR0aCksYy5yZW1vdmVDaGlsZChkKSxhKTp2b2lkIDB9fSgpO3ZhciBHYT0vXm1hcmdpbi8sSGE9bmV3IFJlZ0V4cCgiXigiK1MrIikoPyFweClbYS16JV0rJCIsImkiKSxJYSxKYSxLYT0vXih0b3B8cmlnaHR8Ym90dG9tfGxlZnQpJC87YS5nZXRDb21wdXRlZFN0eWxlPyhJYT1mdW5jdGlvbihiKXtyZXR1cm4gYi5vd25lckRvY3VtZW50LmRlZmF1bHRWaWV3Lm9wZW5lcj9iLm93bmVyRG9jdW1lbnQuZGVmYXVsdFZpZXcuZ2V0Q29tcHV0ZWRTdHlsZShiLG51bGwpOmEuZ2V0Q29tcHV0ZWRTdHlsZShiLG51bGwpfSxKYT1mdW5jdGlvbihhLGIsYyl7dmFyIGQsZSxmLGcsaD1hLnN0eWxlO3JldHVybiBjPWN8fElhKGEpLGc9Yz9jLmdldFByb3BlcnR5VmFsdWUoYil8fGNbYl06dm9pZCAwLGMmJigiIiE9PWd8fG0uY29udGFpbnMoYS5vd25lckRvY3VtZW50LGEpfHwoZz1tLnN0eWxlKGEsYikpLEhhLnRlc3QoZykmJkdhLnRlc3QoYikmJihkPWgud2lkdGgsZT1oLm1pbldpZHRoLGY9aC5tYXhXaWR0aCxoLm1pbldpZHRoPWgubWF4V2lkdGg9aC53aWR0aD1nLGc9Yy53aWR0aCxoLndpZHRoPWQsaC5taW5XaWR0aD1lLGgubWF4V2lkdGg9ZikpLHZvaWQgMD09PWc\/ZzpnKyIifSk6eS5kb2N1bWVudEVsZW1lbnQuY3VycmVudFN0eWxlJiYoSWE9ZnVuY3Rpb24oYSl7cmV0dXJuIGEuY3VycmVudFN0eWxlfSxKYT1mdW5jdGlvbihhLGIsYyl7dmFyIGQsZSxmLGcsaD1hLnN0eWxlO3JldHVybiBjPWN8fElhKGEpLGc9Yz9jW2JdOnZvaWQgMCxudWxsPT1nJiZoJiZoW2JdJiYoZz1oW2JdKSxIYS50ZXN0KGcpJiYhS2EudGVzdChiKSYmKGQ9aC5sZWZ0LGU9YS5ydW50aW1lU3R5bGUsZj1lJiZlLmxlZnQsZiYmKGUubGVmdD1hLmN1cnJlbnRTdHlsZS5sZWZ0KSxoLmxlZnQ9ImZvbnRTaXplIj09PWI\/IjFlbSI6ZyxnPWgucGl4ZWxMZWZ0KyJweCIsaC5sZWZ0PWQsZiYmKGUubGVmdD1mKSksdm9pZCAwPT09Zz9nOmcrIiJ8fCJhdXRvIn0pO2Z1bmN0aW9uIExhKGEsYil7cmV0dXJue2dldDpmdW5jdGlvbigpe3ZhciBjPWEoKTtpZihudWxsIT1jKXJldHVybiBjP3ZvaWQgZGVsZXRlIHRoaXMuZ2V0Oih0aGlzLmdldD1iKS5hcHBseSh0aGlzLGFyZ3VtZW50cyl9fX0hZnVuY3Rpb24oKXt2YXIgYixjLGQsZSxmLGcsaDtpZihiPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksYi5pbm5lckhUTUw9IiAgPGxpbmsvPjx0YWJsZT48L3RhYmxlPjxhIGhyZWY9Jy9hJz5hPC9hPjxpbnB1dCB0eXBlPSdjaGVja2JveCcvPiIsZD1iLmdldEVsZW1lbnRzQnlUYWdOYW1lKCJhIilbMF0sYz1kJiZkLnN0eWxlKXtjLmNzc1RleHQ9ImZsb2F0OmxlZnQ7b3BhY2l0eTouNSIsay5vcGFjaXR5PSIwLjUiPT09Yy5vcGFjaXR5LGsuY3NzRmxvYXQ9ISFjLmNzc0Zsb2F0LGIuc3R5bGUuYmFja2dyb3VuZENsaXA9ImNvbnRlbnQtYm94IixiLmNsb25lTm9kZSghMCkuc3R5bGUuYmFja2dyb3VuZENsaXA9IiIsay5jbGVhckNsb25lU3R5bGU9ImNvbnRlbnQtYm94Ij09PWIuc3R5bGUuYmFja2dyb3VuZENsaXAsay5ib3hTaXppbmc9IiI9PT1jLmJveFNpemluZ3x8IiI9PT1jLk1vekJveFNpemluZ3x8IiI9PT1jLldlYmtpdEJveFNpemluZyxtLmV4dGVuZChrLHtyZWxpYWJsZUhpZGRlbk9mZnNldHM6ZnVuY3Rpb24oKXtyZXR1cm4gbnVsbD09ZyYmaSgpLGd9LGJveFNpemluZ1JlbGlhYmxlOmZ1bmN0aW9uKCl7cmV0dXJuIG51bGw9PWYmJmkoKSxmfSxwaXhlbFBvc2l0aW9uOmZ1bmN0aW9uKCl7cmV0dXJuIG51bGw9PWUmJmkoKSxlfSxyZWxpYWJsZU1hcmdpblJpZ2h0OmZ1bmN0aW9uKCl7cmV0dXJuIG51bGw9PWgmJmkoKSxofX0pO2Z1bmN0aW9uIGkoKXt2YXIgYixjLGQsaTtjPXkuZ2V0RWxlbWVudHNCeVRhZ05hbWUoImJvZHkiKVswXSxjJiZjLnN0eWxlJiYoYj15LmNyZWF0ZUVsZW1lbnQoImRpdiIpLGQ9eS5jcmVhdGVFbGVtZW50KCJkaXYiKSxkLnN0eWxlLmNzc1RleHQ9InBvc2l0aW9uOmFic29sdXRlO2JvcmRlcjowO3dpZHRoOjA7aGVpZ2h0OjA7dG9wOjA7bGVmdDotOTk5OXB4IixjLmFwcGVuZENoaWxkKGQpLmFwcGVuZENoaWxkKGIpLGIuc3R5bGUuY3NzVGV4dD0iLXdlYmtpdC1ib3gtc2l6aW5nOmJvcmRlci1ib3g7LW1vei1ib3gtc2l6aW5nOmJvcmRlci1ib3g7Ym94LXNpemluZzpib3JkZXItYm94O2Rpc3BsYXk6YmxvY2s7bWFyZ2luLXRvcDoxJTt0b3A6MSU7Ym9yZGVyOjFweDtwYWRkaW5nOjFweDt3aWR0aDo0cHg7cG9zaXRpb246YWJzb2x1dGUiLGU9Zj0hMSxoPSEwLGEuZ2V0Q29tcHV0ZWRTdHlsZSYmKGU9IjElIiE9PShhLmdldENvbXB1dGVkU3R5bGUoYixudWxsKXx8e30pLnRvcCxmPSI0cHgiPT09KGEuZ2V0Q29tcHV0ZWRTdHlsZShiLG51bGwpfHx7d2lkdGg6IjRweCJ9KS53aWR0aCxpPWIuYXBwZW5kQ2hpbGQoeS5jcmVhdGVFbGVtZW50KCJkaXYiKSksaS5zdHlsZS5jc3NUZXh0PWIuc3R5bGUuY3NzVGV4dD0iLXdlYmtpdC1ib3gtc2l6aW5nOmNvbnRlbnQtYm94Oy1tb3otYm94LXNpemluZzpjb250ZW50LWJveDtib3gtc2l6aW5nOmNvbnRlbnQtYm94O2Rpc3BsYXk6YmxvY2s7bWFyZ2luOjA7Ym9yZGVyOjA7cGFkZGluZzowIixpLnN0eWxlLm1hcmdpblJpZ2h0PWkuc3R5bGUud2lkdGg9IjAiLGIuc3R5bGUud2lkdGg9IjFweCIsaD0hcGFyc2VGbG9hdCgoYS5nZXRDb21wdXRlZFN0eWxlKGksbnVsbCl8fHt9KS5tYXJnaW5SaWdodCksYi5yZW1vdmVDaGlsZChpKSksYi5pbm5lckhUTUw9Ijx0YWJsZT48dHI+PHRkPjwvdGQ+PHRkPnQ8L3RkPjwvdHI+PC90YWJsZT4iLGk9Yi5nZXRFbGVtZW50c0J5VGFnTmFtZSgidGQiKSxpWzBdLnN0eWxlLmNzc1RleHQ9Im1hcmdpbjowO2JvcmRlcjowO3BhZGRpbmc6MDtkaXNwbGF5Om5vbmUiLGc9MD09PWlbMF0ub2Zmc2V0SGVpZ2h0LGcmJihpWzBdLnN0eWxlLmRpc3BsYXk9IiIsaVsxXS5zdHlsZS5kaXNwbGF5PSJub25lIixnPTA9PT1pWzBdLm9mZnNldEhlaWdodCksYy5yZW1vdmVDaGlsZChkKSl9fX0oKSxtLnN3YXA9ZnVuY3Rpb24oYSxiLGMsZCl7dmFyIGUsZixnPXt9O2ZvcihmIGluIGIpZ1tmXT1hLnN0eWxlW2ZdLGEuc3R5bGVbZl09YltmXTtlPWMuYXBwbHkoYSxkfHxbXSk7Zm9yKGYgaW4gYilhLnN0eWxlW2ZdPWdbZl07cmV0dXJuIGV9O3ZhciBNYT0vYWxwaGFcKFteKV0qXCkvaSxOYT0vb3BhY2l0eVxzKj1ccyooW14pXSopLyxPYT0vXihub25lfHRhYmxlKD8hLWNbZWFdKS4rKS8sUGE9bmV3IFJlZ0V4cCgiXigiK1MrIikoLiopJCIsImkiKSxRYT1uZXcgUmVnRXhwKCJeKFsrLV0pPSgiK1MrIikiLCJpIiksUmE9e3Bvc2l0aW9uOiJhYnNvbHV0ZSIsdmlzaWJpbGl0eToiaGlkZGVuIixkaXNwbGF5OiJibG9jayJ9LFNhPXtsZXR0ZXJTcGFjaW5nOiIwIixmb250V2VpZ2h0OiI0MDAifSxUYT1bIldlYmtpdCIsIk8iLCJNb3oiLCJtcyJdO2Z1bmN0aW9uIFVhKGEsYil7aWYoYiBpbiBhKXJldHVybiBiO3ZhciBjPWIuY2hhckF0KDApLnRvVXBwZXJDYXNlKCkrYi5zbGljZSgxKSxkPWIsZT1UYS5sZW5ndGg7d2hpbGUoZS0tKWlmKGI9VGFbZV0rYyxiIGluIGEpcmV0dXJuIGI7cmV0dXJuIGR9ZnVuY3Rpb24gVmEoYSxiKXtmb3IodmFyIGMsZCxlLGY9W10sZz0wLGg9YS5sZW5ndGg7aD5nO2crKylkPWFbZ10sZC5zdHlsZSYmKGZbZ109bS5fZGF0YShkLCJvbGRkaXNwbGF5IiksYz1kLnN0eWxlLmRpc3BsYXksYj8oZltnXXx8Im5vbmUiIT09Y3x8KGQuc3R5bGUuZGlzcGxheT0iIiksIiI9PT1kLnN0eWxlLmRpc3BsYXkmJlUoZCkmJihmW2ddPW0uX2RhdGEoZCwib2xkZGlzcGxheSIsRmEoZC5ub2RlTmFtZSkpKSk6KGU9VShkKSwoYyYmIm5vbmUiIT09Y3x8IWUpJiZtLl9kYXRhKGQsIm9sZGRpc3BsYXkiLGU\/YzptLmNzcyhkLCJkaXNwbGF5IikpKSk7Zm9yKGc9MDtoPmc7ZysrKWQ9YVtnXSxkLnN0eWxlJiYoYiYmIm5vbmUiIT09ZC5zdHlsZS5kaXNwbGF5JiYiIiE9PWQuc3R5bGUuZGlzcGxheXx8KGQuc3R5bGUuZGlzcGxheT1iP2ZbZ118fCIiOiJub25lIikpO3JldHVybiBhfWZ1bmN0aW9uIFdhKGEsYixjKXt2YXIgZD1QYS5leGVjKGIpO3JldHVybiBkP01hdGgubWF4KDAsZFsxXS0oY3x8MCkpKyhkWzJdfHwicHgiKTpifWZ1bmN0aW9uIFhhKGEsYixjLGQsZSl7Zm9yKHZhciBmPWM9PT0oZD8iYm9yZGVyIjoiY29udGVudCIpPzQ6IndpZHRoIj09PWI\/MTowLGc9MDs0PmY7Zis9MikibWFyZ2luIj09PWMmJihnKz1tLmNzcyhhLGMrVFtmXSwhMCxlKSksZD8oImNvbnRlbnQiPT09YyYmKGctPW0uY3NzKGEsInBhZGRpbmciK1RbZl0sITAsZSkpLCJtYXJnaW4iIT09YyYmKGctPW0uY3NzKGEsImJvcmRlciIrVFtmXSsiV2lkdGgiLCEwLGUpKSk6KGcrPW0uY3NzKGEsInBhZGRpbmciK1RbZl0sITAsZSksInBhZGRpbmciIT09YyYmKGcrPW0uY3NzKGEsImJvcmRlciIrVFtmXSsiV2lkdGgiLCEwLGUpKSk7cmV0dXJuIGd9ZnVuY3Rpb24gWWEoYSxiLGMpe3ZhciBkPSEwLGU9IndpZHRoIj09PWI\/YS5vZmZzZXRXaWR0aDphLm9mZnNldEhlaWdodCxmPUlhKGEpLGc9ay5ib3hTaXppbmcmJiJib3JkZXItYm94Ij09PW0uY3NzKGEsImJveFNpemluZyIsITEsZik7aWYoMD49ZXx8bnVsbD09ZSl7aWYoZT1KYShhLGIsZiksKDA+ZXx8bnVsbD09ZSkmJihlPWEuc3R5bGVbYl0pLEhhLnRlc3QoZSkpcmV0dXJuIGU7ZD1nJiYoay5ib3hTaXppbmdSZWxpYWJsZSgpfHxlPT09YS5zdHlsZVtiXSksZT1wYXJzZUZsb2F0KGUpfHwwfXJldHVybiBlK1hhKGEsYixjfHwoZz8iYm9yZGVyIjoiY29udGVudCIpLGQsZikrInB4In1tLmV4dGVuZCh7Y3NzSG9va3M6e29wYWNpdHk6e2dldDpmdW5jdGlvbihhLGIpe2lmKGIpe3ZhciBjPUphKGEsIm9wYWNpdHkiKTtyZXR1cm4iIj09PWM\/IjEiOmN9fX19LGNzc051bWJlcjp7Y29sdW1uQ291bnQ6ITAsZmlsbE9wYWNpdHk6ITAsZmxleEdyb3c6ITAsZmxleFNocmluazohMCxmb250V2VpZ2h0OiEwLGxpbmVIZWlnaHQ6ITAsb3BhY2l0eTohMCxvcmRlcjohMCxvcnBoYW5zOiEwLHdpZG93czohMCx6SW5kZXg6ITAsem9vbTohMH0sY3NzUHJvcHM6eyJmbG9hdCI6ay5jc3NGbG9hdD8iY3NzRmxvYXQiOiJzdHlsZUZsb2F0In0sc3R5bGU6ZnVuY3Rpb24oYSxiLGMsZCl7aWYoYSYmMyE9PWEubm9kZVR5cGUmJjghPT1hLm5vZGVUeXBlJiZhLnN0eWxlKXt2YXIgZSxmLGcsaD1tLmNhbWVsQ2FzZShiKSxpPWEuc3R5bGU7aWYoYj1tLmNzc1Byb3BzW2hdfHwobS5jc3NQcm9wc1toXT1VYShpLGgpKSxnPW0uY3NzSG9va3NbYl18fG0uY3NzSG9va3NbaF0sdm9pZCAwPT09YylyZXR1cm4gZyYmImdldCJpbiBnJiZ2b2lkIDAhPT0oZT1nLmdldChhLCExLGQpKT9lOmlbYl07aWYoZj10eXBlb2YgYywic3RyaW5nIj09PWYmJihlPVFhLmV4ZWMoYykpJiYoYz0oZVsxXSsxKSplWzJdK3BhcnNlRmxvYXQobS5jc3MoYSxiKSksZj0ibnVtYmVyIiksbnVsbCE9YyYmYz09PWMmJigibnVtYmVyIiE9PWZ8fG0uY3NzTnVtYmVyW2hdfHwoYys9InB4Iiksay5jbGVhckNsb25lU3R5bGV8fCIiIT09Y3x8MCE9PWIuaW5kZXhPZigiYmFja2dyb3VuZCIpfHwoaVtiXT0iaW5oZXJpdCIpLCEoZyYmInNldCJpbiBnJiZ2b2lkIDA9PT0oYz1nLnNldChhLGMsZCkpKSkpdHJ5e2lbYl09Y31jYXRjaChqKXt9fX0sY3NzOmZ1bmN0aW9uKGEsYixjLGQpe3ZhciBlLGYsZyxoPW0uY2FtZWxDYXNlKGIpO3JldHVybiBiPW0uY3NzUHJvcHNbaF18fChtLmNzc1Byb3BzW2hdPVVhKGEuc3R5bGUsaCkpLGc9bS5jc3NIb29rc1tiXXx8bS5jc3NIb29rc1toXSxnJiYiZ2V0ImluIGcmJihmPWcuZ2V0KGEsITAsYykpLHZvaWQgMD09PWYmJihmPUphKGEsYixkKSksIm5vcm1hbCI9PT1mJiZiIGluIFNhJiYoZj1TYVtiXSksIiI9PT1jfHxjPyhlPXBhcnNlRmxvYXQoZiksYz09PSEwfHxtLmlzTnVtZXJpYyhlKT9lfHwwOmYpOmZ9fSksbS5lYWNoKFsiaGVpZ2h0Iiwid2lkdGgiXSxmdW5jdGlvbihhLGIpe20uY3NzSG9va3NbYl09e2dldDpmdW5jdGlvbihhLGMsZCl7cmV0dXJuIGM\/T2EudGVzdChtLmNzcyhhLCJkaXNwbGF5IikpJiYwPT09YS5vZmZzZXRXaWR0aD9tLnN3YXAoYSxSYSxmdW5jdGlvbigpe3JldHVybiBZYShhLGIsZCl9KTpZYShhLGIsZCk6dm9pZCAwfSxzZXQ6ZnVuY3Rpb24oYSxjLGQpe3ZhciBlPWQmJklhKGEpO3JldHVybiBXYShhLGMsZD9YYShhLGIsZCxrLmJveFNpemluZyYmImJvcmRlci1ib3giPT09bS5jc3MoYSwiYm94U2l6aW5nIiwhMSxlKSxlKTowKX19fSksay5vcGFjaXR5fHwobS5jc3NIb29rcy5vcGFjaXR5PXtnZXQ6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gTmEudGVzdCgoYiYmYS5jdXJyZW50U3R5bGU\/YS5jdXJyZW50U3R5bGUuZmlsdGVyOmEuc3R5bGUuZmlsdGVyKXx8IiIpPy4wMSpwYXJzZUZsb2F0KFJlZ0V4cC4kMSkrIiI6Yj8iMSI6IiJ9LHNldDpmdW5jdGlvbihhLGIpe3ZhciBjPWEuc3R5bGUsZD1hLmN1cnJlbnRTdHlsZSxlPW0uaXNOdW1lcmljKGIpPyJhbHBoYShvcGFjaXR5PSIrMTAwKmIrIikiOiIiLGY9ZCYmZC5maWx0ZXJ8fGMuZmlsdGVyfHwiIjtjLnpvb209MSwoYj49MXx8IiI9PT1iKSYmIiI9PT1tLnRyaW0oZi5yZXBsYWNlKE1hLCIiKSkmJmMucmVtb3ZlQXR0cmlidXRlJiYoYy5yZW1vdmVBdHRyaWJ1dGUoImZpbHRlciIpLCIiPT09Ynx8ZCYmIWQuZmlsdGVyKXx8KGMuZmlsdGVyPU1hLnRlc3QoZik\/Zi5yZXBsYWNlKE1hLGUpOmYrIiAiK2UpfX0pLG0uY3NzSG9va3MubWFyZ2luUmlnaHQ9TGEoay5yZWxpYWJsZU1hcmdpblJpZ2h0LGZ1bmN0aW9uKGEsYil7cmV0dXJuIGI\/bS5zd2FwKGEse2Rpc3BsYXk6ImlubGluZS1ibG9jayJ9LEphLFthLCJtYXJnaW5SaWdodCJdKTp2b2lkIDB9KSxtLmVhY2goe21hcmdpbjoiIixwYWRkaW5nOiIiLGJvcmRlcjoiV2lkdGgifSxmdW5jdGlvbihhLGIpe20uY3NzSG9va3NbYStiXT17ZXhwYW5kOmZ1bmN0aW9uKGMpe2Zvcih2YXIgZD0wLGU9e30sZj0ic3RyaW5nIj09dHlwZW9mIGM\/Yy5zcGxpdCgiICIpOltjXTs0PmQ7ZCsrKWVbYStUW2RdK2JdPWZbZF18fGZbZC0yXXx8ZlswXTtyZXR1cm4gZX19LEdhLnRlc3QoYSl8fChtLmNzc0hvb2tzW2ErYl0uc2V0PVdhKX0pLG0uZm4uZXh0ZW5kKHtjc3M6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gVih0aGlzLGZ1bmN0aW9uKGEsYixjKXt2YXIgZCxlLGY9e30sZz0wO2lmKG0uaXNBcnJheShiKSl7Zm9yKGQ9SWEoYSksZT1iLmxlbmd0aDtlPmc7ZysrKWZbYltnXV09bS5jc3MoYSxiW2ddLCExLGQpO3JldHVybiBmfXJldHVybiB2b2lkIDAhPT1jP20uc3R5bGUoYSxiLGMpOm0uY3NzKGEsYil9LGEsYixhcmd1bWVudHMubGVuZ3RoPjEpfSxzaG93OmZ1bmN0aW9uKCl7cmV0dXJuIFZhKHRoaXMsITApfSxoaWRlOmZ1bmN0aW9uKCl7cmV0dXJuIFZhKHRoaXMpfSx0b2dnbGU6ZnVuY3Rpb24oYSl7cmV0dXJuImJvb2xlYW4iPT10eXBlb2YgYT9hP3RoaXMuc2hvdygpOnRoaXMuaGlkZSgpOnRoaXMuZWFjaChmdW5jdGlvbigpe1UodGhpcyk\/bSh0aGlzKS5zaG93KCk6bSh0aGlzKS5oaWRlKCl9KX19KTtmdW5jdGlvbiBaYShhLGIsYyxkLGUpewpyZXR1cm4gbmV3IFphLnByb3RvdHlwZS5pbml0KGEsYixjLGQsZSl9bS5Ud2Vlbj1aYSxaYS5wcm90b3R5cGU9e2NvbnN0cnVjdG9yOlphLGluaXQ6ZnVuY3Rpb24oYSxiLGMsZCxlLGYpe3RoaXMuZWxlbT1hLHRoaXMucHJvcD1jLHRoaXMuZWFzaW5nPWV8fCJzd2luZyIsdGhpcy5vcHRpb25zPWIsdGhpcy5zdGFydD10aGlzLm5vdz10aGlzLmN1cigpLHRoaXMuZW5kPWQsdGhpcy51bml0PWZ8fChtLmNzc051bWJlcltjXT8iIjoicHgiKX0sY3VyOmZ1bmN0aW9uKCl7dmFyIGE9WmEucHJvcEhvb2tzW3RoaXMucHJvcF07cmV0dXJuIGEmJmEuZ2V0P2EuZ2V0KHRoaXMpOlphLnByb3BIb29rcy5fZGVmYXVsdC5nZXQodGhpcyl9LHJ1bjpmdW5jdGlvbihhKXt2YXIgYixjPVphLnByb3BIb29rc1t0aGlzLnByb3BdO3JldHVybiB0aGlzLm9wdGlvbnMuZHVyYXRpb24\/dGhpcy5wb3M9Yj1tLmVhc2luZ1t0aGlzLmVhc2luZ10oYSx0aGlzLm9wdGlvbnMuZHVyYXRpb24qYSwwLDEsdGhpcy5vcHRpb25zLmR1cmF0aW9uKTp0aGlzLnBvcz1iPWEsdGhpcy5ub3c9KHRoaXMuZW5kLXRoaXMuc3RhcnQpKmIrdGhpcy5zdGFydCx0aGlzLm9wdGlvbnMuc3RlcCYmdGhpcy5vcHRpb25zLnN0ZXAuY2FsbCh0aGlzLmVsZW0sdGhpcy5ub3csdGhpcyksYyYmYy5zZXQ\/Yy5zZXQodGhpcyk6WmEucHJvcEhvb2tzLl9kZWZhdWx0LnNldCh0aGlzKSx0aGlzfX0sWmEucHJvdG90eXBlLmluaXQucHJvdG90eXBlPVphLnByb3RvdHlwZSxaYS5wcm9wSG9va3M9e19kZWZhdWx0OntnZXQ6ZnVuY3Rpb24oYSl7dmFyIGI7cmV0dXJuIG51bGw9PWEuZWxlbVthLnByb3BdfHxhLmVsZW0uc3R5bGUmJm51bGwhPWEuZWxlbS5zdHlsZVthLnByb3BdPyhiPW0uY3NzKGEuZWxlbSxhLnByb3AsIiIpLGImJiJhdXRvIiE9PWI\/YjowKTphLmVsZW1bYS5wcm9wXX0sc2V0OmZ1bmN0aW9uKGEpe20uZnguc3RlcFthLnByb3BdP20uZnguc3RlcFthLnByb3BdKGEpOmEuZWxlbS5zdHlsZSYmKG51bGwhPWEuZWxlbS5zdHlsZVttLmNzc1Byb3BzW2EucHJvcF1dfHxtLmNzc0hvb2tzW2EucHJvcF0pP20uc3R5bGUoYS5lbGVtLGEucHJvcCxhLm5vdythLnVuaXQpOmEuZWxlbVthLnByb3BdPWEubm93fX19LFphLnByb3BIb29rcy5zY3JvbGxUb3A9WmEucHJvcEhvb2tzLnNjcm9sbExlZnQ9e3NldDpmdW5jdGlvbihhKXthLmVsZW0ubm9kZVR5cGUmJmEuZWxlbS5wYXJlbnROb2RlJiYoYS5lbGVtW2EucHJvcF09YS5ub3cpfX0sbS5lYXNpbmc9e2xpbmVhcjpmdW5jdGlvbihhKXtyZXR1cm4gYX0sc3dpbmc6ZnVuY3Rpb24oYSl7cmV0dXJuLjUtTWF0aC5jb3MoYSpNYXRoLlBJKS8yfX0sbS5meD1aYS5wcm90b3R5cGUuaW5pdCxtLmZ4LnN0ZXA9e307dmFyICRhLF9hLGFiPS9eKD86dG9nZ2xlfHNob3d8aGlkZSkkLyxiYj1uZXcgUmVnRXhwKCJeKD86KFsrLV0pPXwpKCIrUysiKShbYS16JV0qKSQiLCJpIiksY2I9L3F1ZXVlSG9va3MkLyxkYj1baWJdLGViPXsiKiI6W2Z1bmN0aW9uKGEsYil7dmFyIGM9dGhpcy5jcmVhdGVUd2VlbihhLGIpLGQ9Yy5jdXIoKSxlPWJiLmV4ZWMoYiksZj1lJiZlWzNdfHwobS5jc3NOdW1iZXJbYV0\/IiI6InB4IiksZz0obS5jc3NOdW1iZXJbYV18fCJweCIhPT1mJiYrZCkmJmJiLmV4ZWMobS5jc3MoYy5lbGVtLGEpKSxoPTEsaT0yMDtpZihnJiZnWzNdIT09Zil7Zj1mfHxnWzNdLGU9ZXx8W10sZz0rZHx8MTtkbyBoPWh8fCIuNSIsZy89aCxtLnN0eWxlKGMuZWxlbSxhLGcrZik7d2hpbGUoaCE9PShoPWMuY3VyKCkvZCkmJjEhPT1oJiYtLWkpfXJldHVybiBlJiYoZz1jLnN0YXJ0PStnfHwrZHx8MCxjLnVuaXQ9ZixjLmVuZD1lWzFdP2crKGVbMV0rMSkqZVsyXTorZVsyXSksY31dfTtmdW5jdGlvbiBmYigpe3JldHVybiBzZXRUaW1lb3V0KGZ1bmN0aW9uKCl7JGE9dm9pZCAwfSksJGE9bS5ub3coKX1mdW5jdGlvbiBnYihhLGIpe3ZhciBjLGQ9e2hlaWdodDphfSxlPTA7Zm9yKGI9Yj8xOjA7ND5lO2UrPTItYiljPVRbZV0sZFsibWFyZ2luIitjXT1kWyJwYWRkaW5nIitjXT1hO3JldHVybiBiJiYoZC5vcGFjaXR5PWQud2lkdGg9YSksZH1mdW5jdGlvbiBoYihhLGIsYyl7Zm9yKHZhciBkLGU9KGViW2JdfHxbXSkuY29uY2F0KGViWyIqIl0pLGY9MCxnPWUubGVuZ3RoO2c+ZjtmKyspaWYoZD1lW2ZdLmNhbGwoYyxiLGEpKXJldHVybiBkfWZ1bmN0aW9uIGliKGEsYixjKXt2YXIgZCxlLGYsZyxoLGksaixsLG49dGhpcyxvPXt9LHA9YS5zdHlsZSxxPWEubm9kZVR5cGUmJlUoYSkscj1tLl9kYXRhKGEsImZ4c2hvdyIpO2MucXVldWV8fChoPW0uX3F1ZXVlSG9va3MoYSwiZngiKSxudWxsPT1oLnVucXVldWVkJiYoaC51bnF1ZXVlZD0wLGk9aC5lbXB0eS5maXJlLGguZW1wdHkuZmlyZT1mdW5jdGlvbigpe2gudW5xdWV1ZWR8fGkoKX0pLGgudW5xdWV1ZWQrKyxuLmFsd2F5cyhmdW5jdGlvbigpe24uYWx3YXlzKGZ1bmN0aW9uKCl7aC51bnF1ZXVlZC0tLG0ucXVldWUoYSwiZngiKS5sZW5ndGh8fGguZW1wdHkuZmlyZSgpfSl9KSksMT09PWEubm9kZVR5cGUmJigiaGVpZ2h0ImluIGJ8fCJ3aWR0aCJpbiBiKSYmKGMub3ZlcmZsb3c9W3Aub3ZlcmZsb3cscC5vdmVyZmxvd1gscC5vdmVyZmxvd1ldLGo9bS5jc3MoYSwiZGlzcGxheSIpLGw9Im5vbmUiPT09aj9tLl9kYXRhKGEsIm9sZGRpc3BsYXkiKXx8RmEoYS5ub2RlTmFtZSk6aiwiaW5saW5lIj09PWwmJiJub25lIj09PW0uY3NzKGEsImZsb2F0IikmJihrLmlubGluZUJsb2NrTmVlZHNMYXlvdXQmJiJpbmxpbmUiIT09RmEoYS5ub2RlTmFtZSk\/cC56b29tPTE6cC5kaXNwbGF5PSJpbmxpbmUtYmxvY2siKSksYy5vdmVyZmxvdyYmKHAub3ZlcmZsb3c9ImhpZGRlbiIsay5zaHJpbmtXcmFwQmxvY2tzKCl8fG4uYWx3YXlzKGZ1bmN0aW9uKCl7cC5vdmVyZmxvdz1jLm92ZXJmbG93WzBdLHAub3ZlcmZsb3dYPWMub3ZlcmZsb3dbMV0scC5vdmVyZmxvd1k9Yy5vdmVyZmxvd1syXX0pKTtmb3IoZCBpbiBiKWlmKGU9YltkXSxhYi5leGVjKGUpKXtpZihkZWxldGUgYltkXSxmPWZ8fCJ0b2dnbGUiPT09ZSxlPT09KHE\/ImhpZGUiOiJzaG93Iikpe2lmKCJzaG93IiE9PWV8fCFyfHx2b2lkIDA9PT1yW2RdKWNvbnRpbnVlO3E9ITB9b1tkXT1yJiZyW2RdfHxtLnN0eWxlKGEsZCl9ZWxzZSBqPXZvaWQgMDtpZihtLmlzRW1wdHlPYmplY3QobykpImlubGluZSI9PT0oIm5vbmUiPT09aj9GYShhLm5vZGVOYW1lKTpqKSYmKHAuZGlzcGxheT1qKTtlbHNle3I\/ImhpZGRlbiJpbiByJiYocT1yLmhpZGRlbik6cj1tLl9kYXRhKGEsImZ4c2hvdyIse30pLGYmJihyLmhpZGRlbj0hcSkscT9tKGEpLnNob3coKTpuLmRvbmUoZnVuY3Rpb24oKXttKGEpLmhpZGUoKX0pLG4uZG9uZShmdW5jdGlvbigpe3ZhciBiO20uX3JlbW92ZURhdGEoYSwiZnhzaG93Iik7Zm9yKGIgaW4gbyltLnN0eWxlKGEsYixvW2JdKX0pO2ZvcihkIGluIG8pZz1oYihxP3JbZF06MCxkLG4pLGQgaW4gcnx8KHJbZF09Zy5zdGFydCxxJiYoZy5lbmQ9Zy5zdGFydCxnLnN0YXJ0PSJ3aWR0aCI9PT1kfHwiaGVpZ2h0Ij09PWQ\/MTowKSl9fWZ1bmN0aW9uIGpiKGEsYil7dmFyIGMsZCxlLGYsZztmb3IoYyBpbiBhKWlmKGQ9bS5jYW1lbENhc2UoYyksZT1iW2RdLGY9YVtjXSxtLmlzQXJyYXkoZikmJihlPWZbMV0sZj1hW2NdPWZbMF0pLGMhPT1kJiYoYVtkXT1mLGRlbGV0ZSBhW2NdKSxnPW0uY3NzSG9va3NbZF0sZyYmImV4cGFuZCJpbiBnKXtmPWcuZXhwYW5kKGYpLGRlbGV0ZSBhW2RdO2ZvcihjIGluIGYpYyBpbiBhfHwoYVtjXT1mW2NdLGJbY109ZSl9ZWxzZSBiW2RdPWV9ZnVuY3Rpb24ga2IoYSxiLGMpe3ZhciBkLGUsZj0wLGc9ZGIubGVuZ3RoLGg9bS5EZWZlcnJlZCgpLmFsd2F5cyhmdW5jdGlvbigpe2RlbGV0ZSBpLmVsZW19KSxpPWZ1bmN0aW9uKCl7aWYoZSlyZXR1cm4hMTtmb3IodmFyIGI9JGF8fGZiKCksYz1NYXRoLm1heCgwLGouc3RhcnRUaW1lK2ouZHVyYXRpb24tYiksZD1jL2ouZHVyYXRpb258fDAsZj0xLWQsZz0wLGk9ai50d2VlbnMubGVuZ3RoO2k+ZztnKyspai50d2VlbnNbZ10ucnVuKGYpO3JldHVybiBoLm5vdGlmeVdpdGgoYSxbaixmLGNdKSwxPmYmJmk\/YzooaC5yZXNvbHZlV2l0aChhLFtqXSksITEpfSxqPWgucHJvbWlzZSh7ZWxlbTphLHByb3BzOm0uZXh0ZW5kKHt9LGIpLG9wdHM6bS5leHRlbmQoITAse3NwZWNpYWxFYXNpbmc6e319LGMpLG9yaWdpbmFsUHJvcGVydGllczpiLG9yaWdpbmFsT3B0aW9uczpjLHN0YXJ0VGltZTokYXx8ZmIoKSxkdXJhdGlvbjpjLmR1cmF0aW9uLHR3ZWVuczpbXSxjcmVhdGVUd2VlbjpmdW5jdGlvbihiLGMpe3ZhciBkPW0uVHdlZW4oYSxqLm9wdHMsYixjLGoub3B0cy5zcGVjaWFsRWFzaW5nW2JdfHxqLm9wdHMuZWFzaW5nKTtyZXR1cm4gai50d2VlbnMucHVzaChkKSxkfSxzdG9wOmZ1bmN0aW9uKGIpe3ZhciBjPTAsZD1iP2oudHdlZW5zLmxlbmd0aDowO2lmKGUpcmV0dXJuIHRoaXM7Zm9yKGU9ITA7ZD5jO2MrKylqLnR3ZWVuc1tjXS5ydW4oMSk7cmV0dXJuIGI\/aC5yZXNvbHZlV2l0aChhLFtqLGJdKTpoLnJlamVjdFdpdGgoYSxbaixiXSksdGhpc319KSxrPWoucHJvcHM7Zm9yKGpiKGssai5vcHRzLnNwZWNpYWxFYXNpbmcpO2c+ZjtmKyspaWYoZD1kYltmXS5jYWxsKGosYSxrLGoub3B0cykpcmV0dXJuIGQ7cmV0dXJuIG0ubWFwKGssaGIsaiksbS5pc0Z1bmN0aW9uKGoub3B0cy5zdGFydCkmJmoub3B0cy5zdGFydC5jYWxsKGEsaiksbS5meC50aW1lcihtLmV4dGVuZChpLHtlbGVtOmEsYW5pbTpqLHF1ZXVlOmoub3B0cy5xdWV1ZX0pKSxqLnByb2dyZXNzKGoub3B0cy5wcm9ncmVzcykuZG9uZShqLm9wdHMuZG9uZSxqLm9wdHMuY29tcGxldGUpLmZhaWwoai5vcHRzLmZhaWwpLmFsd2F5cyhqLm9wdHMuYWx3YXlzKX1tLkFuaW1hdGlvbj1tLmV4dGVuZChrYix7dHdlZW5lcjpmdW5jdGlvbihhLGIpe20uaXNGdW5jdGlvbihhKT8oYj1hLGE9WyIqIl0pOmE9YS5zcGxpdCgiICIpO2Zvcih2YXIgYyxkPTAsZT1hLmxlbmd0aDtlPmQ7ZCsrKWM9YVtkXSxlYltjXT1lYltjXXx8W10sZWJbY10udW5zaGlmdChiKX0scHJlZmlsdGVyOmZ1bmN0aW9uKGEsYil7Yj9kYi51bnNoaWZ0KGEpOmRiLnB1c2goYSl9fSksbS5zcGVlZD1mdW5jdGlvbihhLGIsYyl7dmFyIGQ9YSYmIm9iamVjdCI9PXR5cGVvZiBhP20uZXh0ZW5kKHt9LGEpOntjb21wbGV0ZTpjfHwhYyYmYnx8bS5pc0Z1bmN0aW9uKGEpJiZhLGR1cmF0aW9uOmEsZWFzaW5nOmMmJmJ8fGImJiFtLmlzRnVuY3Rpb24oYikmJmJ9O3JldHVybiBkLmR1cmF0aW9uPW0uZngub2ZmPzA6Im51bWJlciI9PXR5cGVvZiBkLmR1cmF0aW9uP2QuZHVyYXRpb246ZC5kdXJhdGlvbiBpbiBtLmZ4LnNwZWVkcz9tLmZ4LnNwZWVkc1tkLmR1cmF0aW9uXTptLmZ4LnNwZWVkcy5fZGVmYXVsdCwobnVsbD09ZC5xdWV1ZXx8ZC5xdWV1ZT09PSEwKSYmKGQucXVldWU9ImZ4IiksZC5vbGQ9ZC5jb21wbGV0ZSxkLmNvbXBsZXRlPWZ1bmN0aW9uKCl7bS5pc0Z1bmN0aW9uKGQub2xkKSYmZC5vbGQuY2FsbCh0aGlzKSxkLnF1ZXVlJiZtLmRlcXVldWUodGhpcyxkLnF1ZXVlKX0sZH0sbS5mbi5leHRlbmQoe2ZhZGVUbzpmdW5jdGlvbihhLGIsYyxkKXtyZXR1cm4gdGhpcy5maWx0ZXIoVSkuY3NzKCJvcGFjaXR5IiwwKS5zaG93KCkuZW5kKCkuYW5pbWF0ZSh7b3BhY2l0eTpifSxhLGMsZCl9LGFuaW1hdGU6ZnVuY3Rpb24oYSxiLGMsZCl7dmFyIGU9bS5pc0VtcHR5T2JqZWN0KGEpLGY9bS5zcGVlZChiLGMsZCksZz1mdW5jdGlvbigpe3ZhciBiPWtiKHRoaXMsbS5leHRlbmQoe30sYSksZik7KGV8fG0uX2RhdGEodGhpcywiZmluaXNoIikpJiZiLnN0b3AoITApfTtyZXR1cm4gZy5maW5pc2g9ZyxlfHxmLnF1ZXVlPT09ITE\/dGhpcy5lYWNoKGcpOnRoaXMucXVldWUoZi5xdWV1ZSxnKX0sc3RvcDpmdW5jdGlvbihhLGIsYyl7dmFyIGQ9ZnVuY3Rpb24oYSl7dmFyIGI9YS5zdG9wO2RlbGV0ZSBhLnN0b3AsYihjKX07cmV0dXJuInN0cmluZyIhPXR5cGVvZiBhJiYoYz1iLGI9YSxhPXZvaWQgMCksYiYmYSE9PSExJiZ0aGlzLnF1ZXVlKGF8fCJmeCIsW10pLHRoaXMuZWFjaChmdW5jdGlvbigpe3ZhciBiPSEwLGU9bnVsbCE9YSYmYSsicXVldWVIb29rcyIsZj1tLnRpbWVycyxnPW0uX2RhdGEodGhpcyk7aWYoZSlnW2VdJiZnW2VdLnN0b3AmJmQoZ1tlXSk7ZWxzZSBmb3IoZSBpbiBnKWdbZV0mJmdbZV0uc3RvcCYmY2IudGVzdChlKSYmZChnW2VdKTtmb3IoZT1mLmxlbmd0aDtlLS07KWZbZV0uZWxlbSE9PXRoaXN8fG51bGwhPWEmJmZbZV0ucXVldWUhPT1hfHwoZltlXS5hbmltLnN0b3AoYyksYj0hMSxmLnNwbGljZShlLDEpKTsoYnx8IWMpJiZtLmRlcXVldWUodGhpcyxhKX0pfSxmaW5pc2g6ZnVuY3Rpb24oYSl7cmV0dXJuIGEhPT0hMSYmKGE9YXx8ImZ4IiksdGhpcy5lYWNoKGZ1bmN0aW9uKCl7dmFyIGIsYz1tLl9kYXRhKHRoaXMpLGQ9Y1thKyJxdWV1ZSJdLGU9Y1thKyJxdWV1ZUhvb2tzIl0sZj1tLnRpbWVycyxnPWQ\/ZC5sZW5ndGg6MDtmb3IoYy5maW5pc2g9ITAsbS5xdWV1ZSh0aGlzLGEsW10pLGUmJmUuc3RvcCYmZS5zdG9wLmNhbGwodGhpcywhMCksYj1mLmxlbmd0aDtiLS07KWZbYl0uZWxlbT09PXRoaXMmJmZbYl0ucXVldWU9PT1hJiYoZltiXS5hbmltLnN0b3AoITApLGYuc3BsaWNlKGIsMSkpO2ZvcihiPTA7Zz5iO2IrKylkW2JdJiZkW2JdLmZpbmlzaCYmZFtiXS5maW5pc2guY2FsbCh0aGlzKTtkZWxldGUgYy5maW5pc2h9KX19KSxtLmVhY2goWyJ0b2dnbGUiLCJzaG93IiwiaGlkZSJdLGZ1bmN0aW9uKGEsYil7dmFyIGM9bS5mbltiXTttLmZuW2JdPWZ1bmN0aW9uKGEsZCxlKXtyZXR1cm4gbnVsbD09YXx8ImJvb2xlYW4iPT10eXBlb2YgYT9jLmFwcGx5KHRoaXMsYXJndW1lbnRzKTp0aGlzLmFuaW1hdGUoZ2IoYiwhMCksYSxkLGUpfX0pLG0uZWFjaCh7c2xpZGVEb3duOmdiKCJzaG93Iiksc2xpZGVVcDpnYigiaGlkZSIpLHNsaWRlVG9nZ2xlOmdiKCJ0b2dnbGUiKSxmYWRlSW46e29wYWNpdHk6InNob3cifSxmYWRlT3V0OntvcGFjaXR5OiJoaWRlIn0sZmFkZVRvZ2dsZTp7b3BhY2l0eToidG9nZ2xlIn19LGZ1bmN0aW9uKGEsYil7bS5mblthXT1mdW5jdGlvbihhLGMsZCl7cmV0dXJuIHRoaXMuYW5pbWF0ZShiLGEsYyxkKX19KSxtLnRpbWVycz1bXSxtLmZ4LnRpY2s9ZnVuY3Rpb24oKXt2YXIgYSxiPW0udGltZXJzLGM9MDtmb3IoJGE9bS5ub3coKTtjPGIubGVuZ3RoO2MrKylhPWJbY10sYSgpfHxiW2NdIT09YXx8Yi5zcGxpY2UoYy0tLDEpO2IubGVuZ3RofHxtLmZ4LnN0b3AoKSwkYT12b2lkIDB9LG0uZngudGltZXI9ZnVuY3Rpb24oYSl7bS50aW1lcnMucHVzaChhKSxhKCk\/bS5meC5zdGFydCgpOm0udGltZXJzLnBvcCgpfSxtLmZ4LmludGVydmFsPTEzLG0uZnguc3RhcnQ9ZnVuY3Rpb24oKXtfYXx8KF9hPXNldEludGVydmFsKG0uZngudGljayxtLmZ4LmludGVydmFsKSl9LG0uZnguc3RvcD1mdW5jdGlvbigpe2NsZWFySW50ZXJ2YWwoX2EpLF9hPW51bGx9LG0uZnguc3BlZWRzPXtzbG93OjYwMCxmYXN0OjIwMCxfZGVmYXVsdDo0MDB9LG0uZm4uZGVsYXk9ZnVuY3Rpb24oYSxiKXtyZXR1cm4gYT1tLmZ4P20uZnguc3BlZWRzW2FdfHxhOmEsYj1ifHwiZngiLHRoaXMucXVldWUoYixmdW5jdGlvbihiLGMpe3ZhciBkPXNldFRpbWVvdXQoYixhKTtjLnN0b3A9ZnVuY3Rpb24oKXtjbGVhclRpbWVvdXQoZCl9fSl9LGZ1bmN0aW9uKCl7dmFyIGEsYixjLGQsZTtiPXkuY3JlYXRlRWxlbWVudCgiZGl2IiksYi5zZXRBdHRyaWJ1dGUoImNsYXNzTmFtZSIsInQiKSxiLmlubmVySFRNTD0iICA8bGluay8+PHRhYmxlPjwvdGFibGU+PGEgaHJlZj0nL2EnPmE8L2E+PGlucHV0IHR5cGU9J2NoZWNrYm94Jy8+IixkPWIuZ2V0RWxlbWVudHNCeVRhZ05hbWUoImEiKVswXSxjPXkuY3JlYXRlRWxlbWVudCgic2VsZWN0IiksZT1jLmFwcGVuZENoaWxkKHkuY3JlYXRlRWxlbWVudCgib3B0aW9uIikpLGE9Yi5nZXRFbGVtZW50c0J5VGFnTmFtZSgiaW5wdXQiKVswXSxkLnN0eWxlLmNzc1RleHQ9InRvcDoxcHgiLGsuZ2V0U2V0QXR0cmlidXRlPSJ0IiE9PWIuY2xhc3NOYW1lLGsuc3R5bGU9L3RvcC8udGVzdChkLmdldEF0dHJpYnV0ZSgic3R5bGUiKSksay5ocmVmTm9ybWFsaXplZD0iL2EiPT09ZC5nZXRBdHRyaWJ1dGUoImhyZWYiKSxrLmNoZWNrT249ISFhLnZhbHVlLGsub3B0U2VsZWN0ZWQ9ZS5zZWxlY3RlZCxrLmVuY3R5cGU9ISF5LmNyZWF0ZUVsZW1lbnQoImZvcm0iKS5lbmN0eXBlLGMuZGlzYWJsZWQ9ITAsay5vcHREaXNhYmxlZD0hZS5kaXNhYmxlZCxhPXkuY3JlYXRlRWxlbWVudCgiaW5wdXQiKSxhLnNldEF0dHJpYnV0ZSgidmFsdWUiLCIiKSxrLmlucHV0PSIiPT09YS5nZXRBdHRyaWJ1dGUoInZhbHVlIiksYS52YWx1ZT0idCIsYS5zZXRBdHRyaWJ1dGUoInR5cGUiLCJyYWRpbyIpLGsucmFkaW9WYWx1ZT0idCI9PT1hLnZhbHVlfSgpO3ZhciBsYj0vXHIvZzttLmZuLmV4dGVuZCh7dmFsOmZ1bmN0aW9uKGEpe3ZhciBiLGMsZCxlPXRoaXNbMF07e2lmKGFyZ3VtZW50cy5sZW5ndGgpcmV0dXJuIGQ9bS5pc0Z1bmN0aW9uKGEpLHRoaXMuZWFjaChmdW5jdGlvbihjKXt2YXIgZTsxPT09dGhpcy5ub2RlVHlwZSYmKGU9ZD9hLmNhbGwodGhpcyxjLG0odGhpcykudmFsKCkpOmEsbnVsbD09ZT9lPSIiOiJudW1iZXIiPT10eXBlb2YgZT9lKz0iIjptLmlzQXJyYXkoZSkmJihlPW0ubWFwKGUsZnVuY3Rpb24oYSl7cmV0dXJuIG51bGw9PWE\/IiI6YSsiIn0pKSxiPW0udmFsSG9va3NbdGhpcy50eXBlXXx8bS52YWxIb29rc1t0aGlzLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCldLGImJiJzZXQiaW4gYiYmdm9pZCAwIT09Yi5zZXQodGhpcyxlLCJ2YWx1ZSIpfHwodGhpcy52YWx1ZT1lKSl9KTtpZihlKXJldHVybiBiPW0udmFsSG9va3NbZS50eXBlXXx8bS52YWxIb29rc1tlLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCldLGImJiJnZXQiaW4gYiYmdm9pZCAwIT09KGM9Yi5nZXQoZSwidmFsdWUiKSk\/YzooYz1lLnZhbHVlLCJzdHJpbmciPT10eXBlb2YgYz9jLnJlcGxhY2UobGIsIiIpOm51bGw9PWM\/IiI6Yyl9fX0pLG0uZXh0ZW5kKHt2YWxIb29rczp7b3B0aW9uOntnZXQ6ZnVuY3Rpb24oYSl7dmFyIGI9bS5maW5kLmF0dHIoYSwidmFsdWUiKTtyZXR1cm4gbnVsbCE9Yj9iOm0udHJpbShtLnRleHQoYSkpfX0sc2VsZWN0OntnZXQ6ZnVuY3Rpb24oYSl7Zm9yKHZhciBiLGMsZD1hLm9wdGlvbnMsZT1hLnNlbGVjdGVkSW5kZXgsZj0ic2VsZWN0LW9uZSI9PT1hLnR5cGV8fDA+ZSxnPWY\/bnVsbDpbXSxoPWY\/ZSsxOmQubGVuZ3RoLGk9MD5lP2g6Zj9lOjA7aD5pO2krKylpZihjPWRbaV0sISghYy5zZWxlY3RlZCYmaSE9PWV8fChrLm9wdERpc2FibGVkP2MuZGlzYWJsZWQ6bnVsbCE9PWMuZ2V0QXR0cmlidXRlKCJkaXNhYmxlZCIpKXx8Yy5wYXJlbnROb2RlLmRpc2FibGVkJiZtLm5vZGVOYW1lKGMucGFyZW50Tm9kZSwib3B0Z3JvdXAiKSkpe2lmKGI9bShjKS52YWwoKSxmKXJldHVybiBiO2cucHVzaChiKX1yZXR1cm4gZ30sc2V0OmZ1bmN0aW9uKGEsYil7dmFyIGMsZCxlPWEub3B0aW9ucyxmPW0ubWFrZUFycmF5KGIpLGc9ZS5sZW5ndGg7d2hpbGUoZy0tKWlmKGQ9ZVtnXSxtLmluQXJyYXkobS52YWxIb29rcy5vcHRpb24uZ2V0KGQpLGYpPj0wKXRyeXtkLnNlbGVjdGVkPWM9ITB9Y2F0Y2goaCl7ZC5zY3JvbGxIZWlnaHR9ZWxzZSBkLnNlbGVjdGVkPSExO3JldHVybiBjfHwoYS5zZWxlY3RlZEluZGV4PS0xKSxlfX19fSksbS5lYWNoKFsicmFkaW8iLCJjaGVja2JveCJdLGZ1bmN0aW9uKCl7bS52YWxIb29rc1t0aGlzXT17c2V0OmZ1bmN0aW9uKGEsYil7cmV0dXJuIG0uaXNBcnJheShiKT9hLmNoZWNrZWQ9bS5pbkFycmF5KG0oYSkudmFsKCksYik+PTA6dm9pZCAwfX0say5jaGVja09ufHwobS52YWxIb29rc1t0aGlzXS5nZXQ9ZnVuY3Rpb24oYSl7cmV0dXJuIG51bGw9PT1hLmdldEF0dHJpYnV0ZSgidmFsdWUiKT8ib24iOmEudmFsdWV9KX0pO3ZhciBtYixuYixvYj1tLmV4cHIuYXR0ckhhbmRsZSxwYj0vXig\/OmNoZWNrZWR8c2VsZWN0ZWQpJC9pLHFiPWsuZ2V0U2V0QXR0cmlidXRlLHJiPWsuaW5wdXQ7bS5mbi5leHRlbmQoe2F0dHI6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gVih0aGlzLG0uYXR0cixhLGIsYXJndW1lbnRzLmxlbmd0aD4xKX0scmVtb3ZlQXR0cjpmdW5jdGlvbihhKXtyZXR1cm4gdGhpcy5lYWNoKGZ1bmN0aW9uKCl7bS5yZW1vdmVBdHRyKHRoaXMsYSl9KX19KSxtLmV4dGVuZCh7YXR0cjpmdW5jdGlvbihhLGIsYyl7dmFyIGQsZSxmPWEubm9kZVR5cGU7aWYoYSYmMyE9PWYmJjghPT1mJiYyIT09ZilyZXR1cm4gdHlwZW9mIGEuZ2V0QXR0cmlidXRlPT09Sz9tLnByb3AoYSxiLGMpOigxPT09ZiYmbS5pc1hNTERvYyhhKXx8KGI9Yi50b0xvd2VyQ2FzZSgpLGQ9bS5hdHRySG9va3NbYl18fChtLmV4cHIubWF0Y2guYm9vbC50ZXN0KGIpP25iOm1iKSksdm9pZCAwPT09Yz9kJiYiZ2V0ImluIGQmJm51bGwhPT0oZT1kLmdldChhLGIpKT9lOihlPW0uZmluZC5hdHRyKGEsYiksbnVsbD09ZT92b2lkIDA6ZSk6bnVsbCE9PWM\/ZCYmInNldCJpbiBkJiZ2b2lkIDAhPT0oZT1kLnNldChhLGMsYikpP2U6KGEuc2V0QXR0cmlidXRlKGIsYysiIiksYyk6dm9pZCBtLnJlbW92ZUF0dHIoYSxiKSl9LHJlbW92ZUF0dHI6ZnVuY3Rpb24oYSxiKXt2YXIgYyxkLGU9MCxmPWImJmIubWF0Y2goRSk7aWYoZiYmMT09PWEubm9kZVR5cGUpd2hpbGUoYz1mW2UrK10pZD1tLnByb3BGaXhbY118fGMsbS5leHByLm1hdGNoLmJvb2wudGVzdChjKT9yYiYmcWJ8fCFwYi50ZXN0KGMpP2FbZF09ITE6YVttLmNhbWVsQ2FzZSgiZGVmYXVsdC0iK2MpXT1hW2RdPSExOm0uYXR0cihhLGMsIiIpLGEucmVtb3ZlQXR0cmlidXRlKHFiP2M6ZCl9LGF0dHJIb29rczp7dHlwZTp7c2V0OmZ1bmN0aW9uKGEsYil7aWYoIWsucmFkaW9WYWx1ZSYmInJhZGlvIj09PWImJm0ubm9kZU5hbWUoYSwiaW5wdXQiKSl7dmFyIGM9YS52YWx1ZTtyZXR1cm4gYS5zZXRBdHRyaWJ1dGUoInR5cGUiLGIpLGMmJihhLnZhbHVlPWMpLGJ9fX19fSksbmI9e3NldDpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIGI9PT0hMT9tLnJlbW92ZUF0dHIoYSxjKTpyYiYmcWJ8fCFwYi50ZXN0KGMpP2Euc2V0QXR0cmlidXRlKCFxYiYmbS5wcm9wRml4W2NdfHxjLGMpOmFbbS5jYW1lbENhc2UoImRlZmF1bHQtIitjKV09YVtjXT0hMCxjfX0sbS5lYWNoKG0uZXhwci5tYXRjaC5ib29sLnNvdXJjZS5tYXRjaCgvXHcrL2cpLGZ1bmN0aW9uKGEsYil7dmFyIGM9b2JbYl18fG0uZmluZC5hdHRyO29iW2JdPXJiJiZxYnx8IXBiLnRlc3QoYik\/ZnVuY3Rpb24oYSxiLGQpe3ZhciBlLGY7cmV0dXJuIGR8fChmPW9iW2JdLG9iW2JdPWUsZT1udWxsIT1jKGEsYixkKT9iLnRvTG93ZXJDYXNlKCk6bnVsbCxvYltiXT1mKSxlfTpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIGM\/dm9pZCAwOmFbbS5jYW1lbENhc2UoImRlZmF1bHQtIitiKV0\/Yi50b0xvd2VyQ2FzZSgpOm51bGx9fSkscmImJnFifHwobS5hdHRySG9va3MudmFsdWU9e3NldDpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIG0ubm9kZU5hbWUoYSwiaW5wdXQiKT92b2lkKGEuZGVmYXVsdFZhbHVlPWIpOm1iJiZtYi5zZXQoYSxiLGMpfX0pLHFifHwobWI9e3NldDpmdW5jdGlvbihhLGIsYyl7dmFyIGQ9YS5nZXRBdHRyaWJ1dGVOb2RlKGMpO3JldHVybiBkfHxhLnNldEF0dHJpYnV0ZU5vZGUoZD1hLm93bmVyRG9jdW1lbnQuY3JlYXRlQXR0cmlidXRlKGMpKSxkLnZhbHVlPWIrPSIiLCJ2YWx1ZSI9PT1jfHxiPT09YS5nZXRBdHRyaWJ1dGUoYyk\/Yjp2b2lkIDB9fSxvYi5pZD1vYi5uYW1lPW9iLmNvb3Jkcz1mdW5jdGlvbihhLGIsYyl7dmFyIGQ7cmV0dXJuIGM\/dm9pZCAwOihkPWEuZ2V0QXR0cmlidXRlTm9kZShiKSkmJiIiIT09ZC52YWx1ZT9kLnZhbHVlOm51bGx9LG0udmFsSG9va3MuYnV0dG9uPXtnZXQ6ZnVuY3Rpb24oYSxiKXt2YXIgYz1hLmdldEF0dHJpYnV0ZU5vZGUoYik7cmV0dXJuIGMmJmMuc3BlY2lmaWVkP2MudmFsdWU6dm9pZCAwfSxzZXQ6bWIuc2V0fSxtLmF0dHJIb29rcy5jb250ZW50ZWRpdGFibGU9e3NldDpmdW5jdGlvbihhLGIsYyl7bWIuc2V0KGEsIiI9PT1iPyExOmIsYyl9fSxtLmVhY2goWyJ3aWR0aCIsImhlaWdodCJdLGZ1bmN0aW9uKGEsYil7bS5hdHRySG9va3NbYl09e3NldDpmdW5jdGlvbihhLGMpe3JldHVybiIiPT09Yz8oYS5zZXRBdHRyaWJ1dGUoYiwiYXV0byIpLGMpOnZvaWQgMH19fSkpLGsuc3R5bGV8fChtLmF0dHJIb29rcy5zdHlsZT17Z2V0OmZ1bmN0aW9uKGEpe3JldHVybiBhLnN0eWxlLmNzc1RleHR8fHZvaWQgMH0sc2V0OmZ1bmN0aW9uKGEsYil7cmV0dXJuIGEuc3R5bGUuY3NzVGV4dD1iKyIifX0pO3ZhciBzYj0vXig\/OmlucHV0fHNlbGVjdHx0ZXh0YXJlYXxidXR0b258b2JqZWN0KSQvaSx0Yj0vXig\/OmF8YXJlYSkkL2k7bS5mbi5leHRlbmQoe3Byb3A6ZnVuY3Rpb24oYSxiKXtyZXR1cm4gVih0aGlzLG0ucHJvcCxhLGIsYXJndW1lbnRzLmxlbmd0aD4xKX0scmVtb3ZlUHJvcDpmdW5jdGlvbihhKXtyZXR1cm4gYT1tLnByb3BGaXhbYV18fGEsdGhpcy5lYWNoKGZ1bmN0aW9uKCl7dHJ5e3RoaXNbYV09dm9pZCAwLGRlbGV0ZSB0aGlzW2FdfWNhdGNoKGIpe319KX19KSxtLmV4dGVuZCh7cHJvcEZpeDp7ImZvciI6Imh0bWxGb3IiLCJjbGFzcyI6ImNsYXNzTmFtZSJ9LHByb3A6ZnVuY3Rpb24oYSxiLGMpe3ZhciBkLGUsZixnPWEubm9kZVR5cGU7aWYoYSYmMyE9PWcmJjghPT1nJiYyIT09ZylyZXR1cm4gZj0xIT09Z3x8IW0uaXNYTUxEb2MoYSksZiYmKGI9bS5wcm9wRml4W2JdfHxiLGU9bS5wcm9wSG9va3NbYl0pLHZvaWQgMCE9PWM\/ZSYmInNldCJpbiBlJiZ2b2lkIDAhPT0oZD1lLnNldChhLGMsYikpP2Q6YVtiXT1jOmUmJiJnZXQiaW4gZSYmbnVsbCE9PShkPWUuZ2V0KGEsYikpP2Q6YVtiXX0scHJvcEhvb2tzOnt0YWJJbmRleDp7Z2V0OmZ1bmN0aW9uKGEpe3ZhciBiPW0uZmluZC5hdHRyKGEsInRhYmluZGV4Iik7cmV0dXJuIGI\/cGFyc2VJbnQoYiwxMCk6c2IudGVzdChhLm5vZGVOYW1lKXx8dGIudGVzdChhLm5vZGVOYW1lKSYmYS5ocmVmPzA6LTF9fX19KSxrLmhyZWZOb3JtYWxpemVkfHxtLmVhY2goWyJocmVmIiwic3JjIl0sZnVuY3Rpb24oYSxiKXttLnByb3BIb29rc1tiXT17Z2V0OmZ1bmN0aW9uKGEpe3JldHVybiBhLmdldEF0dHJpYnV0ZShiLDQpfX19KSxrLm9wdFNlbGVjdGVkfHwobS5wcm9wSG9va3Muc2VsZWN0ZWQ9e2dldDpmdW5jdGlvbihhKXt2YXIgYj1hLnBhcmVudE5vZGU7cmV0dXJuIGImJihiLnNlbGVjdGVkSW5kZXgsYi5wYXJlbnROb2RlJiZiLnBhcmVudE5vZGUuc2VsZWN0ZWRJbmRleCksbnVsbH19KSxtLmVhY2goWyJ0YWJJbmRleCIsInJlYWRPbmx5IiwibWF4TGVuZ3RoIiwiY2VsbFNwYWNpbmciLCJjZWxsUGFkZGluZyIsInJvd1NwYW4iLCJjb2xTcGFuIiwidXNlTWFwIiwiZnJhbWVCb3JkZXIiLCJjb250ZW50RWRpdGFibGUiXSxmdW5jdGlvbigpe20ucHJvcEZpeFt0aGlzLnRvTG93ZXJDYXNlKCldPXRoaXN9KSxrLmVuY3R5cGV8fChtLnByb3BGaXguZW5jdHlwZT0iZW5jb2RpbmciKTt2YXIgdWI9L1tcdFxyXG5cZl0vZzttLmZuLmV4dGVuZCh7YWRkQ2xhc3M6ZnVuY3Rpb24oYSl7dmFyIGIsYyxkLGUsZixnLGg9MCxpPXRoaXMubGVuZ3RoLGo9InN0cmluZyI9PXR5cGVvZiBhJiZhO2lmKG0uaXNGdW5jdGlvbihhKSlyZXR1cm4gdGhpcy5lYWNoKGZ1bmN0aW9uKGIpe20odGhpcykuYWRkQ2xhc3MoYS5jYWxsKHRoaXMsYix0aGlzLmNsYXNzTmFtZSkpfSk7aWYoailmb3IoYj0oYXx8IiIpLm1hdGNoKEUpfHxbXTtpPmg7aCsrKWlmKGM9dGhpc1toXSxkPTE9PT1jLm5vZGVUeXBlJiYoYy5jbGFzc05hbWU\/KCIgIitjLmNsYXNzTmFtZSsiICIpLnJlcGxhY2UodWIsIiAiKToiICIpKXtmPTA7d2hpbGUoZT1iW2YrK10pZC5pbmRleE9mKCIgIitlKyIgIik8MCYmKGQrPWUrIiAiKTtnPW0udHJpbShkKSxjLmNsYXNzTmFtZSE9PWcmJihjLmNsYXNzTmFtZT1nKX1yZXR1cm4gdGhpc30scmVtb3ZlQ2xhc3M6ZnVuY3Rpb24oYSl7dmFyIGIsYyxkLGUsZixnLGg9MCxpPXRoaXMubGVuZ3RoLGo9MD09PWFyZ3VtZW50cy5sZW5ndGh8fCJzdHJpbmciPT10eXBlb2YgYSYmYTtpZihtLmlzRnVuY3Rpb24oYSkpcmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbihiKXttKHRoaXMpLnJlbW92ZUNsYXNzKGEuY2FsbCh0aGlzLGIsdGhpcy5jbGFzc05hbWUpKX0pO2lmKGopZm9yKGI9KGF8fCIiKS5tYXRjaChFKXx8W107aT5oO2grKylpZihjPXRoaXNbaF0sZD0xPT09Yy5ub2RlVHlwZSYmKGMuY2xhc3NOYW1lPygiICIrYy5jbGFzc05hbWUrIiAiKS5yZXBsYWNlKHViLCIgIik6IiIpKXtmPTA7d2hpbGUoZT1iW2YrK10pd2hpbGUoZC5pbmRleE9mKCIgIitlKyIgIik+PTApZD1kLnJlcGxhY2UoIiAiK2UrIiAiLCIgIik7Zz1hP20udHJpbShkKToiIixjLmNsYXNzTmFtZSE9PWcmJihjLmNsYXNzTmFtZT1nKX1yZXR1cm4gdGhpc30sdG9nZ2xlQ2xhc3M6ZnVuY3Rpb24oYSxiKXt2YXIgYz10eXBlb2YgYTtyZXR1cm4iYm9vbGVhbiI9PXR5cGVvZiBiJiYic3RyaW5nIj09PWM\/Yj90aGlzLmFkZENsYXNzKGEpOnRoaXMucmVtb3ZlQ2xhc3MoYSk6dGhpcy5lYWNoKG0uaXNGdW5jdGlvbihhKT9mdW5jdGlvbihjKXttKHRoaXMpLnRvZ2dsZUNsYXNzKGEuY2FsbCh0aGlzLGMsdGhpcy5jbGFzc05hbWUsYiksYil9OmZ1bmN0aW9uKCl7aWYoInN0cmluZyI9PT1jKXt2YXIgYixkPTAsZT1tKHRoaXMpLGY9YS5tYXRjaChFKXx8W107d2hpbGUoYj1mW2QrK10pZS5oYXNDbGFzcyhiKT9lLnJlbW92ZUNsYXNzKGIpOmUuYWRkQ2xhc3MoYil9ZWxzZShjPT09S3x8ImJvb2xlYW4iPT09YykmJih0aGlzLmNsYXNzTmFtZSYmbS5fZGF0YSh0aGlzLCJfX2NsYXNzTmFtZV9fIix0aGlzLmNsYXNzTmFtZSksdGhpcy5jbGFzc05hbWU9dGhpcy5jbGFzc05hbWV8fGE9PT0hMT8iIjptLl9kYXRhKHRoaXMsIl9fY2xhc3NOYW1lX18iKXx8IiIpfSl9LGhhc0NsYXNzOmZ1bmN0aW9uKGEpe2Zvcih2YXIgYj0iICIrYSsiICIsYz0wLGQ9dGhpcy5sZW5ndGg7ZD5jO2MrKylpZigxPT09dGhpc1tjXS5ub2RlVHlwZSYmKCIgIit0aGlzW2NdLmNsYXNzTmFtZSsiICIpLnJlcGxhY2UodWIsIiAiKS5pbmRleE9mKGIpPj0wKXJldHVybiEwO3JldHVybiExfX0pLG0uZWFjaCgiYmx1ciBmb2N1cyBmb2N1c2luIGZvY3Vzb3V0IGxvYWQgcmVzaXplIHNjcm9sbCB1bmxvYWQgY2xpY2sgZGJsY2xpY2sgbW91c2Vkb3duIG1vdXNldXAgbW91c2Vtb3ZlIG1vdXNlb3ZlciBtb3VzZW91dCBtb3VzZWVudGVyIG1vdXNlbGVhdmUgY2hhbmdlIHNlbGVjdCBzdWJtaXQga2V5ZG93biBrZXlwcmVzcyBrZXl1cCBlcnJvciBjb250ZXh0bWVudSIuc3BsaXQoIiAiKSxmdW5jdGlvbihhLGIpe20uZm5bYl09ZnVuY3Rpb24oYSxjKXtyZXR1cm4gYXJndW1lbnRzLmxlbmd0aD4wP3RoaXMub24oYixudWxsLGEsYyk6dGhpcy50cmlnZ2VyKGIpfX0pLG0uZm4uZXh0ZW5kKHtob3ZlcjpmdW5jdGlvbihhLGIpe3JldHVybiB0aGlzLm1vdXNlZW50ZXIoYSkubW91c2VsZWF2ZShifHxhKX0sYmluZDpmdW5jdGlvbihhLGIsYyl7cmV0dXJuIHRoaXMub24oYSxudWxsLGIsYyl9LHVuYmluZDpmdW5jdGlvbihhLGIpe3JldHVybiB0aGlzLm9mZihhLG51bGwsYil9LGRlbGVnYXRlOmZ1bmN0aW9uKGEsYixjLGQpe3JldHVybiB0aGlzLm9uKGIsYSxjLGQpfSx1bmRlbGVnYXRlOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gMT09PWFyZ3VtZW50cy5sZW5ndGg\/dGhpcy5vZmYoYSwiKioiKTp0aGlzLm9mZihiLGF8fCIqKiIsYyl9fSk7dmFyIHZiPW0ubm93KCksd2I9L1w\/Lyx4Yj0vKCwpfChcW3x7KXwofXxdKXwiKD86W14iXFxcclxuXXxcXFsiXFxcL2JmbnJ0XXxcXHVbXGRhLWZBLUZdezR9KSoiXHMqOj98dHJ1ZXxmYWxzZXxudWxsfC0\/KD8hMFxkKVxkKyg\/OlwuXGQrfCkoPzpbZUVdWystXT9cZCt8KS9nO20ucGFyc2VKU09OPWZ1bmN0aW9uKGIpe2lmKGEuSlNPTiYmYS5KU09OLnBhcnNlKXJldHVybiBhLkpTT04ucGFyc2UoYisiIik7dmFyIGMsZD1udWxsLGU9bS50cmltKGIrIiIpO3JldHVybiBlJiYhbS50cmltKGUucmVwbGFjZSh4YixmdW5jdGlvbihhLGIsZSxmKXtyZXR1cm4gYyYmYiYmKGQ9MCksMD09PWQ\/YTooYz1lfHxiLGQrPSFmLSFlLCIiKX0pKT9GdW5jdGlvbigicmV0dXJuICIrZSkoKTptLmVycm9yKCJJbnZhbGlkIEpTT046ICIrYil9LG0ucGFyc2VYTUw9ZnVuY3Rpb24oYil7dmFyIGMsZDtpZighYnx8InN0cmluZyIhPXR5cGVvZiBiKXJldHVybiBudWxsO3RyeXthLkRPTVBhcnNlcj8oZD1uZXcgRE9NUGFyc2VyLGM9ZC5wYXJzZUZyb21TdHJpbmcoYiwidGV4dC94bWwiKSk6KGM9bmV3IEFjdGl2ZVhPYmplY3QoIk1pY3Jvc29mdC5YTUxET00iKSxjLmFzeW5jPSJmYWxzZSIsYy5sb2FkWE1MKGIpKX1jYXRjaChlKXtjPXZvaWQgMH1yZXR1cm4gYyYmYy5kb2N1bWVudEVsZW1lbnQmJiFjLmdldEVsZW1lbnRzQnlUYWdOYW1lKCJwYXJzZXJlcnJvciIpLmxlbmd0aHx8bS5lcnJvcigiSW52YWxpZCBYTUw6ICIrYiksY307dmFyIHliLHpiLEFiPS8jLiokLyxCYj0vKFs\/Jl0pXz1bXiZdKi8sQ2I9L14oLio\/KTpbIFx0XSooW15cclxuXSopXHI\/JC9nbSxEYj0vXig\/OmFib3V0fGFwcHxhcHAtc3RvcmFnZXwuKy1leHRlbnNpb258ZmlsZXxyZXN8d2lkZ2V0KTokLyxFYj0vXig\/OkdFVHxIRUFEKSQvLEZiPS9eXC9cLy8sR2I9L14oW1x3ListXSs6KSg\/OlwvXC8oPzpbXlwvPyNdKkB8KShbXlwvPyM6XSopKD86OihcZCspfCl8KS8sSGI9e30sSWI9e30sSmI9IiovIi5jb25jYXQoIioiKTt0cnl7emI9bG9jYXRpb24uaHJlZn1jYXRjaChLYil7emI9eS5jcmVhdGVFbGVtZW50KCJhIiksemIuaHJlZj0iIix6Yj16Yi5ocmVmfXliPUdiLmV4ZWMoemIudG9Mb3dlckNhc2UoKSl8fFtdO2Z1bmN0aW9uIExiKGEpe3JldHVybiBmdW5jdGlvbihiLGMpeyJzdHJpbmciIT10eXBlb2YgYiYmKGM9YixiPSIqIik7dmFyIGQsZT0wLGY9Yi50b0xvd2VyQ2FzZSgpLm1hdGNoKEUpfHxbXTtpZihtLmlzRnVuY3Rpb24oYykpd2hpbGUoZD1mW2UrK10pIisiPT09ZC5jaGFyQXQoMCk\/KGQ9ZC5zbGljZSgxKXx8IioiLChhW2RdPWFbZF18fFtdKS51bnNoaWZ0KGMpKTooYVtkXT1hW2RdfHxbXSkucHVzaChjKX19ZnVuY3Rpb24gTWIoYSxiLGMsZCl7dmFyIGU9e30sZj1hPT09SWI7ZnVuY3Rpb24gZyhoKXt2YXIgaTtyZXR1cm4gZVtoXT0hMCxtLmVhY2goYVtoXXx8W10sZnVuY3Rpb24oYSxoKXt2YXIgaj1oKGIsYyxkKTtyZXR1cm4ic3RyaW5nIiE9dHlwZW9mIGp8fGZ8fGVbal0\/Zj8hKGk9aik6dm9pZCAwOihiLmRhdGFUeXBlcy51bnNoaWZ0KGopLGcoaiksITEpfSksaX1yZXR1cm4gZyhiLmRhdGFUeXBlc1swXSl8fCFlWyIqIl0mJmcoIioiKX1mdW5jdGlvbiBOYihhLGIpe3ZhciBjLGQsZT1tLmFqYXhTZXR0aW5ncy5mbGF0T3B0aW9uc3x8e307Zm9yKGQgaW4gYil2b2lkIDAhPT1iW2RdJiYoKGVbZF0\/YTpjfHwoYz17fSkpW2RdPWJbZF0pO3JldHVybiBjJiZtLmV4dGVuZCghMCxhLGMpLGF9ZnVuY3Rpb24gT2IoYSxiLGMpe3ZhciBkLGUsZixnLGg9YS5jb250ZW50cyxpPWEuZGF0YVR5cGVzO3doaWxlKCIqIj09PWlbMF0paS5zaGlmdCgpLHZvaWQgMD09PWUmJihlPWEubWltZVR5cGV8fGIuZ2V0UmVzcG9uc2VIZWFkZXIoIkNvbnRlbnQtVHlwZSIpKTtpZihlKWZvcihnIGluIGgpaWYoaFtnXSYmaFtnXS50ZXN0KGUpKXtpLnVuc2hpZnQoZyk7YnJlYWt9aWYoaVswXWluIGMpZj1pWzBdO2Vsc2V7Zm9yKGcgaW4gYyl7aWYoIWlbMF18fGEuY29udmVydGVyc1tnKyIgIitpWzBdXSl7Zj1nO2JyZWFrfWR8fChkPWcpfWY9Znx8ZH1yZXR1cm4gZj8oZiE9PWlbMF0mJmkudW5zaGlmdChmKSxjW2ZdKTp2b2lkIDB9ZnVuY3Rpb24gUGIoYSxiLGMsZCl7dmFyIGUsZixnLGgsaSxqPXt9LGs9YS5kYXRhVHlwZXMuc2xpY2UoKTtpZihrWzFdKWZvcihnIGluIGEuY29udmVydGVycylqW2cudG9Mb3dlckNhc2UoKV09YS5jb252ZXJ0ZXJzW2ddO2Y9ay5zaGlmdCgpO3doaWxlKGYpaWYoYS5yZXNwb25zZUZpZWxkc1tmXSYmKGNbYS5yZXNwb25zZUZpZWxkc1tmXV09YiksIWkmJmQmJmEuZGF0YUZpbHRlciYmKGI9YS5kYXRhRmlsdGVyKGIsYS5kYXRhVHlwZSkpLGk9ZixmPWsuc2hpZnQoKSlpZigiKiI9PT1mKWY9aTtlbHNlIGlmKCIqIiE9PWkmJmkhPT1mKXtpZihnPWpbaSsiICIrZl18fGpbIiogIitmXSwhZylmb3IoZSBpbiBqKWlmKGg9ZS5zcGxpdCgiICIpLGhbMV09PT1mJiYoZz1qW2krIiAiK2hbMF1dfHxqWyIqICIraFswXV0pKXtnPT09ITA\/Zz1qW2VdOmpbZV0hPT0hMCYmKGY9aFswXSxrLnVuc2hpZnQoaFsxXSkpO2JyZWFrfWlmKGchPT0hMClpZihnJiZhWyJ0aHJvd3MiXSliPWcoYik7ZWxzZSB0cnl7Yj1nKGIpfWNhdGNoKGwpe3JldHVybntzdGF0ZToicGFyc2VyZXJyb3IiLGVycm9yOmc\/bDoiTm8gY29udmVyc2lvbiBmcm9tICIraSsiIHRvICIrZn19fXJldHVybntzdGF0ZToic3VjY2VzcyIsZGF0YTpifX1tLmV4dGVuZCh7YWN0aXZlOjAsbGFzdE1vZGlmaWVkOnt9LGV0YWc6e30sYWpheFNldHRpbmdzOnt1cmw6emIsdHlwZToiR0VUIixpc0xvY2FsOkRiLnRlc3QoeWJbMV0pLGdsb2JhbDohMCxwcm9jZXNzRGF0YTohMCxhc3luYzohMCxjb250ZW50VHlwZToiYXBwbGljYXRpb24veC13d3ctZm9ybS11cmxlbmNvZGVkOyBjaGFyc2V0PVVURi04IixhY2NlcHRzOnsiKiI6SmIsdGV4dDoidGV4dC9wbGFpbiIsaHRtbDoidGV4dC9odG1sIix4bWw6ImFwcGxpY2F0aW9uL3htbCwgdGV4dC94bWwiLGpzb246ImFwcGxpY2F0aW9uL2pzb24sIHRleHQvamF2YXNjcmlwdCJ9LGNvbnRlbnRzOnt4bWw6L3htbC8saHRtbDovaHRtbC8sanNvbjovanNvbi99LHJlc3BvbnNlRmllbGRzOnt4bWw6InJlc3BvbnNlWE1MIix0ZXh0OiJyZXNwb25zZVRleHQiLGpzb246InJlc3BvbnNlSlNPTiJ9LGNvbnZlcnRlcnM6eyIqIHRleHQiOlN0cmluZywidGV4dCBodG1sIjohMCwidGV4dCBqc29uIjptLnBhcnNlSlNPTiwidGV4dCB4bWwiOm0ucGFyc2VYTUx9LGZsYXRPcHRpb25zOnt1cmw6ITAsY29udGV4dDohMH19LGFqYXhTZXR1cDpmdW5jdGlvbihhLGIpe3JldHVybiBiP05iKE5iKGEsbS5hamF4U2V0dGluZ3MpLGIpOk5iKG0uYWpheFNldHRpbmdzLGEpfSxhamF4UHJlZmlsdGVyOkxiKEhiKSxhamF4VHJhbnNwb3J0OkxiKEliKSxhamF4OmZ1bmN0aW9uKGEsYil7Im9iamVjdCI9PXR5cGVvZiBhJiYoYj1hLGE9dm9pZCAwKSxiPWJ8fHt9O3ZhciBjLGQsZSxmLGcsaCxpLGosaz1tLmFqYXhTZXR1cCh7fSxiKSxsPWsuY29udGV4dHx8ayxuPWsuY29udGV4dCYmKGwubm9kZVR5cGV8fGwuanF1ZXJ5KT9tKGwpOm0uZXZlbnQsbz1tLkRlZmVycmVkKCkscD1tLkNhbGxiYWNrcygib25jZSBtZW1vcnkiKSxxPWsuc3RhdHVzQ29kZXx8e30scj17fSxzPXt9LHQ9MCx1PSJjYW5jZWxlZCIsdj17cmVhZHlTdGF0ZTowLGdldFJlc3BvbnNlSGVhZGVyOmZ1bmN0aW9uKGEpe3ZhciBiO2lmKDI9PT10KXtpZighail7aj17fTt3aGlsZShiPUNiLmV4ZWMoZikpaltiWzFdLnRvTG93ZXJDYXNlKCldPWJbMl19Yj1qW2EudG9Mb3dlckNhc2UoKV19cmV0dXJuIG51bGw9PWI\/bnVsbDpifSxnZXRBbGxSZXNwb25zZUhlYWRlcnM6ZnVuY3Rpb24oKXtyZXR1cm4gMj09PXQ\/ZjpudWxsfSxzZXRSZXF1ZXN0SGVhZGVyOmZ1bmN0aW9uKGEsYil7dmFyIGM9YS50b0xvd2VyQ2FzZSgpO3JldHVybiB0fHwoYT1zW2NdPXNbY118fGEsclthXT1iKSx0aGlzfSxvdmVycmlkZU1pbWVUeXBlOmZ1bmN0aW9uKGEpe3JldHVybiB0fHwoay5taW1lVHlwZT1hKSx0aGlzfSxzdGF0dXNDb2RlOmZ1bmN0aW9uKGEpe3ZhciBiO2lmKGEpaWYoMj50KWZvcihiIGluIGEpcVtiXT1bcVtiXSxhW2JdXTtlbHNlIHYuYWx3YXlzKGFbdi5zdGF0dXNdKTtyZXR1cm4gdGhpc30sYWJvcnQ6ZnVuY3Rpb24oYSl7dmFyIGI9YXx8dTtyZXR1cm4gaSYmaS5hYm9ydChiKSx4KDAsYiksdGhpc319O2lmKG8ucHJvbWlzZSh2KS5jb21wbGV0ZT1wLmFkZCx2LnN1Y2Nlc3M9di5kb25lLHYuZXJyb3I9di5mYWlsLGsudXJsPSgoYXx8ay51cmx8fHpiKSsiIikucmVwbGFjZShBYiwiIikucmVwbGFjZShGYix5YlsxXSsiLy8iKSxrLnR5cGU9Yi5tZXRob2R8fGIudHlwZXx8ay5tZXRob2R8fGsudHlwZSxrLmRhdGFUeXBlcz1tLnRyaW0oay5kYXRhVHlwZXx8IioiKS50b0xvd2VyQ2FzZSgpLm1hdGNoKEUpfHxbIiJdLG51bGw9PWsuY3Jvc3NEb21haW4mJihjPUdiLmV4ZWMoay51cmwudG9Mb3dlckNhc2UoKSksay5jcm9zc0RvbWFpbj0hKCFjfHxjWzFdPT09eWJbMV0mJmNbMl09PT15YlsyXSYmKGNbM118fCgiaHR0cDoiPT09Y1sxXT8iODAiOiI0NDMiKSk9PT0oeWJbM118fCgiaHR0cDoiPT09eWJbMV0\/IjgwIjoiNDQzIikpKSksay5kYXRhJiZrLnByb2Nlc3NEYXRhJiYic3RyaW5nIiE9dHlwZW9mIGsuZGF0YSYmKGsuZGF0YT1tLnBhcmFtKGsuZGF0YSxrLnRyYWRpdGlvbmFsKSksTWIoSGIsayxiLHYpLDI9PT10KXJldHVybiB2O2g9bS5ldmVudCYmay5nbG9iYWwsaCYmMD09PW0uYWN0aXZlKysmJm0uZXZlbnQudHJpZ2dlcigiYWpheFN0YXJ0Iiksay50eXBlPWsudHlwZS50b1VwcGVyQ2FzZSgpLGsuaGFzQ29udGVudD0hRWIudGVzdChrLnR5cGUpLGU9ay51cmwsay5oYXNDb250ZW50fHwoay5kYXRhJiYoZT1rLnVybCs9KHdiLnRlc3QoZSk\/IiYiOiI\/Iikray5kYXRhLGRlbGV0ZSBrLmRhdGEpLGsuY2FjaGU9PT0hMSYmKGsudXJsPUJiLnRlc3QoZSk\/ZS5yZXBsYWNlKEJiLCIkMV89Iit2YisrKTplKyh3Yi50ZXN0KGUpPyImIjoiPyIpKyJfPSIrdmIrKykpLGsuaWZNb2RpZmllZCYmKG0ubGFzdE1vZGlmaWVkW2VdJiZ2LnNldFJlcXVlc3RIZWFkZXIoIklmLU1vZGlmaWVkLVNpbmNlIixtLmxhc3RNb2RpZmllZFtlXSksbS5ldGFnW2VdJiZ2LnNldFJlcXVlc3RIZWFkZXIoIklmLU5vbmUtTWF0Y2giLG0uZXRhZ1tlXSkpLChrLmRhdGEmJmsuaGFzQ29udGVudCYmay5jb250ZW50VHlwZSE9PSExfHxiLmNvbnRlbnRUeXBlKSYmdi5zZXRSZXF1ZXN0SGVhZGVyKCJDb250ZW50LVR5cGUiLGsuY29udGVudFR5cGUpLHYuc2V0UmVxdWVzdEhlYWRlcigiQWNjZXB0IixrLmRhdGFUeXBlc1swXSYmay5hY2NlcHRzW2suZGF0YVR5cGVzWzBdXT9rLmFjY2VwdHNbay5kYXRhVHlwZXNbMF1dKygiKiIhPT1rLmRhdGFUeXBlc1swXT8iLCAiK0piKyI7IHE9MC4wMSI6IiIpOmsuYWNjZXB0c1siKiJdKTtmb3IoZCBpbiBrLmhlYWRlcnMpdi5zZXRSZXF1ZXN0SGVhZGVyKGQsay5oZWFkZXJzW2RdKTtpZihrLmJlZm9yZVNlbmQmJihrLmJlZm9yZVNlbmQuY2FsbChsLHYsayk9PT0hMXx8Mj09PXQpKXJldHVybiB2LmFib3J0KCk7dT0iYWJvcnQiO2ZvcihkIGlue3N1Y2Nlc3M6MSxlcnJvcjoxLGNvbXBsZXRlOjF9KXZbZF0oa1tkXSk7aWYoaT1NYihJYixrLGIsdikpe3YucmVhZHlTdGF0ZT0xLGgmJm4udHJpZ2dlcigiYWpheFNlbmQiLFt2LGtdKSxrLmFzeW5jJiZrLnRpbWVvdXQ+MCYmKGc9c2V0VGltZW91dChmdW5jdGlvbigpe3YuYWJvcnQoInRpbWVvdXQiKX0say50aW1lb3V0KSk7dHJ5e3Q9MSxpLnNlbmQocix4KX1jYXRjaCh3KXtpZighKDI+dCkpdGhyb3cgdzt4KC0xLHcpfX1lbHNlIHgoLTEsIk5vIFRyYW5zcG9ydCIpO2Z1bmN0aW9uIHgoYSxiLGMsZCl7dmFyIGoscixzLHUsdyx4PWI7MiE9PXQmJih0PTIsZyYmY2xlYXJUaW1lb3V0KGcpLGk9dm9pZCAwLGY9ZHx8IiIsdi5yZWFkeVN0YXRlPWE+MD80OjAsaj1hPj0yMDAmJjMwMD5hfHwzMDQ9PT1hLGMmJih1PU9iKGssdixjKSksdT1QYihrLHUsdixqKSxqPyhrLmlmTW9kaWZpZWQmJih3PXYuZ2V0UmVzcG9uc2VIZWFkZXIoIkxhc3QtTW9kaWZpZWQiKSx3JiYobS5sYXN0TW9kaWZpZWRbZV09dyksdz12LmdldFJlc3BvbnNlSGVhZGVyKCJldGFnIiksdyYmKG0uZXRhZ1tlXT13KSksMjA0PT09YXx8IkhFQUQiPT09ay50eXBlP3g9Im5vY29udGVudCI6MzA0PT09YT94PSJub3Rtb2RpZmllZCI6KHg9dS5zdGF0ZSxyPXUuZGF0YSxzPXUuZXJyb3Isaj0hcykpOihzPXgsKGF8fCF4KSYmKHg9ImVycm9yIiwwPmEmJihhPTApKSksdi5zdGF0dXM9YSx2LnN0YXR1c1RleHQ9KGJ8fHgpKyIiLGo\/by5yZXNvbHZlV2l0aChsLFtyLHgsdl0pOm8ucmVqZWN0V2l0aChsLFt2LHgsc10pLHYuc3RhdHVzQ29kZShxKSxxPXZvaWQgMCxoJiZuLnRyaWdnZXIoaj8iYWpheFN1Y2Nlc3MiOiJhamF4RXJyb3IiLFt2LGssaj9yOnNdKSxwLmZpcmVXaXRoKGwsW3YseF0pLGgmJihuLnRyaWdnZXIoImFqYXhDb21wbGV0ZSIsW3Ysa10pLC0tbS5hY3RpdmV8fG0uZXZlbnQudHJpZ2dlcigiYWpheFN0b3AiKSkpfXJldHVybiB2fSxnZXRKU09OOmZ1bmN0aW9uKGEsYixjKXtyZXR1cm4gbS5nZXQoYSxiLGMsImpzb24iKX0sZ2V0U2NyaXB0OmZ1bmN0aW9uKGEsYil7cmV0dXJuIG0uZ2V0KGEsdm9pZCAwLGIsInNjcmlwdCIpfX0pLG0uZWFjaChbImdldCIsInBvc3QiXSxmdW5jdGlvbihhLGIpe21bYl09ZnVuY3Rpb24oYSxjLGQsZSl7cmV0dXJuIG0uaXNGdW5jdGlvbihjKSYmKGU9ZXx8ZCxkPWMsYz12b2lkIDApLG0uYWpheCh7dXJsOmEsdHlwZTpiLGRhdGFUeXBlOmUsZGF0YTpjLHN1Y2Nlc3M6ZH0pfX0pLG0uX2V2YWxVcmw9ZnVuY3Rpb24oYSl7cmV0dXJuIG0uYWpheCh7dXJsOmEsdHlwZToiR0VUIixkYXRhVHlwZToic2NyaXB0Iixhc3luYzohMSxnbG9iYWw6ITEsInRocm93cyI6ITB9KX0sbS5mbi5leHRlbmQoe3dyYXBBbGw6ZnVuY3Rpb24oYSl7aWYobS5pc0Z1bmN0aW9uKGEpKXJldHVybiB0aGlzLmVhY2goZnVuY3Rpb24oYil7bSh0aGlzKS53cmFwQWxsKGEuY2FsbCh0aGlzLGIpKX0pO2lmKHRoaXNbMF0pe3ZhciBiPW0oYSx0aGlzWzBdLm93bmVyRG9jdW1lbnQpLmVxKDApLmNsb25lKCEwKTt0aGlzWzBdLnBhcmVudE5vZGUmJmIuaW5zZXJ0QmVmb3JlKHRoaXNbMF0pLGIubWFwKGZ1bmN0aW9uKCl7dmFyIGE9dGhpczt3aGlsZShhLmZpcnN0Q2hpbGQmJjE9PT1hLmZpcnN0Q2hpbGQubm9kZVR5cGUpYT1hLmZpcnN0Q2hpbGQ7cmV0dXJuIGF9KS5hcHBlbmQodGhpcyl9cmV0dXJuIHRoaXN9LHdyYXBJbm5lcjpmdW5jdGlvbihhKXtyZXR1cm4gdGhpcy5lYWNoKG0uaXNGdW5jdGlvbihhKT9mdW5jdGlvbihiKXttKHRoaXMpLndyYXBJbm5lcihhLmNhbGwodGhpcyxiKSl9OmZ1bmN0aW9uKCl7dmFyIGI9bSh0aGlzKSxjPWIuY29udGVudHMoKTtjLmxlbmd0aD9jLndyYXBBbGwoYSk6Yi5hcHBlbmQoYSl9KX0sd3JhcDpmdW5jdGlvbihhKXt2YXIgYj1tLmlzRnVuY3Rpb24oYSk7cmV0dXJuIHRoaXMuZWFjaChmdW5jdGlvbihjKXttKHRoaXMpLndyYXBBbGwoYj9hLmNhbGwodGhpcyxjKTphKX0pfSx1bndyYXA6ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5wYXJlbnQoKS5lYWNoKGZ1bmN0aW9uKCl7bS5ub2RlTmFtZSh0aGlzLCJib2R5Iil8fG0odGhpcykucmVwbGFjZVdpdGgodGhpcy5jaGlsZE5vZGVzKX0pLmVuZCgpfX0pLG0uZXhwci5maWx0ZXJzLmhpZGRlbj1mdW5jdGlvbihhKXtyZXR1cm4gYS5vZmZzZXRXaWR0aDw9MCYmYS5vZmZzZXRIZWlnaHQ8PTB8fCFrLnJlbGlhYmxlSGlkZGVuT2Zmc2V0cygpJiYibm9uZSI9PT0oYS5zdHlsZSYmYS5zdHlsZS5kaXNwbGF5fHxtLmNzcyhhLCJkaXNwbGF5IikpfSxtLmV4cHIuZmlsdGVycy52aXNpYmxlPWZ1bmN0aW9uKGEpe3JldHVybiFtLmV4cHIuZmlsdGVycy5oaWRkZW4oYSl9O3ZhciBRYj0vJTIwL2csUmI9L1xbXF0kLyxTYj0vXHI\/XG4vZyxUYj0vXig\/OnN1Ym1pdHxidXR0b258aW1hZ2V8cmVzZXR8ZmlsZSkkL2ksVWI9L14oPzppbnB1dHxzZWxlY3R8dGV4dGFyZWF8a2V5Z2VuKS9pO2Z1bmN0aW9uIFZiKGEsYixjLGQpe3ZhciBlO2lmKG0uaXNBcnJheShiKSltLmVhY2goYixmdW5jdGlvbihiLGUpe2N8fFJiLnRlc3QoYSk\/ZChhLGUpOlZiKGErIlsiKygib2JqZWN0Ij09dHlwZW9mIGU\/YjoiIikrIl0iLGUsYyxkKX0pO2Vsc2UgaWYoY3x8Im9iamVjdCIhPT1tLnR5cGUoYikpZChhLGIpO2Vsc2UgZm9yKGUgaW4gYilWYihhKyJbIitlKyJdIixiW2VdLGMsZCl9bS5wYXJhbT1mdW5jdGlvbihhLGIpe3ZhciBjLGQ9W10sZT1mdW5jdGlvbihhLGIpe2I9bS5pc0Z1bmN0aW9uKGIpP2IoKTpudWxsPT1iPyIiOmIsZFtkLmxlbmd0aF09ZW5jb2RlVVJJQ29tcG9uZW50KGEpKyI9IitlbmNvZGVVUklDb21wb25lbnQoYil9O2lmKHZvaWQgMD09PWImJihiPW0uYWpheFNldHRpbmdzJiZtLmFqYXhTZXR0aW5ncy50cmFkaXRpb25hbCksbS5pc0FycmF5KGEpfHxhLmpxdWVyeSYmIW0uaXNQbGFpbk9iamVjdChhKSltLmVhY2goYSxmdW5jdGlvbigpe2UodGhpcy5uYW1lLHRoaXMudmFsdWUpfSk7ZWxzZSBmb3IoYyBpbiBhKVZiKGMsYVtjXSxiLGUpO3JldHVybiBkLmpvaW4oIiYiKS5yZXBsYWNlKFFiLCIrIil9LG0uZm4uZXh0ZW5kKHtzZXJpYWxpemU6ZnVuY3Rpb24oKXtyZXR1cm4gbS5wYXJhbSh0aGlzLnNlcmlhbGl6ZUFycmF5KCkpfSxzZXJpYWxpemVBcnJheTpmdW5jdGlvbigpe3JldHVybiB0aGlzLm1hcChmdW5jdGlvbigpe3ZhciBhPW0ucHJvcCh0aGlzLCJlbGVtZW50cyIpO3JldHVybiBhP20ubWFrZUFycmF5KGEpOnRoaXN9KS5maWx0ZXIoZnVuY3Rpb24oKXt2YXIgYT10aGlzLnR5cGU7cmV0dXJuIHRoaXMubmFtZSYmIW0odGhpcykuaXMoIjpkaXNhYmxlZCIpJiZVYi50ZXN0KHRoaXMubm9kZU5hbWUpJiYhVGIudGVzdChhKSYmKHRoaXMuY2hlY2tlZHx8IVcudGVzdChhKSl9KS5tYXAoZnVuY3Rpb24oYSxiKXt2YXIgYz1tKHRoaXMpLnZhbCgpO3JldHVybiBudWxsPT1jP251bGw6bS5pc0FycmF5KGMpP20ubWFwKGMsZnVuY3Rpb24oYSl7cmV0dXJue25hbWU6Yi5uYW1lLHZhbHVlOmEucmVwbGFjZShTYiwiXHJcbiIpfX0pOntuYW1lOmIubmFtZSx2YWx1ZTpjLnJlcGxhY2UoU2IsIlxyXG4iKX19KS5nZXQoKX19KSxtLmFqYXhTZXR0aW5ncy54aHI9dm9pZCAwIT09YS5BY3RpdmVYT2JqZWN0P2Z1bmN0aW9uKCl7cmV0dXJuIXRoaXMuaXNMb2NhbCYmL14oZ2V0fHBvc3R8aGVhZHxwdXR8ZGVsZXRlfG9wdGlvbnMpJC9pLnRlc3QodGhpcy50eXBlKSYmWmIoKXx8JGIoKX06WmI7dmFyIFdiPTAsWGI9e30sWWI9bS5hamF4U2V0dGluZ3MueGhyKCk7YS5hdHRhY2hFdmVudCYmYS5hdHRhY2hFdmVudCgib251bmxvYWQiLGZ1bmN0aW9uKCl7Zm9yKHZhciBhIGluIFhiKVhiW2FdKHZvaWQgMCwhMCl9KSxrLmNvcnM9ISFZYiYmIndpdGhDcmVkZW50aWFscyJpbiBZYixZYj1rLmFqYXg9ISFZYixZYiYmbS5hamF4VHJhbnNwb3J0KGZ1bmN0aW9uKGEpe2lmKCFhLmNyb3NzRG9tYWlufHxrLmNvcnMpe3ZhciBiO3JldHVybntzZW5kOmZ1bmN0aW9uKGMsZCl7dmFyIGUsZj1hLnhocigpLGc9KytXYjtpZihmLm9wZW4oYS50eXBlLGEudXJsLGEuYXN5bmMsYS51c2VybmFtZSxhLnBhc3N3b3JkKSxhLnhockZpZWxkcylmb3IoZSBpbiBhLnhockZpZWxkcylmW2VdPWEueGhyRmllbGRzW2VdO2EubWltZVR5cGUmJmYub3ZlcnJpZGVNaW1lVHlwZSYmZi5vdmVycmlkZU1pbWVUeXBlKGEubWltZVR5cGUpLGEuY3Jvc3NEb21haW58fGNbIlgtUmVxdWVzdGVkLVdpdGgiXXx8KGNbIlgtUmVxdWVzdGVkLVdpdGgiXT0iWE1MSHR0cFJlcXVlc3QiKTtmb3IoZSBpbiBjKXZvaWQgMCE9PWNbZV0mJmYuc2V0UmVxdWVzdEhlYWRlcihlLGNbZV0rIiIpO2Yuc2VuZChhLmhhc0NvbnRlbnQmJmEuZGF0YXx8bnVsbCksYj1mdW5jdGlvbihjLGUpe3ZhciBoLGksajtpZihiJiYoZXx8ND09PWYucmVhZHlTdGF0ZSkpaWYoZGVsZXRlIFhiW2ddLGI9dm9pZCAwLGYub25yZWFkeXN0YXRlY2hhbmdlPW0ubm9vcCxlKTQhPT1mLnJlYWR5U3RhdGUmJmYuYWJvcnQoKTtlbHNle2o9e30saD1mLnN0YXR1cywic3RyaW5nIj09dHlwZW9mIGYucmVzcG9uc2VUZXh0JiYoai50ZXh0PWYucmVzcG9uc2VUZXh0KTt0cnl7aT1mLnN0YXR1c1RleHR9Y2F0Y2goayl7aT0iIn1ofHwhYS5pc0xvY2FsfHxhLmNyb3NzRG9tYWluPzEyMjM9PT1oJiYoaD0yMDQpOmg9ai50ZXh0PzIwMDo0MDR9aiYmZChoLGksaixmLmdldEFsbFJlc3BvbnNlSGVhZGVycygpKX0sYS5hc3luYz80PT09Zi5yZWFkeVN0YXRlP3NldFRpbWVvdXQoYik6Zi5vbnJlYWR5c3RhdGVjaGFuZ2U9WGJbZ109YjpiKCl9LGFib3J0OmZ1bmN0aW9uKCl7YiYmYih2b2lkIDAsITApfX19fSk7ZnVuY3Rpb24gWmIoKXt0cnl7cmV0dXJuIG5ldyBhLlhNTEh0dHBSZXF1ZXN0fWNhdGNoKGIpe319ZnVuY3Rpb24gJGIoKXt0cnl7cmV0dXJuIG5ldyBhLkFjdGl2ZVhPYmplY3QoIk1pY3Jvc29mdC5YTUxIVFRQIil9Y2F0Y2goYil7fX1tLmFqYXhTZXR1cCh7YWNjZXB0czp7c2NyaXB0OiJ0ZXh0L2phdmFzY3JpcHQsIGFwcGxpY2F0aW9uL2phdmFzY3JpcHQsIGFwcGxpY2F0aW9uL2VjbWFzY3JpcHQsIGFwcGxpY2F0aW9uL3gtZWNtYXNjcmlwdCJ9LGNvbnRlbnRzOntzY3JpcHQ6Lyg\/OmphdmF8ZWNtYSlzY3JpcHQvfSxjb252ZXJ0ZXJzOnsidGV4dCBzY3JpcHQiOmZ1bmN0aW9uKGEpe3JldHVybiBtLmdsb2JhbEV2YWwoYSksYX19fSksbS5hamF4UHJlZmlsdGVyKCJzY3JpcHQiLGZ1bmN0aW9uKGEpe3ZvaWQgMD09PWEuY2FjaGUmJihhLmNhY2hlPSExKSxhLmNyb3NzRG9tYWluJiYoYS50eXBlPSJHRVQiLGEuZ2xvYmFsPSExKX0pLG0uYWpheFRyYW5zcG9ydCgic2NyaXB0IixmdW5jdGlvbihhKXtpZihhLmNyb3NzRG9tYWluKXt2YXIgYixjPXkuaGVhZHx8bSgiaGVhZCIpWzBdfHx5LmRvY3VtZW50RWxlbWVudDtyZXR1cm57c2VuZDpmdW5jdGlvbihkLGUpe2I9eS5jcmVhdGVFbGVtZW50KCJzY3JpcHQiKSxiLmFzeW5jPSEwLGEuc2NyaXB0Q2hhcnNldCYmKGIuY2hhcnNldD1hLnNjcmlwdENoYXJzZXQpLGIuc3JjPWEudXJsLGIub25sb2FkPWIub25yZWFkeXN0YXRlY2hhbmdlPWZ1bmN0aW9uKGEsYyl7KGN8fCFiLnJlYWR5U3RhdGV8fC9sb2FkZWR8Y29tcGxldGUvLnRlc3QoYi5yZWFkeVN0YXRlKSkmJihiLm9ubG9hZD1iLm9ucmVhZHlzdGF0ZWNoYW5nZT1udWxsLGIucGFyZW50Tm9kZSYmYi5wYXJlbnROb2RlLnJlbW92ZUNoaWxkKGIpLGI9bnVsbCxjfHxlKDIwMCwic3VjY2VzcyIpKX0sYy5pbnNlcnRCZWZvcmUoYixjLmZpcnN0Q2hpbGQpfSxhYm9ydDpmdW5jdGlvbigpe2ImJmIub25sb2FkKHZvaWQgMCwhMCl9fX19KTt2YXIgX2I9W10sYWM9Lyg9KVw\/KD89JnwkKXxcP1w\/LzttLmFqYXhTZXR1cCh7anNvbnA6ImNhbGxiYWNrIixqc29ucENhbGxiYWNrOmZ1bmN0aW9uKCl7dmFyIGE9X2IucG9wKCl8fG0uZXhwYW5kbysiXyIrdmIrKztyZXR1cm4gdGhpc1thXT0hMCxhfX0pLG0uYWpheFByZWZpbHRlcigianNvbiBqc29ucCIsZnVuY3Rpb24oYixjLGQpe3ZhciBlLGYsZyxoPWIuanNvbnAhPT0hMSYmKGFjLnRlc3QoYi51cmwpPyJ1cmwiOiJzdHJpbmciPT10eXBlb2YgYi5kYXRhJiYhKGIuY29udGVudFR5cGV8fCIiKS5pbmRleE9mKCJhcHBsaWNhdGlvbi94LXd3dy1mb3JtLXVybGVuY29kZWQiKSYmYWMudGVzdChiLmRhdGEpJiYiZGF0YSIpO3JldHVybiBofHwianNvbnAiPT09Yi5kYXRhVHlwZXNbMF0\/KGU9Yi5qc29ucENhbGxiYWNrPW0uaXNGdW5jdGlvbihiLmpzb25wQ2FsbGJhY2spP2IuanNvbnBDYWxsYmFjaygpOmIuanNvbnBDYWxsYmFjayxoP2JbaF09YltoXS5yZXBsYWNlKGFjLCIkMSIrZSk6Yi5qc29ucCE9PSExJiYoYi51cmwrPSh3Yi50ZXN0KGIudXJsKT8iJiI6Ij8iKStiLmpzb25wKyI9IitlKSxiLmNvbnZlcnRlcnNbInNjcmlwdCBqc29uIl09ZnVuY3Rpb24oKXtyZXR1cm4gZ3x8bS5lcnJvcihlKyIgd2FzIG5vdCBjYWxsZWQiKSxnWzBdfSxiLmRhdGFUeXBlc1swXT0ianNvbiIsZj1hW2VdLGFbZV09ZnVuY3Rpb24oKXtnPWFyZ3VtZW50c30sZC5hbHdheXMoZnVuY3Rpb24oKXthW2VdPWYsYltlXSYmKGIuanNvbnBDYWxsYmFjaz1jLmpzb25wQ2FsbGJhY2ssX2IucHVzaChlKSksZyYmbS5pc0Z1bmN0aW9uKGYpJiZmKGdbMF0pLGc9Zj12b2lkIDB9KSwic2NyaXB0Iik6dm9pZCAwfSksbS5wYXJzZUhUTUw9ZnVuY3Rpb24oYSxiLGMpe2lmKCFhfHwic3RyaW5nIiE9dHlwZW9mIGEpcmV0dXJuIG51bGw7ImJvb2xlYW4iPT10eXBlb2YgYiYmKGM9YixiPSExKSxiPWJ8fHk7dmFyIGQ9dS5leGVjKGEpLGU9IWMmJltdO3JldHVybiBkP1tiLmNyZWF0ZUVsZW1lbnQoZFsxXSldOihkPW0uYnVpbGRGcmFnbWVudChbYV0sYixlKSxlJiZlLmxlbmd0aCYmbShlKS5yZW1vdmUoKSxtLm1lcmdlKFtdLGQuY2hpbGROb2RlcykpfTt2YXIgYmM9bS5mbi5sb2FkO20uZm4ubG9hZD1mdW5jdGlvbihhLGIsYyl7aWYoInN0cmluZyIhPXR5cGVvZiBhJiZiYylyZXR1cm4gYmMuYXBwbHkodGhpcyxhcmd1bWVudHMpO3ZhciBkLGUsZixnPXRoaXMsaD1hLmluZGV4T2YoIiAiKTtyZXR1cm4gaD49MCYmKGQ9bS50cmltKGEuc2xpY2UoaCxhLmxlbmd0aCkpLGE9YS5zbGljZSgwLGgpKSxtLmlzRnVuY3Rpb24oYik\/KGM9YixiPXZvaWQgMCk6YiYmIm9iamVjdCI9PXR5cGVvZiBiJiYoZj0iUE9TVCIpLGcubGVuZ3RoPjAmJm0uYWpheCh7dXJsOmEsdHlwZTpmLGRhdGFUeXBlOiJodG1sIixkYXRhOmJ9KS5kb25lKGZ1bmN0aW9uKGEpe2U9YXJndW1lbnRzLGcuaHRtbChkP20oIjxkaXY+IikuYXBwZW5kKG0ucGFyc2VIVE1MKGEpKS5maW5kKGQpOmEpfSkuY29tcGxldGUoYyYmZnVuY3Rpb24oYSxiKXtnLmVhY2goYyxlfHxbYS5yZXNwb25zZVRleHQsYixhXSl9KSx0aGlzfSxtLmVhY2goWyJhamF4U3RhcnQiLCJhamF4U3RvcCIsImFqYXhDb21wbGV0ZSIsImFqYXhFcnJvciIsImFqYXhTdWNjZXNzIiwiYWpheFNlbmQiXSxmdW5jdGlvbihhLGIpe20uZm5bYl09ZnVuY3Rpb24oYSl7cmV0dXJuIHRoaXMub24oYixhKX19KSxtLmV4cHIuZmlsdGVycy5hbmltYXRlZD1mdW5jdGlvbihhKXtyZXR1cm4gbS5ncmVwKG0udGltZXJzLGZ1bmN0aW9uKGIpe3JldHVybiBhPT09Yi5lbGVtfSkubGVuZ3RofTt2YXIgY2M9YS5kb2N1bWVudC5kb2N1bWVudEVsZW1lbnQ7ZnVuY3Rpb24gZGMoYSl7cmV0dXJuIG0uaXNXaW5kb3coYSk\/YTo5PT09YS5ub2RlVHlwZT9hLmRlZmF1bHRWaWV3fHxhLnBhcmVudFdpbmRvdzohMX1tLm9mZnNldD17c2V0T2Zmc2V0OmZ1bmN0aW9uKGEsYixjKXt2YXIgZCxlLGYsZyxoLGksaixrPW0uY3NzKGEsInBvc2l0aW9uIiksbD1tKGEpLG49e307InN0YXRpYyI9PT1rJiYoYS5zdHlsZS5wb3NpdGlvbj0icmVsYXRpdmUiKSxoPWwub2Zmc2V0KCksZj1tLmNzcyhhLCJ0b3AiKSxpPW0uY3NzKGEsImxlZnQiKSxqPSgiYWJzb2x1dGUiPT09a3x8ImZpeGVkIj09PWspJiZtLmluQXJyYXkoImF1dG8iLFtmLGldKT4tMSxqPyhkPWwucG9zaXRpb24oKSxnPWQudG9wLGU9ZC5sZWZ0KTooZz1wYXJzZUZsb2F0KGYpfHwwLGU9cGFyc2VGbG9hdChpKXx8MCksbS5pc0Z1bmN0aW9uKGIpJiYoYj1iLmNhbGwoYSxjLGgpKSxudWxsIT1iLnRvcCYmKG4udG9wPWIudG9wLWgudG9wK2cpLG51bGwhPWIubGVmdCYmKG4ubGVmdD1iLmxlZnQtaC5sZWZ0K2UpLCJ1c2luZyJpbiBiP2IudXNpbmcuY2FsbChhLG4pOmwuY3NzKG4pfX0sbS5mbi5leHRlbmQoe29mZnNldDpmdW5jdGlvbihhKXtpZihhcmd1bWVudHMubGVuZ3RoKXJldHVybiB2b2lkIDA9PT1hP3RoaXM6dGhpcy5lYWNoKGZ1bmN0aW9uKGIpe20ub2Zmc2V0LnNldE9mZnNldCh0aGlzLGEsYil9KTt2YXIgYixjLGQ9e3RvcDowLGxlZnQ6MH0sZT10aGlzWzBdLGY9ZSYmZS5vd25lckRvY3VtZW50O2lmKGYpcmV0dXJuIGI9Zi5kb2N1bWVudEVsZW1lbnQsbS5jb250YWlucyhiLGUpPyh0eXBlb2YgZS5nZXRCb3VuZGluZ0NsaWVudFJlY3QhPT1LJiYoZD1lLmdldEJvdW5kaW5nQ2xpZW50UmVjdCgpKSxjPWRjKGYpLHt0b3A6ZC50b3ArKGMucGFnZVlPZmZzZXR8fGIuc2Nyb2xsVG9wKS0oYi5jbGllbnRUb3B8fDApLGxlZnQ6ZC5sZWZ0KyhjLnBhZ2VYT2Zmc2V0fHxiLnNjcm9sbExlZnQpLShiLmNsaWVudExlZnR8fDApfSk6ZH0scG9zaXRpb246ZnVuY3Rpb24oKXtpZih0aGlzWzBdKXt2YXIgYSxiLGM9e3RvcDowLGxlZnQ6MH0sZD10aGlzWzBdO3JldHVybiJmaXhlZCI9PT1tLmNzcyhkLCJwb3NpdGlvbiIpP2I9ZC5nZXRCb3VuZGluZ0NsaWVudFJlY3QoKTooYT10aGlzLm9mZnNldFBhcmVudCgpLGI9dGhpcy5vZmZzZXQoKSxtLm5vZGVOYW1lKGFbMF0sImh0bWwiKXx8KGM9YS5vZmZzZXQoKSksYy50b3ArPW0uY3NzKGFbMF0sImJvcmRlclRvcFdpZHRoIiwhMCksYy5sZWZ0Kz1tLmNzcyhhWzBdLCJib3JkZXJMZWZ0V2lkdGgiLCEwKSkse3RvcDpiLnRvcC1jLnRvcC1tLmNzcyhkLCJtYXJnaW5Ub3AiLCEwKSxsZWZ0OmIubGVmdC1jLmxlZnQtbS5jc3MoZCwibWFyZ2luTGVmdCIsITApfX19LG9mZnNldFBhcmVudDpmdW5jdGlvbigpe3JldHVybiB0aGlzLm1hcChmdW5jdGlvbigpe3ZhciBhPXRoaXMub2Zmc2V0UGFyZW50fHxjYzt3aGlsZShhJiYhbS5ub2RlTmFtZShhLCJodG1sIikmJiJzdGF0aWMiPT09bS5jc3MoYSwicG9zaXRpb24iKSlhPWEub2Zmc2V0UGFyZW50O3JldHVybiBhfHxjY30pfX0pLG0uZWFjaCh7c2Nyb2xsTGVmdDoicGFnZVhPZmZzZXQiLHNjcm9sbFRvcDoicGFnZVlPZmZzZXQifSxmdW5jdGlvbihhLGIpe3ZhciBjPS9ZLy50ZXN0KGIpO20uZm5bYV09ZnVuY3Rpb24oZCl7cmV0dXJuIFYodGhpcyxmdW5jdGlvbihhLGQsZSl7dmFyIGY9ZGMoYSk7cmV0dXJuIHZvaWQgMD09PWU\/Zj9iIGluIGY\/ZltiXTpmLmRvY3VtZW50LmRvY3VtZW50RWxlbWVudFtkXTphW2RdOnZvaWQoZj9mLnNjcm9sbFRvKGM\/bShmKS5zY3JvbGxMZWZ0KCk6ZSxjP2U6bShmKS5zY3JvbGxUb3AoKSk6YVtkXT1lKX0sYSxkLGFyZ3VtZW50cy5sZW5ndGgsbnVsbCl9fSksbS5lYWNoKFsidG9wIiwibGVmdCJdLGZ1bmN0aW9uKGEsYil7bS5jc3NIb29rc1tiXT1MYShrLnBpeGVsUG9zaXRpb24sZnVuY3Rpb24oYSxjKXtyZXR1cm4gYz8oYz1KYShhLGIpLEhhLnRlc3QoYyk\/bShhKS5wb3NpdGlvbigpW2JdKyJweCI6Yyk6dm9pZCAwfSl9KSxtLmVhY2goe0hlaWdodDoiaGVpZ2h0IixXaWR0aDoid2lkdGgifSxmdW5jdGlvbihhLGIpe20uZWFjaCh7cGFkZGluZzoiaW5uZXIiK2EsY29udGVudDpiLCIiOiJvdXRlciIrYX0sZnVuY3Rpb24oYyxkKXttLmZuW2RdPWZ1bmN0aW9uKGQsZSl7dmFyIGY9YXJndW1lbnRzLmxlbmd0aCYmKGN8fCJib29sZWFuIiE9dHlwZW9mIGQpLGc9Y3x8KGQ9PT0hMHx8ZT09PSEwPyJtYXJnaW4iOiJib3JkZXIiKTtyZXR1cm4gVih0aGlzLGZ1bmN0aW9uKGIsYyxkKXt2YXIgZTtyZXR1cm4gbS5pc1dpbmRvdyhiKT9iLmRvY3VtZW50LmRvY3VtZW50RWxlbWVudFsiY2xpZW50IithXTo5PT09Yi5ub2RlVHlwZT8oZT1iLmRvY3VtZW50RWxlbWVudCxNYXRoLm1heChiLmJvZHlbInNjcm9sbCIrYV0sZVsic2Nyb2xsIithXSxiLmJvZHlbIm9mZnNldCIrYV0sZVsib2Zmc2V0IithXSxlWyJjbGllbnQiK2FdKSk6dm9pZCAwPT09ZD9tLmNzcyhiLGMsZyk6bS5zdHlsZShiLGMsZCxnKX0sYixmP2Q6dm9pZCAwLGYsbnVsbCl9fSl9KSxtLmZuLnNpemU9ZnVuY3Rpb24oKXtyZXR1cm4gdGhpcy5sZW5ndGh9LG0uZm4uYW5kU2VsZj1tLmZuLmFkZEJhY2ssImZ1bmN0aW9uIj09dHlwZW9mIGRlZmluZSYmZGVmaW5lLmFtZCYmZGVmaW5lKCJqcXVlcnkiLFtdLGZ1bmN0aW9uKCl7cmV0dXJuIG19KTt2YXIgZWM9YS5qUXVlcnksZmM9YS4kO3JldHVybiBtLm5vQ29uZmxpY3Q9ZnVuY3Rpb24oYil7cmV0dXJuIGEuJD09PW0mJihhLiQ9ZmMpLGImJmEualF1ZXJ5PT09bSYmKGEualF1ZXJ5PWVjKSxtfSx0eXBlb2YgYj09PUsmJihhLmpRdWVyeT1hLiQ9bSksbX0pOwo=\"><\/script>\n<meta 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MDgBMACAbuP%2FwtQ4ATRuPCbj%2F8EATDgBNCVcREA4ATRGPAxAOAE0DWAA%2FK%2B0rPyvtKwEQ3isrKyvtENYrKysr7TEwACsrKysBKysrKysrKysTNDYzMhYVFAYjIiYlNC4CIyIOAhUUHgIzMj4CMnttbXt7bW17AW4NHzQmJjQfDQ0fNCYmNB8NAVuuvLyurry8rjlmTC0tTGY5OWZMLS1MZgAAAAABAF0AAAFxArUADABQQDUDBIsHHwABAA8GHwYCCAYGDg2NB50HAl8Hbwd%2FBwMHAI4QDCAMMAxQDGAMcAwGDAwDBVUDVgA%2FPxI5L13tM11dARESOS9eXc5dM%2B05MTATPgE3MxEjEQ4DB105bC1CXQwjKS0VAiYWRTT9SwI0CxgWFAcAAAABADgAAAHqAsUALADlQC8DBxMXAxcTiwcDFAcDEwcXBxcQGowMAEAQAE0AQAgJAEwALiQlawp7CgIKjBAtJLj%2F8LMSAE0kuP%2FgsxEATSS4%2F8hAGBAATSQfCBEATR8QDxAATB%2BPByAODwBMF7j%2F6LQREgBMF7j%2F6LYPAE0HFwwluP%2FgtBASAEwluP%2F4tAkATSUquP%2FwtBESAEwquP%2FosxAATSq4%2F%2Fi0CQsATCq4%2F%2FBACQgATSpYCo4MVQA%2F7T8rKysrMysrEjk5Kysr7SsrMisrKwEQ3u1xxjIQ1isrxO0SOTkvLwDBhwUrEADBhwV9EMQxMAEUDgIHDgMVIRUhJjQ1ND4CNz4DNTQuAiMiDgIHJz4DMzIWAdMdMDweES0oGwE%2F%2FlwBHzI%2BHhktIxUTICsYHTAmGgcuCSQyPiRtbQIEJENBPx4RLjIuEU8GDAUvUUhAHhgvLzIcHiocDRAVFwZCCh0aEmUAAAABADf%2F8QHpAsUAOADDQB6nIQGWIQGHIQEOCA8ATQUYDwBNNhAPAE00CA8ATQK4%2F%2FBAYg8ATVkQaRACEIyPI58jryMDFyMBIyt7JgFdJm0mAgomCiY1agMBSQNZAwIDjIcrAR8rAQ4rAQgrOhgZNjU5JiYKjggIHjYAjzUQDwBNNTAIEBIATDBXGBWPGR4IDQ4ATB5YAD8rM%2B0yPyszK%2B0yEjkv7Tk9LwEYEN4yxjIQ1l5dXV3tXV0SOTkvL11dENRdXe1dMTAAKysrASsrXV1dNzI2NTQuAisBNTMyPgI1NC4CIyIGByc%2BAzMyHgIVFAYHHgMVFA4CIyIuAic3HgHiWU0gNEUkGCEZNSwcFCErGDBDFyQMJS41HTdQNBo%2BLBsyJRcfQWJDGjcwJAgSEU9ERjsmNB8NTAoaLSIcKBoLHA9HCBMQCxsxQyc2TRQIHi48JS1NOCAIDAwEUQgaAAAAAgAoAAACCgK1AA4AFQBrQD8oAgEIEQEOFSsFASgFOAUCCQUBDwUFDYsHCgkXDxQBO18UbxR%2FFAMUiwAADhYAFI4NDQeOCQkFC1UPjgQEBVYAPzMQ7T8SOS%2FtMy%2FtMgEQzjIQ7XJeXRDW3TLtMi9eXV1xMjEwAF5dAV03PgM3MxEzFSMVIzUhAQ4DBzMoE0JTXzBZUlJa%2FsoBNh49OjMU3PAsdXx4MP5ITLGxAZYgT1ZaKwAAAQBB%2F%2FEB6wK1ACcApkAQGSAPAE0BIA8ATRggDwBNFLj%2F8EA7DwBNDhAPAE0iahYBFowPAx8DAggDKQAjI4sgGxQgGxsgDg0oIyKOIACOGxAREgBMGwgQAE0bEA4ATRu4%2F%2BBAHg0ATRsQDABNGxsIIFYOEY8NIA8ATQ0ICBASAEwIVwA%2FKzMr7TI%2FEjkvKysrKyvtEO0yARDeMtY5hyt9EMQBGBDWXl3tXcQxMAArKysBKysTHgEVFA4CIyIuAic3HgEzMj4CNTQuAiM%2BAzchFSMOA8eXjR8%2FYEIaNi4kCBIRTTgtPSYRGkJuVAYHBgQCAU79AQQEBAGqBnhnLk44IAgMDARRCBoUIi0ZJjsoFTFWUlEtTw8zNzQAAAACAD%2F%2F8QIBArgAGgAtAJi1LQgPAE0kuP%2Fwsw8ATRq4%2F%2FizDwBNCbj%2F%2BEA5EgBNAxgPAE1XAwEFMAYBDwYBBgYAWSsBK4wHE3cTAhMvHoYLlgsCCyGMRwBXAAIALgsOjx4bGwUmuP%2FwQAsODwBMJo8YVwaPBbj%2F8LQOAE0FWAA%2FK%2B0%2F7SsSOS8z7TIBEN5d7TJdMhDWXe1dEjkvXV0zMTAAXQErKysrKxM0PgI3Fw4DBz4BMzIeAhUUDgIjIiY3IgYHDgEVFB4CMzI%2BAjU0Jj84Z5NcBzthTDQNGkEjO1I0Fxo1Ujhyd%2BAjPB4BAQwfNCghLh4NQQEWZZtqNwFOARg0Uz0MECQ7TSomUEIqnNANDQsXCyxOOyMcLDMYREgAAAABADwAAAH1ArUADgAlQBIOiwAABwWLCBAHDw5VCQWOB1YAP%2B0yPwEQzhDW7RI5L%2B0xMDM%2BAzchNSEVDgMHowYtQk8m%2Fq8BuSFQRzMGULGnjy1RTSaFpbtdAAAAAAMAN%2F%2FxAf0CxQAhADMARQEOuQAy%2F%2BizDwBNMrj%2F8EAJDgBNLhAPAE0NuP%2Fwsw8ATQO4%2F%2Fi0DxAATEW4%2F%2FCzDgBNQLj%2F8LUPAE00jBu4%2F%2FhAIRESAEwbAENBIEExLw8vEA8ATS8PQSAvIEGLDy8UDy9BD7j%2F4EA3DwBNUA8BICAPAE1fIAEPIA8gCiyMdgABDwABAEc%2BjBEIERIATBEijAoQEABNCkYPDyAgBTmPFrj%2F8LYICQBMFlgnuP%2FwtQ8ATSePBbj%2F%2BEALDgBNBRAICQBMBVcAPysr7Ss%2FK%2B0SORkvMy8BGBDeK%2B3UK%2B0Q1l1d7RI5OS8vXStdK8GHBCsQAcGHBH0QxAArhw7EEIcOxAEYENQr7TEwACsrASsrKysrJRQOAiMiLgI1ND4CNyY1ND4CMzIeAhUUDgIHFgUUHgIzMj4CNTQuAicOARM0LgIjIg4CFRQeAhc%2BAQH9HTlWOEFXNBYTHykXYh43TjA4UDMXER0lFHb%2Bmg0gMiYiMyAQGC0%2FKC0x%2Bg0cLCAgLRwNECI3JioytCpHNR0lOEMeHTUuJQ44bSZFNB8iNUAeHTMsIg04fxInIRYUHygVIDAkGQkZSgEwDyQfFRQfJRIWLCYeCRlDAAIAM%2F%2F%2BAfUCxQAaAC0AzkALJCAPAE0YIA8ATQK4%2F%2BCzDwBNArj%2F8LMOAE0CuP%2F4swgATQG4%2F%2FCzDwBNAbj%2F6LMOAE0BuP%2F4QCkJAE0eCSEIDQ4ATCGMAASbA6sDAncDAU8DAQMDEWgAAQ8AHwACCAAvK7j%2F8LMPAE0ruP%2F4QBEOAE0rjBEIEABNES4eG48JDLj%2FwEAYCgBNDAwDJggOAE0mjxZYBI8DCA4ATQNXAD8r7T%2FtKxI5Lysz7TIBEN4r7SsrEMZeXV0ROS9dXV0zEO0rMjIxMCsrKysrKysrARQGBycyPgI3DgEjIi4CNTQ%2BAjMyHgIHMjY3NjQ1NC4CIyIOAhUUFgH1zcoDP2VMMwwaQiM7UjQXGjVSODlXOx7gIz4dAQwfNCghLh4NQQGgztMBThg1VD0MDyM7TSolUEIqKExtiQ0NCxULK087IxwrMxhER%2F%2F%2FADj%2F8wC%2BAggCJgARAAABBwARAAABjwAQQAsBABEMBQBQAQgOTysrNAAA%2F%2F8AJv9hAL4CCAImAA8AAAEHABEAAAGPABBACwEOEw4HAVABABBPKys0AAAAAQA1AEwB%2FwIKAAYAYEAmBAUGAAQABq8FBBQFBAYFAwIBAAMAAa8CAxQCAwECAAUQDQBNBQK4%2F%2FBACg0ATQJQAIAAAgAAGS9dzSvNKwEYLy%2FBhwQrEAHBhwR9EMQBGC%2FBhwQrEAHBhwR9EMQxMBMFByU1JRecAWMa%2FlABsBoBK5JNt1C3TQAAAAIANQCZAf8BvQADAAcALkAaAwcHAgUFCQgCrz8ATwCvAAMABK8wBkAGAgYAL13t3l3tARESOS8zMy8zMTA3IRUhESEVITUByv42Acr%2BNuhPASRPAAEANQBMAf8CCgAGAGRAIgMEBQYDBgWvBAMUBAMFBAIBAAYCBgCvAQIUAQIAAQYEAQS4%2F%2FBAEA0ATQQBEA0ATQFQBoAGAgYAGS9dzSvNKwEYLy8vEMGHBCsQAcGHBH0QxBABwYcEGCsQAcGHBH0QxDEwEzcFFQUnJTUaAbD%2BUBoBYwG9TbdQt02SAAAAAgAT%2F%2FMBeQLFACEALQCSuQAJ%2F%2BCzCQBNCLj%2F4LMKAE0EuP%2F4sxEATQO4%2F%2FhANhESAEwigihAGzhIKCgSfwAYAQgYGANYH2gfeB8DH38HCycLNwsDCy8vLwECAy4VICsBKyVjArj%2F8LYPAE0CAIgDuP%2Fwtg8QAEwDBmgAPzMr7TIrP91xzgEQzjJdENZd7V0SOS9eXe0zLyvtMTAAKysBKysTIgcnPgEzMh4CFRQOBBUcARcjJjU0PgQ1NCYTFAYjIiY1NDYzMhauQj8aIlUwOUksERomLiYaAU4EFyQoJBc2CyQfHyQkHx8kAnciSBIWHzA7GyI1LiotNSEFDAUUFiA0LScoLBoqNf2%2FGygoGxsoKAAAAgBB%2F2cDdQLFAEUAVQD3QK2mRAGJQ5lDAmc%2FAVU%2FAVg1AZYpAZcjpyMCihkBaRkBCQIBqAMBA0lNfxMuLy%2FvEwGWE6YTAogTAVYTAROZHKkcAngcAVkcARx%2FkEGgQQKHQQEPQR9BAghBV1N%2F0AvgC%2FALA3kLiQuZCwMLdiaGJpYmAycmNyZXJgMmf%2BA3AZ83ATdWTVCHEDyHIRMQYEkXRocGLzKHLitpA3kDiQMDSwNbAwI6AwEDIAgLSAMABgAvMzMrXV1d3jLtMhDtMjI%2FM97tEO0yARDeXXH9XV3eXXHtENZeXV1d%2FV1dXc5dXV1xMi8zEO0yOV0xMABdAV1dXV1dXV1dXSUiJicOASMiLgI1ND4CMzIWFxEUFjMyPgI1NC4CIyIOAhUUHgIzMjY3Fw4BIyIuAjU0PgIzMh4CFRQOAicyNjcuAT0BLgEjIgYVFBYCsiAqDhY%2BHzBPOiAeO1U2M1UXFhIaJxkMLFJ1SUl6WDE0XX9MO00LChFZM1medkVEc5dUUpJuQB80SPAVKxEDAgYiFUdGRCsSDwwRHjtWOTBVPyQQCP7OIBokOkkmP29UMDFbhFRYhVktDgRKBg4zaaNwbKJrNjVlj1pEaEckUQkJDRoM6wIEWENHVAAAAgAIAAACjwK1ABEAGADcuQAP%2F%2FhANA0ATRAPDg0MEQwHCAkKCwYLBBgXFhUFFQUgDBIBTAsFFQVzBgsUBgsFBgECAxITFBUAFQC4%2F%2FBAQwwBTQwAFQBzEQwUEQwAERUVBhEaABoBQBpwGqAa0BoEDxoBDwYfBgIIBhkDBHkYXxVvFX8VAxIVEhUMEUIMQQtBBkIAPz8%2FPxI5OS8vXTPtMgEQxl5dXV1xEMYRORkvEADBhwUYK4d9xAErEIcOxMQFxMQOxMQQAMGHBRgrh33EASsQhw7ExAXExBCHDsTExMQQhw7ExMTEMTABKyEuASchByM%2BAzczHgMXAy4BJw4BBwIlER4Q%2FsY%2FZShGQ0IkWSRCQ0YoxSA%2FIiM%2FHy1XLbFuu6iZS0uZqLtuAQFXo0tLo1cAAAADAFb%2F%2BgJQArwAGAApADgAh7VXFQEwdhO4%2F%2FC0DgBNExC4%2F%2FC0DhIATBC4%2F%2FBADQkATRAkdhZACAkBTBa4%2F%2FhAEQ4QAEwWQAkATRYwCABNFjo6uP%2FAQBwJAU0ZOHMFqDk4NXwLEyp5KSkABgtFGh98BQBGAD8y7TI%2FMxI5L%2B05EO0yARD27TIrEN4rKysr7dQrKzIr7TEwXQUiLgInET4DMzIeAhUUBgceARUUBgEVFhceATMyPgI1NC4CIyczMj4CNTQuAiMiBgcBERUxMTAUFDAxMBU8aU0sNi09SJn%2B%2FwsPDSMXK006IxoxRCp9ZiRALxscMUIlJSoRBgIEBgUCoAUGBAISK0YzOUkSEk5HaGkBSfQBAQEBCxwyJiIvHAxOChoqIB4pGQwCAgABADr%2F8QJTAsUAJwDmQCMpQAwSSGgDAR4IEgBNhxuXGwICCBIATQIIDwBNEA8PIiMpGrj%2F8LMKAE0auP%2F4QBAJAE0adgUIEgBNBQgPAE0FuP%2F4tg4ATQWpKBC4%2F%2BhAFA0PAEwQFQgODwBMFQgJCgBMFXwPuP%2F4tBESAEwPuP%2FoQBkNDwBMDwoIEQBNCggOAE0KRSIYDQ8ATCIfuP%2F4tA4PAEwfuP%2F4QBMJCgBMH3wjGA0PAEwjAAgQAE0AuP%2F4tA4ATQBGAD8rKzIr7SsrMis%2FKyszKyvtKysyKwEQ%2FisrK%2B0rKxDGMjIvMzEwACsrXSsBXSsFIi4CNTQ%2BAjMyHgIXBy4DIyIOAhUUHgIzMjY3Fw4DAYBJeFYvNVp4RCtFMyAGHAkiKzMaN1g%2BIR06VzpDWBYZByQ2SA8wXIdXV4dcMAwQEARQBg4OCSZIZ0A%2BZkkoHAtQBQ8OCgAAAAACAFb%2F%2BgKPArwAEAAdAIJAHRQQDg8ATBQQCgBNFAgJAE0UEAgATRR2AEAJAU0AuP%2F4sxIATQC4%2F%2FBAGw4PAEwAQAkATQCpHxpzCKgeGhcICgBNF3wJDLj%2F%2BLYOAE0MRRsRuP%2F4QA0KAE0RfAgFCA4ATQVGAD8rM%2B0rMj8rM%2B0rMgEQ9u0Q9isrKyvtKysrKzEwARQOAiMiJicRPgEzMh4CATI2NTQmIyIGBxEeAQKPOGaOVSplKSllKlWOZjj%2Bh4qIiIopLQkJLQFbWoVXKwcKAqAKBytXhf6ajX9%2FjQIB%2Fe4BAgABAFYAAAIWArUACwA1QB0HAw8KHwoCCAoNBAhzAKgMBXkHBwEJeQtCA3kBQQA%2F7T%2FtEjkv7QEQ%2Fu0yEN5eXcbOMTAzESEVIRUhFSEVIRVWAaf%2BugEi%2Ft4BXwK1U85R8FMAAAAAAQBWAAAB%2BAK1AAkAKEAUBwMLBAhzAKgKBXkHBwEJQgN5AUEAP%2B0%2FEjkv7QEQ%2Fu0yENbOMTAzESEVIRUhFSERVgGi%2Fr8BHf7jArVT0VL%2BwQABADr%2F8gJeAsUAJwDRtQoQEABND7j%2F%2BEAsDwBNCRgPAE0XFidzAUAIAU0BQAgATQ8BjwECAagpKUAOAE0pQAsATQApAR%2B4%2F%2FizDgBNH7j%2F8EAQCgBNH3YMQAgBTQwIDwBNDLj%2F%2BEAMDgBNDEAIAE0MqSgXuP%2FwQBAOAE0XGhAKAE0afBEBAQcWuP%2FoQA4NDwBMFhEIDgBNEUUnJLj%2F%2BLMOAE0kuP%2FwtwoATSR8AgdGAD8z7SsrMj8rMysSOS8Q7SsyKwEQ9isrKyvtKytdKysQ9l0rK%2B3GMjEwACsrASsBMxEOAyMiLgI1ND4CMzIeAhcHLgEjIg4CFRQeAjMyNjcB%2FWEMLTtGJEl4Vi81WnlFL0k0IQYfHWAyNVc9Ih07VzsqOw0BVf68BAoKBzBchldXh1wwDBAQBFETGSZIZ0A%2BZkkoCQQAAAAAAQBWAAACawK1AAsAN0AfAwtzDwIfAgIIAqgNBQlzB6gMCnkEBAYIQQZCAkIAQQA%2FPz8%2FEjkv7QEQ%2Fu0yEP5eXf3AMTABMxEjESERIxEzESECCmFh%2Fq1hYQFTArX9SwFA%2FsACtf7fAAABAFYAAAC3ArUAAwAkuQAF%2F8BAEQgBTQAFAQWoAXMDqAQCQgBBAD8%2FARD2%2FeZdKzEwEzMRI1ZhYQK1%2FUsAAAAAAQAI%2F%2FEBowK1ABMAebkAA%2F%2FwQBQJAE1nEAERcxNACQFNDxMBE6gVFbj%2FwEAYCQFNCwpACQFNCkAJAE0PCgEIChQSQQsOuP%2F4QB0PAE0OfAoQDA4ATAoFCBAATQUQDwBNBQgIAE0FRgA%2FKysrMyvtKzI%2FARDGXl0rKzIrEPZdK%2B0xMABdASslFA4CIyIuAic3HgEzMjY1ETMBoxU1WUMiOS4iCiYVQzJIQmHfMlZBJQsREwlNDyFJWQHNAAABAFYAAAJvArUAGgDbQGAaCA8ATVkOeQ4CDRAUAE2IDQHYDAHYCAGnBgELGBMATQsgCxJICAsYCygLAwgLcwkJChYZGhUaBAMCAQAFABoIEwBNwBoByhoBGgUABXMVGhQVFRopADkAAggAGAACAAq4%2F%2BhALxQATTAKUApgCgMKHBURFHMSqBsaQcAQARB7wAUBBc8VAQ8VARUVERNBEUIKQgBBAD8%2FPz8SOS9dcTlx7XE%2FARD%2B7TIyENZdK8ZdXYcQK4d9xAFdcSsQhw7ExMTEEIcOxMQBETMYEO1eXSsrMTBdXV1dK10rAQ4DBx4DFyMuAycRIxEzET4DNwJXH05VVCUrYFxRG3IeTldZKmFhI1RSSRkCtSJTV1QkHlhkaC8vX1dKGv63ArX%2BziFTVE0dAAAAAAEAVgAAAfcCtQAFABtADQAHBHMCqAYDQQV5AUIAP%2B0%2FARD27RDGMTAlFSERMxEB9%2F5fYVRUArX9nwAAAAEAQwAAAyUCtQApAUq5ACX%2F8LMRAE0kuP%2FwsxEATSG4%2F%2FhAEhUZSGYhpiEC9yABpx0BZh0BGbj%2F6LYRAE1XGQEYuP%2FwQDkRAE0JFQGIDvgOAmkOAfcJAQgIGAgC%2BQgB2AjoCAKZCKkIAogIAWkIAVcDAQeWEaYRAocRARFzECu4%2F8C1CQFNK6kfuP%2FwtgwSAUwfcx64%2F8BAJAoNSB4imRsBG3OmHAGFHJUcAk8cARwpdk8AAQCJEJkQqRADELj%2FwEAmCg1IEAoQDBIBTApzDwsBCAupKhZAGh5IFnwpKRwfQhxBG0ERQSK4%2F%2BC0DQBNIge4%2F8C3FRkBTLAHAQe4%2F8BADBoeSKQHAQd8EEEKQgA%2FP%2B1dK10rMis%2FPz8%2FEjkv7SsBEPZeXe0r1Std1F391F1dXe1dMtUr7SvmKxDtXV0yMTBdXV1dXV1xXV1dXStdK11dXV0rKyslLgUnBgIHIz4DNzMeAxc%2BAzczEhMjJgInDgUHAY0KISYrJiEKCw4FXwQKDQ8JVRs%2BPjoYGDo%2BPhtVIhFfBQ4LCiEmKyYhCmAYSlZbUUARdv7tjFq3sahLLHiDgzY2g4N4LP6x%2FpqMARN2EUBRW1ZKGAAAAAABAFYAAAKCArUAEwCWQCCHDgEgAwF3CwEDCwAHAHMQCxQQCxBzEkAICQFMEqgVFbj%2FwEBDCQFNBBWEFQIIB3MJqBQTQosHmwcCegcBawcBWgcBSQcBhBCUEAJiEHIQAgJAEFAQAhQQNBACBxAIEUELQQpBCEIAQgA%2FPz8%2FPxI5OV1dX11dXV1dXV0%2FARD27V5dKxD2K%2F2HK4d9xAFfXTEwAF1dIS4FJxEjETMeAxcRMxECMRY5QkdGQhxfTS9raV0gXyVcY2ZfVCD94wK1MoWNiDUCAf1LAAACADr%2F8QLQAsUAEwAnAQe1EiAQAE0MuP%2FgsxAATQi4%2F%2BBAHRAATQIgEABNEQgSAE0RCA8ATQ0IEgBNDAgPAE0HuP%2F4sxIATQe4%2F%2FizDwBNA7j%2F%2BLMSAE0DuP%2F4QBUPAE0eCA4ATR4QCgBNHnYKQAkBTQq4%2F%2FizEgBNCrj%2F%2BEAPDwBNCkAJAE0KqSnwKQEUuP%2F4sw4ATRS4%2F%2FBAHQoATRR2AEAIAU0ACBIATQAIDwBNAEAIAE0AqSgZuP%2F4sw4ATRm4%2F%2FizCgBNGbj%2F8EAaCQBNGXwPRiMIDgBNIwgKAE0jEAkATSN8BUUAP%2B0rKys%2F7SsrKwEQ9isrKyvtKytdEPYrKysr7SsrMTAAKysrKysrKysBKysrKxM0PgIzMh4CFRQOAiMiLgI3FB4CMzI%2BAjU0LgIjIg4COjVbeURDd1o1NVp3Q0R5WzVmIDtVNTVUOyAgO1Q1NVU7IAFbWYhbLi5biFlZiFsuLluIWT9nSCcnSGc%2FP2dIJydIZwAAAAIAVgAAAj0CvAAOABwAUrkABf%2Fwsw0ATQS4%2F%2BizDQBNArj%2F8LUNAE0YdgO4%2F%2FhAGQ4PAEwDHgkRcwuoHRJ5CAgACkIRD3wMAEUAPzLtMj8SOS%2FtARD27TIQ1ivtMTArKysBMhYVFA4CKwERIxE%2BARciBxEzMj4CNTQuAgEOkp0rUXRJTWEpZTI%2BIUkyUDceHzVGArxvbjxVNRj%2B%2FwKrCgdVA%2F7wDR82Kig0HwwAAAAAAgA6%2F0cC0ALFAB4AMgELuQAN%2F%2BizEABNCLj%2F4EAREABNAiAQAE14HAENCA8ATQe4%2F%2FizEgBNB7j%2F%2BLMPAE0DuP%2F4sxIATQO4%2F%2FhAHQ8ATQ92GhoAKRAOAE0pEAoATSl2ChUVCkAJAU0KuP%2F4sxIATQq4%2F%2FhADA8ATQpACQBNCqk0H7j%2F8LMOAE0fuP%2FwQB0KAE0fdgBACAFNAAgSAE0ACA8ATQBACABNAKkzJLj%2F8LcJCgBMJHwPGrj%2F%2BLcOAE0aRhR8Fbj%2F8LQREgBMFbj%2FyEATCABNFS4QCQoATC58BQgOAE0FRQA%2FK%2B0rLysr7T8rM%2B0rARD2KysrK%2B0rKxDmKysrKzIvEO0rKxI5L%2B0xMAArKysrK10BKysrEzQ%2BAjMyHgIVFA4CBx4DFwcuAycuAzcUHgIzMj4CNTQuAiMiDgI6NVt5REN3WjUoR182ASc8SiUXNF9NNAk%2FcFIwZiA7VTU1VDsgIDtUNTVVOyABW1mIWy4uW4hZTnpZNwoXIxgQBEwHFyY7LAQzW4JVP2dIJydIZz8%2FZ0gnJ0hnAAIAVgAAAmMCvAAaACgAhUATCAgSAE2YCAGJCAFXAgELJHYAGLj%2F%2BLMPAE0YuP%2FwQAkOAE0YEA0ATRi4%2F8BALAoLAEwYBQZzZwSHBAIEBAUqYCoBDx1zEagpHRt8FR55CwAODhASFUUQQgVCAD8%2FPzMSOS8zM%2B0Q7TIBEPbtMl0QxjIvXe0Q1isrKysy7TIxMF1dXSsBHgMXIy4DJwYiKwERIxE%2BATMyFhUUBgMiBxEzMj4CNTQuAgGpEDE0MxJqFC8wLxMNGw5XYSllKpKZSdo%2BIUUyUDceHjNFASIUQU9WKCZORz4XAf7xAqsKB25tRWIBLQP%2B%2BwocMyonNB4MAAABACH%2F8QH1AsUAMAEfQDkFJwEIDgEIDQEKJgGXIgEFHwETqBIBmRIBiBIBEiUAIQGJCAEhHggFIQUIcx4hFB4hCB4eBRsCdiW4%2F%2FC0EBIATCW4%2F8C0Cw4ATCW4%2F%2FBAYQkATXAlASUyG3YMEBIATQwYEQBNDBAQAE0MEAkATQwuLUAIDkgtMZgFAXkFAT0FTQUCCwUBCHQeAUIeAQUeBR4PRy4BLmcAAQB8LQgPAE1YLQEtKEZ3E5cTAlYTARMWfBK4%2F%2FBAEQ8ATYYSlhICdxIBVhIBEg9FAD8zXV1dK%2B0yXV0%2FM10r7V0yXRI5OS8vXV1eXV1dXQEQ1isy1isrKyvtENZdKysr7RE5ORDBhwQrEAHBhwR9EMQAXV0BGBDEXV1dMjEwAF1dXQFdXV03MjU0LgInLgM1NDYzMhYXBy4BIyIOAhUUHgIXHgMVFAYjIi4CJzceAfeYGy47ISZEMh18bT9nGB8VUzccMCQVFig1IC1LNx6FeSlFNicLHRdeRWggLSEYDA0hLT4sW2YbEE8NGQwYJRkcJh0YDBIkMkUxW2ILDxEGUA0gAAAAAAEAEAAAAiUCtQAHADpAJAl%2FAY8BAgABAQEDc38EjwQCAAQBBA8GHwYCCAYIA0IBBnkAQQA%2F%2FcA%2FARDWXl3WXV391l1dxjEwARUjESMRIzUCJdph2gK1VP2fAmFUAAAAAAEAUf%2FxAl8CtQAXAFlALhYIDQBNFQgNAE0DCA0ATQIIDQBNEHMPEh8SAggSqBmfGQEHcwWoGBFBBkELfAC4%2F%2FizDABNALj%2F8LQLAE0ARgA%2FKyvtPz8BEPbtXRD2Xl3tMTAAKysrKwUiLgI1ETMRFBYzMj4CNREzERQOAgFYRGRAH2FcSiU9LBhhH0FjDypJZDoBs%2F5YaF4XMEs0Aaj%2BTTpkSSoAAQAKAAAChgK1ABIAx0AqiBEBeBABZw4BNw1HDYcNA3cMAbgKAYcJAXgJATgBSAEC1Q%2FlDwLGDwESuP%2FwQDAMEgFMDxIPDBJzAAUUAAAFDBAMEgFMDwwLBg8GDHMLBhQLCwYUzwABAAUgExsBTAW4%2F8C1ExZIBXMGuP%2FgQBwTGwFMzwYBBg8LHwsCCAsTEkEMQQtBBkIFQgBBAD8%2FPz8%2FPwEQ1l5d1V0r%2FSsr1V3GhxArEADBhwV9EMQBK4cYECsIfRDEASsAXV0xMAFdXV1dXV1dXV0BDgMHIy4DJzMWEhc2EjcChiZFQkEiWyJBQ0YlazZoNzdoNQK1bruomUtLmai7bp7%2B3IB%2FASWeAAEAHAAAA4UCtQAgAV5AJDggAeggAR8IEgBNOB8BeBgBNxIB5xIBdwkBhwIBhwEBmwABHbj%2F8EAKEQBNdB0BtB0BGbj%2F8EBVDBIBTB0ZFBlzGh0UGh2gIgEiGhQ3HgELHhseAjYRAYkRARQRAR4RFBFzAB4UAB4gFAHQFAEUAHsEAbsEAZkEAQgQDBIBTAQIDQhzBwQUBwcElgMBELj%2F8EBgEQBNNhABmhABKRBJEFkQAxQQAQMQDRBzAAMUAAMAcA0B4A0BDaAHAQ8HHwcCCAchHkIdQhpBFA0AIBEATZkAAXgAAWYAAZcNAWANAUQNVA0CAA0EEBEZQQhBB0EEQgNCAD8%2FPz8%2F1sAROTldXV1dXV0rETM%2FPz8BENZeXV0Z1V1xGNWHK4d9xAFdXV1xK12HGBArh33EAStdXXEYEMVdcYcrh33EAV1dcV1dGRDVGMZdhyuHfcQBK11xKzEwAF0BXV1dXXFdcStdcQEOAQcjJgInMx4DFz4BNzMeARc%2BAzczBgIHIy4BAdEqVithNVEjZg4eICARKFonVCdcKBAgHx4OYyRRNGEsVAHWhuRsmQFUyE6ck4Y5afuGhvtpOIaTnU7I%2FqyZbOQAAAABABcAAAJjArUAFwDjs6AZARm4%2F8BALAwQSIoUAQMIEQBNhhEBFBMKFxAREgsXEA4SCwAPCRMKBRMKAA8KEAwSAUwKuP%2F4tBESAEwSuP%2FwQBQMEgFMChILEnMTChQTChMXAQAPALj%2F8EBIDBIBTAAIEgBNEBAMEgFMABAXEHMPABQPDwBAF1AXYBeAF6AXBRcZkBkBDxkvGQIPDwsfCwIICxgXQhNBEkEQQQ9BC0IKQgBCAD8%2FPz8%2FPz8%2FARDWXl3GXV0Qxl2HECuHfcQBKysrhw7EARgQ1ocrh33EASsrKw%2BHDsQPDw8xMABdAStdK10hLgMnDgMHIz4BNwMzGwEzAx4BFwH2DyoyNhkZNjErD2std0PecKupb9pEeC4eSU9PIyNPT0keWLZgAUf%2B%2FgEC%2Fr1huFkAAAABAAYAAAJQArUAEACLuQAL%2F%2FBAUgwSAUwICwgFC3MMDxQMDw8QEm8MnwyvDAMMEHMABRAMEgFMCAUEAQgBBXMEARQEAQFvAJ8ArwADAA8EHwQCCAQRAQEPDwwQQgxBC0EFQQRBAEIAPz8%2FPz8%2FEjkvMy8BENZeXcZdMocrEADBhwV9EMQBKxgQ%2FdZdxhEzhysIfRDEASsxMDMRLgEnMx4BFz4BNzMOAQcR%2B0V6NnImXjIxXidsNnpEARZr0GRSqU5OqVJkz2r%2B6AAAAAABACEAAAIYArUAFQBNQCoMERILEgEABwcSCxJzAAcUAAcADwgfCAIICBcTCxYSABN5FEELBwh5CUIAP%2F0yxT%2F9xTMBEN7GEN5eXdaHK4d9xIcOxBCHDsTEMTABDgUHIRUhNT4FNyE1IQIOFz1ESEU%2BGQGG%2FgkVOUFGRUEb%2FpwB2wJoGklZY2VkLVNBKGBkZl5SH1MAAQBg%2F0cBQQMPAAcAHUANAgUJA38HCASHBgKHAAAv7S%2FtARDe7RDWwDEwEzMVIxEzFSNg4YqK4QMPSfzKSQAAAAH%2F6P9HAZgDDwADAClAFgEDAAOuAgEUAgIBAAQCA2ICYgFkAGQAPz8%2FPwEvEMaHECuHfcQxMAMzASMYXQFTXwMP%2FDgAAQAI%2F0cA6QMPAAcAHUANA38HCQUBCASHBgKHAAAv7S%2FtARDWwBDe7TEwFyM1MxEjNTPp4YqK4blJAzZJAAAAAAEALwE7AgUCtQAGAGxAQokFmQUCOAVoBXgFA6sEuwQCpAK0AgKGAZYBAjcBZwF3AQNKA1oDAgQEBQMCAgEDBgYDAAADAwcCBH8DjwOfAwMDBgAvxV3NMgERMxkvMxgvETMvGRDFMhgvGRDFMhgvMTAAXQFdXV1dXV0BEwcLAScTAUPCSqGhSsICtf6sJgEa%2FuYmAVQAAAAAAf%2F8%2F0cB8P%2BWAAMAGEAKAQEFAAAEAIcCSwA%2F7QERMy8RMy8xMAchFSEEAfT%2BDGpPAAAAAAEAPQJEAPkDCAADADeyAgEAuP%2FAQAkREgBMAAMEAwC4%2F8CzEgBNALj%2FwLUNAE0AAQIAL83dKyvNARDeGcUrGN0ZxTEwExcHJ3mAL40DCJoqiQAAAAIAK%2F%2F1AcACFQAOADUA2EALIQgKAE0sCBEATSK4%2F%2BCzCABNErj%2F4EAXCABNCggRAE0DKQgSAE0pfxRACAkBTBS4%2F%2FhAEQoATRQ4CAkATBSqNx83ATIzuP%2FAQA4KDABMMwyCH0AICQFMH7j%2F6LMSAE0fuP%2FwQBoRAE0fUAkKAEwfQAgATR82KSSIBAdAEgFNB7j%2FwEAKCAFNB0AREgBMB7j%2FwEASCABNBwcPAwCIFRpRMi%2BIMw9QAD8z7TI%2FM%2B0yEjkvKysrKzPtMgEQ1isrKysr7cQrMl0Q9isrK%2F0rwDEwACsrKysBKyUyNjc1LgEjIg4CFRQWEzIeAhURDgMjIi4CNTQ%2BAjMyHgIXNTQuAiMiBgcnPgEBACEzEQotIBUvJxpALzhNLxQMKzY%2FHyxKNh4jPFAsDh4bFAQKGi0kLkURCxJUQwMEmwUHBhMhGzInAdIdNUks%2FrsCBwYFEidALSs%2BJhIDBQQBGhctIxUNB00IDwAAAAIAUP%2F0AhoDCAASACEAiLUbIA0ATRi4%2F%2BBAKw0ATRkIDgBNGYIIEBIATQgIDgBNCBALDQBMCKsjEgAhfxCqIhJOExaIEA24%2F%2Fi0ERIATA24%2F%2FC1DgBNDVEhuP%2FgtxESAEwhHogAuP%2FgQAwREgBMAAMIDgBNA1AAPyszK%2B0yKz8rKzPtMj8BEPbtMjIQ9isrK%2B0rMTAAKysTPgEzMh4CFRQOAiMiJicRNxEeATMyNjU0LgIjIgYHrRFFLThXPB8lRGA8QWQgXQ4zJktaECQ5KCZAEQHxCxgoSGQ8P2VGJhIJAukQ%2FUkEB2NbKEYzHRoOAAEAM%2F%2F0Ab0CFQAhALe5ABf%2F8LMNAE0SuP%2Fwsw0ATQe4%2F%2FCzDQBNA7j%2F8EAKDQBNAggQAE0NHbj%2FwEAQDBZIHSM%2FI08jAiNADxZIFLj%2F%2BEAMDQBNFIIFQAgJAUwFuP%2FwQCMOAE0FQAgJAEwFqyIOEQgNAE0REAwATRGIDQoIDgBNClAcGbj%2F%2BLMNAE0ZuP%2FwtgwATRmIHQC4%2F%2Fi0DgBNAFEAPysy7SsrMj8rM%2B0rKzIBEPYrKyvtKytdENYrxjEwKysrKysFIi4CNTQ%2BAjMyFhcHLgEjIgYVFB4CMzI2NxcOAwEyP19BICNAXTkjRiAVFTcfTlMTKUAuJTwRDQgeJisMKEhjPDxkSSkMDU8KDGJeKkYyGw4ITgUJBwUAAgAz%2F%2FQB%2FQMIAA4AIQCtuQAX%2F%2FCzDQBNCrj%2F2LMNAE0KuP%2F4tAsMAEwFuP%2FgQBYNAE0OIX8QQAgJAUwQQAgJAEwQqiMIuP%2FwQAwOAE0IghlACAkBTBm4%2F%2FC0ERIATBm4%2F%2FBADQ4ATRlACAkATBmrIgC4%2F%2BC3ERIATAADiCG4%2F%2BBACRESAEwhHlAOC7j%2F8EAKEgBNC4gRFFEQTgA%2FPzPtKzI%2FMyvtMisBEPYrKysr7SsQ9isr%2FcAxMCsrKysBLgEjIg4CFRQWMzI2NxE3EQ4BIyIuAjU0PgIzMhYXAaARQCYoOSQQWksmMw5dIGRBPGBEJR88VzgtRREBmg4aHTNGKFtjBwQCpxD9BwkSJkZlPzxkSCgYCwAAAAIAM%2F%2F0AfkCFQAaACMA7LkAIf%2Fwsw0ATRm4%2F%2FCzDQBNGLj%2F4LMNAE0OuP%2FYsw0ATQe4%2F%2FBACQgATRgQDwBNB7j%2FwLQPEABMBrj%2F%2BEAVDwBNEl8TbxMCExuCCKslTyVvJQIjuP%2F4tQ4ATSOCDLj%2F%2BEAMDgBNDIIAQAgJAUwAuP%2F4sw4ATQC4%2F%2FBADgwATQBACAkATACrJBIPuP%2FwQAkNAE0PiBYjhwu4%2F8BACRMUAEwLCwUTFrj%2F%2BEATDgBNFlEeCA4ATR4QDQBNHogFUAA%2F7SsrPyszEjkvK%2B0Q7SsyARD2KysrK%2B0r7StdEPbtxF0yMTAAKysrASsrKysrEzQ%2BAjMyFhUcAQchHgEzMjY3Fw4BIyIuAiU2JiMiDgIHMyhCVi1pcAH%2BnAZSVzFDEQ0RVTZEY0AfAWUBQTkgMSITAwEDRWdEIoOGBhMIUVQRCE4JFClIY24%2FURkoNBsAAAEAUAAAAYsDCAATAERAIQQTAQgHEgEMAxUKDn8QqhQPSg2HC0kEBwgPEABMB4gDALj%2F%2BLQRAE0ATwA%2FKzLtKzI%2F7T8BEPbtMhDWxjEwAF1eXQEyFhcHLgEjIgYdATMVIxEjETQ2ARspOwwRDCwgQTTIyF1iAwgMBVAGC0c8LU7%2BRgI3ZG0AAAACADP%2FRAHyAhMAHgAtAOq5ACj%2F4LMNAE0nuP%2Fwsw0ATSO4%2F9izDQBNErj%2F8LMQAE0SuP%2FoswgATQu4%2F%2FCzDQBNCrj%2F8EAZDQBNAB4tfxBACAkBTBBACAkATBCqLxgXJbj%2F%2BLMOAE0luP%2FwswwATSW4%2F%2FhADAsATSWCCEAICQFMCLj%2F8LQREgBMCLj%2F6EAVDgBNCEAJAE0ISAgATQirLhgbiBcUuP%2FwQCEODwBMFFIfIogQDVAtIBESAEwtKogAIBESAEwADwMBCAMAL15dMyvtMis%2FM%2B0yPysz7TIBEPYrKysrK%2B0rKyvEMhD2Kyv9xDIxMCsrKysrKyslDgEjIi4CNTQ%2BAjMyFhcRFAYjIiYnNx4BMzI2NQMuASMiBhUUHgIzMjY3AZYMRS4vUz4kIkFeO0FhIXx%2BMVcgERxRLFNJAQ4vKEtRFyczGyU%2BEjQIGR4%2FXkE5X0UnEwj%2BMHhsEAtRCxFCSAGYBAdiUS1AKhQVDgAAAAABAFAAAAH0AwgAGQBuuQAJ%2F%2FC2CABNSxABCbj%2F%2BLQPEABMCLj%2F%2BEAsEABNDX8LQAgJAUwLQAgJAEwLqht%2FG%2B8bAk8bvxsCAhh%2FAKoaGUoMShgTiAa4%2F%2Fi2DwBNBlACTgA%2FPyvtMj8%2FARD27TJdcRD2KyvtMTAAKytdASszETcRPgEzMh4CFREjETQuAiMiDgIHEVBdGjsdPlIxFF0NHjIlDyAdFwUC%2BBD%2B9goLIz9YNf7cARAwRCoTBAUGAv5QAAACAEIAAAC6AuAAAwAPADNAEAAREBECCBGqDQN%2FBwGqEAS4%2F8BACwwSSASJClMCSQBKAD8%2FP%2B0rARD2Mv0y5l5dMTAzIxEzJyImNTQ2MzIWFRQGrV1dLxkjIxkZIyMCCF4hHBwhIRwcIQAAAAAC%2F7z%2FRQC6AuAADwAbAE%2B5AA7%2F6LQJCgBMDrj%2F2EAUCABNAB0QHQIIHaoZDH8TAwqqHBC4%2F8BADwwSSBCJFlMLSQQHiAMAUgA%2FMu0yPz%2FtKwEQ9sQz%2FTLmXl0xMCsrByImJzceATMyNjURMxEUBhMiJjU0NjMyFhUUBgUMJg0MChoLMCldWywZIyMZGSMjuwYFTAMEOzkB%2F%2F4CZGEDISEcHCEhHBwhAAABAFAAAAH8AwgAGgD%2FQBUVCBUATQkYEABNBggYAE0LEA8ATQu4%2F%2FBAGAwATQsQCwBNCggLAE0JEBgATQgIDwBNArj%2F8LMZAE0GuP%2FgtBQYAUwGuP%2FgtAgBTQYVuP%2FgsxsBTRW4%2F%2FBAGxQVAUwVCA4ATQAgGwFNACAWGAFMABAUFQFMALj%2F4EAbDwBNFQAWAH8QFRQQFQAQFhAIAU0WBRAIAU0FuP%2FgsxIATQW4%2F8BAIg0QSAUcEAx%2FDqobFkkQEAsMAEwQEAYVSQ9ODUoMSgZKBUoAPz8%2FPz8%2FEjkvKz8BEPb9wBDWKysrxisQAMGHBSuHfcQBKysrKysrKzIrKzEwACsrKysrKysBKysrAR4DFyMuAycVIxE3ET4DNzMOAwEMHkNBOhRtFTc8PhxdXRg6ODISbRc2OjsBHhdET1EjI0lDOBP6AvgQ%2FiYYOjw3FRk8PT0AAQBO%2F%2FYA%2BQMIAAsAPUATASAMAE0AEAgSAUwBIAgLAEwNC7j%2FwEAQCAxIC4AFfwOqDAVOC4gAUQA%2F7T8BEPb9Gt4rxjEwACsBKysXLgE1ETcRFB4CF%2BxWSF0IEh4WCgJGSgJwEP2PFx4SCQMAAQBQAAADEwITAC0BIUARIyANAE0aEBESAEwVIA0ATQ64%2F%2FC0ERIATA64%2F%2BCzEABNDrj%2F0LMPAE0NuP%2FwtBESAEwNuP%2FosxAATQ24%2F9izDwBNDbj%2F4LMIAE0MuP%2FwQBQQAE0JEBIATQkIEQBNCBAQEgBMBrj%2F%2BLMPAE0FuP%2FgtBESAEwFuP%2FosxAATQW4%2F9CzDwBNBLj%2F6LMQAE0vuP%2FAtAgJAUwvuP%2FAQDcJAE0vqhJ%2FEEAcAE0PEAEQBiB%2FG08eAQ8eAQgeK38tqi4sSh9KEUorJiYbEBAATRsYiAsAAwMGuP%2FwtAgATQYLuP%2F4tQkKAEwLUAA%2FKzMrMy8zEO0yKzIvMz8%2FPwEQ9u3cXl1xMv053F0r7eYrKzEwACsrKysrKysrKysrKysrKysrKysTPgEzMhYXPgMzMh4CFREjETQuAiMiBgceARURIxE0LgIjIg4CBxEjUCBpRTJEFwceLDYfPEwrD10JGSsiLz0LCAhdChkrIQ4gHRgEXQH5CBIbGgUSEQ0jQFg0%2FtwBEC5CLBUZCho%2BIv7cARAuQiwVAgMEAf5JAAAAAAEAUAAAAfQCEwAXAG65AAb%2F8EAOCABNDggNAE0NIA0ATQa4%2F%2FCzEABNBrj%2F%2BLMPAE0FuP%2FoQB8QAE0Kfw8IHwgCCAiqGb8ZARV%2FF6oYFkoJShUQiAADuP%2F4tA8ATQNQAD8rM%2B0yPz8BEPbtXRD2Xl3tMTAAKysrKysBKxM%2BATMyHgIVESMRNC4CIyIOAgcRI1AgakU%2BUjEUXQ0eMiUPIB0XBV0B%2BQgSIz9YNf7cARAwRCoTAgMEAf5JAAAAAgAz%2F%2FMCGwIVABMAHwCBuQAf%2F9izDQBNG7j%2F2EAbDQBNGSgNAE0VKA0ATRQQDgBNFIIAqyF%2FIQEauP%2FwQCMOAE0aggpACAkBTApACAkATAqrIBcIEgBNFwgOAE0XiA9QHbj%2F%2BLMSAE0duP%2F4tg4ATR2IBVEAP%2B0rKz%2FtKysBEPYrK%2B0rXRD27SsxMAArKysrARQOAiMiLgI1ND4CMzIeAgc0JiMiBhUUFjMyNgIbJEFaNTVaQSQkQVo1NVpBJGFPRERPT0RETwEEPmRIJydIZD49ZUgnJ0hlPVhnZ1hYZ2cAAAAAAgBQ%2F0cCGgITAA4AIQB6QFgNEA0ATQwgDQBNAhgSAE0CMA0ATQAQEQBNABgOAE0Afw8IEwBNDxASAE0PCA4ATQ8QCwwATA%2BrIwYXfxmqIgYDiBodUBhLByAREgBMBwqIFyAREgBMFxRRAD8zK%2B0yKz8%2FM%2B0yARD27TIQ9isrKyvtKysxMCsrKysBNCYjIgYHER4BMzI%2BAjcUDgIjIiYnFSMRPgEzMh4CAblaSyovDhFAJig5JBBhHzxXOC1FEV0hY0E8YEQlAQNbYgYE%2FrgOGh0zRSg7ZEgoGAvQArEIEyZGZQAAAgAz%2F0cB%2FQITAA4AIQC5uQAR%2F%2FCzDQBNDbj%2F8LMSAE0NuP%2Fgsw0ATQO4%2F%2FBAFw0ATRkZCH8XQAgJAUwXQAgJAEwXqiMAuP%2F4QAwOAE0Agg9ACAkBTA%2B4%2F%2BizEgBND7j%2F8EAUDgBND0AICQBMD6siCCAREgBMCAW4%2F%2FBAJg0ATQWIGiAREgBMGh1RGEsJDBARAE0MCA4ATQwQCw0ATAyIFxRQAD8z7SsrKzI%2FPzMr7SsyKwEQ9isrKyvtKxD2KyvtMi8xMCsrKysTFB4CMzI2NxEuASMiBgc0PgIzMhYXESM1DgEjIi4ClBAkOSgmQBEOLypLWmElRGA8QWMhXRFFLThXPB8BAyhFMx0aDgFIBAZiWz9lRiYTCP1P0AsYKEhkAAAAAAEAUAAAAXgCEwARACVAEgYFEwx%2FDqoSDUoMBgmIDwUAUAA%2FMjLtMjI%2FARD27RDGMjEwATIeAhcHLgEjIgYHESMRPgEBEAwfHhkGEAszKBozCF0hYgITAwUFAlEECwsC%2FksB8gwVAAAAAQAo%2F%2FQBlwIVAC0BOrkAJf%2FYswkATSW4%2F8hAEwgATQwwCQBNDEAIAE0JGBIATSu4%2F%2FBADxMATSYYCgwATCUIDgBNIrj%2F%2BLMSAE0iuP%2FgsxEATSK4%2F%2FhACQ8ATSEIFABNIbj%2F8LMSAE0huP%2FwswoATQ24%2F%2Bi0CwwATA24%2F%2BBADgoATQkQEQBNCBgKAE0GuP%2F4QEITAE0GCBIATQYIDxAATAUIDwBNBRALDABMCAUhHggeIX8FCBQFCCEFHgUaA3%2BfEwETJKsvPy8BGn8LKi4eCBUATR64%2F%2Fi2EABNBR4OK7j%2F8LMVAE0ruP%2F4QBQUAE0rAIgqJ1EUF4gTDggTAE0OUAA%2FKzPtMj8z7TIrKxI5OSsrARDe1u1dEPbEXe0ROTkQwYcEKxABwYcEfRDEMTAAKysrKysrKysrKysrKysrKysrASsrKysrNzI2NTQmJy4DNTQ2MzIeAhcHLgEjIgYVFB4CFx4DFRQGIyImJzceAck5NzY%2BHjcoGGZYFiwmHQgRD0AtJzoNGygcJTopFmtjRU4OERBGQx4hIigZDBkiMCNFUQUHCANQCBEfIREaFRIKDhskMyVIShcGUAYYAAAAAAEASv%2F1AYACqQAXAF5ADx8ZLxk%2FGQMTIAgATQwCDbj%2FwEAQDRhIDRlPGQEDF38VqhgMCbj%2F%2BEAZERIATAmIDRAICgsATBAQCQBNEFEXAocASQA%2F7c0%2FKysz7SsyARD27TJdENYrxjMxMCtdEzMVIxUUHgIzMjY3Fw4BIyIuAjURN6fFxQwYJBgqMwoSDkYtNUUqEV0CCE7wJzMdDBMETQcVGzZPNAHQEAAAAAABAEr%2F9QHuAggAFQBQQCEGGAgATVQMARN%2FDxUfFQIIFaoXvxcBCn8IqhYUSQlJEw64%2F%2FBADw0OAEwOiAADEA8QAEwDUQA%2FKzPtKzI%2FPwEQ9u1dEPZeXe0xMABdASslDgEjIi4CNREzERQWMzI%2BAjcRMwHuIGlFPFIyFl08Rw8gHBcFXQ8IEiNAVzUBJP7wX1ICAwMCAbcAAAEAEAAAAeYCCAASALu2DwgPEABMC7j%2F%2BEAPDxAATAYICgBNBhAJAE0BuP%2F4twkKAEyQDQENuP%2FAszxCSA24%2F8CzJi1IDbj%2F4EBKExZIDRINCBJ%2FAAMUAAADDQgHBA0ECH8HBBQHBwQUnwCvAAIAABAAAgADf58ErwQCAAQQBAIEDwcfBwIIBxMSSQhJB0kESgNKAEkAPz8%2FPz8%2FARDWXl3VXV391V1dxocQKxAAwYcFfRDEhxgQKwh9EMQAKysrcjEwASsrKysrAQYCByMmAiczHgMXPgM3AeYnaTFUMWknZAwhJSYRESYlIQwCCJL%2B9GpqAQySMW9tZigoZm1vMQABABIAAAL3AggAJAPKQAlAJgEdCBAATRa4%2F%2FCzEAFNFbj%2F%2BLMSAE0LuP%2F4sxcATQW4%2F%2FizEgBNBbj%2F8EATEQBNBSgIAE0BCBEATSMYDwBNGbj%2F8EAJEABNCBgPAE0kuP%2FwswkBTSS4%2F%2FC0ExUATCS4%2F%2Bi0DQ4ATCS4%2F%2BhACgkATUAkATQkASS4%2F8CzJipIJLj%2F4EAOICVIciQBQCRQJGAkAyS4%2F%2BBADxMXSCQgGyB%2FISQUISQmIbj%2FwLMOAU0huP%2FAtQ4ATSEbALj%2F6LMOAU0AuP%2FwQEoNAU0AIAoBTQAQExUATAAgDwBNABAKAE1bAAEAICgrSP0AAesAAdkAAbsAAZoAAYsAAX0AAV8AbwACSgABuwDLANsAAxYQEgFNFrj%2F8EAODwFNFigOAU0WGA0BTRa4%2F%2FBADwoBTRYgFhcATBYQFQBNFrj%2F%2BLMUAE0WuP%2FwQAkTAE0WGBIATRa4%2F%2FBADg8ATRYgDgBNFhgNAE0WuP%2FwQIYKAE02FgEEFgH2FgHkFgGXFrcWAnYWAWQWAVIWAUYWAfkWAbYWAQAWGxZ%2FAwAUAwA%2FG08bAn8b7xsCGwMHCA4BTQcYCQFNBxATFQBMBxAOAE0HGA0ATQcYCQBNTwcBOwcBB0AmKkgHICAlSH0HAU8HXwdvBwMHIBMXSAcLEAt%2FCgcUCgoHBrj%2F6LMOAU0GuP%2F4QAkJAU0GGBkATQa4%2F%2BC0FRYATAa4%2F%2FC0EhQATAa4%2F%2BCzDgBNBrj%2F6LYNAE1UBgEGuP%2FgQBInK0jWBgGEBgF2BgFEBmQGAga4%2F%2BBAExMXSBUQEgFNFRAOAU0VCA0BTRW4%2F%2FCzCgFNFbj%2F4ECmGQBNFRgWAE0VIBUATRUQExQATBUgDgBNFSAJAE02FQELFQH5FQG0FcQVApYVAWcVAVYVAUoVAfkVAcsV2xXrFQO5FQEGFRAVfwMGFAMGPwNPA18DvwPPAwV%2FA48D7wMDA0AQ0BACYBDwEAIQQAoBDwofCgIICiUkSiFJIEkWSRsQJBABZBB0EAIrAwGcAwGNAwFrA3sDAhADBhVJC0kKSQdKBkoASgA%2FPz8%2FPz8SOTldXV1xXXERMz8%2FPz8BENZeXXEZ1V1xGNVdcYcrh33EAV1dXXFxcXFxcXJyKysrKysrKysrKytxcXFxK3IrKysrKysrhxgQK4d9xAErcXErK3JyKysrKysrGBDFXXGHK4d9xAFdXXFxcXFxcXFycisrKysrKysrKysrKysrXXFxcXFxcXFxcStyKysrKysrGRDVKysYxocrh33EAStxcSsrcnIrKysrMTAAKysrASsrKysrKysrcSEuAScOAQcjJgInMx4DFz4DNzMeAxc%2BAzczBgIHAfkcPxoaPhxRLlgnZAocHyIPESEeGwpNCRoeIREPISAcCmAnWC5IuWRkuUhnAQiZL25uZiYvaWtnLS1na2kvJmZubi%2BZ%2FvhnAAAAAAEAEAAAAe0CCAAXAKlAJEYUARQTChAXERILEBdJDgEOEgsPAAkTCgUTCg8AChAMEgFMErj%2F8EAUDBIBTAoSCxJ%2FEwoUEwoTFwEPAAC4%2F%2FBAMAwSAUwQEAwSAUwAEBcQfw8AFA8PABcZDw8LHwsCCAsYF0oTSRJJEEkPSQtKCkoASgA%2FPz8%2FPz8%2FPwEQ1l5dxhDGhxArh33EASsrhw7EARgQ1ocrh33EASsrD4cOxA8BcQ8PcTEwIS4DJw4DByM%2BATcnMxc3MwceARcBhwsgJigTEyglIAtgI2EwrGl8fWOoMGUjFjY5OBkZOTk2FUSNQPe2tvFBkUUAAQAC%2F0QB3wIIACAA9bkAGf%2F4sw8ATRm4%2F%2Bi2DgBNBBgBFbj%2F%2BECIDQBNBw8BBwgQAE0HEA8ATQkHAQUIDQBNACAJFhUUExcTEBIXExIFFwUSfxMXFBMXIhNAERIATBNADQBNEwgMAE0TQAkATRMMDQ8KDwgHBgkGICYBTQYgJypIBgoPCn8JBhQJBgUPDwkfCQIICSHQD%2BAP8A8DDwYFAxIAA4ggG1ITSRJJCkkJSQA%2FPz8%2FPzPtMhIXOXEBENZeXRnFMocYK4d9xAErK4cOxMQQhw7ExAEZ1SsrKysYxocrEADBhwV9EMQQDsQQhw7ExMQBGBDGMjEwK10rK10rXSsrFx4BMzI2NyYCJzMeAxc%2BATczBgIHDgMjIi4CJxMLIxE3Phk%2FbSRkCx8mLBgmOBlgJFgzFCs0QSkLGBcTBGEFCTE3eAENii1obm4zac5tk%2F7xdi1BKhQDBQYCAAAAAAEAJAAAAbECCAARAEFAJQUOCQ5%2FAAUUAAUADwYfBgIGEwATAQgPCRIOAA%2BHEEkJBQaHB0oAP%2F3BxT%2F9xcEBEN7GXl0Q3l3WhyuHfcQxMAEOAwchFSE1PgM3ITUhAakVRU9PHgEe%2FnMYRk1JG%2F7%2FAXcBwhdUZnAzTj4samldIE4AAQAo%2F0cBRQMPACgAWkALCSABCQgBCA0bERe4%2F%2FBAKAgNSBd%2FiSiZKAJiKHIoAigGoCIBIhAIDUgiKSiIAAAUFAsbiB0NiAsAL%2B0v7RI5GS8zGC%2FtARDeK10yzl1d%2FSsyzjIxMF5dXRMyPgI9ATQ%2BAjsBFSIGHQEUBgceAR0BFBYzFSMiLgI9ATQuAiMoGCIXCxIsSTYEOTEjICAjMTkENkksEgsXIhgBTxEbIxK0KUArF0kpOppCSBQUSEKaOilJFixAKbQSIxsRAAAAAQBg%2F0cAtwMPAAMAFLcBrgMDBQQCAAAvLwEREjkv7TEwEzMRI2BXVwMP%2FDgAAAAAAQAI%2F0cBJQMPACgAXkAkZyABBiABBggBCBsNFxAQCA1IEH8ihgCWAAJtAH0AAgCvBQEFuP%2FwQBIIDUgFKgCIKCgUFAsbiB0NiAsAL%2B0v7RI5GS8zGC%2FtARDeK13OXV0z%2FSsyzjIxMF5dXV0BIg4CHQEUDgIrATUyNj0BNDY3LgE9ATQmIzUzMh4CHQEUHgIzASUYIhcLEixJNgQ5MSMgICMxOQQ2SSwSCxciGAEHERsjErQpQCwWSSk6mkJIFBRIQpo6KUkXK0AptBIjGxEAAAEAKgDZAggBfgAhAFhAOqYYAQkUAXkIiQgCqQcBBAMBCCGvUABwAJAAAwQAFAAkAAMAEK8JERkRKREDEREiACEWrwsREByvBQsAL9ztxDIQ%2FcQyAREzL13t1F1d7TEwXl1dXV1dAQ4DIyImJy4BIyIOAgcnPgMzMhYXHgEzMj4CNwIIBBEgMSMeMxcbMhwQFhAKBEAEEh8xIx4zFxsyHBAWEAoEAWUUMCsdGA4QHw8XGw0SEzErHRgOEB8PFxsNAAEALf%2FzAicCwgAzAMVAeZknAVgmARoZERAZEBkQLgcGISI1MypHGwEbGBIPpxUBFX8xKygApi4BmC4BBi4WLkYuhi4ELjSbIashAiEeiCUAAA8BCA%2BFETExERsoKCsYhRoRGhEaA4simyICIpclASVRhAeUBwIHCoiTBgGEBgEGmAMBDwMBA1QAP11dM11d7TJdP10zXRI5OS8vEO0yMy8zETMvEO1eXTIQ7TJdARDcXV1dMjIyMu1dMjIyMl3OMhDWMsYyEjk5Ly8RMxEzMTBdXRM%2BATMyFhcHLgEjIg4CBzMHIwYUFRwBFzMHIx4BMzI2NxcOASMiJicjNTMmNDU8ATcjNYkXiGosOh0UGDkeJjkpGgfpDuUBAdEOuxFZQyo9GBQRVDN1gBNaUgEBUgHYdXULCVAJCxYoOSNIDRoODRgLSFlGEAtPCRR%2FcUgLGA0OGg1IAAAAAQAh%2F4IArwByAA0ANLkABv%2FgQBoIC0gGAAOCDQcKCg4PPw1PDQINBxAGIAYCBgAvXTMvXQEREjkvzjPtMjIrMTA3HAEHDgEHJz4BNTQmJ68BBCYbSBUVAQFyCxUKNGYsFyxaJwoXC%2F%2F%2FACH%2FggFlAHIAJgBjAAAABwBjALYAAAABADQCRgFEAwEABQAuQBhQBQEFBV8BAQEBAwMGfwOPA58DAwMAAgQALzPdzV0BETMZLzIYL10yL10xMBMXBycHJ7yIJ2FhJwMBjyxYWCwAAAEAHgA%2FAPsB%2BQAFACu0BAIFAQO4%2F8BADA4SSAMABgQFAgEAAwAZLzPNMs0yARgQ1sUr1TLFMjEwEzcXBxcHHpxBb29BARzdI7q6IwACADr%2F%2BQO8ArwAEgAtAG9ASCMncwoKGCYiKS8HABcAAgB2eBiYGKgYA2YYARguCih5KiR5JiYgKkILInkgQQgOGA5YDmgOBA58HUUHBRcFVwVnBQQIBXwTRgA%2F7V5dP%2B1dP%2B0yPxI5L%2B0Q7TIBEN5dXe1dENbGxhI5L%2B0yMTATFB4CMzI2NzY3ES4BIyIOAgEiLgI1ND4CMzIWFyEVIRUhFSEVIRUhDgGhJkdmPxchCwwJFiwWP2ZHJgESUYplOTplilEXOBkBh%2F7JARP%2B7QFQ%2FmAZOQFbQGRFJQEBAQICEQMCJUVk%2Fl8sWIVZWYRYLAQDUdFP81EDBAAAAAABADwCCADKAvgADQBLuQAI%2F%2FCzEgBNCLj%2F%2BEAmEQBNBwY6BgELBhsGKwYDCAYAgg0KD0ANAQ0HkAYBLwY%2FBm8GAwYAL11dMy9dARDeMu0yXl1dETMxMCsrEzwBNz4BNxcOARUUFhc8AQQmG0gVFQEBAggLFQo0ZiwXLFonChcLAAEAIQH%2BAK8C7gANAClAFwYHDQCCCg6QDQEvDT8Nbw0DDQdABgEGAC9dMy9dXQEQ1O0zzjIxMBMcAQcOAQcnPgE1NCYnrwEEJhtIFRUBAQLuCxUKNGUtFy1ZJwoXCwAA%2F%2F8APAIIAYAC%2BAAmAGgAAAAHAGgAtgAA%2F%2F8AIQH%2BAWUC7gAmAGkAAAAHAGkAtgAAAAEANADiATQB4AATABO2CgAAFRQPBQAvzQEREjkvzTEwARQOAiMiLgI1ND4CMzIeAgE0EiEvHh4vIRISIS8eHi8hEgFhGi4iFRUiLhoZLyIVFSIvAAH%2F%2FgEEAfIBUwADABG1AQUDBAACAC%2FNARDGEMQxMAMhFSECAfT%2BDAFTTwAAAf%2F%2BAQQD5gFTAAMAE7UBBQMEAAIAL80BEMYQxDEwMTADIRUhAgPo%2FBgBU08AAAAAAQAXAmcBYALfAB0AVUA3aQd5B4kHAx0PAB8ALwADCAAODx4AHR2gC7ALwAsDCzQURBQCFK8avxrPGgMaBQ8ODjkFSQUCBQAvXTMvMxDdXdxdzV0zLzMBENYyzF5dMjEwAF0BDgMjIiYnLgEjIgYHJz4DMzIWFx4BMzI2NwFgBREaIxUUIxARGAsRHQgwBBIaIxUUIxARGAsRHQgCxwwgGxMOCAgIHBAYDCAbEw4ICAgcEAAAAQAoAD8BBQH5AAUAKEASAwEEAAJADhJIAgUHAwQBAAUCABkvM80yzTIBGBDezSvdMs0yMTA3JzcnNxdpQW9vQZw%2FI7q6I90AAwAz%2F%2FMDfQIVACcAMwA8AKBAaHcXhxcCJCUDE6c8ATxUHmQeAkYeAR6CKH8lAVkoaSgCJSglKAtpNAE0gncZhxkCGas%2BVi5mLgIugg8LAQgLqz08hR0dBhNnFgEWUDdJK1krAiuIEFAkISFGMVYxAjGIBlElA2gAAQBRAD9dMjI%2F7V0yETM%2F7V0yP10zEjkv7QEQ%2Fl5d7V0Q%2Fl3tXRI5OS8vXV0Q7V1dMl05OREzMTBdBSImJw4BIyIuAjU0PgIzMhYXPgEzMhYVFAYdASEeATMyNjcXDgEBNCYjIgYVFBYzMjYlNiYjIg4CBwK9T2kdIGI%2FNVpBJCRBWjU%2FYx8hZTZocQH%2BnAZTVjFDEQ0RVf7HT0RET09ERE8BYgFBOSAxIRQDDDozNjgnSGQ%2BPWVIJzszODaEhQgLBQlQVREITgkUARBYZ2dYWGdnij9RGSg0GwAAAAIAR%2F9HAM0CCAAJABUAI0AQEAQHfwoDCQkWFwMTDVAISwA%2FP93OARESOS8zxP0yxDEwNzQ2NzMeAR0BIwM0NjMyFhUUBiMiJlgMCToJDGQRJB8fJCQfHyQCVIlERIlUuwJ%2BGygoGxsoKAAAAAEAVv%2BTAeACtQAkAGxAQwcdfwYfQA8SSB8fAAsKGa8aARomkCYBVhEBEYIAJRlGFlYWAhaIIB4aCR0ZHQIdSgtJDlkOAg6ICgcFBggWCAIICFAAP15dM8Uz7V0yP10zxTPtXTIBEN7tXV0Q1l0yxjISOS8rM%2B0yMTATND4CNzUzFRYXBy4BIyIGFRQeAjMyNjcXDgEHFSM1LgNWGzFILVM6NBUVNx9OUxMpQC4lPBENDkQkUzBIMBkBIzFWRC4JkIsDFE0JDF5aKEMwGg4HTAgPAouQCS1DVgAAAAABADwAAAIHAsIAIgCVuQAf%2F%2BizDwBNH7j%2F8EBUDgBNFRAQAE0UCBAATRQICQBNCwgPAE0HFQEbGggBAREIJAcDInMNCggQEgBMChEwDwEPDwEPIxsdfBcQAHkCDg4AAhACAggCAgkaZxcBF0UHeQlCAD%2FtP10zEjkvXl0zLxDtMhDtMgEQ1l1d3cwrwP0yxRDGETkvEMYyMTAAXQErKysrKysTMxUjFRQGByEVIT4BPQEjNTM1ND4CMzIWFwcmIyIOAhX2vb0ICAEh%2FnYLEV1dHzlQMCw8HBc1PBssHxEBdUsIMm4yUEeNRw9LU0phORYQC1AZECZAMAAAAAACACwAbQIIAkkAHgAyAJJAYA80LzRPNAMIEgyHDAFlDHUMAgwTC6AfAR8PHAMdAogCmAICagJ6AgICrykBKQAzGhWIFZgVAmoVehUCFRsUFwQKCQWHBZcFAmUFdQUCBaAksCTAJAMkB68uvy7PLgMuFwAvzV3czV0zXV0RM84yEM4yM11dETMBEN7NXTNdXREzzjLczV3OMjNdXREzMTBeXRM0Nyc3FzYzMhc3FwceARUUBgcXBycGIyImJwcnNyYlNC4CIyIOAhUUHgIzMj4CWRxJOkovOzsuSzpKDg8PDko6SzA5HTYXSjpJHAE3EyArGBgrIBMTICsYGCsgEwFbPS1KOksdHUs6ShY1HyA0Fko6ShwODko6SS0%2BHC4hEREhLhwdLSERESEtAAABABEAAAIkArUAHgC1QG4AGBAYAhgcHg8SDwwScxMWFBMWBxYXFgIWHiBvE58TrxMDExkecwAPDAsIDwgMcwsIFAsLCAgIGAgCCA8GHwYCBgIEbwCfAK8AAwAPCx8LAggLHwMaeQIcHgYYeRYICBYWEx5CE0ESQQxBC0EAQgA%2FPz8%2FPz8SOS8zLxDtMhDeMu0yARDWXl3UXTLOMl0zXYcQKxAAwYcFfRDEARgQ%2FTLUXcYRM12HKwh9EMQBGBDOMl0xMDM1IzUzNSM1My4BJzMeARc%2BATczDgEHMxUjFTMVIxXtoqKiiDZhK2ckVC0sUSVlLGE2iaKiompHZkdYrVJOnEhInE5TrVdHZkdqAAAAAAIAYP9HALcDDwADAAcAHUANAQWuAwcHCQAIBFoCWQA%2FPxDGARI5L8DtMjEwNzMRIxEzESNgV1dXV8b%2BgQPI%2FoEAAAAAAgAr%2F5MBwgLFADsAUQELQLMlNgE3K6crAigXAagQAVdFARo3AQs3AaQ0AYYzAagyAagvAWUrARUYAQQYAakMAYgMAUpNgi0GgjUdHDgLATYqAQsqDqQyATcyATI3LQEtUz9CggA7DiOCFqoTARM4DgEOUh0dIIh3EwEGEwETP5gyAQkyAQgySpQqAXYqhioCayoBVioBiD8Bej8BbT8Bl0oBmQsBeguKCwJpCwFaCwELSj8qBJYcARwZU5k7ATs4iAADUQA%2FM%2B0yXT8zXRc5XV1dXV1dXV1dXV1dETNeXV0RM11d7TIvARDeXTJd1O0QxDLtMhDWXTJdXRE5OV1dxDLU7RDtMjEwAF1dXV1dXV1dXV1dXQFdXV1dFx4BMzI2NTQmJy4DNTQ%2BAjcuATU0NjMyFhcHLgEjIgYVFB4CFx4DFRQOAgceARUUBiMiJicTLgEnDgEVFB4CFx4BFz4BNTQuAkQeSDg4OTZAJEExHBEZIA8ZHWFYM1gaFRhFNCc5DBooHCRBMRwQGB8PHSRqYkNXGq8HDQcdJBcpOCEFCQUdJBcoNAENEiEkIycWDBwoOCgaLSUbCRQ0IkVRFAhNCRQhIRIZFRIJDBwoOCgZLCQdCRU4JUtNFQ0B4wIFAxMzHhojGxULAgMCEzIfGiMaFAAAAAACACMCaAFVAt4ACwAXACm5ABX%2FwEASDRJIFQ8DQA0SSAMJCRgSDAYAAC%2FNL80BETMvzSvezSsxMBMiJjU0NjMyFhUUBjMiJjU0NjMyFhUUBl0XIyMXFyMjpxcjIxcXIyMCaCEaGiEhGhohIRoaISEaGiEAAAMAQf%2FxAu0CxQATACcASQDbQJ43oEUBRbAUwBTQFAOZFAFoFAEUd1gAaAACAygAAQwAHAACAgBLvz7PPt8%2BA6Y%2BAT53jy0BLb8ezx7fHgOWHgFnHgEed1cKZwoCBgoWCiYKAwgKSsg4ATg7fTdwMgFhMgEyoBmwGcAZA4kZARl9Zw8BSA9YDwIZDwEPRURBfUV%2FKAFuKAEoryO%2FI88jA4YjASN9aAUBRwVXBQIWBQEFRgA%2FXV1d%2FV1d1l1dMu0yP11dXf1dXdZdXTLtMl0BEN5eXV39XV1d3l3tXV0Q1l9dXV9d%2FV1dXcZdMjEwARQOAiMiLgI1ND4CMzIeAgc0LgIjIg4CFRQeAjMyPgIFIi4CNTQ%2BAjMyHgIXBy4BIyIGFRQWMzI2NxcOAwLtOF58RER8Xjg4XnxERHxeOEkoR2M7O2NHKChHYzs7Y0co%2Fv8rRjMcHzRGJxorIBUEFww1IzNEPjwnMw4TBRciKwFbVYddMTFdh1VVh10xMV2HVUJtTioqTm1CQm1OKipObY0cNE0yMUw1HAgLCwM8BxNHRD5PEQc8AwsJBwACACYBSQFQAsIADgAxAJZAKkgfWB8CSBsBVxIBExIBBBIBA7AlwCXQJQMlk1cUZxQCJhQ2FEYUAxQzL7j%2FwEAVDRBIL78MzwzfDAMMlEkdWR1pHQMduP%2FAQCQIC0gdMi4rmg8lACIQIgIIIpoQByAH0AfgBwQHBw8AmhgvD2gAPzPU7RI5L13tXl0yEO0yARDeK13tXcQrENZdXf1dwDEwXV1dXV0TMjY3NS4BIyIOAhUUFhMyHgIdAQ4BIyIuAjU0PgIzMhYXNTQuAiMiBgcnPgHEFiwFCyIQESMcEi8iKTgjDxhSKSE3KBcaLDogDiIVBhIgGhc3FAoTPQGHAgJkAgIEDBUQHhkBOxQkMyDgBQkNHCwgHywbDAIDAw8eFw8GBz8FCgAA%2F%2F8AHgA%2FAcsB%2BQAmAGYAAAAHAGYA0AAAAAEANQA1Af8BigAFABxADACvAgQCBAcGBa8DAQAvL%2B0BERI5OS8v7TEwAREjESE1Af9Q%2FoYBiv6rAQZP%2F%2F8AGgEAAREBVwIWABAAAAAEAEH%2F8QLtAsUAEwAnAD0ASAFFQO5WNwE1N0U3AjU0RTRVNAPHDAHHBwHIAwF3NAEDKCi0QsRC1EIDQnc12Sv5KwIrODg9PZc1AWo1ASc1VzUCNbQUxBTUFAOYFAEUdygAWABoAAMMABwAAgIASiy%2FSM9I30gDSHXALgFZLmkumS4DQC4BKS4BLr8ezx7fHgOWHgEedwYKFgomClYKZgoFCApJ0D7gPgI%2BezggKzArAisrLUV9hjIBYTIBVTIBFjJGMgIyoBmwGcAZA4kZARl9Zw8BGQ9JD1kPAw9FPYktAW4tARktSS1ZLQMtryO%2FI88jA4YjASN9aAUBFgVGBVYFAwVGAD9dXf1dXc5dXV0yP11d%2FV1d3l1dXV3tEjkvXTPtXQEQ3l5d%2FV1d3l1dXV3tXTIQ1l9dXf1dXc5dXV0yfS8yETNdGBDtXTJ9LzEwAF9dAV1dXV1dXQEUDgIjIi4CNTQ%2BAjMyHgIHNC4CIyIOAhUUHgIzMj4CBy4BJyMVIxE%2BATMyFhUUBgceAxcnMzI2NTQmIyIGBwLtOF58RER8Xjg4XnxERHxeOEkoR2M7O2NHKChHYzs7Y0coqhc5FUNHGzwZVlonJAoaHBwL9SYtPDkoCxgLAVtVh10xMV2HVVWHXTExXYdVQm1OKipObUJCbU4qKk5thS1RGJYBhAYGQEElNw8MJCwwGNAZJyUdAQEAAAAAAQAuAn8BSgLHAAMAHkAPAQEAAASvAL8AAgAwAgECAC9dzV0BETMvMi8xMBMhFSEuARz%2B5ALHSAACABoB8gEyAwgAEwAfAGlASL8AzwDfAAMAlBS%2FGs8a3xoDGpQKwBQBDwoBCApACxBIFAoUCiEgzw8BD5rAFwFGFwE9FwEGFxYXJhcDF2jPHQEdmgUQCQ1IBQAvK%2B1dP11dXV3tXQEREjk5Ly8rXl1dEO1dEO1dMTABFA4CIyIuAjU0PgIzMh4CBzQmIyIGFRQWMzI2ATIXJjMcHDMmFxcmMxwcMyYXQyseHisrHh4rAn0gNCQTEyQ0ICA0JBMTJDQgIykpIyMpKQAAAAACADUAAAH%2FAmwACwAPAGBAOg0FAwevAQmvCwELD4AFkAUCHwUvBQJQDwEFCQ8PCQUDERAMrw5cBK8GBgpAAgECAK9PCAEIrwoBCl8AP13FXf3GXREzL%2B0%2F7QEREhc5Ly8vXV1dETNdEMDtMhEzMTATMzUzFTMVIxUjNSMRIRUhNb1Qvb1QvQHK%2FjYBo8nJT8nJ%2FvtPAAAAAAEAHgE7ATgCxQAhAF9AOxMgIyAzIAMTsmcAdwACVgABAAAJCLILCxscCRwJHCMiGxazHwizSQoBCrFmHHYchhwDVRwBHEYfAR9xAD9dM11d9F3tEO0yARESOTkvLxEzMy%2FtETMvXV3tMTAAXQEUDgIHDgEHMxUhJj4CNz4BNTQmIyIOAgcnPgEzMhYBKBMgKhgRIQO6%2FvYDDx0mFSIrIR0RHhgTBSQRRS1FQgJWFSgnJxUOIQ0%2FITMqIxIdMRgaGAkNDQQxEiM6AAAAAAEAIAEzATYCxQAtAGdAGhUkAQQkAQg3HGccAh8QsnYdAR0iCQkqA7IiuP%2FwQB8ID0giLxYXK2AqASouHwqzCAgaKwCzKiexFhOzFxpxAD8z7TL0Mu0yEjkv7TkBENZdMsYyENYr7RI5LxDUXe0zMTBdXl1dEzI2NTQuAisBNTMyPgI1NCYjIgYHJz4BMzIWFRQHHgEVFA4CIyImJzceAZA1KBIfKBUTGQ4fGRAlHRsuERkQQyJJPTcjKRIoPywfQBIPFjEBcSEaERgPBzkFDBUPGRUTCDcLFzsuMR8LMyMaKyESDgk8CA0AAAAAAQB%2FAkQBOwMIAAMAOEAOAQIDQBESAEwDAAUAQAO4%2F8CzEgBNA7j%2FwLYNAE0DgAIBAC%2FNGt0rKxrNARDeGcUrGN0ZxTEwAQcnNwE7jS%2BAAs2JKpoAAQBQ%2F0cB9AIIABgAOEAfC38JEhV%2FAH8XCRcJFxoZGEkWSxIwDRJIEgSID1EKSQA%2FP%2B0zKz8%2FARESOTkvLxDt7TIQ7TEwExEUFjMyPgI3ETMRDgEjIiYnHgEdASMRrT5FDyAcFwVdIGU8N0EUAwJcAgj%2B6l9MAgMDAgG3%2FgcIEhcWHDkfZwLBAAEAK%2F9HAiECvAAWADFAGxF1EwN1BRMFCQkFEwMYFxJDvwDPAAIADkUEQwA%2FP81dPwEREhc5Ly8vEO0Q7TEwASIGBxEjES4BNTQ%2BAjMyFhcRIxEuAQGCCBAGTm98LVR4SipgKU4OKgJvAQH82gG%2FC2hmN1I4HAcK%2FJwDIwIDAAD%2F%2FwA4AOMAvgFpAhcAEQAAAPAAAAABAEX%2FQwD%2BABQAHQAyQBkAGwOiERuhFQsLHhUVHx4ADKYPpggaaQhqAD8%2FEO3tMgEREjkvETkvEO0Q7REzMTAXHgEVFA4CIyImJzceATMyNTQmLwE%2BAzczDgHHHRoKGCgdGisNCwwbESQWFAcDDAwLA0AGEiUOISALGhYOCAU5BAYXCw8IAwobGhUFCyIAAAABADIBOwDuAr0ACgAuQBkAfwoBCgSyBgYMC4oHAXsHAQcKswAFsQNwAD%2Ft3u0yXV0BERI5L%2B3OXTIxMBM%2BATczESMRDgEHMiZKGzFGFjkUAm0NKRr%2BfgEmDhYGAAIAKwFIAZMCxAATAB8AWkA%2BvwDPAN8AAwCUFL8azxrfGgOWGqYaAhqUCrAUwBTQFAOZFKkUAgYUFhQCCQoZCgIIFAoUCiEgF5oPaB2aBWcAP%2B0%2F7QEREjk5Ly9eXV1dXRDtXV0Q7V0xMAEUDgIjIi4CNTQ%2BAjMyHgIHNCYjIgYVFBYzMjYBkxswQicnQjAbGzBCJydCMBtKNzMyODczMzcCBitGMhsbMkYrK0cxGxsxRys4Q0M4N0REAAD%2F%2FwAoAD8B1QH5ACYAcAAAAAcAcADQAAD%2F%2FwAyAAADUgK9ACYAiwAAACcA1QFrAAAABwDXAgP%2ByP%2F%2FADIAAAM7Ar0AJgCLAAAAJwDVAVYAAAAHAIQCA%2F7I%2F%2F8AIAAAA1ICxQAmAIUAAAAnANUBegAAAAcA1wID%2FsgAAgAc%2F0QBgQIIACEALQBhQD6HEAFmEAEKDgEIIoIoKBh%2FGxsOBXAGgAaQBgMGLwB%2FDkAJD0gOLhgrJVAFA4h5BokGmQYDBgkJGQkpCQMJUgA%2FXTNd7TI%2F3c4BENYr7RDGXTIROS%2FtMy%2FtXl0xMABdXRcUFjMyNxcOASMiLgI1ND4ENTwBJzMWFRQOBBM0NjMyFhUUBiMiJn43MUI%2FGiJVMDZILRMZJismGQFOBBchKCEXJSQfHyQkHx8kFyYxIkgSFhwsNxshNC8qLzQhBQkFFBMgNC0oKCoBxBsoKBsbKCgAAAD%2F%2FwAIAAACjwOkAiYAJAAAAQcAQwCWAJwAE7kAAv%2FnQAkcGgYRUAILG08rKzQAAAD%2F%2FwAIAAACjwOkAiYAJAAAAQcAhgCOAJwAEEALAh4bGQYRUAILGk8rKzQAAP%2F%2FAAgAAAKPA50CJgAkAAABBwBlAI8AnAAQQAsCAB4aBhFQAgsbTysrNAAA%2F%2F8ACAAAAo8DewImACQAAAEHAG8AkACcABBACwIAKBkGEVACCydPKys0AAD%2F%2FwAIAAACjwN6AiYAJAAAAQcAegCPAJwAF0AQAwIAGy0GEVADCyVPAgsZTysrKzQ0AAAAAAMACAAAAo8DRwAgACcAMwEiuQAa%2F%2FizDQBNCrj%2FwEATEx1ICi5AFBdILi4xFEATHUgUKLj%2FwEBSExdIKCgxMR4fICEiIyQdJBsaGRgXHBcdJB1zHBcUHBcdHAMEBQYHAgcAJyYlJAcBJAFzAgcUAgcBAiQkAhw1QDVwNaA1Aw81AQ8CHwICCAI0D7j%2F8LYPEkhXDwEPuP%2FoQC0IDUgPKzEgAHknQCGAIZAhA5IkAYMkAXokAVkkaSQCISQhJBwHBxcxQRxCAkIAPz8%2FxTIvETk5Ly9dXV1dXTPtMhDezStdKwEQxl5dXV0QxhE5GS8QAMGHBRgrh33EEA7ExAXExBCHDsTExMQQAMGHBRgrh33Ehw7ExMTEEIcOxMQFxMQOxMQBMxEzGC8rzSsRMy8rzSsxMCs3ByM%2BAzcuATU0PgIzMh4CFRQGBx4DFyMuAS8BLgEnDgEHEzQmIyIGFRQWMzI2rD9lJUI%2FPSETFhEcJRUVJRwRFhIhPj9CJmoRHhAcID8iIz8ftx8WFh8fFhYfsrJmsZ%2BQRw4qHBglGw4OGyUYGykOR5GfsWctWC1PV6NLS6JYAeAaHR0aGh0dAAIABgAAA4ICtQAVABoAg0BGEBESExQPFA0LGRYOFhQYCBJIFA4WDnMPFBQPDxQJFnMCBgYPFQQHHA8bAnkEGhl5CgsKBAoECggWAXkUQQ8PCA4OBnkIQgA%2F7TMvETMvP%2B0yEjk5Ly8RMxDtMhDtARDGENbGxhI5LzPtMocQK4d9xAErEIfExA7EEIcOxMTExDEwASEVIRUhFSEVITUhDgEHIz4DNyEFDgEHMwNp%2FtMBCf73AUb%2BWv7vGC8WaDltaGUyAb7%2BczVyPeQCZNFP81GyLFktbL%2BqmUdMSLZqAAAAAQA6%2F0MCUwLFAEABGEBMQkAMEkhkLgFTLgFCLgEjLjMuAhIuAQMuAVUqASMqMypDKgMSKgEDKgEIaAMBKQI5AgJqL3ovii8Dmi4BcyqDKpMqA2IqAUUqVSoCG7j%2F%2BEB%2BDxJIKj46PgI%2BNCw6OgUQDw8iI0IWGgEHGgEadmgFmAUCVwUBBalBMTg%2BKUoiWiJqIgMiBx8XH1cfZx8EH3xKI1ojaiMDIwBoJngmmCYDVyYBJkZFEFUQZRADEAgVGBVYFWgVBBV8hw%2BXDwJFD1UPZQ8DD4gKAWcKAVgKAQpFAD9dXV0zXV3tXTJdP11dMzNd7V0yXdbd3s0BEP5dXe1dXRDGMjIvMxE5L83Mzl0xMAArXV1dXV0BXV1eXV1dXV1dXV1dXSsFLgM1ND4CMzIeAhcHLgMjIg4CFRQeAjMyNjcXDgEHDgEHHgEVFA4CIyImJzceATMyNTQmLwE%2BAQFKPmRHJzVaeEQrRTMgBhwJIiszGjdYPiEdOlc6Q1gWGQ5rUgMFAh0aChgoHRorDQsMGxEkFhQHBA0LCDdbfU9Xh1wwDBAQBFAGDg4JJkhnQD5mSSgcC1ALHwIGCwUOISALGhYOCAU5BAYXCw8IAwwgAP%2F%2FAFYAAAIWA6QCJgAoAAABBwBDAIsAnAATuQAB%2F%2FJACQ8NAApQAQEOTysrNAAAAP%2F%2FAFYAAAIWA6QCJgAoAAABBwCGAH4AnAAQQAsBIw4MAApQAQENTysrNAAA%2F%2F8AVgAAAhYDnQImACgAAAEHAGUAbQCcABO5AAH%2F80AJEQ0AClABAQ5PKys0AAAA%2F%2F8AVgAAAhYDegImACgAAAEHAHoAbQCcABqxAgG4%2F%2FNADQ4gAApQAgEYTwEBDE8rKys0NP%2F%2FAA8AAADLA6QCJgAsAAABBwBD%2F9IAnAATuQAB%2F%2BhACQcFAAFQAQAGTysrNAAAAP%2F%2FAEQAAAEAA6QCJgAsAAABBwCG%2F8UAnAAQQAsBGgYEAAFQAQAFTysrNAAA%2F%2F%2F%2F%2FwAAAQ8DnQImACwAAAEHAGX%2FywCcABBACwEACQUAAVABAAZPKys0AAD%2F%2F%2F%2FuAAABIAN6AiYALAAAAQcAev%2FLAJwAF0AQAgEABhgAAVACABBPAQAETysrKzQ0AAAAAAIAE%2F%2F6ApwCvAAUACUAd0BNKRhpGHkYAxgYAQkYAQgYdpcAAVYAZgACDwABAKknACdwJ7AnAyMgHnMNCgioJgsfeQohIQUeGBsBG3wNVxABEEUjFxUBFXwIWAUBBUYAP10z7V0yP10z7V0yEjkvM%2B0yARD2zjP9zjNdEPZdXV3tXl1dXTEwARQOAiMiJicRIzUzET4BMzIeAgEyNjU0JiMiBgcVMxUjFR4BApw4Zo5VKmUpUFApZSpVjmY4%2FoeKiIiKKS0JgoIJLQFbWoVXKwcKATlLARwKBytXhf6ajX9%2FjQIB1UvyAQIAAAD%2F%2FwBWAAACggN7AiYAMQAAAQcAbwCxAJwAEEALAQAjFAkSUAEKIk8rKzQAAP%2F%2FADr%2F8QLQA6QCJgAyAAABBwBDANAAnAATuQAC%2F%2BhACSspAAlQAgQqTysrNAAAAP%2F%2FADr%2F8QLQA6QCJgAyAAABBwCGAMMAnAAQQAsCGSooAAlQAgQpTysrNAAA%2F%2F8AOv%2FxAtADnQImADIAAAEHAGUAyQCcABBACwIALSkACVACBCpPKys0AAD%2F%2FwA6%2F%2FEC0AN7AiYAMgAAAQcAbwDKAJwAEEALAgA3KAAJUAIENk8rKzQAAP%2F%2FADr%2F8QLQA3oCJgAyAAABBwB6AMkAnAAXQBADAgAqPAAJUAMENE8CBChPKysrNDQAAAAAAQBQAGEB5AH1AAsAiUBYC2AJsAkClgkBCQkBBZkDAQMDyQoBtgrGCgKWCgEKxgQBuQTJBAKZBAEEAQEMDQawCAGWCAEICAoCmQABAADJBwG2B8YHApYHAQcExgEBuQHJAQKZAQEBCgAZLzNdcXIzM11xcjMvXTIRMy9dcjMBERI5LzNdcXIzXXFyMy9dMxEzL11yMzEwJScHJzcnNxc3FwcXAaySkjiSkjiSkjiSkmGSkjiSkjiSkjiSkgADADr%2F3ALQAtoAGgAkAC8CbEAmRS5lLgI2LWYtAoksAXgeAWgdATkdASgdAUoYAWQXAWQWAWYVAQ%2B4%2F%2BC2EABNWQsBCrj%2F%2BEBUEABNRgqGCgJqCQFsCAEDIBAATXkumS4CWi0BWiwBZikBVSgBSCMBlh4BVh0BRR0BgxwBVBoBVxkBlhgBZRYBahUBWRQBmgoBagkBdwMBKRg5GAIHuP%2FwtAwNAEwHuP%2FoQBoLAE0YHR4HCBcIFxASAE0XGBEATRcQEABNF7j%2F4EAUDQBNFxYgBSUSFRAMAE0VGAsATS24%2F%2BizDQBNCrj%2F8EAKDABNFS4tCgkWCbj%2F8EAJEBIATAkFEggWuP%2FgQBoNAE0WCBYIACoQEQBNKggOAE0qEAoATSp2Dbj%2F%2BLMSAE0NuP%2F4QA8PAE0NQAkATQ2pMfAxARu4%2F%2FizDgBNG7j%2F8EALCgBNG3YACBIATQC4%2F%2FhAEREATQAIDwBNAEAIAE0AqTAduP%2Fwtw8QAEwdLi4luP%2F4sw4ATSW4%2F%2FizCgBNJbj%2F8LUJAE0lfBe4%2F%2FBAPRASAEwXFhgQCwBNGBUVEggSAE0SCA8ATRJGLRAPEABMLR4eIAgOAE0gCAoATSAQCQBNIHwJEBASAEwJCAq4%2F%2Bi2CwBNCgcHBbj%2F%2BLMSAE0FuP%2F4tA8ATQVFAD8rKzMRMyvGMivtKysrMhEzKz8rKzMRMyvGMivtKysrMhEzKwEQ9isrKyvtKytdEPYrKyvtKysrEjk5GS8vKxI5OTIrfYfExMTEASsrKysRMxEzETMrKysrEIfExMTEASsrXTEwAF1dXV1dXV1dXV1dXV1dXV1dXV0BK11dXStdK11dXV1dXV1dXV1dEzQ%2BAjMyFzcXBx4BFRQOAiMiJicHJzcuATcUFwEmIyIOAhMyPgI1NCYnARY6NVt5RGpSOz5AJy01WndDNV8pOj4%2BKC5mLAE%2FN081VTsg5TVUOyAWFP7CNQFbWYhbLjhNLlMtf1JZiFsuGxtLLlAtgFRtRgGdKydIZ%2F6sJ0hnPzVXI%2F5lKQD%2F%2FwBR%2F%2FECXwOkAiYAOAAAAQcAQwCjAJwAE7kAAf%2FoQAkbGQQSUAEGGk8rKzQAAAD%2F%2FwBR%2F%2FECXwOkAiYAOAAAAQcAhgCWAJwAEEALARkaGAQSUAEGGU8rKzQAAP%2F%2FAFH%2F8QJfA50CJgA4AAABBwBlAJwAnAAQQAsBAB0ZBBJQAQYaTysrNAAA%2F%2F8AUf%2FxAl8DegImADgAAAEHAHoAnACcABdAEAIBABosBBJQAgYkTwEGGE8rKys0NAAAAP%2F%2FAAYAAAJQA6QCJgA8AAABBwCGAGoAnAAQQAsBGhMRBAxQAQQSTysrNAAAAAIAVgAAAj0CtQAOAB4AUrkAF%2F%2Fosw4ATRS4%2F%2BhAIw4ATRV2Bg4PDxAbcx0GHQYdIB8QE3wLAHkaCxoLGhweQRxCAD8%2FEjk5Ly8Q7RDtMgEREjk5Ly8Q7TIyETMQ7TEwKys3MzI%2BAjU0LgIjKgEHNRU%2BATMgFRQOAisBFSMRt0kyUDceHzhOLxInExMpEwE3K1F0SU1h3g0gNiooNR8MAsRxAgHdPFM1GI4CtQABAFD%2F9AJHAwgARQDUQJKmRAEnRAEVRAGpMAGpLwGpLgErKAEcKAEGEwEGDwEHQwF4OAF3MAE5FAGFEAEGEhYSJhIDEoIjAIIzCIKoKwErGjl%2FO5gjAZgzAYAzAQ8zASMzOzszIwNHRngmmCaoJgMmEAsOSCaKpQ0Bhg2WDQILDQENDRWJNgFoNng2AjaIBkGmQQIIQU86ShuXIAEgiBoVUQA%2FM%2B1dMj8%2FXl3tXV0SOS9dXV3tK10BERIXOS8vL11dXV0Q%2Fc7eXe0Q7RDtXTEwAF1dXV1dAV1dXV1dXV1dXV0BFA4CBw4BFRQeAhceAxUUBiMiLgInNx4DMzI2NTQmJy4DNTQ2Nz4DNTQmIyIGFREjETQ%2BAjMyHgIB8g4VGQsXIA8YHQ8bLyMTYWYVKiQbBhAGGSEnFDIwLjkhKxgKLBkKFRILNDRDPV0cNlA0Nk4xFwJoGSchHAwZIRkPFhAOBw0eJzUlTlQGCQoDUQMKCgcsJScyGg8bHB4UKDYaChgZGg4sMUxD%2FdgCKjJSOiAYKzsA%2F%2F8AK%2F%2F1AcADCAImAEQAAAEGAENSAAATuQAC%2F%2FlACTk3HhNQAg84TysrNAD%2F%2FwAr%2F%2FUBwAMIAiYARAAAAQYAhkUAABBACwIrODYeE1ACDzdPKys0%2F%2F8AK%2F%2F1AcADAQImAEQAAAEGAGVLAAAQQAsCETs3HhNQAg84TysrNP%2F%2FACv%2F9QHAAt8CJgBEAAABBgBvTAAAEEALAhJFNh4TUAIPRE8rKzT%2F%2FwAr%2F%2FUBwALeAiYARAAAAQYAeksAABdAEAMCEThKHhNQAw9CTwIPNk8rKys0NAD%2F%2FwAr%2F%2FUBwAMLAiYARAAAAQYA1EsAAAy3AwIRPzYeE1ArNDQAAwAs%2F%2FQDJQIVADsATABVAQlArlZSAWM0AVQ0AXcrAaUlAQNICgF5AgGYGwEGEAEIAwEsDQECTYI5LZcnpycCiAMBZgMBVQMBRwMBBQMlAwInA5dVp1UCZlUBVUYyATKCF0I%2FF6dKAUqCIQ13LYctAgMbLQEbF3sXAjsNARwNAQIPDQEtFw0NFy0DV1YwVwFVhQ8xATExFxKIQgBFAUVFCFCIJ3cqAWgqAQcqAQgqUCAdiCEkUD88iAMIUTg1iDkAUQA%2FMu0yPzPtMj8z7TI%2FXl1dXTPtEjkvXTPtMjMvXe0BXRESFzkvLy9dX11dXV1fXRDE7V0RMzMQ7V0yXV05OV1dXV1dXRDE7V9dMTAAXV1dAV1dX11dXV1dBSImJw4DIyIuAjU0PgIzMh4CFzU0LgIjIgYHJz4BMzIWFz4BMzIWFRQGHQEhHgEzMjY3Fw4BJTI2Ny4BJy4BIyIOAhUUFiU2JiMiDgIHAmU5VSAKIS45IjJPOB4jPFAsDh4aFAQKGi0kLkURCxJTMEVRFCFaMWhxAf6cBlNWMUMRDRFV%2Fmo0PBAPEQELKiAVLycaQQH5AUE5IDEhFAMMGxoHEhELEihALSs%2BJhIDBQQBGhctIxUNB00IDy8qLSyEhQgLBQlQVREITgkUTxcLHEAkBQcGEyEbMybzP1EZKDQbAAEAM%2F9DAb0CFQA6ALJADU88Xzx%2FPAM8QBEWSAK4%2F%2BBAIAgSSBYMlgSmBAIEARISHiZgNoA2AjY8jzwBVy0BLYIeuP%2FoQEQOAE1XHgEPHh8eAh6rOydYKgFJKgEqiCYjUDVXMgFGMgEyiAAMCRgJEEgJDRAWATYZEBAATQkZGRkpGWkZeRkFCBkAUQA%2FMl5dKzLW3d4yzSsyEO1dXTI%2FM%2B1dXTIBEPZdXSvtXV0Q1l3GEjkvxc1dxM4xMAArAStdBQceARUUDgIjIiYnNx4BMzI1NCYvAT4BNy4DNTQ%2BAjMyFhcHLgEjIgYVFB4CMzI2NxcOAwE%2BCx0aChgoHRorDQsMGxEkFhQHBA4IM000GiNAXTkjRiAVFTcfTlMTKUAuJTwRDQgbIicMGQ4hIAsaFg4IBTkEBhcLDwgDDCIPBy1GWzY8ZEkpDA1PCgxiXipGMhsOCE4ECQcFAAAA%2F%2F8AM%2F%2F0AfkDCAImAEgAAAEGAENpAAATuQAC%2F%2FBACSclAAdQAgQmTysrNAD%2F%2FwAz%2F%2FQB%2BQMIAiYASAAAAQYAhlwAABBACwIhJiQAB1ACBCVPKys0%2F%2F8AM%2F%2F0AfkDAQImAEgAAAEGAGViAAAQQAsCCCklAAdQAgQoTysrNP%2F%2FADP%2F9AH5At4CJgBIAAABBgB6YgAAF0AQAwIIJzkAB1ADBDFPAgQlTysrKzQ0AP%2F%2FAAcAAADDAwgCJgDSAAABBgBDygAAE7kAAf%2FoQAkHBQEAUAECBk8rKzQA%2F%2F8APAAAAPgDCAImANIAAAEGAIa9AAAQQAsBGgYEAQBQAQIFTysrNP%2F%2F%2F%2FcAAAEHAwECJgDSAAABBgBlwwAAEEALAQAJBQEAUAECBk8rKzT%2F%2F%2F%2FmAAABGALeAiYA0gAAAQYAesMAABdAEAIBAAYYAQBQAgIQTwECBE8rKys0NAAAAgAz%2F%2FMCNAMIACIANwDjQJasIQGZIQGmHwGqGwFHNQGWIQEXIQFpGAEHEQF3EAFWEAGmHgEeHR0VIQEhAQSCIyYbGBYmLoIOJAA0AAJeGgFLGgEfGi8aPxoDDw4fDgIIACYaDg4aJgAEOThpGHkYAhgZdxYBFlUTAUYTAROIKXQhAWUhAVchATYhASsbAQEbIQMiGSkZKQkiTR2FHk8ziEkJWQkCCVEAP13tP%2B0%2FEjk5Ly8SFzldXV1dXRDtXV0yXREzXQEREhc5Ly8vL15dXV1dXRDtETMzMxDU7TIyXTIvM10xMABdXV1dXV1dAV1dXV0BBx4BFRQOAiMiLgI1ND4CMzIWFyYnByc3Jic3HgEXNwM0JjUuASMiDgIVFB4CMzI%2BAgI0ayAsFzhfSDtZOx0hPFc2M0wSDCt4F2YhMzsWOR18ZwEiSiApOSQREiM1Iy47IQ0CkSU2kF5Ce185LEheMzhaPyEgDlBEKT8jJyUzDjEkK%2F51CBAIHhYZLDoiJEExHSxIXP%2F%2FAFAAAAH0At8CJgBRAAABBgBvZwAAEEALAQAnGAAHUAECJk8rKzT%2F%2FwAz%2F%2FMCGwMIAiYAUgAAAQYAQ3IAABO5AAL%2F6EAJIyEJAFACDiJPKys0AP%2F%2FADP%2F8wIbAwgCJgBSAAABBgCGZQAAEEALAhkiIAkAUAIOIU8rKzT%2F%2FwAz%2F%2FMCGwMBAiYAUgAAAQYAZWsAABBACwIAJSEJAFACDiJPKys0%2F%2F8AM%2F%2FzAhsC3wImAFIAAAEGAG9sAAAQQAsCAC8gCQBQAg4uTysrNP%2F%2FADP%2F8wIbAt4CJgBSAAABBgB6awAAF0AQAwIAIjQJAFADDixPAg4gTysrKzQ0AAADADUALQH%2FAikACwAXABsAY0BAnxuvGwJgGwFPG18bAgAbEBsCCBsZAw9ADRJIDwkVgBmQGQIfGS8ZAlAVgBWQFQMZFRkVHRwSDBivGgAGUBoBGgAvXd7NEP3ezQEREjk5Ly9dXV0QwN0rwBDNXl1dXV0xMCUiJjU0NjMyFhUUBgMiJjU0NjMyFhUUBgchFSEBGhkjIxkZIyMZGSMjGRkjI%2F4Byv42LSEcHCEhHBwhAYIhHBwhIRwcIVxPAAMAM%2F%2FcAhsCKwAaACIAKgE8QNOXJaclAnYlAXgdqB0CZBgBUxgBVhcBSQ4BOw4Bqg0BWwprCgI2AUYBAqYAAacqAZslAXklAWslAVolAakiAZQdAXYdAWUdAVQdAVcYAVgKiAoCmB0BmA0BeQ2JDQIYHh0NDBkMDAsoIBWZCgGXAAF2AIYAAgomJQAaCxoVGaALAa8ZAQsZCxkQWSNpIwIjggOrLI8sAVYbZhsCG4IPEB8QAggQqyuYJQElHh5JIFkgAiCIGhkAGGYYARgVUJcdAR0mJkYoVigCKIgMCw0KaQoBCghRAD8zXREzxjLtXTIRM10%2FM10RM8Yy7V0yETNdARD2Xl3tXV0Q9u1dEjk5GS8vXV0SOTJ9h8TExMQBXV1dETMzETMQh8TExMQBXV1dMTAAXV1dXV1dXV1dXV1dAV1dXV1dXV1dXV1dXQEeARUUDgIjIicHJzcuATU0PgIzMhYXNxcFFBcTJiMiBgU0JwMWMzI2AeAcHyRBWjVPOjE1NhwfJEFaNSdFHTE1%2Fn0V1CQxRU8BKBbTIjNFTwG9I105PmRIJylAKEYjXjk9ZUgnFhRAKP9BLQESHGdZPi%2F%2B7htnAAAA%2F%2F8ASv%2F1Ae4DCAImAFgAAAEGAENnAAATuQAB%2F%2BhACRkXBwBQAQkYTysrNAD%2F%2FwBK%2F%2FUB7gMIAiYAWAAAAQYAhloAABBACwEZGBYHAFABCRdPKys0%2F%2F8ASv%2F1Ae4DAQImAFgAAAEGAGVgAAAQQAsBABsXBwBQAQkYTysrNP%2F%2FAEr%2F9QHuAt4CJgBYAAABBgB6YAAAF0AQAgEAGCoHAFACCSJPAQkWTysrKzQ0AP%2F%2FAAL%2FRAHfAwgCJgBcAAABBgCGQwAAEEALAS4jISATUAEJIk8rKzQAAgBQ%2F0cCGgMIABAAJQBoQEWZIwGaAgGJAAFaAAFJAAEAf6gRAZkRAVgRASkRORFJEQMRqycdCBl%2FG6omCAOIHiFQHU4aS4sJmwkCCQyIixmbGQIZFlEAPzNd7TJdPz8%2FM%2B0yARD27TIyEPZdXV1d7V1dXTEwXV0BNCYjIg4CBxEeATMyPgI3FA4CIyImJxUjETcRPgEzMh4CAblaSw8gHRYFEUAmKDkkEGEfPFc4LUURXV0aORo5X0MlAQNbYwQFBgL%2Bvg4aHTNFKDtkSCgYC9ADsRD%2B9wkLJkZl%2F%2F8AAv9EAd8C3gImAFwAAAEGAHpJAAAXQBACARQlNyATUAIJL08BCSNPKysrNDQAAAEAUAAAAK0CCAADAB9AEQAFEAUCCAWqA38BqgQCSQBKAD8%2FARD2%2FeZeXTEwMyMRM61dXQIIAAD%2F%2FwBCAAAAugLgAgYATAAAAAIAVQI%2FASMDCwATAB8AdEAnAEATH0gAoBQaQBMfSBqgCq8UAQAKEAqwCgMUChQKISC%2FDwGnDwEPuP%2FwQCYIDkgPp7AXAR8XAQ8XLxd%2FF58XBAgXba8dAR2nmAUBBRAIDkgFawA%2FK13tcT9eXXFx7StdcQEREjk5Ly9dXRDtKxDtKzEwARQOAiMiLgI1ND4CMzIeAgc0JiMiBhUUFjMyNgEjERwlFRUlHBERHCUVFSUcETIfFhYfHxYWHwKlGCUbDg4bJRgYJRsODhslGBodHRoaHR0AAf9ZAAABNwK1AAMAJ0AVAwEAAa4CAxQCAwIEAANBAkIBQgBBAD8%2FPz8BLxDUhyuHfcQxMAkBIwEBN%2F55VwGHArX9SwK1AAAAAgAdATMBSQLFAAsAHwA8QCYMsoAGAQUGFQYCBiEWspAAoAACjwABCgAaAAIIACAbswmxEbMDcQA%2F7fTtARDWXl1dXe0Q1l1d7TEwEzQ2MzIWFRQGIyImNzQuAiMiDgIVFB4CMzI%2BAh1QRkZQUEZGUOIHEh0WFh0SCAgSHRYWHRIHAfxhaGhhYWhoYRwzJhYWJjMcHTImFhYmMgAAAgAYATsBTwK9AA4AEwBGQCgTDgayBQFwA5ADAgMVrxIBEq8IvwgCCBQSCQGzAwcHAwWxnw8BDw5wAD%2FNXf3OMi8Q7TIyARDWXc1dENZd3TLtMjIxMAEVMxUjFSM1IzU%2BAzcHDgEHMwEdMjJEwQ4sNDodBB9AF3YCveo7XV0uGUBEQRlTIFEmAAMAIAEzAUYCxQAdACsANwCiQGE3GwE1LLK3GwGmGwEbGCaybwABEAAgAAIAOSkysrgLAakLAQsOHrJPCF8IAgg4pjW2NQI1uSkBKacbARuEC5QLAmsLewsCNAtEC1QLAwsLEyOzAxAMEEgDMAgLSAOxL7MTuP%2F4swwQSBO4%2F%2Bi0CAtIE3EAPysr7fQrK%2B0ROS9dXV0zXTNdM10BENZd7dQyXV3tMhDWXV3t1DJdXe0yMTBdARQGIyIuAjU0NjcuATU0PgIzMh4CFRQGBx4BBxQeAjMyNjU0JicOATc0JiMiBhUUFhc%2BAQFGTEgqOCIOJBgXGxMkMh8kNCEPHRckGt4IEh0VKSM5MxQYjx4lJR4qLxQZAaQyPxUgJxIcMQ8RLxoWKB4SFB4lEhwtEBEuIwgSDwofFBwfDA8ipg0gIA8UJgkOIAAAAAABADUA%2FwH%2FAU4AAwAStgEAAAQArwIAL%2B0BETMvzTEwEyEVITUByv42AU5P%2F%2F%2F%2FWQAAATcCtQIGANUAAP%2F%2FAFAAAAMRAwgAJgBJAAAABwBJAYYAAAADAFAAAAJAAwgAEwAXACMAf0AxGBMBdwiHCAJmCAEEEwENBIADAQMbFX8hF6olYCVwJaAlAw8lHyUvJQMICg5%2FEKokGLj%2FwEAfDBJIGIkeUxZJFEoPSg2HC0kEaAd4BwIHiAOHAAEATwA%2FXTLtXTI%2F7T8%2FPz%2FtKwEQ9u0yXl1dEPYy%2FTLWXTLGMTAAXQFdXV0BMhYXBy4BIyIGHQEzFSMRIxE0NgEjETMnIiY1NDYzMhYVFAYBGyMyCw0LJhtBNMjIXWIBgV1dLxkjIxkZIyMDCAkEUAQJRzwtTv5GAjdkbfz4AgheIRwcISEcHCEAAP%2F%2FAFAAAAJAAwgCBgDcAAAAAgBQ%2F%2FYCfwMIABMAHwB7QB0YEwF3CIcIAmYIARUgCAtIBBMBCAoOf0AQqiAhH7j%2FwEAuCAtIHxmADHADAQMXf1AZAQ8ZARkZTh%2BIFFEPSg2HC0kEaAd4BwIHiAOHAAEATwA%2FXTLtXTI%2F7T8%2F7T8BL11d%2FdZdxhoQ3ivGEPYa7TIxMABeXSsBXV1dATIWFwcuASMiBh0BMxUjESMRNDYBLgE1ETcRFB4CFwEbIzILDQsmG0E0yMhdYgHAVkhdCBIeFgMICQRQBAlHPC1O%2FkYCN2Rt%2FO4CRkoCcBD9jxceEgkDAAD%2F%2FwBQ%2F%2FYCfwMIAgYA3gAA%2F%2F8AUAAAA8YDCAAmAEkAAAAHANwBhgAA%2F%2F8AUP%2F2BAUDCAAmAEkAAAAHAN4BhgAAAAcAHf%2FxAvECxQATAB8AKwA%2FAFgAcwB%2FABlADyldPCMaFDBXegkFD0UFRgA%2FPxIXOTEwARQOAiMiLgI1ND4CMzIeAgUiBhUUFjMyNjU0JgE0JiMiBhUUFjMyNiU0NjcnDgEHHgEVFAYHHgEXNy4BNxc2MzIeAhczLgEnDgEjIi4CJy4BIyIDBx4BMzI2Nz4DMzIWFz4BNyMOAyMiJhMyNjU0JiMiBhUUFgLxOGKETEuEYjk5YoRLTIRiOP2eExwcExQdHQGQHxAWGx0TFBz%2BxiEdJh4uCgsPDwsKLh4mHSExIRwgHDEmFwJGAyEbBwoFDBcTDAEQGw8xCyEVLxkPGxABDBMXDAUKBxshA0YCFyYxHBEdqxAfGhYSHh0BWkuEYTk5YYRLTIViODhihRsdFBQbGxQUHf78FxYdFBUaH%2BclPRQ8Fz8nCBwRDxwJJj4YPhI94TwOFCMuGyZGGgEBCA8VDAUD%2Fqs6CwoDAw0VDwgBARpGKRwwIxQHAS0YFhEhGRgTHP%2F%2FAB3%2F8wZ0AYwAJwDWAAD%2BxwAnABEBZwAAACcA2AJd%2FscAJwDWA8T%2BxwAHANYFK%2F7HAAAADgBJAAADhwK1AAMABwALAA8AEwAXABsAHwAjACcAKwAvADMANwb5QIoGGyYbNhtGG2YbhhsGPQcbAQkGGiYaNhpGGmYahhoGPQcaAQkGExYTJhNmEwQGEhYSJhJmEgQZBQEZBAFJAVkBAkkAWQACCRdpFwIJFGkUAgYONg5mDgMGDTYNZg0DCQs5CwIJCDkIAj2aMaoxAmkxeTGJMQMxQAoOSAoxATEvgDQ7SC9%2FKI8oAii4AcCzLC9IKLgBgEAjKCtImiiqKAJpKHkoiSgDKEAKDkgKKAEoJIA0O0h%2FJI8kAiS4AcBAISsvSA0kHSQC%2FSQBmiSqJAJpJHkkiSQDJEAKDkgKJAEkNrj%2FgEAJNDtIBzYBNjUyuP%2BAQAwNE0gXMicyNzIDMiu4%2FgBAEi0xSDErASArAQErESsC8SsBK7j%2FgEAMDRNIFysnKzcrAysnuP4Asy0xSCe4%2FkCzKCxIJ7j%2FgED%2FDRNIFycnJzcnAyccCCABCSAiLxWPFQIJFQE7jxWfFf8VA14VAb0V7RX9FQNbFQFMFQEbFQGqFboVAnkVAQgVGBUCChUJEwE7Ew8MPwxvDAM9TwyPDL8M7wwEHgwBrQztDAJ7DAFMDAELDAGqDNoMAjkMaQwCCAwBCwwvCF8IAgkIATvpCAGPCL8IAh4IAe0IAXsIAUwIAaoI2ggCCAg4CAILCGYahhoCBxoBMxoZABdgFwI9UBeAF5AX8BcE4RfxFwKyFwFTFwEUF0QXArUXAXYXphcCBxcXFwIKFwAPMA9gDwM9gA%2BwD%2BAPAxEPQQ8C4Q8Bcg%2BiDwIED0QPAtQPQD0BpQ8BZg8BBw83DwILDwAKMAoCPZAKwAoCIQoB8QoBggoBVAoB5AoBtQoBRgoBFwoBCgAEOeYDAQMGEBkfuP%2BAQAk0RUgfIiw1ODW4%2FgBAOTE7SGE1AUA1UDUCITUxNQIQNQEBNQHhNfE1ArI1wjXSNQOTNaM1AoI1AWM1czUCVDUBQzUBlTUBNbj%2FgEAMDRJIBzUXNSc1AzUiuP8AQBMYHUi1IsUi1SIDpiIBIjPdLAEsuAFAQAwgJkhLLFssAjwsASy4AQBAFhccSKosuizKLAMsgA4TSCxACg1ILB%2B4AgC3MkVIHzExJjS4AgCzMDtINLgBwLMsL0g0uAGAQC0jK0h8NIw0Ams0AVw0AUs0ATSADxNINEAKDkg0GyMrIzsjAyPAFBpIIykrQi24%2FoCzJCdILbj%2BwLMeI0gtuP8AsxodSC24%2F0CzERlILbj%2FgEAJCxBIBy0BCi0euP4AQKoyRUgeJCZBIBlAGVAZYBmAGaAZBhcZAQAZATvAGeAZArEZAWAZgBmgGQMBGREZIRlBGQThGQGiGcIZAoMZAXIZAWMZAQQZJBlEGQOlGcUZ1RnlGQQ2GUYZZhmGGQQHGScZAgsZIAYBBwYBPNYGAYAGAXcGAeEGAUMGAaUGAQcGAQwGaReZFwIIFwEzFx8QLxA%2FEH8QBAgQATyvEO8QAp4QAU8QjxACDRABELgBYED%2FKklMEFwQbBCsEOwQBQsQAcsQAaoQuhACGRApEGkQAwgQAQsQDwMfAwJB2AMBjwOfAwL9AwHuAwFMA1wDArsDAaoDAQkDGQMCDwMXFQEVFQoPGC8YTxhfGG8YjxivGAc7vxjPGO8YA64YAU8YbxiPGAMOGB4YLhgDjRitGM0Y7RgETBhsGHwYAwsYKxgC2xjrGAKKGKoYyhgDSRhpGAI4GAEpGAEIGAELGA8HAT7ZBwGOBwF4BwHtBwFLBwGqBwEIBwEMB2YNAQcNATMND0IAERARIBFgEQQ9gBGQEaAR4BEEARFBEQLhEfERAqIRAVMRYxECBBFEEQJlEaURtRHFQDoRBBcRJxECBhEBCxEAAhACAkHgAvACAqcCAVACAUECAbICAaMCAQAAAhACAgFgAnACAgICrwgBCApBAD%2FNcjJfXV9xX3FxcnJycl5dMl5dXV1xcXFxcnJeXT%2FNXl1dMl5dXXFxcnJyXl0yXl1dXV1dXXFxcXJycnJeXRI5L10zXl1dXXFxcXJyXl0zXl1dXV1xcStycnJyXl1dzV5dXTJeXV1xcXJycl5dXTJeXV1dcXFxcXFxcnJycl5dXV0%2FzTIrMl5dKysrKys%2FzTIrcTIrK3FxcXErKysSOS8zKzMrK10rcXErcc0yXV0rMl0rXXFxcXFxcXFycnJycisBEN4y3DIr3jLcMnLOzTIyXV1dXXFxcXJyXl0yXl1dXV1xcXFycl5dMl5dXV1xcXFxcl5dEM1eXV0yXl1dcXFxcnJyXl1dMl5dXV1xcXFxcnJeXTJeXTJeXV1dcXFxcXJyXl1dEM1eXTIyXSsrKzJdK3FycnIrMl0rEM1dKzJdK11dcXIrcisyXStdXSsrcjIrMl0rXV0xMABeXV1dXV1dAV1dXV1dXV5dXl1eXV5dAREzEQMRMxEBNSEVATUhFQERMxEVNSEVAREzEQMRMxEDETMRATUhFQE1IRUBETMRFTUhFQERMxEDah0dHf6vATT%2BzAE0%2Fq8dATT%2Brx2bHR0d%2Fq4BNf7LATX%2Brh0BNf6uHQFrASr%2B1v60ASr%2B1gJ5HR39aB0dAWsBKv7WHx0d%2FtMBKv7WAUwBKv7W%2FrQBKv7WAnkdHf1oHR0BawEq%2FtYfHR3%2B0wEq%2FtYAAQAAAOUBAgAOAKQACgACABAALwBZAAAFIAb5AAUAAQAAACIAIgAiACIAWABkARIB2gKIA6wDzAQYBGQFDAU6BWwFkAW4BdoGega8B3AIIAh6CQgJmAnGCrALWgtwC4YLygv0DDoMxA20Dk4O5A%2BSEAQQNhBeEQIRNhFWEbQSThJsE1ITvhR8FNQVohYiFvgXKBd6GAAY5hmCGegaMhpSGnQalBrgGvobJBveHFYc5B1wHh4eYh8cH3wfsiAGILAg5iG6IhgiiiL8I44jwiSiJPglRCXEJ%2BQoYCkQKVAptinOKjYqlitCK3YrgiuqK9AsTiyOLL4syizWLQAtFi0uLYgtrC5WLlYujC76L3gwDjCWMLgxsjHsMsAzVDNgM34zhjSQNKw1EjVeNcQ2OjZkNqg26DbyNzo3aDfGN9I34jfyOAI4dDiMOKI4uDjOOOg5xjo2Ox47NjtMO2Q7fjuWO6w7wjvcPFI8aDyAPJY8rDzCPNw9Oj68PtQ%2B6j8APxo%2FMD%2BGQFBAZkB6QI5AokC6QMxBykJ4Qo5CokK2Qs5C5EL4QwxDJEPoQ%2FxEEkQmRDpETkRmRMRFqEW%2BRdJF5kX%2BRhJGgEaYRrRGvEcmR0pHmEfcSIBIlkieSKpJIkkqSZxJpEmwSbxKfkqYTnwAAQAAAADMzN0PKsFfDzz1ABkD6AAAAADJirZYAAAAAMqgwH3%2FWf9DDZgDwgAAAAkAAgAAAAAAAAH0ADIAAAAAAOcAAADnAAABFABHAaIASAKbADECNAA9A1oAMgKaAC4A8QBIAUQATgFEAAcB4AAlAjQANQD2ACYBKwAaAPYAOAGA%2F%2BgCNAAyAjQAXQI0ADgCNAA3AjQAKAI0AEECNAA%2FAjQAPAI0ADcCNAAzAPYAOAD2ACYCNAA1AjQANQI0ADUBlAATA7YAQQKXAAgCgwBWAmwAOgLJAFYCOwBWAhkAVgKgADoCwQBWAQ0AVgH0AAgCdQBWAgcAVgNnAEMC2ABWAwoAOgJgAFYDCgA6AnUAVgIUACECNQAQArAAUQKQAAoDoQAcAncAFwJWAAYCPQAhAUkAYAGA%2F%2BgBSQAIAjQALwHs%2F%2FwBeAA9AgoAKwJNAFAB0QAzAk0AMwIvADMBggBQAkIAMwI7AFAA%2FQBCAP3%2FvAIKAFABEQBOA10AUAI%2BAFACTgAzAk0AUAJNADMBggBQAb4AKAGSAEoCPgBKAfYAEAMJABIB%2FwAQAfEAAgHXACQBTQAoARcAYAFNAAgCNAAqAjQALQDrACEBoQAhAXgANAEjAB4D4QA6AOsAPADrACEBoQA8AaEAIQFoADQB8P%2F%2BA%2BT%2F%2FgF4ABcBIwAoA7MAMwDnAAABFABHAjQAVgI0ADwCNAAsAjQAEQEXAGAB7AArAXgAIwMuAEEBhQAmAfMAHgI0ADUBKwAaAy4AQQF4AC4BTAAaAjQANQFnAB4BZwAgAXgAfwJEAFAChgArAPYAOAF4AEUBZwAyAb4AKwHzACgDagAyA2oAMgNqACABlAAcApcACAKXAAgClwAIApcACAKXAAgClwAIA6cABgJsADoCOwBWAjsAVgI7AFYCOwBWAQ0ADwENAEQBDf%2F%2FAQ3%2F7gLWABMC2ABWAwoAOgMKADoDCgA6AwoAOgMKADoCNABQAwoAOgKwAFECsABRArAAUQKwAFECVgAGAmEAVgJvAFACCgArAgoAKwIKACsCCgArAgoAKwIKACsDWwAsAdEAMwIvADMCLwAzAi8AMwIvADMA%2FQAHAP0APAD9%2F%2FcA%2Ff%2FmAk0AMwI%2BAFACTgAzAk4AMwJOADMCTgAzAk4AMwI0ADUCTgAzAj4ASgI%2BAEoCPgBKAj4ASgHxAAICTQBQAfEAAgD9AFAA%2FQBCAXgAVQCU%2F1kBZwAdAWcAGAFnACACNAA1AJT%2FWQMIAFACgwBQAoMAUAKXAFAClwBQBAkAUAQdAFADDgAdBpIAHQPRAEkAAQAAA6T%2FQwAcDbf%2FWf9dDZgAAQAAAAAAAAAAAAAAAAAAAOUAAwJaAZAABQAAArwCigAAAIwCvAKKAAAB3QBPAPoAAAILBQQDBgIDAgTgAAL%2FUAAgWwAAAAAAAAAAREFNQQBAAAD7BAMI%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%2FDxImJiYnEyEZNxohJhU3GRYmGBgZJysQGRgeITs7OxssLCwsLCw%2FKiYmJiYTExMTMTE0NDQ0NCY0Li4uLicpKiMjIyMjIzofJSUlJRISEhInJigoKCgoJigmJiYmISchEhIZChgYGCYKNCsrLS1FRzRxQwAAAAACAAAAAwAAABQAAwABAAAAFAAEANwAAAAuACAABAAOAAAADQB%2BAP8BMQFTAsYC2gLcIBQgGiAeICIgOiBEIHQgrCISIhXg%2F%2B%2F98AD%2F%2FwAAAAAADQAgAKABMQFSAsYC2gLcIBMgGCAcICIgOSBEIHQgrCISIhXg%2F%2B%2F98AD%2F%2FwAB%2F%2FX%2F4%2F%2FS%2F6EAAP2f%2Ffr9k%2BBaAAAAAOBKAADgkeBj37bex97FH%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%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%2BAYoqxQECKcEVgaDotLCCKI0lkiiNTWDwbIVktLEtSWH0belktLLASAEsBS1RCLSyxAgBCsSMBiFGxQAGIU1pYuRAAACCIVFixAgFCWVktLEUYaCNLUVgjIEUgZLBAUFh8WWiKYFlELSywABawAiWwAiUBsAEjPgCwAiM%2BsQECBgywCiNlQrALI0IBsAEjPwCwAiM%2FsQECBgywBiNlQrAHI0KwARYBLQC5AQMBArJkHxBBDQECACABAgAwAQIAAwBQAQIAYAECAAL%2FwAECsjY5RrgBArICEx%2B5AQEBALKmHyC6AQAAAQEAsgETH0EXAQgAkAEHAFUBBgCQAQkAVQEFAJABBABVAC8BBwABAL8BBADfAQQA%2FwEEAAP%2FwLP%2FGihGuP%2FAQBr%2FEBhG37Pvs%2F%2BzA6%2Byv7ICQLCQsKCwA6%2BuAbj%2FwECyrQgMRhCsoKwCQKtQq2CrA2CqAaCqAaekCB%2BmpAgfpaQVH6QCBx%2BjAgMfop4GH6GeCx%2BgngYfnwECH54BBR%2BdAQQfnJnIH5uZFR%2BamH0fmQIHH5gCRx%2BXAjIflpEaH5WRfR%2BUk6YfkwEBH5IBGh%2BRARkfkI5IH4%2BOZB9PjgFvjn%2BOAq%2BOAUCOODtGjgICH42LFh%2BMi30fiwETH4qFPh%2BJhyIfiIdkHxCHIIcwhwNQh2CHArj%2FwEDKhzY5RocCEx%2BGAgMfr4W%2Fhc%2BFA4UCAR%2BEgBkfg4HJH4J%2Fph%2BBAcgfgAEDHyB%2FAX8BEx9%2BeTMffXs3H3x5ZB97Ai0fegICH195b3kCeQISH3h0GR93dX4fdnNkH3UBfR90AQUfYHNwcwIQcyBzwHMDcwETH3J%2Bb1VxfnBVaFtbVWdbX1VmW11VZFtaVWNbXFViW1lVWENWVVdDVVVTkE1VUpBLVVGQSlVQkElVT5BOVS9OAb9J30n%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%2Fx%2F%2F4DRwIIAAD%2FR%2F9vAuIDAQAHAA3%2F9f%2F%2B%2F%2F4CqQAAArX%2F8QAQ%2F0cDDwK1AAAAYgDxAUgB9QJOAAD%2F8wAA%2F2cAF%2F%2FvABAAFP9DAkQCaALeAwgBOwK9AAj%2F%2BABhAJwASQBmAE4AsABPAQwAOgBUAEMAbgBdAMQARABgAEwAsABFAN4AVABQAGsAPQBcAGAAMwBMAFEAdQBZADIARQBIAF0AtQBPAD4AhQBCAG4AhgCyAJwBCgAvAHIAUgDEAIUAbgA9ACoAWAA8AFIANQCiAOYATgBQAMMBhABIAD4AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYgBdAGAAVABQAggADf%2F1AwEABwAAAAAAAQAAGawAAQRFGAAACgGeAAoAJP%2BxAAoAJv%2FnAAoAKv%2FnAAoALf%2BFAAoAMv%2FnAAoANP%2FnAAoAOQANAAoAOgAKAAoAPf%2F0AAoAmP96AAsADABQAAsAJv%2FiAAsAKv%2FiAAsAMv%2FiAAsANP%2FiAAsANv%2FuAAsANwALAAsAOP%2F2AAsAOQAPAAsAPAARAAwAJP%2FsAAwAJv%2F0AAwAKv%2F0AAwALf%2FzAAwAMv%2F0AAwANP%2F0AAwANv%2F0AAwAN%2F%2FkAAwAOf%2FeAAwAOv%2FuAAwAO%2F%2FkAAwAPP%2FVAAwAPf%2FqAAwAmP%2FsAA0AJP%2FAAA0AJv%2F2AA0AKv%2F2AA0ALf%2BGAA0AO%2F%2FnAA0AmP%2BfABAALf%2FkABAAN%2F%2FOABAAOf%2F0ABAAO%2F%2FhABAAPP%2FOABAAPf%2FwABAAmP%2FyABEAJAAZABEAJv%2FjABEAKv%2FjABEALQAcABEAMv%2FfABEANP%2FfABEANgAOABEAN%2F%2B6ABEAOP%2FpABEAOf%2BzABEAOv%2FYABEAOwAKABEAPP%2BwABEAPQATABEAmAATABIAJP%2FOABIAJv%2FlABIAKv%2FlABIALf%2B5ABIAMv%2FmABIANP%2FmABIANwAdABIAOQAgABIAOgAWABIAOwAUABIAPAAiABIAPQAJABIAmP%2BzAB0AJv%2F1AB0AKv%2F1AB0AMv%2F1AB0ANP%2F1AB0AN%2F%2BrAB0AOP%2F0AB0AOf%2FrAB0AOv%2FzAB0APP%2FYACMAJP%2FmACMAJv%2F2ACMAKv%2F2ACMALf%2FmACMAMv%2F2ACMANP%2F2ACMANv%2FuACMAN%2F%2FUACMAOP%2F0ACMAOf%2FcACMAOv%2FpACMAO%2F%2FZACMAPP%2FKACMAPf%2FeACMAmP%2FaACQACv%2ByACQAC%2F%2FtACQADf%2FBACQAEQAaACQAEgARACQAI%2F%2FxACQAJAAhACQAJv%2FtACQAKv%2FtACQALQAdACQAMv%2FtACQANP%2FtACQANgAQACQAN%2F%2FAACQAOP%2F2ACQAOf%2FCACQAOv%2FuACQAOwAZACQAPP%2BxACQAPQATACQAQP%2FlACQARv%2FzACQAR%2F%2FzACQASP%2FzACQASv%2FwACQAUv%2FzACQAVP%2FzACQAVgANACQAWP%2FxACQAWf%2FrACQAWv%2FtACQAWwAaACQAXP%2FxACQAXQAPACQAXv%2FsACQAYP%2F2ACQAYwAZACQAZv%2FtACQAaP%2B5ACQAaf%2B8ACQAmAAiACQAwv%2FzACUACv%2F1ACUAC%2F%2F1ACUADP%2FnACUADf%2F1ACUAEf%2F2ACUAEv%2FrACUAHf%2F1ACUAIv%2FsACUAOf%2FtACUAOv%2FzACUAO%2F%2FrACUAPP%2FnACUAQP%2FeACUAXf%2FzACUAYP%2FqACUAmP%2F0ACYAC%2F%2FpACYAEP%2FiACYAEQAWACYAIgAPACYAI%2F%2FvACYAJAAWACYAJv%2FsACYAKv%2FsACYALQAXACYAMv%2FsACYANP%2FsACYANgAKACYANwARACYAOQARACYAOwANACYAPAARACYAPQAKACYAPv%2F2ACYARv%2FxACYAR%2F%2FxACYASP%2FxACYASv%2FxACYAUv%2FxACYAVP%2FxACYAWP%2FsACYAWf%2FwACYAWv%2FvACYAWwAOACYAXP%2FwACYAXv%2FkACYAYwASACYAZv%2FTACYAaQANACYAmAAWACYAwv%2FxACcABP%2FyACcACv%2FmACcAC%2F%2F0ACcADP%2FfACcAEf%2FfACcAEv%2FVACcAIv%2FZACcAI%2F%2F1ACcAJP%2FtACcALf%2FnACcANv%2F1ACcAN%2F%2FlACcAOf%2FvACcAOv%2FvACcAO%2F%2FoACcAPP%2FXACcAPf%2FxACcAPv%2F1ACcAQP%2FWACcARP%2FyACcAYP%2FjACcAY%2F%2FeACcAaP%2FsACcAaf%2F0ACcAmP%2FWACgACv%2FwACgAC%2F%2FrACgADf%2FzACgAEQALACgAI%2F%2FwACgAJAARACgAJv%2FkACgAKv%2FkACgALQARACgAMv%2FkACgANP%2FkACgAOP%2FqACgAPv%2FvACgAQP%2FVACgARv%2FwACgAR%2F%2FvACgASP%2FwACgASv%2FpACgAUv%2FvACgAVP%2FxACgAV%2F%2FyACgAWP%2FtACgAWf%2FnACgAWv%2FnACgAWwAJACgAXP%2FnACgAXv%2FtACgAYP%2FqACgAZv%2FpACgAaP%2FzACgAmAASACgAwv%2FxACkABP%2F2ACkAC%2F%2FoACkAEf%2B%2FACkAEv%2FEACkAHf%2FuACkAIgANACkAI%2F%2FuACkAJP%2FSACkAJv%2FzACkAKv%2FzACkALf%2BwACkAMv%2FzACkANP%2FzACkANwAOACkAOQASACkAPAAUACkAPv%2FxACkAQP%2FXACkARP%2FNACkARv%2FyACkAR%2F%2FyACkASP%2FyACkASv%2FyACkAUf%2FkACkAUv%2FyACkAU%2F%2FkACkAVP%2FyACkAVf%2FkACkAWP%2FnACkAW%2F%2FcACkAXf%2FmACkAY%2F%2BZACkAcP%2FrACkAmP%2B0ACkAwv%2FxACoADP%2F2ACoADf%2FnACoAQP%2F2ACoAWf%2FuACoAXP%2FuACoAYP%2F2AC0ADP%2F2AC0AEf%2F2AC0AEv%2FcAC0AJP%2F2AC0ALf%2FxAC0APf%2FvAC0AQP%2FeAC0AXf%2FuAC0AYP%2FtAC0AY%2F%2FzAC0AmP%2FnAC4AC%2F%2FuAC4ADf%2FfAC4AEP%2FRAC4AEQAQAC4AEgASAC4AIgALAC4AI%2F%2FtAC4AJAAiAC4AJv%2FdAC4AKv%2FdAC4ALQAbAC4AMv%2FdAC4ANP%2FdAC4ANwARAC4AOQAUAC4AOgAKAC4AOwAaAC4APAAWAC4APQAVAC4AQP%2FmAC4ARv%2FrAC4AR%2F%2FrAC4ASP%2FrAC4ASv%2FrAC4AUv%2FrAC4AVP%2FrAC4AVgAOAC4AWP%2FzAC4AWf%2FyAC4AWv%2FQAC4AWwAbAC4AXP%2F2AC4AXQAQAC4AXv%2FtAC4AYwAPAC4AZv%2FDAC4AmAAjAC4AwQAVAC4Awv%2FnAC8ACv%2BCAC8AC%2F%2F2AC8ADf91AC8AEP%2B7AC8AEQAXAC8AEgAMAC8AJAAcAC8AJv%2FTAC8AKv%2FTAC8ALQAcAC8AMv%2FTAC8ANP%2FTAC8ANgAOAC8AN%2F%2BNAC8AOP%2FuAC8AOf%2BcAC8AOv%2FTAC8AOwAUAC8APP%2BNAC8APQAOAC8AQP%2FgAC8ARv%2F0AC8AR%2F%2F0AC8ASP%2F0AC8ASv%2F0AC8AUv%2F0AC8AVP%2F0AC8AWf%2FYAC8AWv%2FbAC8AWwAVAC8AXP%2FsAC8AXQAKAC8AXv%2FoAC8AYP%2FxAC8AYwAOAC8AZv%2FZAC8AaP%2BIAC8Aaf%2BKAC8AcAALAC8AmAAdADAAOf%2F6ADAAPP%2F4ADIABP%2FyADIACv%2FpADIAC%2F%2F0ADIADP%2FkADIAEf%2FfADIAEv%2FWADIAIv%2FeADIAI%2F%2F1ADIAJP%2FtADIALf%2FnADIANv%2F2ADIAN%2F%2FlADIAOf%2FvADIAOv%2FwADIAO%2F%2FoADIAPP%2FXADIAPf%2FxADIAPv%2F2ADIAQP%2FWADIARP%2FzADIAYP%2FjADIAY%2F%2FiADIAaP%2FwADIAaf%2F2ADIAmP%2FYADMABP%2F1ADMAC%2F%2F0ADMADP%2FoADMAEf%2BmADMAEv%2FCADMAJP%2FOADMALf%2BhADMAO%2F%2FuADMAPv%2FxADMAQP%2FXADMARP%2FtADMARv%2FrADMAR%2F%2FrADMASP%2FgADMASv%2FrADMAUv%2FrADMAVP%2F1ADMAWQAKADMAWgAJADMAXAAKADMAYP%2FoADMAY%2F%2BNADMAZv%2FuADMAaQAKADMAmP%2BsADMAwv%2FwADQABP%2FyADQACv%2FpADQAC%2F%2F0ADQAEf%2FfADQAIv%2FeADQAI%2F%2F1ADQAJP%2FtADQALf%2FnADQANv%2F2ADQAN%2F%2FlADQAOf%2FvADQAOv%2FwADQAO%2F%2FoADQAPP%2FXADQAPf%2FxADQAPv%2F2ADQARP%2FyADQATQAPADQAY%2F%2FsADQAaP%2FwADQAaf%2F2ADQAmP%2FYADUAC%2F%2F0ADUAEQAOADUAEgAMADUAIv%2FzADUAI%2F%2FxADUAJAAcADUAJv%2F1ADUAKv%2F1ADUALQAWADUAMv%2F1ADUANP%2F1ADUAOf%2F2ADUAOwATADUAPP%2FtADUAPQAOADUAQP%2FfADUAWwAVADUAXQAJADUAXv%2FvADUAYP%2FwADUAYwAOADUAZv%2FsADUAmAAdADUAwv%2FxADcAC%2F%2FlADcADAAMADcAEP%2FPADcAEf%2B1ADcAEv%2BqADcAHf%2BsADcAIgAWADcAI%2F%2FNADcAJP%2FAADcAJv%2FlADcAKv%2FlADcALf%2BmADcAMv%2FlADcANP%2FlADcANwAYADcAOQAbADcAOgARADcAOwAPADcAPAAdADcAQP%2FgADcARP%2FTADcARv%2FJADcAR%2F%2FJADcASP%2FJADcASv%2FJADcAUf%2FYADcAUv%2FJADcAU%2F%2FYADcAVP%2FJADcAVf%2FYADcAVv%2FTADcAWP%2FeADcAWf%2FqADcAWv%2BvADcAW%2F%2FuADcAXP%2FqADcAXf%2FiADcAXv%2FoADcAY%2F%2B9ADcAZv%2BrADcAcP%2B0ADcAmP%2B4ADcAwAAVADcAwQAfADcAwv%2BxADgAC%2F%2F2ADgAEf%2F2ADgAEv%2FXADgAHf%2F2ADgAJP%2F2ADgALf%2FxADgAPf%2FwADgAQP%2FbADgARP%2FwADgAXf%2FuADgAXv%2F2ADgAYP%2FqADgAY%2F%2FrADgAmP%2FeADkACgAOADkAC%2F%2FfADkADAAQADkAEP%2F2ADkAEf%2B1ADkAEv%2B9ADkAHf%2FsADkAIgAYADkAI%2F%2FaADkAJP%2FCADkAJv%2FvADkAKv%2FvADkALf%2BhADkAMP%2F6ADkAMv%2FvADkANP%2FvADkANwAcADkAOQAfADkAOgAVADkAOwATADkAPAAhADkAQP%2FkADkARP%2FnADkARv%2FTADkAR%2F%2FTADkASP%2FTADkASv%2FTADkAUf%2FiADkAUv%2FTADkAU%2F%2FiADkAVP%2FTADkAVf%2FiADkAVv%2FxADkAWP%2FoADkAXf%2F%2BADkAXv%2FoADkAY%2F%2B2ADkAZv%2FVADkAaAATADkAaQAYADkAcP%2F1ADkAmP%2BuADkAvgALADkAwQAgADkAwv%2FNADoACgANADoAC%2F%2FwADoAEf%2FbADoAEv%2FRADoAHf%2F1ADoAIgAQADoAI%2F%2FtADoAJP%2FuADoAJv%2FwADoAKv%2FwADoALf%2FEADoAMv%2FwADoANP%2FwADoANwATADoAOQAWADoAOgAMADoAOwAKADoAPAAYADoAQP%2FbADoARP%2FjADoARv%2FqADoAR%2F%2FqADoASP%2FqADoASv%2FmADoAUf%2FrADoAUv%2FqADoAU%2F%2FrADoAVP%2FqADoAVf%2FrADoAVv%2FvADoAWP%2FtADoAXv%2FvADoAY%2F%2FaADoAZv%2FsADoAaAASADoAaQAZADoAmP%2FPADoAwQASADoAwv%2FmADsAC%2F%2FnADsADf%2FmADsAEP%2FkADsAEQANADsAEgAKADsAI%2F%2FmADsAJAAbADsAJv%2FoADsAKv%2FoADsALQAUADsAMv%2FoADsANP%2FoADsANwANADsAOQARADsAOwASADsAPAATADsAPQANADsAQP%2FeADsARv%2FuADsAR%2F%2FuADsASP%2FuADsASv%2FuADsAUv%2FuADsAVP%2FuADsAWP%2F2ADsAWf%2F1ADsAWv%2FbADsAWwATADsAXP%2F5ADsAXv%2FmADsAYwAKADsAZv%2FRADsAmAAcADsAwv%2FjADwAC%2F%2FWADwADAASADwAEP%2FPADwAEf%2B%2FADwAEv%2BuADwAHf%2FaADwAIgAZADwAI%2F%2FGADwAJP%2BxADwAJv%2FXADwAKv%2FXADwALf%2BNADwAMP%2F4ADwAMv%2FXADwANP%2FXADwANwAeADwAOQAhADwAOgAXADwAOwAVADwAPAAjADwAPQALADwAQP%2FmADwARP%2FXADwARv%2FPADwAR%2F%2FPADwASP%2FPADwASv%2FPADwAUf%2FYADwAUv%2FPADwAU%2F%2FYADwAVP%2FPADwAVf%2FYADwAVv%2FsADwAWP%2FeADwAW%2F%2FxADwAXf%2FkADwAXv%2FqADwAY%2F%2ByADwAZv%2B0ADwAaAALADwAaQARADwAcP%2FgADwAmP%2BwADwAwQApADwAwv%2ByAD0AC%2F%2FrAD0AEP%2FEAD0AEQALAD0AI%2F%2FwAD0AJAARAD0AJv%2FcAD0AKv%2FcAD0ALQARAD0AMv%2FcAD0ANP%2FcAD0AOP%2FyAD0AOQAKAD0APAAMAD0APv%2FvAD0AQP%2FVAD0ARv%2FwAD0AR%2F%2FvAD0ASP%2FwAD0ASv%2FpAD0AUv%2FvAD0AVP%2FxAD0AV%2F%2FzAD0AWP%2FtAD0AWf%2FpAD0AWv%2FoAD0AWwAJAD0AXP%2FpAD0AXv%2FdAD0AYP%2FxAD0AZv%2FOAD0AmAASAD0AwQAKAD0Awv%2FxAD4AJP%2FkAD4AJv%2FVAD4AKv%2FVAD4ALf%2FkAD4AMv%2FVAD4ANP%2FVAD4ANv%2FmAD4AN%2F%2FfAD4AOP%2FaAD4AOf%2FjAD4AOv%2FbAD4AO%2F%2FcAD4APP%2FlAD4APf%2FXAD4AQABQAD4AmP%2FlAEAAJv%2F2AEAAKv%2F2AEAAMv%2F2AEAANP%2F2AEAAOv%2F2AEAAO%2F%2F2AEAAPf%2FwAEQACv%2FlAEQADP%2FoAEQADf%2FsAEQAIv%2FkAEQAQP%2FiAEQAWf%2FxAEQAWv%2F0AEQAXP%2FxAEQAYP%2FrAEQAaf%2FoAEUACv%2FbAEUADP%2FlAEUAEv%2FqAEUAIv%2FkAEUAQ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qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%3Bsrc%3Aurl%28data%3Aapplication%2Fvnd%2Ems%2Dfontobject%3Bbase64%2Cn04AAEFNAAACAAIABAAAAAAABQAAAAAAAAABAJABAAAEAExQAAAAAAAAAAIAAAAAAAAAAAEAAAAAAAAAJxJ%2FLAAAAAAAAAAAAAAAAAAAAAAAACgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzAAAADgBSAGUAZwB1AGwAYQByAAAAeABWAGUAcgBzAGkAbwBuACAAMQAuADAAMAA5ADsAUABTACAAMAAwADEALgAwADAAOQA7AGgAbwB0AGMAbwBuAHYAIAAxAC4AMAAuADcAMAA7AG0AYQBrAGUAbwB0AGYALgBsAGkAYgAyAC4ANQAuADUAOAAzADIAOQAAADgARwBMAFkAUABIAEkAQwBPAE4AUwAgAEgAYQBsAGYAbABpAG4AZwBzACAAUgBlAGcAdQBsAGEAcgAAAAAAQlNHUAAAAAAAAAAAAAAAAAAAAAADAKncAE0TAE0ZAEbuFM3pjM%2FSEdmjKHUbyow8ATBE40IvWA3vTu8LiABDQ%2BpexwUMcm1SMnNryctQSiI1K5ZnbOlXKmnVV5YvRe6RnNMFNCOs1KNVpn6yZhCJkRtVRNzEufeIq7HgSrcx4S8h%2Fv4vnrrKc6oCNxmSk2uKlZQHBii6iKFoH0746ThvkO1kJHlxjrkxs%2BLWORaDQBEtiYJIR5IB9Bi1UyL4Rmr0BNigNkMzlKQmnofBHviqVzUxwdMb3NdCn69hy%2BpRYVKGVS%2F1tnsqv4LL7wCCPZZAZPT4aCShHjHJVNuXbmMrY5LeQaGnvAkXlVrJgKRAUdFjrWEah9XebPeQMj7KS7DIBAFt8ycgC5PLGUOHSE3ErGZCiViNLL5ZARfywnCoZaKQCu6NuFX42AEeKtKUGnr%2FCm2Cy8tpFhBPMW5Fxi4Qm4TkDWh4IWFDClhU2hRWosUWqcKLlgyXB%2BlSHaWaHiWlBAR8SeSgSPCQxdVQgzUixWKSTrIQEbU94viDctkvX%2BVSjJuUmV8L4CXShI11esnp0pjWNZIyxKHS4wVQ2ime1P4RnhvGw0aDN1OLAXGERsB7buFpFGGBAre4QEQR0HOIO5oYH305G%2BKspT%2FFupEGGafCCwxSe6ZUa%2B073rXHnNdVXE6eWvibUS27XtRzkH838mYLMBmYysZTM0EM3A1fbpCBYFccN1B%2FEnCYu%2FTgCGmr7bMh8GfYL%2BBfcLvB0gRagC09w9elfldaIy%2FhNCBLRgBgtCC7jAF63wLSMAfbfAlEggYU0bUA7ACCJmTDpEmJtI78w4%2FBO7dN7JR7J7ZvbYaUbaILSQsRBiF3HGk5fEg6p9unwLvn98r%2BvnsV%2B372uf1xBLq4qU%2F45fTuqaAP%2BpssmCCCTF0mhEow8ZXZOS8D7Q85JsxZ%2BAzok7B7O%2Ff6J8AzYBySZQB%2FQHYUSA%2BEeQhEWiS6AIQzgcsDiER4MjgMBAWDV4AgQ3g1eBgIdweCQmCjJEMkJ%2BPKRWyFHHmg1Wi%2F6xzUgA0LREoKJChwnQa9B%2B5RQZRB3IlBlkAnxyQNaANwHMowzlYSMCBgnbpzvqpl0iTJNCQidDI9ZrSYNIRBhHtUa5YHMHxyGEik9hDE0AKj72AbTCaxtHPUaKZdAZSnQTyjGqGLsmBStCejApUhg4uBMU6mATujEl%2BKdDPbI6Ag4vLr%2BhjY6lbjBeoLKnZl0UZgRX8gTySOeynZVz1wOq7e1hFGYIq%2BMhrGxDLak0PrwYzSXtcuyhXEhwOYofiW%2BEcI%2Fjw8P6IY6ed%2BetAbuqKp5QIapT77LnAe505lMuqL79a0ut4rWexzFttsOsLDy7zvtQzcq3U1qabe7tB0wHWVXji%2BzDbo8x8HyIRUbXnwUcklFv51fvTymiV%2BMXLSmGH9d9%2BaXpD5X6lao41anWGig7IwIdnoBY2ht%2FpO9mClLo4NdXHAsefqWUKlXJkbqPOFhMoR4aiA1BXqhRNbB2Xwi%2B7u%2FjpAoOpKJ0UX24EsrzMfHXViakCNcKjBxuQX8BO0ZqjJ3xXzf%2B61t2VXOSgJ8xu65QKgtN6FibPmPYsXbJRHHqbgATcSZxBqGiDiU4NNNsYBsKD0MIP%2FOfKnlk%2FLkaid%2FO2NbKeuQrwOB2Gq3YHyr6ALgzym5wIBnsdC1ZkoBFZSQXChZvlesPqvK2c5oHHT3Q65jYpNxnQcGF0EHbvYqoFw60WNlXIHQF2HQB7zD6lWjZ9rVqUKBXUT6hrkZOle0RFYII0V5ZYGl1JAP0Ud1fZZMvSomBzJ710j4Me8mjQDwEre5Uv2wQfk1ifDwb5ksuJQQ3xt423lbuQjvoIQByQrNDh1JxGFkOdlJvu%2FgFtuW0wR4cgd%2BZKesSV7QkNE2kw6AV4hoIuC02LGmTomyf8PiO6CZzOTLTPQ%2BHW06H%2Btx%2BbQ8LmDYg1pTFrp2oJXgkZTyeRJZM0C8aE2LpFrNVDuhARsN543%2FFV6klQ6Tv1OoZGXLv0igKrl%2FCmJxRmX7JJbJ998VSIPQRyDBICzl4JJlYHbdql30NvYcOuZ7a10uWRrgoieOdgIm4rlq6vNOQBuqESLbXG5lzdJGHw2m0sDYmODXbYGTfSTGRKpssTO95fothJCjUGQgEL4yKoGAF%2F0SrpUDNn8CBgBcSDQByAeNkCXp4S4Ro2Xh4OeaGRgR66PVOsU8bc6TR5%2FxTcn4IVMLOkXSWiXxkZQCbvKfmoAvQaKjO3EDKwkwqHChCDEM5loQRPd5ACBki1TjF772oaQhQbQ5C0lcWXPFOzrfsDGUXGrpxasbG4iab6eByaQkQfm0VFlP0ZsDkvvqCL6QXMUwCjdMx1ZOyKhTJ7a1GWAdOUcJ8RSejxNVyGs31OKMyRyBVoZFjqIkmKlLQ5eHMeEL4MkUf23cQ%2F1SgRCJ1dk4UdBT7OoyuNgLs0oCd8RnrEIb6QdMxT2QjD4zMrJkfgx5aDMcA4orsTtKCqWb%2FVeyceqa5OGSmB28YwH4rFbkQaLoUN8OQQYnD3w2eXpI4ScQfbCUZiJ4yMOIKLyyTc7BQ4uXUw6Ee6%2FxM%2B4Y67ngNBknxIPwuppgIhFcwJyr6EIj%2BLzNj%2FmfR2vhhRlx0BILZoAYruF0caWQ7YxO66UmeguDREAFHYuC7HJviRgVO6ruJH59h%2FC%2FPkgSle8xNzZJULLWq9JMDTE2fjGE146a1Us6PZDGYle6ldWRqn%2FpdpgHKNGrGIdkRK%2BKPETT9nKT6kLyDI8xd9A1FgWmXWRAIHwZ37WyZHOVyCadJEmMVz0MadMjDrPho%2BEIochkVC2xgGiwwsQ6DMv2P7UXqT4x7CdcYGId2BJQQa85EQKmCmwcRejQ9Bm4oATENFPkxPXILHpMPUyWTI5rjNOsIlmEeMbcOCEqInpXACYQ9DDxmFo9vcmsDblcMtg4tqBerNngkIKaFJmrQAPnq1dEzsMXcwjcHdfdCibcAxxA%2Bq%2Fj9m3LM%2FO7WJka4tSidVCjsvo2lQ%2F2ewyoYyXwAYyr2PlRoR5MpgVmSUIrM3PQxXPbgjBOaDQFIyFMJvx3Pc5RSYj12ySVF9fwFPQu2e2KWVoL9q3Ayv3IzpGHUdvdPdrNUdicjsTQ2ISy7QU3DrEytIjvbzJnAkmANXjAFERA0MUoPF3%2F5KFmW14bBNOhwircYgMqoDpUMcDtCmBE82QM2YtdjVLB4kBuKho%2FbcwQdeboqfQartuU3CsCf%2BcXkgYAqp%2F0Ee3RorAZt0AvvOCSI4JICIlGlsV0bsSid%2FNIEALAAzb6HAgyWHBps6xAOwkJIGcB82CxRQq4sJf3FzA70A%2BTRqcqjEMETCoez3mkPcpnoALs0ugJY8kQwrC%2BJE5ik3w9rzrvDRjAQnqgEVvdGrNwlanR0SOKWzxOJOvLJhcd8Cl4AshACUkv9czdMkJCVQSQhp6kp7StAlpVRpK0t0SW6LHeBJnE2QchB5Ccu8kxRghZXGIgZIiSj7gEKMJDClcnX6hgoqJMwiQDigIXg3ioFLCgDgjPtYHYpsF5EiA4kcnN18MZtOrY866dEQAb0FB34OGKHGZQjwW%2FWDHA60cYFaI%2FPjpzquUqdaYGcIq%2BmLez3WLFFCtNBN2QJcrlcoELgiPku5R5dSlJFaCEqEZle1AQzAKC%2B1SotMcBNyQUFuRHRF6OlimSBgjZeTBCwLyc6A%2BP%2FoFRchXTz5ADknYJHxzrJ5pGuIKRQISU6WyKTBBjD8WozmVYWIsto1AS5rxzKlvJu4E%2FvwOiKxRtCWsDM%2BeTHUrmwrCK5BIfMzGkD%2B0Fk5LzBs0jMYXktNDblB06LMNJ09U8pzSLmo14MS0OMjcdrZ31pyQqxJJpRImlSvfYAK8inkYU52QY2FPEVsjoWewpwhRp5yAuNpkqhdb7ku9Seefl2D0B8SMTFD90xi4CSOwwZy9IKkpMtI3FmFUg3%2FkFutpQGNc3pCR7gvC4sgwbupDu3DyEN%2BW6YGLNM21jpB49irxy9BSlHrVDlnihGKHwPrbVFtc%2Bh1rVQKZduxIyojccZIIcOCmhEnC7UkY68WXKQgLi2JCDQkQWJRQuk60hZp0D3rtCTINSeY9Ej2kIKYfGxwOs4j9qMM7fYZiipzgcf7TamnehqdhsiMiCawXnz4xAbyCkLAx5EGbo3Ax1u3dUIKnTxIaxwQTHehPl3V491H0%2BbC5zgpGz7Io%2BmjdhKlPJ01EeMpM7UsRJMi1nGjmJg35i6bQBAAxjO%2FENJubU2mg3ONySEoWklCwdABETcs7ck3jgiuU9pcKKpbgn%2B3YlzV1FzIkB6pmEDOSSyDfPPlQskznctFji0kpgZjW5RZe6x9kYT4KJcXg0bNiCyif%2BpZACCyRMmYsfiKmN9tSO65F0R2OO6ytlEhY5Sj6uRKfFxw0ijJaAx%2Fk3QgnAFSq27%2F2i4GEBA%2BUvTJKK%2F9eISNvG46Em5RZfjTYLdeD8kdXHyrwId%2FDQZUaMCY4gGbke2C8vfjgV%2FY9kkRQOJIn%2FxM9INZSpiBnqX0Q9GlQPpPKAyO5y%2BW5NMPSRdBCUlmuxl40ZfMCnf2Cp044uI9WLFtCi4YVxKjuRCOBWIb4XbIsGdbo4qtMQnNOQz4XDSui7W%2FN6l54qOynCqD3DpWQ%2BmpD7C40D8BZEWGJX3tlAaZBMj1yjvDYKwCJBa201u6nBKE5UE%2B7QSEhCwrXfbRZylAaAkplhBWX50dumrElePyNMRYUrC99UmcSSNgImhFhDI4BXjMtiqkgizUGCrZ8iwFxU6fQ8GEHCFdLewwxYWxgScAYMdMLmcZR6b7rZl95eQVDGVoUKcRMM1ixXQtXNkBETZkVVPg8LoSrdetHzkuM7DjZRHP02tCxA1fmkXKF3VzfN1pc1cv%2F8lbTIkkYpqKM9VOhp65ktYk%2BQ46myFWBapDfyWUCnsnI00QTBQmuFjMZTcd0V2NQ768Fhpby04k2IzNR1wKabuGJqYWwSly6ocMFGTeeI%2BejsWDYgEvr66QgqdcIbFYDNgsm0x9UHY6SCd5%2B7tpsLpKdvhahIDyYmEJQCqMqtCF6UlrE5GXRmbu%2Bvtm3BFSxI6ND6UxIE7GsGMgWqghXxSnaRJuGFveTcK5ZVSPJyjUxe1dKgI6kNF7EZhIZs8y8FVqwEfbM0Xk2ltORVDKZZM40SD3qQoQe0orJEKwPfZwm3YPqwixhUMOndis6MhbmfvLBKjC8sKKIZKbJk8L11oNkCQzCgvjhyyEiQSuJcgCQSG4Mocfgc0Hkwcjal1UNgP0CBPikYqBIk9tONv4kLtBswH07vUCjEaHiFGlLf8MgXKzSgjp2HolRRccAOh0ILHz9qlGgIFkwAnzHJRjWFhlA7ROwINyB5HFj59PRZHFor6voq7l23EPNRwdWhgawqbivLSjRA4htEYUFkjESu67icTg5S0aW1sOkCiIysfJ9UnIWevOOLGpepcBxy1wEhd2WI3AZg7sr9WBmHWyasxMcvY%2FiOmsLtHSWNUWEGk9hScMPShasUA1AcHOtRZlqMeQ0OzYS9vQvYUjOLrzP07BUAFikcJNMi7gIxEw4pL1G54TcmmmoAQ5s7TGWErJZ2Io4yQ0ljRYhL8H5e62oDtLF8aDpnIvZ5R3GWJyAugdiiJW9hQAVTsnCBHhwu7rkBlBX6r3b7ejEY0k5GGeyKv66v%2B6dg7mcJTrWHbtMywbedYqCQ0FPwoytmSWsL8WTtChZCKKzEF7vP6De4x2BJkkniMgSdWhbeBSLtJZR9CTHetK1xb34AYIJ37OegYIoPVbXgJ%2FqDQK%2BbfCtxQRVKQu77WzOoM6SGL7MaZwCGJVk46aImai9fmam%2BWpHG%2B0BtQPWUgZ7RIAlPq6lkECUhZQ2gqWkMYKcYMYaIc4gYCDFHYa2d1nzp3%2BJ1eCBay8IYZ0wQRKGAqvCuZ%2FUgbQPyllosq%2BXtfKIZOzmeJqRazpmmoP%2F76YfkjzV2NlXTDSBYB04SVlNQsFTbGPk1t%2FI4Jktu0XSgifO2ozFOiwd%2F0SssJDn0dn4xqk4GDTTKX73%2FwQyBLdqgJ%2BWx6AQaba3BA9CKEzjtQYIfAsiYamapq80LAamYjinlKXUkxdpIDk0puXUEYzSalfRibAeDAKpNiqQ0FTwoxuGYzRnisyTotdVTclis1LHRQCy%2FqqL8oUaQzWRxilq5Mi0IJGtMY02cGLD69vGjkj3p6pGePKI8bkBv5evq8SjjyU04vJR2cQXQwSJyoinDsUJHCQ50jrFTT7yRdbdYQMB3MYCb6uBzJ9ewhXYPAIZSXfeEQBZZ3GPN3Nbhh%2FwkvAJLXnQMdi5NYYZ5GHE400GS5rXkOZSQsdZgIbzRnF9ueLnsfQ47wHAsirITnTlkCcuWWIUhJSbpM3wWhXNHvt2xUsKKMpdBSbJnBMcihkoDqAd1Zml%2FR4yrzow1Q2A5G%2Bkzo%2FRhRxQS2lCSDRV8LlYLBOOoo1bF4jwJAwKMK1tWLHlu9i0j4Ig8qVm6wE1DxXwAwQwsaBWUg2pOOol2dHxyt6npwJEdLDDVYyRc2D0HbcbLUJQj8gPevQBUBOUHXPrsAPBERICpnYESeu2OHotpXQxRGlCCtLdIsu23MhZVEoJg8Qumj%2FUMMc34IBqTKLDTp76WzL%2FdMjCxK7MjhiGjeYAC%2Fkj%2FjY%2FRde7hpSM1xChrog6yZ7OWTuD56xBJnGFE%2BpT2ElSyCnJcwVzCjkqeNLfMEJqKW0G7OFIp0G%2B9mh50I9o8k1tpCY0xYqFNIALgIfc2me4n1bmJnRZ89oepgLPT0NTMLNZsvSCZAc3TXaNB07vail36%2FdBySis4m9%2FDR8izaLJW6bWCkVgm5T%2Bius3ZXq4xI%2BGnbveLbdRwF2mNtsrE0JjYc1AXknCOrLSu7Te%2Fr4dPYMCl5qtiHNTn%2BTPbh1jCBHH%2BdMJNhwNgs3nT%2BOhQoQ0vYif56BMG6WowAcHR3DjQolxLzyVekHj00PBAaW7IIAF1EF%2BuRIWyXjQMAs2chdpaKPNaB%2BkSezYt0%2BCA04sOg5vx8Fr7Ofa9sUv87h7SLAUFSzbetCCZ9pmyLt6l6%2FTzoA1%2FZBG9bIUVHLAbi%2FkdBFgYGyGwRQGBpkqCEg2ah9UD6EedEcEL3j4y0BQQCiExEnocA3SZboh%2Bepgd3YsOkHskZwPuQ5OoyA0fTA5AXrHcUOQF%2BzkJHIA7PwCDk1gGVmGUZSSoPhNf%2BTklauz98QofOlCIQ%2FtCD4dosHYPqtPCXB3agggQQIqQJsSkB%2Bqn0rkQ1toJjON%2FOtCIB9RYv3PqRA4C4U68ZMlZn6BdgEvi2ziU%2BTQ6NIw3ej%2BAtDwMGEZk7e2IjxUWKdAxyaw9OCwSmeADTPPleyk6UhGDNXQb%2B%2BW6Uk4q6F7%2Frg6WVTo82IoCxSIsFDrav4EPHphD3u4hR53WKVvYZUwNCCeM4PMBWzK%2BEfIthZOkuAwPo5C5jgoZgn6dUdvx5rIDmd58cXXdKNfw3l%2BwM2UjgrDJeQHhbD7HW2QDoZMCujgIUkk5Fg8VCsdyjOtnGRx8wgKRPZN5dR0zPUyfGZFVihbFRniXZFOZGKPnEQzU3AnD1KfR6weHW2XS6KbPJxUkOTZsAB9vTVp3Le1F8q5l%2BDMcLiIq78jxAImD2pGFw0VHfRatScGlK6SMu8leTmhUSMy8Uhdd6xBiH3Gdman4tjQGLboJfqz6fL2WKHTmrfsKZRYX6BTDjDldKMosaSTLdQS7oDisJNqAUhw1PfTlnacCO8vl8706Km1FROgLDmudzxg%2BEWTiArtHgLsRrAXYWdB0NmToNCJdKm0KWycZQqb%2BMw76Qy29iQ5up%2FX7oyw8QZ75kP5F6iJAJz6KCmqxz8fEa%2FxnsMYcIO%2FvEkGRuMckhr4rIeLrKaXnmIzlNLxbFspOphkcnJdnz%2FChp%2FVlpj2P7jJQmQRwGnltkTV5dbF9fE3%2FfxoSqTROgq9wFUlbuYzYcasE0ouzBo%2BdDCDzxKAfhbAZYxQiHrLzV2iVexnDX%2FQnT1fsT%2Fxuhu1ui5qIytgbGmRoQkeQooO8eJNNZsf0iALur8QxZFH0nCMnjerYQqG1pIfjyVZWxhVRznmmfLG00BcBWJE6hzQWRyFknuJnXuk8A5FRDCulwrWASSNoBtR%2BCtGdkPwYN2o7DOw%2FVGlCZPusRBFXODQdUM5zeHDIVuAJBLqbO%2Ff9Qua%2BpDqEPk230Sob9lEZ8BHiCorjVghuI0lI4JDgHGRDD%2FprQ84B1pVGkIpVUAHCG%2Biz3Bn3qm2AVrYcYWhock4jso5%2BJ7HfHVj4WMIQdGctq3psBCVVzupQOEioBGA2Bk%2BUILT7%2BVoX5mdxxA5fS42gISQVi%2FHTzrgMxu0fY6hE1ocUwwbsbWcezrY2n6S8%2F6cxXkOH4prpmPuFoikTzY7T85C4T2XYlbxLglSv2uLCgFv8Quk%2FwdesUdWPeHYIH0R729JIisN9Apdd4eB10aqwXrPt%2BSu9mA8k8n1sjMwnfsfF2j3jMUzXepSHmZ%2FBfqXvzgUNQQWOXO8YEuFBh4QTYCkOAPxywpYu1VxiDyJmKVcmJPGWk%2Fgc3Pov02StyYDahwmzw3E1gYC9wkupyWfDqDSUMpCTH5e5N8B%2F%2FlHiMuIkTNw4USHrJU67bjXGqNav6PBuQSoqTxc8avHoGmvqNtXzIaoyMIQIiiUHIM64cXieouplhNYln7qgc4wBVAYR104kO%2BCvKqsg4yIUlFNThVUAKZxZt1XA34h3TCUUiXVkZ0w8Hh2R0Z5L0b4LZvPd%2Fp1gi%2F07h8qfwHrByuSxglc9cI4QIg2oqvC%2Fqm0i7tjPLTgDhoWTAKDO2ONW5oe%2B%2FeKB9vZB8K6C25yCZ9RFVMnb6NRdRjyVK57CHHSkJBfnM2%2Fj4ODUwRkqrtBBCrDsDpt8jhZdXoy%2F1BCqw3sSGhgGGy0a5Jw6BP%2FTExoCmNFYjZl248A0osgPyGEmRA%2BfAsqPVaNAfytu0vuQJ7rk3J4kTDTR2AlCHJ5cls26opZM4w3jMULh2YXKpcqGBtuleAlOZnaZGbD6DHzMd6i2oFeJ8z9XYmalg1Szd%2FocZDc1C7Y6vcALJz2lYnTXiWEr2wawtoR4g3jvWUU2Ngjd1cewtFzEvM1NiHZPeLlIXFbBPawxNgMwwAlyNSuGF3zizVeOoC9bag1qRAQKQE%2FEZBWC2J8mnXAN2aTBboZ7HewnObE8CwROudZHmUM5oZ%2FUgd%2FJZQK8lvAm43uDRAbyW8gZ%2BZGq0EVerVGUKUSm%2FIdn8AQHdR4m7bue88WBwft9mSCeMOt1ncBwziOmJYI2ZR7ewNMPiCugmSsE4EyQ%2BQATJG6qORMGd4snEzc6B4shPIo4G1T7PgSm8PY5eUkPdF8JZ0VBtadbHXoJgnEhZQaODPj2gpODKJY5Yp4DOsLBFxWbvXN755KWylJm%2BoOd4zEL9Hpubuy2gyyfxh8oEfFutnYWdfB8PdESLWYvSqbElP9qo3u6KTmkhoacDauMNNjj0oy40DFV7Ql0aZj77xfGl7TJNHnIwgqOkenruYYNo6h724%2BzUQ7%2BvkCpZB%2BpGA562hYQiDxHVWOq0oDQl%2FQsoiY%2BcuI7iWq%2FZIBtHcXJ7kks%2Bh2fCNUPA82BzjnqktNts%2BRLdk1VSu%2BtqEn7QZCCsvEqk6FkfiOYkrsw092J8jsfIuEKypNjLxrKA9kiA19mxBD2suxQKCzwXGws7kEJvlhUiV9tArLIdZW0IORcxEzdzKmjtFhsjKy%2F44XYXdI5noQoRcvjZ1RMPACRqYg2V1%2BOwOepcOknRLLFdYgTkT5UApt%2FJhLM3jeFYprZV%2BZow2g8fP%2BU68hkKFWJj2yBbKqsrp25xkZX1DAjUw52IMYWaOhab8Kp05VrdNftqwRrymWF4OQSjbdfzmRZirK8FMJELEgER2PHjEAN9pGfLhCUiTJFbd5LBkOBMaxLr%2FA1SY9dXFz4RjzoU9ExfJCmx%2FI9FKEGT3n2cmzl2X42L3Jh%2BAbQq6sA%2BSs1kitoa4TAYgKHaoybHUDJ51oETdeI%2F9ThSmjWGkyLi5QAGWhL0BG1UsTyRGRJOldKBrYJeB8ljLJHfATWTEQBXBDnQexOHTB%2BUn44zExFE4vLytcu5NwpWrUxO%2F0ZICUGM7hGABXym0V6ZvDST0E370St9MIWQOTWngeoQHUTdCJUP04spMBMS8LSker9cReVQkULFDIZDFPrhTzBl6sed9wcZQTbL%2BBDqMyaN3RJPh%2Fanbx%2BIv%2BqgQdAa3M9Z5JmvYlh4qop%2BHo1F1W5gbOE9YKLgAnWytXElU4G8GtW47lhgFE6gaSs%2Bgs37sFvi0PPVvA5dnCBgILTwoKd%2F%2BDoL9F6inlM7H4rOTzD79KJgKlZO%2FZgt22UsKhrAaXU5ZcLrAglTVKJEmNJvORGN1vqrcfSMizfpsgbIe9zno%2BgBoKVXgIL%2FVI8dB1O5o%2FR3Suez%2FgD7M781ShjKpIIORM%2FnxG%2BjjhhgPwsn2IoXsPGPqYHXA63zJ07M2GPEykQwJBYLK808qYxuIew4frk52nhCsnCYmXiR6CuapvE1IwRB4%2FQftDbEn%2BAucIr1oxrLabRj9q4ae0%2BfXkHnteAJwXRbVkR0mctVSwEbqhJiMSZUp9DNbEDMmjX22m3ABpkrPQQTP3S1sib5pD2VRKRd%2BeNAjLYyT0hGrdjWJZy24OYXRoWQAIhGBZRxuBFMjjZQhpgrWo8SiFYbojcHO8V5DyscJpLTHyx9Fimassyo5U6WNtquUMYgccaHY5amgR3PQzq3ToNM5ABnoB9kuxsebqmYZm0R9qxJbFXCQ1UPyFIbxoUraTJFDpCk0Wk9GaYJKz%2F6oHwEP0Q14lMtlddQsOAU9zlYdMVHiT7RQP3XCmWYDcHCGbVRHGnHuwzScA0BaSBOGkz3lM8CArjrBsyEoV6Ys4qgDK3ykQQPZ3hCRGNXQTNNXbEb6tDiTDLKOyMzRhCFT%2BmAUmiYbV3YQVqFVp9dorv%2BTsLeCykS2b5yyu8AV7IS9cxcL8z4Kfwp%2BxJyYLv1OsxQCZwTB4a8BZ%2F5EdxTBJthApqyfd9u3ifr%2FWILTqq5VqgwMT9SOxbSGWLQJUUWCVi4k9tho9nEsbUh7U6NUsLmkYFXOhZ0kmamaJLRNJzSj%2Fqn4Mso6zb6iLLBXoaZ6AqeWCjHQm2lztnejYYM2eubnpBdKVLORZhudH3JF1waBJKA9%2BW8EhMj3Kzf0L4vi4k6RoHh3Z5YgmSZmk6ns4fjScjAoL8GoOECgqgYEBYUGFVO4FUv4%2FYtowhEmTs0vrvlD%2FCrisnoBNDAcUi%2FteY7OctFlmARQzjOItrrlKuPO6E2Ox93L4O%2F4DcgV%2FdZ7qR3VBwVQxP1GCieA4RIpweYJ5FoYrHxqRBdJjnqbsikA2Ictbb8vE1GYIo9dacK0REgDX4smy6GAkxlH1yCGGsk%2BtgiDhNKuKu3yNrMdxafmKTF632F8Vx4BNK57GvlFisrkjN9WDAtjsWA0ENT2e2nETUb%2Fn7qwhvGnrHuf5bX6Vh%2Fn3xffU3PeHdR%2BFA92i6ufT3AlyAREoNDh6chiMWTvjKjHDeRhOa9YkOQRq1vQXEMppAQVwHCuIcV2g5rBn6GmZZpTR7vnSD6ZmhdSl176gqKTXu5E%2BYbfL0adwNtHP7dT7t7b46DVZIkzaRJOM%2BS6KcrzYVg%2BT3wSRFRQashjfU18NutrKa%2F7PXbtuJvpIjbgPeqd%2BpjmRw6YKpnANFSQcpzTZgpSNJ6J7uiagAbir%2F8tNXJ%2FOsOnRh6iuIexxrmkIneAgz8QoLmiaJ8sLQrELVK2yn3wOHp57BAZJhDZjTBzyoRAuuZ4eoxHruY1pSb7qq79cIeAdOwin4GdgMeIMHeG%2BFZWYaiUQQyC5b50zKjYw97dFjAeY2I4Bnl105Iku1y0lMA1ZHolLx19uZnRdILcXKlZGQx%2FGdEqSsMRU1BIrFqRcV1qQOOHyxOLXEGcbRtAEsuAC2V4K3p5mFJ22IDWaEkk9ttf5Izb2LkD1MnrSwztXmmD%2FQi%2FEmVEFBfiKGmftsPwVaIoZanlKndMZsIBOskFYpDOq3QUs9aSbAAtL5Dbokus2G4%2FasthNMK5UQKCOhU97oaOYNGsTah%2BjfCKsZnTRn5TbhFX8ghg8CBYt%2FBjeYYYUrtUZ5jVij%2Fop7V5SsbA4mYTOwZ46hqdpbB6Qvq3AS2HHNkC15pTDIcDNGsMPXaBidXYPHc6PJAkRh29Vx8KcgX46LoUQBhRM%2B3SW6Opll%2FwgxxsPgKJKzr5QCmwkUxNbeg6Wj34SUnEzOemSuvS2OetRCO8Tyy%2BQbSKVJcqkia%2BGvDefFwMOmgnD7h81TUtMn%2BmRpyJJ349HhAnoWFTejhpYTL9G8N2nVg1qkXBeoS9Nw2fB27t7trm7d%2FQK7Cr4uoCeOQ7%2F8JfKT77KiDzLImESHw%2F0wf73QeHu74hxv7uihi4fTX%2BXEwAyQG3264dwv17aJ5N335Vt9sdrAXhPOAv8JFvzqyYXwfx8WYJaef1gMl98JRFyl5Mv5Uo%2FoVH5ww5OzLFsiTPDns7fS6EURSSWd%2F92BxMYQ8sBaH%2Bj%2BwthQPdVgDGpTfi%2BJQIWMD8xKqULliRH01rTeyF8x8q%2FGBEEEBrAJMPf25UQwi0b8tmqRXY7kIvNkzrkvRWLnxoGYEJsz8u4oOyMp8cHyaybb1HdMCaLApUE%2B%2F7xLIZGP6H9xuSEXp1zLIdjk5nBaMuV%2FyTDRRP8Y2ww5RO6d2D94o%2B6ucWIqUAvgHIHXhZsmDhjVLczmZ3ca0Cb3PpKwt2UtHVQ0BgFJsqqTsnzZPlKahRUkEu4qmkJt%2Bkqdae76ViWe3STan69yaF9%2BfESD2lcQshLHWVu4ovItXxO69bqC5p1nZLvI8NdQB9s9UNaJGlQ5mG947ipdDA0eTIw%2FA1zEdjWquIsQXXGIVEH0thC5M%2BW9pZe7IhAVnPJkYCCXN5a32HjN6nsvokEqRS44tGIs7s2LVTvcrHAF%2BRVmI8L4HUYk4x%2B67AxSMJKqCg8zrGOgvK9kNMdDrNiUtSWuHFpC8%2Fp5qIQrEo%2FH%2B1l%2F0cAwQ2nKmpWxKcMIuHY44Y6DlkpO48tRuUGBWT0FyHwSKO72Ud%2BtJUfdaZ4CWNijzZtlRa8%2BCkmO%2FEwHYfPZFU%2FhzjFWH7vnzHRMo%2BaF9u8qHSAiEkA2HjoNQPEwHsDKOt6hOoK3Ce%2F%2B%2F9boMWDa44I6FrQhdgS7OnNaSzwxWKZMcyHi6LN4WC6sSj0qm2PSOGBTvDs%2FGWJS6SwEN%2FULwpb4LQo9fYjUfSXRwZkynUazlSpvX9e%2BG2zor8l%2BYaMxSEomDdLHGcD6YVQPegTaA74H8%2BV4WvJkFUrjMLGLlvSZQWvi8%2FQA7yzQ8GPno%2F%2F5SJHRP%2FOqKObPCo81s%2F%2B6WgLqykYpGAgQZhVDEBPXWgU%2FWzFZjKUhSFInufPRiMAUULC6T11yL45ZrRoB4DzOyJShKXaAJIBS9wzLYIoCEcJKQW8GVCx4fihqJ6mshBUXSw3wWVj3grrHQlGNGhIDNNzsxQ3M%2BGWn6ASobIWC%2BLbYOC6UpahVO13Zs2zOzZC8z7FmA05JhUGyBsF4tsG0drcggIFzgg%2Fkpf3%2BCnAXKiMgIE8Jk%2FMhpkc8DUJEUzDSnWlQFme3d0sHZDrg7LavtsEX3cHwjCYA17pMTfx8Ajw9hHscN67hyo%2BRJQ4458RmPywXykkVcW688oVUrQhahpPRvTWPnuI0B%2BSkQu7dCyvLRyFYlC1LG1gRCIvn3rwQeINzZQC2KXq31FaR9UmVV2QeGVqBHjmE%2BVMd3b1fhCynD0pQNhCG6%2FWCDbKPyE7NRQzL3BzQAJ0g09aUzcQA6mUp9iZFK6Sbp%2FYbHjo%2B%2B7%2FWj8S4YNa%2BZdqAw1hDrKWFXv9%2BzaXpf8ZTDSbiqsxnwN%2FCzK5tPkOr4tRh2kY3Bn9JtalbIOI4b3F7F1vPQMfoDcdxMS8CW9m%2FNCW%2FHILTUVWQIPiD0j1A6bo8vsv6P1hCESl2abrSJWDrq5sSzUpwoxaCU9FtJyYH4QFMxDBpkkBR6kn0LMPO%2B5EJ7Z6bCiRoPedRZ%2FP0SSdii7ZnPAtVwwHUidcdyspwncz5uq6vvm4IEDbJVLUFCn%2FLvIHfooUBTkFO130FC7CmmcrKdgDJcid9mvVzsDSibOoXtIf9k6ABle3PmIxejodc4aob0QKS432srrCMndbfD454q52V01G4q913mC5HOsTzWF4h2No1av1VbcUgWAqyoZl%2B11PoFYnNv2HwAODeNRkHj%2B8SF1fcvVBu6MrehHAZK1Gm69ICcTKizykHgGFx7QdowTVAsYEF2tVc0Z6wLryz2FI1sc5By2znJAAmINndoJiB4sfPdPrTC8RnkW7KRCwxC6YvXg5ahMlQuMpoCSXjOlBy0Kij%2BbsCYPbGp8BdCBiLmLSAkEQRaieWo1SYvZIKJGj9Ur%2FeWHjiB7SOVdqMAVmpBvfRiebsFjger7DC%2B8kRFGtNrTrnnGD2GAJb8rQCWkUPYHhwXsjNBSkE6lGWUj5QNhK0DMNM2l%2BkXRZ0KLZaGsFSIdQz%2FHXDxf3%2FTE30%2BDgBKWGWdxElyLccJfEpjsnszECNoDGZpdwdRgCixeg9L4EPhH%2BRptvRMVRaahu4cySjS3P5wxAUCPkmn%2BrhyASpmiTaiDeggaIxYBmtLZDDhiWIJaBgzfCsAGUF1Q1SFZYyXDt9skCaxJsxK2Ms65dmdp5WAZyxik%2FzbrTQk5KmgxCg%2Ff45L0jywebOWUYFJQAJia7XzCV0x89rpp%2Ff3AVWhSPyTanqmik2SkD8A3Ml4NhIGLAjBXtPShwKYfi2eXtrDuKLk4QlSyTw1ftXgwqA2jUuopDl%2B5tfUWZNwBpEPXghzbBggYCw%2Fdhy0ntds2yeHCDKkF%2FYxQjNIL%2FF%2F37jLPHCKBO9ibwYCmuxImIo0ijV2Wbg3kSN2psoe8IsABv3RNFaF9uMyCtCYtqcD%2BqNOhwMlfARQUdJ2tUX%2BMNJqOwIciWalZsmEjt07tfa8ma4cji9sqz%2BQ9hWfmMoKEbIHPOQORbhQRHIsrTYlnVTNvcq1imqmmPDdVDkJgRcTgB8Sb6epCQVmFZe%2BjGDiNJQLWnfx%2BdrTKYjm0G8yH0ZAGMWzEJhUEQ4Maimgf%2Fbkvo8PLVBsZl152y5S8%2BHRDfZIMCbYZ1WDp4yrdchOJw8k6R%2B%2F2pHmydK4NIK2PHdFPHtoLmHxRDwLFb7eB%2BM4zNZcB9NrAgjVyzLM7xyYSY13ykWfIEEd2n5%2FiYp3ZdrCf7fL%2Ben%2BsIJu2W7E30MrAgZBD1rAAbZHPgeAMtKCg3NpSpYQUDWJu9bT3V7tOKv%2BNRiJc8JAKqqgCA%2FPNRBR7ChpiEulyQApMK1AyqcWnpSOmYh6yLiWkGJ2mklCSPIqN7UypWj3dGi5MvsHQ87MrB4VFgypJaFriaHivwcHIpmyi5LhNqtem4q0n8awM19Qk8BOS0EsqGscuuydYsIGsbT5GHnERUiMpKJl4ON7qjB4fEqlGN%2FhCky89232UQCiaeWpDYCJINXjT6xl4Gc7DxRCtgV0i1ma4RgWLsNtnEBRQFqZggCLiuyEydmFd7WlogpkCw5G1x4ft2psm3KAREwVwr1Gzl6RT7FDAqpVal34ewVm3VH4qn5mjGj%2BbYL1NgfLNeXDwtmYSpwzbruDKpTjOdgiIHDVQSb5%2FzBgSMbHLkxWWgghIh9QTFSDILixVwg0Eg1puooBiHAt7DzwJ7m8i8%2Fi%2BjHvKf0QDnnHVkVTIqMvIQImOrzCJwhSR7qYB5gSwL6aWL9hERHCZc4G2%2BJrpgHNB8eCCmcIWIQ6rSdyPCyftXkDlErUkHafHRlkOIjxGbAktz75bnh50dU7YHk%2BMz7wwstg6RFZb%2BTZuSOx1qqP5C66c0mptQmzIC2dlpte7vZrauAMm%2F7RfBYkGtXWGiaWTtwvAQiq2oD4YixPLXE2khB2FRaNRDTk%2B9sZ6K74Ia9VntCpN4BhJGJMT4Z5c5FhSepRCRWmBXqx%2BwhVZC4me4saDs2iNqXMuCl6iAZflH8fscC1sTsy4PHeC%2BXYuqMBMUun5YezKbRKmEPwuK%2BCLzijPEQgfhahQswBBLfg%2FGBgBiI4QwAqzJkkyYAWtjzSg2ILgMAgqxYfwERRo3zruBL9WOryUArSD8sQOcD7fvIODJxKFS615KFPsb68USBEPPj1orNzFY2xoTtNBVTyzBhPbhFH0PI5AtlJBl2aSgNPYzxYLw7XTDBDinmVoENwiGzmngrMo8OmnRP0Z0i0Zrln9DDFcnmOoBZjABaQIbPOJYZGqX%2BRCMlDDbElcjaROLDoualmUIQ88Kekk3iM4OQrADcxi3rJguS4MOIBIgKgXrjd1WkbCdqxJk%2F4efRIFsavZA7KvvJQqp3Iid5Z0NFc5aiMRzGN3vrpBzaMy4JYde3wr96PjN90AYOIbyp6T4zj8LoE66OGcX1Ef4Z3KoWLAUF4BTg7ug%2FAbkG5UNQXAMkQezujSHeir2uTThgd3gpyzDrbnEdDRH2W7U6PeRvBX1ZFMP5RM%2BZu6UUZZD8hDPHldVWntTCNk7To8IeOW9yn2wx0gmurwqC60AOde4r3ETi5pVMSDK8wxhoGAoEX9NLWHIR33VbrbMveii2jAJlrxwytTHbWNu8Y4N8vCCyZjAX%2FpcsfwXbLze2%2BD%2Bu33OGBoJyAAL3jn3RuEcdp5If8O%2Ba4NKWvxOTyDltG0IWoHhwVGe7dKkCWFT%2B%2Btm%2BhaBCikRUUMrMhYKZJKYoVuv%2FbsJzO8DwfVIInQq3g3BYypiz8baogH3r3GwqCwFtZnz4xMjAVOYnyOi5HWbFA8n0qz1OjSpHWFzpQOpvkNETZBGpxN8ybhtqV%2FDMUxd9uFZmBfKXMCn%2FSqkWJyKPnT6lq%2B4zBZni6fYRByJn6OK%2BOgPBGRAJluwGSk4wxjOOzyce%2FPKODwRlsgrVkdcsEiYrqYdXo0Er2GXi2GQZd0tNJT6c9pK1EEJG1zgDJBoTVuCXGAU8BKTvCO%2FcEQ1Wjk3Zzuy90JX4m3O5IlxVFhYkSUwuQB2up7jhvkm%2BbddRQu5F9s0XftGEJ9JSuSk%2BZachCbdU45fEqbugzTIUokwoAKvpUQF%2FCvLbWW5BNQFqFkJg2f30E%2F48StNe5QwBg8zz3YAJ82FZoXBxXSv4QDooDo79NixyglO9AembuBcx5Re3CwOKTHebOPhkmFC7wNaWtoBhFuV4AkEuJ0J%2B1pT0tLkvFVZaNzfhs%2FKd3%2BA9YsImlO4XK4vpCo%2FelHQi%2F9gkFg07xxnuXLt21unCIpDV%2BbbRxb7FC6nWYTsMFF8%2B1LUg4JFjVt3vqbuhHmDKbgQ4e%2BRGizRiO8ky05LQGMdL2IKLSNar0kNG7lHJMaXr5mLdG3nykgj6vB%2FKVijd1ARWkFEf3yiUw1v%2FWaQivVUpIDdSNrrKbjO5NPnxz6qTTGgYg03HgPhDrCFyYZTi3XQw3HXCva39mpLNFtz8AiEhxAJHpWX13gCTAwgm9YTvMeiqetdNQv6IU0hH0G%2BZManTqDLPjyrOse7WiiwOJCG%2BJ0pZYULhN8NILulmYYvmVcV2MjAfA39sGKqGdjpiPo86fecg65UPyXDIAOyOkCx5NQsLeD4gGVjTVDwOHWkbbBW0GeNjDkcSOn2Nq4cEssP54t9D749A7M1AIOBl0Fi0sSO5v3P7LCBrM6ZwFY6kp2FX6AcbGUdybnfChHPyu6WlRZ2Fwv9YM0RMI7kISRgR8HpQSJJOyTfXj%2F6gQKuihPtiUtlCQVPohUgzfezTg8o1b3n9pNZeco1QucaoXe40Fa5JYhqdTspFmxGtW9h5ezLFZs3j%2FN46f%2BS2rjYNC2JySXrnSAFhvAkz9a5L3pza8eYKHNoPrvBRESpxYPJdKVUxBE39nJ1chrAFpy4MMkf0qKgYALctGg1DQI1kIymyeS2AJNT4X240d3IFQb%2F0jQbaHJ2YRK8A%2Bls6WMhWmpCXYG5jqapGs5%2FeOJErxi2%2F2KWVHiPellTgh%2FfNl%2F2KYPKb7DUcAg%2BmCOPQFCiU9Mq%2FWLcU1xxC8aLePFZZlE%2BPCLzf7ey46INWRw2kcXySR9FDgByXzfxiNKwDFbUSMMhALPFSedyjEVM5442GZ4hTrsAEvZxIieSHGSgkwFh%2FnFNdrrFD4tBH4Il7fW6ur4J8Xaz7RW9jgtuPEXQsYk7gcMs2neu3zJwTyUerHKSh1iTBkj2YJh1SSOZL5pLuQbFFAvyO4k1Hxg2h99MTC6cTUkbONQIAnEfGsGkNFWRbuRyyaEZInM5pij73EA9rPIUfU4XoqQpHT9THZkW%2BoKFLvpyvTBMM69tN1Ydwv1LIEhHsC%2BueVG%2Bw%2BkyCPsvV3erRikcscHjZCkccx6VrBkBRusTDDd8847GA7p2Ucy0y0HdSRN6YIBciYa4vuXcAZbQAuSEmzw%2BH%2FAuOx%2BaH%2BtBL88H57D0MsqyiZxhOEQkF%2F8DR1d2hSPMj%2FsNOa5rxcUnBgH8ictv2J%2Bcb4BA4v3MCShdZ2vtK30vAwkobnEWh7rsSyhmos3WC93Gn9C4nnAd%2FPjMMtQfyDNZsOPd6XcAsnBE%2FmRHtHEyJMzJfZFLE9OvQa0i9kUmToJ0ZxknTgdl%2FXPV8xoh0K7wNHHsnBdvFH3sv52lU7UFteseLG%2FVanIvcwycVA7%2BBE1Ulyb20BvwUWZcMTKhaCcmY3ROpvonVMV4N7yBXTL7IDtHzQ4CCcqF66LjF3xUqgErKzolLyCG6Kb7irP%2FMVTCCwGRxfrPGpMMGvPLgJ881PHMNMIO09T5ig7AzZTX%2F5PLlwnJLDAPfuHynSGhV4tPqR3gJ4kg4c06c%2FF1AcjGytKm2Yb5jwMotF7vro4YDLWlnMIpmPg36NgAZsGA0W1spfLSue4xxat0Gdwd0lqDBOgIaMANykwwDKejt5YaNtJYIkrSgu0KjIg0pznY0SCd1qlC6R19g97UrWDoYJGlrvCE05J%2F5wkjpkre727p5PTRX5FGrSBIfJqhJE%2FIS876PaHFkx9pGTH3oaY3jJRvLX9Iy3Edoar7cFvJqyUlOhAEiOSAyYgVEGkzHdug%2BoRHIEOXAExMiTSKU9A6nmRC8mp8iYhwWdP2U%2F5EkFAdPrZw03YA3gSyNUtMZeh7dDCu8pF5x0VORCTgKp07ehy7NZqKTpIC4UJJ89lnboyAfy5OyXzXtuDRbtAFjZRSyGFTpFrXwkpjSLIQIG3N0Vj4BtzK3wdlkBJrO18MNsgseR4BysJilI0wI6ZahLhBFA0XBmV8d4LUzEcNVb0xbLjLTETYN8OEVqNxkt10W614dd1FlFFVTIgB7%2FBQQp1sWlNolpIu4ekxUTBV7NmxOFKEBmmN%2BnA7pvF78%2FRII5ZHA09OAiE%2F66MF6HQ%2BqVEJCHxwymukkNvzqHEh52dULPbVasfQMgTDyBZzx4007YiKdBuUauQOt27Gmy8ISclPmEUCIcuLbkb1mzQSqIa3iE0PJh7UMYQbkpe%2BhXjTJKdldyt2mVPwywoODGJtBV1lJTgMsuSQBlDMwhEKIfrvsxGQjHPCEfNfMAY2oxvyKcKPUbQySkKG6tj9AQyEW3Q5rpaDJ5Sns9ScLKeizPRbvWYAw4bXkrZdmB7CQopCH8NAmqbuciZChHN8lVGaDbCnmddnqO1PQ4ieMYfcSiBE5zzMz%2BJV%2F4eyzrzTEShvqSGzgWimkNxLvUj86iAwcZuIkqdB0VaIB7wncLRmzHkiUQpPBIXbDDLHBlq7vp9xwuC9AiNkIptAYlG7Biyuk8ILdynuUM1cHWJgeB%2BK3wBP%2FineogxkvBNNQ4AkW0hvpBOQGFfeptF2YTR75MexYDUy7Q%2F9uocGsx41O4IZhViw%2F2FvAEuGO5g2kyXBUijAggWM08bRhXg5ijgMwDJy40QeY%2FcQpUDZiIzmvskQpO5G1zyGZA8WByjIQU4jRoFJt56behxtHUUE%2Fom7Rj2psYXGmq3llVOCgGYKNMo4pzwntITtapDqjvQtqpjaJwjHmDzSVGLxMt12gEXAdLi%2FcaHSM3FPRGRf7dB7YC%2BcD2ho6oL2zGDCkjlf%2FDFoQVl8GS%2F56wur3rdV6ggtzZW60MRB3g%2BU1W8o8cvqIpMkctiGVMzXUFI7FacFLrgtdz4mTEr4aRAaQ2AFQaNeG7GX0yOJgMRYFziXdJf24kg%2FgBQIZMG%2FYcPEllRTVNoDYR6oSJ8wQNLuihfw81UpiKPm714bZX1KYjcXJdfclCUOOpvTxr9AAJevTY4HK%2FG7F3mUc3GOAKqh60zM0v34v%2BELyhJZqhkaMA8UMMOU90f8RKEJFj7EqepBVwsRiLbwMo1J2zrE2UYJnsgIAscDmjPjnzI8a719Wxp757wqmSJBjXowhc46QN4RwKIxqEE6E5218OeK7RfcpGjWG1jD7qND%2B%2FGTk6M56Ig4yMsU6LUW1EWE%2BfIYycVV1thldSlbP6ltdC01y3KUfkobkt2q01YYMmxpKRvh1Z48uNKzP%2FIoRIZ%2FF6buOymSnW8gICitpJjKWBscSb9JJKaWkvEkqinAJ2kowKoqkqZftRqfRQlLtKoqvTRDi2vg%2FRrPD%2Fd3a09J8JhGZlEkOM6znTsoMCsuvTmywxTCDhw5dd0GJOHCMPbsj3QLkTE3MInsZsimDQ3HkvthT7U9VA4s6G07sID0FW4SHJmRGwCl%2BMu4xf0ezqeXD2PtPDnwMPo86sbwDV%2B9PWcgFcARUVYm3hrFQrHcgMElFGbSM2A1zUYA3baWfheJp2AINmTJLuoyYD%2FOwA4a6V0ChBN97E8YtDBerUECv0u0TlxR5yhJCXvJxgyM73Bb6pyq0jTFJDZ4p1Am1SA6sh8nADd1hAcGBMfq4d%2FUfwnmBqe0Jun1n1LzrgKuZMAnxA3NtCN7Klf4BH%2B14B7ibBmgt0TGUafVzI4uKlpF7v8NmgNjg90D6QE3tbx8AjSAC%2BOA1YJvclyPKgT27QpIEgVYpbPYGBsnyCNrGz9XUsCHkW1QAHgL2STZk12QGqmvAB0NFteERkvBIH7INDsNW9KKaAYyDMdBEMzJiWaJHZALqDxQDWRntumSDPcplyFiI1oDpT8wbwe01AHhW6%2BvAUUBoGhY3CT2tgwehdPqU%2F4Q7ZLYvhRl%2FogOvR9O2%2BwkkPKW5vCTjD2fHRYXONCoIl4Jh1bZY0ZE1O94mMGn%2FdFSWBWzQ%2FVYk%2BGezi46RgiDv3EshoTmMSlioUK6MQEN8qeyK6FRninyX8ZPeUWjjbMJChn0n%2FyJvrq5bh5UcCAcBYSafTFg7p0jDgrXo2QWLb3WpSOET%2FHh4oSadBTvyDo10IufLzxiMLAnbZ1vcUmj3w7BQuIXjEZXifwukVxrGa9j%2BDXfpi12m1RbzYLg9J2wFergEwOxFyD0%2FJstNK06ZN2XdZSGWxcJODpQHOq4iKqjqkJUmPu1VczL5xTGUfCgLEYyNBCCbMBFT%2FcUP6pE%2FmujnHsSDeWxMbhrNilS5MyYR0nJyzanWXBeVcEQrRIhQeJA6Xt4f2eQESNeLwmC10WJVHqwx8SSyrtAAjpGjidcj1E2FYN0LObUcFQhafUKTiGmHWRHGsFCB%2BHEXgrzJEB5bp0QiF8ZHh11nFX8AboTD0PS4O1LqF8XBks2MpjsQnwKHF6HgaKCVLJtcr0XjqFMRGfKv8tmmykhLRzu%2BvqQ02%2BKpJBjaLt9ye1Ab%2BBbEBhy4EVdIJDrL2naV0o4wU8YZ2Lq04FG1mWCKC%2BUwkXOoAjneU%2FxHplMQo2cXUlrVNqJYczgYlaOEczVCs%2FOCgkyvLmTmdaBJc1iBLuKwmr6qtRnhowngsDxhzKFAi02tf8bmET8BO27ovJKF1plJwm3b0JpMh38%2BxsrXXg7U74QUM8ZCIMOpXujHntKdaRtsgyEZl5MClMVMMMZkZLNxH9%2Bb8fH6%2Bb8Lev30A9TuEVj9CqAdmwAAHBPbfOBFEATAPZ2CS0OH1Pj%2F0Q7PFUcC8hDrxESWdfgFRm%2B7vvWbkEppHB4T%2F1ApWnlTIqQwjcPl0VgS1yHSmD0OdsCVST8CQVwuiew1Y%2Bg3QGFjNMzwRB2DSsAk26cmA8lp2wIU4p93AUBiUHFGOxOajAqD7Gm6NezNDjYzwLOaSXRBYcWipTSONHjUDXCY4mMI8XoVCR%2FRrs%2FJLKXgEx%2BqkmeDlFOD1%2FyTQNDClRuiUyKYCllfMiQiyFkmuTz2vLsBNyRW%2Bxz%2B5FElFxWB28VjYIGZ0Yd%2B5wIjkcoMaggxswbT0pCmckRAErbRlIlcOGdBo4djTNO8FAgQ%2BlT6vPS60BwTRSUAM3ddkEAZiwtEyArrkiDRnS7LJ%2B2hwbzd2YDQagSgACpsovmjil5wfPuXq3GuH0CyE7FK3M4FgRaFoIkaodORrPx1%2BJpI9psyNYIFuJogZa0%2F1AhOWdlHQxdAgbwacsHqPZo8u%2FngAH2GmaTdhYnBfSDbBfh8CHq6Bx5bttP2%2BRdM%2BMAaYaZ0Y%2FADkbNCZuAyAVQa2OcXOeICmDn9Q%2FeFkDeFQg5MgHEDXq%2FtVjj%2Bjtd26nhaaolWxs1ixSUgOBwrDhRIGOLyOVk2%2FBc0UxvseQCO2pQ2i%2BKrfhu%2FWeBovNb5dJxQtJRUDv2mCwYVpNl2efQM9xQHnK0JwLYt%2FU0Wf%2BphiA4uw8G91slC832pmOTCAoZXohg1fewCZqLBhkOUBofBWpMPsqg7XEXgPfAlDo2U5WXjtFdS87PIqClCK5nW6adCeXPkUiTGx0emOIDQqw1yFYGHEVx20xKjJVYe0O8iLmnQr3FA9nSIQilUKtJ4ZAdcTm7%2BExseJauyqo30hs%2B1qSW211A1SFAOUgDlCGq7eTIcMAeyZkV1SQJ4j%2Fe1Smbq4HcjqgFbLAGLyKxlMDMgZavK5NAYH19Olz3la%2FQCTiVelFnU6O%2FGCvykqS%2FwZJDhKN9gBtSOp%2F1SP5VRgJcoVj%2Bkmf2wBgv4gjrgARBWiURYx8xENV3bEVUAAWWD3dYDKAIWk5opaCFCMR5ZjJExiCAw7gYiSZ2rkyTce4eNMY3lfGn%2B8p6%2BvBckGlKEXnA6Eota69OxDO9oOsJoy28BXOR0UoXNRaJD5ceKdlWMJlOFzDdZNpc05tkMGQtqeNF2lttZqNco1VtwXgRstLSQ6tSPChgqtGV5h2DcDReIQadaNRR6AsAYKL5gSFsCJMgfsaZ7DpKh8mg8Wz8V7H%2BgDnLuMxaWEIUPevIbClgap4dqmVWSrPgVYCzAoZHIa5z2Ocx1D%2FGvDOEqMOKLrMefWIbSWHZ6jbgA8qVBhYNHpx0P%2BjAgN5TB3haSifDcApp6yymEi6Ij%2FGsEpDYUgcHATJUYDUAmC1SCkJ4cuZXSAP2DEpQsGUjQmKJfJOvlC2x%2FpChkOyLW7KEoMYc5FDC4v2FGqSoRWiLsbPCiyg1U5yiHZVm1XLkHMMZL11%2Fyxyw0UnGig3MFdZklN5FI%2FqiT65T%2BjOXOdO7XbgWurOAZR6Cv9uu1cm5LjkXX4xi6mWn5r5NjBS0gTliHhMZI2WNqSiSphEtiCAwnafS11JhseDGHYQ5%2BbqWiAYiAv6Jsf79%2FVUs4cIl%2Bn6%2BWOjcgB%2F2l5TreoAV2717JzZbQIR0W1cl%2FdEqCy5kJ3ZSIHuU0vBoHooEpiHeQWVkkkOqRX27eD1FWw4BfO9CJDdKoSogQi3hAAwsPRFrN5RbX7bqLdBJ9JYMohWrgJKHSjVl1sy2xAG0E3sNyO0oCbSGOxCNBRRXTXenYKuwAoDLfnDcQaCwehUOIDiHAu5m5hMpKeKM4sIo3vxACakIxKoH2YWF2QM84e6F5C5hJU4g8uxuFOlAYnqtwxmHyNEawLW%2FPhoawJDrGAP0JYWHgAVUByo%2FbGdiv2T2EMg8gsS14%2FrAdzlOYazFE7w4OzxeKiWdm3nSOnQRRKXSlVo8HEAbBfyJMKqoq%2BSCcTSx5NDtbFwNlh8VhjGGDu7JG5%2FTAGAvniQSSUog0pNzTim8Owc6QTuSKSTXlQqwV3eiEnklS3LeSXYPXGK2VgeZBqNcHG6tZHvA3vTINhV0ELuQdp3t1y9%2BogD8Kk%2FW7QoRN1UWPqM4%2BxdygkFDPLoTaumKReKiLWoPHOfY54m3qPx4c%2B4pgY3MRKKbljG8w4wvz8pxk3AqKsy4GMAkAtmRjRMsCxbb4Q2Ds0Ia9ci8cMT6DmsJG00XaHCIS%2Bo3F8YVVeikw13w%2BOEDaCYYhC0ZE54kA4jpjruBr5STWeqQG6M74HHL6TZ3lXrd99ZX%2B%2B7LhNatQaZosuxEf5yRA15S9gPeHskBIq3Gcw81AGb9%2FO53DYi%2F5CsQ51EmEh8Rkg4vOciClpy4d04eYsfr6fyQkBmtD%2BP8sNh6e%2BXYHJXT%2FlkXxT4KXU5F2sGxYyzfniMMQkb9OjDN2C8tRRgTyL7GwozH14PrEUZc6oz05Emne3Ts5EG7WolDmU8OB1LDG3VrpQxp%2BpT0KYV5dGtknU64JhabdqcVQbGZiAxQAnvN1u70y1AnmvOSPgLI6uB4AuDGhmAu3ATkJSw7OtS%2F2ToPjqkaq62%2F7WFG8advGlRRqxB9diP07JrXowKR9tpRa%2BjGJ91zxNTT1h8I2PcSfoUPtd7NejVoH03EUcqSBuFZPkMZhegHyo2ZAITovmm3zAIdGFWxoNNORiMRShgwdYwFzkPw5PA4a5MIIQpmq%2Bnsp3YMuXt%2FGkXxLx%2FP6%2BZJS0lFyz4MunC3eWSGE8xlCQrKvhKUPXr0hjpAN9ZK4PfEDrPMfMbGNWcHDzjA7ngMxTPnT7GMHar%2BgMQQ3NwHCv4zH4BIMYvzsdiERi6gebRmerTsVwZJTRsL8dkZgxgRxmpbgRcud%2BYlCIRpPwHShlUSwuipZnx9QCsEWziVazdDeKSYU5CF7UVPAhLer3CgJOQXl%2Fzh575R5rsrmRnKAzq4POFdgbYBuEviM4%2BLVC15ssLNFghbTtHWerS1hDt5s4qkLUha%2FqpZXhWh1C6lTQAqCNQnaDjS7UGFBC6wTu8yFnKJnExCnAs3Ok9yj5KpfZESQ4lTy5pTGTnkAUpxI%2ByjEldJfSo4y0QhG4i4IwkRFGcjWY8%2BEzgYYJUK7BXQksLxAww%2FYYWBMhJILB9e8ePEJ4OP7z%2B4%2FwOQDl64iOYDp26DaONPxpKtBxq%2FaTzRGarm3VkPYTLJKx6Z%2FMw2YbBGseJhPMwhhNswrIkyvV2BYzrvZbxLpKwcWJhYmFtVZ%2BlPEq91FzVp1HlQY1bZVLqeNR9SAUn6n0E28k%2FUuGkNpP1DBI5ch%2FEehZfjUQ9aE41NhETExoPT2gGQz0IhWJbEOvTQ4wgcXCHHFBhewYUiFHuhRSAUVmEHeCRQHQkXGFwkAgyzREJCVN7TRnTon36Zw3tPhx4EALwNdwDv%2BJ41YSP4B2CQqz0EFgARZ4ESgBHQgROwAVn9GTI%2BHYexTUevLUeta4%2FDqKrbMVS%2BYqb8hUwYCrlgKtmAq1YCrFgKrd4qpXiqZcKn1oqdWipjYKpWwVPVYqW6xUpVipKqFR3QKjagVEtAqHpxUMTitsnFaJOKx2cVhswq35RVpyiq9lFVNIKnOQVMkgqtYxVNxiqQjFS7GKlSIVIsQqPIhUWwioigFQ%2B%2BKkN8VHr49HDw9Ebo9EDo9DTo9Crg9BDg9%2FWx7gWx7YWwlobYrOGxWPNisAaAHEyALpkAVDIAeWAArsABVXACYuAD5cAF6wAKFQAQqgAbVAAsoAAlQAUaYAfkwAvogBWQACOgAD9AAHSAAKT4GUdMiOvFngBTwCn2AZ7Dv6B6k%2F90B8%2ByRnkV144AIBoAMTQATGgAjNAA4YABgwABZgB%2FmQCwyAVlwCguASlwCEuAQFwB4uAMlwBYuAJlQAUVAAhUD2KgdpUDaJgaRMDFJgX5MC1JgWJEAokQCWRAHxEAWkQBMRADpEAMkQAYROAEecC484DRpwBDTnwNOdw05tjTmiNOYwtswhYFwLA7BYG4LA2BYGOLAwRYFuLAsxYFQJAohIEyJAMwkAwiQC0JAJgkAeiQBkJAFokAPCQA0JABwcD4Dgc4cDdDgaYcDIDgYgUC6CgWgUClCgUYUAVBQBOFAEYMALgwAgDA9QYAdIn8AZzeBB2L5EcWrenUT1KXienEsuJJ7x5U8XlTjc1NVzUyXFTGb1LlpUtWlTDIjqwE4LsagowoCi2gJLKAkpoBgJQNpAIhNqaEoneI6kiiqQ6Go%2Fn6j0cS%2Ba2gEU8gIHJ%2BBwfgZX4GL%2BBd%2FgW34FZ%2BBS%2FgUH4FN6BTegTvoEv6BJegRnYEF2A79gOvYDl2BdEjCkqkGtwXp0LNToIskOTXzh%2FF062yJ7AAAAEDAWAAABWhJ%2BKPEIJgBFxMVP7w2QJBGHASQnOBKXKFIdUK4igKA9IEaYJg%29%20format%28%27embedded%2Dopentype%27%29%2Curl%28data%3Aapplication%2Ffont%2Dwoff%3Bbase64%2Cd09GRgABAAAAAFuAAA8AAAAAsVwAAQAAAAAAAAAAAAAAAAAAAAAAAAAAAABGRlRNAAABWAAAABwAAAAcbSqX3EdERUYAAAF0AAAAHwAAACABRAAET1MvMgAAAZQAAABFAAAAYGe5a4ljbWFwAAAB3AAAAsAAAAZy2q3jgWN2dCAAAAScAAAABAAAAAQAKAL4Z2FzcAAABKAAAAAIAAAACP%2F%2FAANnbHlmAAAEqAAATRcAAJSkfV3Cb2hlYWQAAFHAAAAANAAAADYFTS%2FYaGhlYQAAUfQAAAAcAAAAJApEBBFobXR4AABSEAAAAU8AAAN00scgYGxvY2EAAFNgAAACJwAAAjBv%2B5XObWF4cAAAVYgAAAAgAAAAIAFqANhuYW1lAABVqAAAAZ4AAAOisyygm3Bvc3QAAFdIAAAELQAACtG6o%2BU1d2ViZgAAW3gAAAAGAAAABsMYVFAAAAABAAAAAMw9os8AAAAA0HaBdQAAAADQdnOXeNpjYGRgYOADYgkGEGBiYGRgZBQDkixgHgMABUgASgB42mNgZulmnMDAysDCzMN0gYGBIQpCMy5hMGLaAeQDpRCACYkd6h3ux%2BDAoPD%2FP%2FOB%2FwJAdSIM1UBhRiQlCgyMADGWCwwAAAB42u2UP2hTQRzHf5ekaVPExv6JjW3fvTQ0sa3QLA5xylBLgyBx0gzSWEUaXbIoBBQyCQGHLqXUqYNdtIIgIg5FHJxEtwqtpbnfaV1E1KFaSvX5vVwGEbW6OPngk8%2FvvXfv7pt3v4SImojIDw6BViKxRgIVBaZwVdSv%2BxvXA%2BIuzqcog2cOkkvDNE8Lbqs74k64i%2B5Sf3u8Z2AnIRLbyVCyTflVSEXVoEqrrMqrgiqqsqqqWQ5xlAc5zWOc5TwXucxVnuE5HdQhHdFRHdNJndZZndeFLc%2FzsKJLQ%2FWV6BcrCdWkwspVKZVROaw0qUqqoqZZcJhdTnGGxznHBS5xhad5VhNWCuturBTXKZ3RObuS98pb9c57k6ql9rp2v1as5deb1r6s9q1GV2IrHSt73T631424YXzjgPwqt%2BRn%2BVG%2BlRvyirwsS%2FKCPCfPytPypDwhj8mjctRZd9acF86y89x55jxxHjkPnXstXfbt%2FpNjj%2FnwXW%2BcHa6%2FSYvZ7yEwbDYazDcIgoUGzY3h2HtqgUcs1AFPWKgTXrRQF7xkoQhRf7uF9hPFeyzUTTSwY6EoUUJY6AC8bSGMS4Ys1Au3WaiPSGGsMtkdGH2rzJgYHAaYjxIwQqtB1CnYkEZ9BM6ALOpROAfyqI%2FDBQudgidBETXuqRIooz4DV0AV9UV4GsyivkTEyMMmw1UYGdhkuAYjA5sMGMvIwCbDDRgZeAz1TXgcmDy3YeRhk%2BcOjCxsMjyAkYFNhscwMrDJ8BQ2886gXoaRhedQvyTSkDZ7uA6HLLQBI5vGntAbGHugTc53cMxC7%2BE4SKL%2BACOzNpk3YWTWJid%2BiRo5NXIKM3fBItAPW55FdJLY3FeHBDr90606JCIU9Jk%2BMs3%2FY%2F8L8jUq3y79bJ%2F0%2F%2BROoP4v9v%2F4%2Fmj%2Bi7HBXUd0%2FelU6IHfHt8Aj9EPGAAoAvgAAAAB%2F%2F8AAnjaxb0JfBvVtTA%2BdxaN1hltI1m2ZVuSJVneLVlSHCdy9oTEWchqtrBEJRAgCYEsQNhC2EsbWmpI2dqkQBoSYgKlpaQthVL0yusrpW77aEubfq%2Fly%2BujvJampSTW5Dvnzmi1E%2Bjr%2F%2F3%2BXmbu3Llz77nnbuece865DMu0MAy5jGtiOEZkOp8lTNeUwyLP%2FDH%2BrEH41ZTDHAtB5lkOowWMPiwayNiUwwTjE46AI5xwhFrINPXYn%2F7ENY0dbWHfZAiTZbL8ID%2FInAd5xz2NpIH4STpDGonHIJNE3OP1KG4ISaSNeBuITAyRLgIxoiEUhFAnmUpEiXSRSGqAQEw0kuyFUIb0k2gnGSApyBFi0il2SI5YLGb5MdFjXCey4mNHzQ7WwLGEdZiPPgYR64we8THZHAt%2BwnT84D%2Fx8YTpGPgheKH4CMEDVF9xBOIeP3EbQgGH29BGgpGkIxCMTCW9qUTA0Zsir%2BQUP1mt%2BP2KusevwIO6Bx%2FIaj8%2FOD5O0VNrZW2EsqZBWbO1skRiEKE0DdlKKaSVO5VAuRpqk8VQJAqY7ydxaK44YJvrO2EWjOoDBoFYzQbDNkON%2BUbiKoRkywMWWf1j4bEY2iIY1AeMgvmEz%2FkVo9v4FSc%2FaMZMrFbjl4zWLL0%2BY5FlyzNlEVYDudJohg8gPUP7kcB%2Fmn%2BG6cd%2B5PV4Q72dXCgocWJADBgUuDTwiXiGSyZo14HOEQ2lE6k0XDIEusexDzZOMXwt1Dutz%2BtqmxTvlskNWXXUQIbhaurum9GrePqm9Yaeabjkiqf%2BbUvzDOvb2Y1E%2BEX2DnemcTP%2FzLcuu7xjQXdAtjR0Lo5n4%2FHs%2FGtntMlysHt%2B29NXbH6se%2F%2FWbFcyu%2Br28H0MwzI30DYeYTLMXIA2EG8QlHpAsyS0EfEToR0a3utIxFPJ3kiIHCCrZ66b0e2xEmL1dM9YN%2FMwS5p01N5jMX%2FBLKt%2F1R83l0LyC29M6%2BiYxo%2FUNg%2FEF7c2WyyW5tYl8WnhWg2%2FhyySbD5UhnDyS7OcU0dnrFw%2BDfGdI7v4QfYIIzOMq9hFtY55gmvC7jZ2FK7sEdrn6IXBuucYhjsGdQ8z0yEbWkkczjjsE5hNAIZrPx2zOLZDmKNXcXtg7EMqidAEEWg%2BSJCBBNwxvxJfc%2FbZa%2BKKf%2BxoKZybnq5vaqpPTye7CiF%2BZFjxZ8%2F7Qij0hfOG%2FcowPA1rT1l4ymWnrKmxxqfErTVrpgwPlz1kC%2BOy8NMDz6c%2BIO38K%2Fx0xkPnLW8Kx6qGAoQdL%2BTD9V9rb%2B%2Fctn%2F%2Ftrxz8dUrZrD%2Fzk%2FferF0cNt1BzctmX2FZPXt%2FjnFCQNz4Ah%2FiKllGiCMs1w5Lkg0kiEwj6VTXCDKsX9rMpnvIj9pcDecXAIXMnqn2dTUbN6w0XQ9ue6FV%2FnnXCH7S3lPWGltVcLsH75ub3ab7A8M28caNrIeOr3o5Q0yFsYL80xaa0EY%2FUEczV7icUMY5pnelAkmUAXmHYjvFWFGxuqlSaow3OM%2B%2FiYY7%2Fl%2FhVELF4EjRqNR%2FbvRbOY%2BDUGzGR%2FOh3EqmE%2FugIQQguGt%2FeMYz%2F%2BL0cimjeZfQDI3phXMbMQsqH%2BCjwVz%2Fhf4idHovgVmB8gLvjbicDcC%2FNypP536E%2F9N%2FpuMibExdohBmNwyiaZdJGoigos7GpF222xrfnZhML%2F7Z%2BylaqP63Hr%2Bm7bdUkQ6%2F2cXqdfmvwixY%2Bs2ksXFeXcE%2BiX0Z%2BIow76DBNgjJ7TOdUK18iPsPflfQD%2BDPsZG2Aj9VmKMMJ4fYRrhIaxhTDR0Elh2vA6h%2FAE6xUb29mj3sjmL72petXjejPy%2Boel60M99tFduCI59N3221xe7apOvxs6aHs7vab1IqY2tv7q2xsHeHGml%2FcV06u%2F8S%2FxTjJ%2BJYc0bWEX0ukW6YmIbGkJRMdjJ9mYIH5QIdJF4hvRGyK7cC7ctImQRcUET99fGXOoft35GYLMQu%2Bg2smnkgZUrH8AL%2F9Si217IssJ916nv14ZrJrvdxLkQvrvtBcjgPC0NXOicO8Qf4mcxPqh3hgUw3DDfdvLJXngg7N3dN2zbPJSaed3OfZnMU7dvmznp3C3bruO%2BNmue0LFsy7S%2B6265%2BfCKFYdvvuW6vmlblnUI8xCXp37CrOZv4B9gauDBlYp7adcUXB5DNCwYImlXOJJKkAdvExXxVvKEYnCo%2B3eIskP9qrrfIYs71CccBjfXRC52udTHHdaP1A1ui%2FVvH1otbrLrpNXBsGX5B89QghDyimlvNB2KfkxZ5C9%2Fem3%2Bd1%2Bd%2F%2FIfFp2%2B2Oxn%2Fs%2B9n%2F79p39S3s8idN6g0yZObwJOgKUpNB3GyU0Ls0PbRzIRq4lcarLKOJBkLRzJQD4j2090XrbA7DW8K3jNF5hlGS5e4V2D17zgss4T20egOJte5iD0bReM9yjTxnQxCRj3c5kFzGJmGbNKmwGw39IJDJcXJZGMkaAB4jyJAKw0jt5IAuIE%2BA%2BU3cVAZZrq9zhDyBrU8oosuxcGNTzCKJfla7JjNVmuSb%2F%2BtuzN2H%2BX4vlB%2BPpdfMXXmuVsNiub1T34SFbjYw5itEvVi0K0Nt9pNJUMI7SLGRhf2xipfCYf8z5OdlGKayOucFeVPeS%2Fdbo3lBrbSMmwUiQN5%2Fed7g0Ds1s17IuZC5kNzM3MZ6EWCa0DtekdJfAxz%2BR%2FOX28sND7yRMTBcf%2B%2Bs8mQCQWHya4qBv%2FufeMoWyslPA9DtMxUknxkH%2FyfTnm2CMYzs%2BCq3r7PxY%2FMXomrvTEsRpfEGHa%2BWN8E1AHjElb7d06ddA7oK%2F%2B5Mdsv9EtPms0jv0Z5kf1FqPxWdFtfFr0kHfgDX0Y%2B5PRSG7RUj0tQr7rmfX8DH4G5W28kKeJLtmQsQkuwMP1pk16EV4sl7vrMJATfyUWo%2FGwEco4rh4XFQgaiUX9qxZHrMQqKnz%2Fc2d8b9TysYrAuXpP%2FRf%2FGr8b1qwwc5a%2BeuLa6S6sneNXToG2XrEJi4R5SGs8Sq2S3d97bsfCRaTdaLwKClRHt37mkudvXbjwVrLhuYeGhh56bvfQkHpk2CwvwClqgWwuBfndC3c8dwmstj81KkagcUgbfPY8Zje0W%2F82VPWJHmSq6pP8hPWpotc%2FEexDOK3qU%2BwngPhOCiO9MJRm8TJefjelrzoKnG2Bn%2B1NCUmPE4gHFmBN9jrTigRIpsACrc9Gstg58ULkp9467%2BGf%2FeFnD5%2F31lNrt2967dhrm7bzI%2BVT5m%2BfzKhvf2MzpICEm79Bopkn07lt1762adNr127LwVqQLdJ5%2BlpQDcvHPQtVY5knhYrK6q8%2FJsiP6EuhGZdFdaNszjvpqvc%2BPI0CdjN0AXsFOC3ZfALDJwr4q2Xq%2BGF%2BGNbsxUg5NLLIEXi8otcDQcUts0D8eQ1iVDRAMBTsYiNdRIxE09EIBJO9A2xqgERTaW86BUFn0OD2xFO97FAgFhF6OoQ7prYt4XwSeUgQHiJyDbeke9IdQntciLQ1FlJMaYcUNvZBg%2BFB1ubjlnRNvl3o6IEU2w7fdNPhm%2Fhh%2BFLysUu6%2B%2BDLHkOkrSHYEjH0tEPe7WdD3uyDgvAgK%2Fm4szFFR7ch0toUgBTdWHr7EpaWru6%2B6dmbbnqWEbV2EtxAsXiZAPTtGPSbHsotI2leoM8TePEqgSQprs7AGFf8kuOkPdZPXGb55POAW1d%2FjLST9v5YflasP6v%2FCO7%2BGNAPC2BMZWmsOjp2NNbfHwMCJD%2BLPVL%2BD%2FOYlWEEI%2F9jpPddOFkB5d1GSuKZYggmCCd7JUxD7EXAzxyirYnNDLdDZoFdx14kivkvGc3579Jm36reTTvDgBnaO6vzyQ6chQmlsMoIkIQ2%2BbBDWBud1Va4pcCn8CPqxlh%2FfgtG8IPaPH8C5wk6%2FnZDv69jurV5QhtwE0x2iqOsj9Mx8B9%2F0EaUdiPfOYYDCi%2Fq9jhWRuupMDEU0%2BCtX0sDFxv07T%2FK5niBPqN9%2BtQjgEc31NGCXFeMcCEuQBIc%2FBK4CO78u7EPYvl3yaEfK3vcb6qP1R2tI7vUjVDDUdKubsSrNjYKY1qBEa2P50SJoaXiksIoLiCwnxS6EBuBde87botNfdEWwYvF%2FR0%2Fu5yCqhGeEOR2ynSeyXjt6ka7neyye8kryBSWE52y%2BRBgogrXPZ8E1yIHoHIFUM%2BAbJhE7lbMtt8ApL%2BxmZW7PwbjAO0fAVoXQOuiSP%2FksIVdFZ0aulsamKUzwPZ%2FNYDMJRBPCxsBqLzqHyneXF6Ej9HlIFo7%2Bpg%2BjUb3unRmGpstGkm6etOuDBGA5wCMefp1gTHcdZlvPBXlOslvYTp1cd8UjYLVd%2FJ5awNrIOKLnIt9MD9qdrKrWCvA6ALm3QV9VrsPm60Q7%2BRHJHP%2B2hqfugo%2FMvI2H%2Fmqr4b9tFnKSRY1Y5Ek80Nm%2FWIhr1ikKnxGz9TWXrokf9xwujfvcOTtNTWnxd0F37Y2W79tteBqZ4G5qLCuomw%2BnSr28QESCRVLTyYKILGJOPfcnaIFOsewhRdvv%2BrWa%2FWih0vlbX6Zb75T5C0qNKVFvH1QL%2FvazSWgC2s6oWXXIuUxQelKiJbowuJDQViatLmLijg9CQBMg8WiPgiw3LEeYRmm5f%2BXdnvkDnxLLjMLxtvX74C3OlwPQqx4xwIdpPx38LrlDphiyWUWHWKAzzxurS%2FxTo%2BP5wGFak62ap1PVFFN4v%2Fy%2BxuR39WnIO7lsWfwgVsK17wxrs9K8ltIKuhkw7f%2F6dhK6gQokFKhWX3urrjk%2FrnI0pgfpGMeuQIUaEM7%2BGF5q2iMkCaMQwxxOzcvU0eXbsnS9XknXvP7Gtw5dwPXlFu2ecvSHEZgNDsU6x%2FGdXBYXyOQjzZReSedeEPY6nEv9gJR4oBQJtFO6Kd0fwC6BO4LNHDeBujB6dSNcUQC9zIv2LnAzGk99bUDrdFY%2B9yGFQtEo0GQPNv6vS2drj4%2B1jHbv3aJSMUWP%2BQTZrmbNTjU8wyG%2FiXNNpskybLcJ3CiTF5Ir%2BJYzmJwE0mSVhlxbtbmvweB3ulB6Til5UuUZydpgiFVeobhU0WaBqpJ198d%2B%2FXeNRTZ9%2F1OPfG7%2B2hwzd5W3D%2BhmyjsRcUg%2F%2BCavb%2B%2BVh2ls3L7zT%2FetOnHNxeerv313vzLVqPai4nJv%2BK1FC6040%2F4udw7sAb3laSg0XCkAAs0npBO6VJabS4Elk%2FU%2BD4gTXW%2Bj0wnrMlqNamq4tMIYB87tE10i0FR3LZNhJsb7%2FR561btmes8YBCRkhYNByRtKd55mqTas9FYhJnbRGHuOh3M4QTdgQSqmgRxuzGdSvZGcbMxNQGk5C3ebLjoXIOFM4l%2BWKHmLTJwRv9E8GWJ6dYvf%2FFmEyEGr%2Bgyrr1p5zrgkz0Cw2j94Hv8Jdx7dIVegBSNtgsqGsRQEYiIBoXwD0LNvQ5d7s5Z00QzwNhqZA0b%2BtMG1tQq5nd84uq8R0zPvX35G8uRaze4jcOHzz0w1%2BQ2BIRvf6J6Kgatnrbiem%2BCFvAxfkrndzD9MFPP1GWTUHclpASUkCNAQkpCCcCgDSUDAhDZ%2BCuEkgn8J7i9nMA7pA4lISappxILKfAeSAbIcSDuN2bJcfZILqeO5rLs0MnngSHYRdrHjmaz7JEsEPw51ZqDJDmUIOZIe34WaQeegNsJn1qz8AIpT3yCjyEih%2FxELkuJ0lEMYTLVCiWpo5oYMleMH6USyYJcD%2BuOe%2BkWKpn1Qns34iyYDjkSLvgnZXcgVQNeqINXr48m3iS7cjm8tedyY0f1QvTnHHdsrKby%2F%2BSSbPY8%2FNH6vpl%2FEsq3Ae4ZU1HC44KFiI9o7CEgab%2FRqHbj7s5KAg06s39ZP%2FzxI%2FmVuF%2FTbTSy%2B3Fb8If9%2Fcv7%2Bwt91yy8RfP1QXtW5RzQn7qIiZyuFM5QfJ5E9uVnqT85TanFx0lkP3ukBAMprvsRyi%2FC8NAJL1xbIIirSvnSj4O5netb4JxmNANHPssHAcHMHsFRgEug816gDBeMbdfiuRcghqYcm0%2BXxx%2F5IAEtN3fqFF3LzAXqwoT0PN0OVTNqxo8sxMkd5Ig6k79Zk7VxxX6gMLOZFQgvpW2RrMW1D0BDihaXQ9wVRoBxPLfpknmkeMtoB%2FqM9cRc9IqmMD2XUmdZ7GSRKPUZvChf8BoykriM2MnKYbOHX8R7cLdNCxSFFVQqoYswnlWtlFS2mNkhswVpZiQW1J%2FUKFfipHGlUkM6UKBhMz1istELIHJLMSctu3ugzfaVSOjKvUgc%2FTHK4Sdg2Wscz69leKIkkrwuuWiOe9yGYKQXRumkC3qbRcMwrvhjNXgdZk3RxAUEhuSPvn3nnd%2B%2BU%2F3vlVOmrJzCD8JLxV1OHRjrZifbcFDOuRNTGqdgQm1tSNJ2OcQ04YiEXuxtII1ECSQRoQGYioEsgCfchB4ghAtw7FfJre4WZ9hkVi9MtjuWqtdNDlpMrfEG9fOT6q21okg%2Be4As38MfGquNt7oUws6Ysarj1%2FefE%2Byst86YUVNvDdts3Pv5c8m%2FaP0C%2Bf8%2FQb%2BIMnGq09BgwN01oIOAnAdagI8mBSrqk1gxTDUBOtk2ousEtBH2z4Ir2d3f6k8PXXVlt2qN9RODxRuoJT%2Fv27wm09jRYVc%2Fe%2B%2Biyx2tyzJb%2Fn3J0htXP87eSsQaf2Ly0s6Zmxela88REy1cf4273mI3iXNJ7KxrZibOm9xm6rl4fqy%2Ft27smU8tOfdW2ucBzg2UfmOIVyLIl3kpYlwphDISTXJXsctmiDtN7fNV6zelgxwnWxsVr83Aj%2FS5ki1jL%2Fa0GC6%2B2L6Um%2BaoddlNFuj%2BbJ8mH%2FiaLh8I0%2FU51NspIEfq0dohwyFXKgm4NggwQ4rRhCOUFtxxo8XnitT4cnGfT93IS8FaT85XE3H5LMY4zIEPL1hw443wz%2B1UmhTJyJGxZzw%2BwsKkKZgUiVtKOKMEb2AKHTv61FNc01PQFwKnvsZ%2F9pPA4RKTASWahmh%2B8MxwzHxKy74IRn5LGRjsPUUwTu64UYNY38caqd7HKucZ%2FtHnODtENw%2F2UfHRMaq1UUPDJQ0OKkWCeet5fYOhII1VRz8%2B%2FElg5j4Gxur3J8o2PJ4rg%2B2d08T%2FfwEzSVbyZ9XPro95T477lRKqUSRXQnauHNsISAl27oWi6Fv9z48JMv8r%2FaMMj8onCP%2FDuDZOuN%2BGPPr%2F%2Bp7bx%2B7JlbYdppcNhzKU%2F1Px5aiaGDn%2Fs1iGMaBcleKUo%2Fv9rcxkZj7DBEKOfrayytXNLYiUdBY%2BpleQXdnscKlQcpzuWluxsieeyuXIK6SdxozitWyGOV3vOHHjguyCQ6fpIYy2JwvrQEF%2FQa9Pdf%2FQqOSqCiE%2FEE1%2FXIVKTc2tzWbHnimrEd%2BVyz311Ml3P0GVTj7PD5aDnsvCvH36alEaPMePcMegXs7x8igTu4B9v7G9vTHvhCu%2FkzIdx%2BBxC0ay9zRSvoS0F2lIxI%2BX7klU63I40gLQ3w5ep5na%2BSFnba3z5D64zv%2BQtM4n4ffG3tq4aNHGRfxgrXPMim%2B5487abL7xhdseIRn1KDl%2B7aINixdv0OD%2BJSPwKf5%2BxoP6aiTeQIDVlIhMcL1H5R9PYXvprs3fv2bO7MOplCmweuiq2JRZ1zz%2B9a%2Fv2PH1Hfz9236w%2BZrPXvWfAxlj4NLLHpq3c%2FPQ3uvmvbrjG7fe%2Bo2y%2FcLdtE6VUlXi0ASb1VLUBVSUWSU4HdvAraTyS8xzM8NxvxFkXV6pUVRiJwcgC5zEeht4rwcp7ki0k41G0qlQhG1Vzlq8alEmnFi58caB5Q9vn988MLhqyVlHvLEWjtQFeupdiocF%2FtkkOGPW2ibWaBTkeZ%2FdvPWazXfOnnvL6jkRXpi85sFzZt%2B55ZptW3bl1cCCHZPD06MhySha7UFzjcjbp8fOecFCirzAG%2FyVjBX6OFIaadSjQq1nNhyIe8tVbaaSdHlXIWKacMeuZA1uxS95zILhyrxAdsXTL6m7kNQlx2P9uZf2qhufePFFbpI6%2FOU0WcP99RrCsrwseVot5mtytpf6Y0gm9sdeyKnPQ7onyK4nXlR%2Frg7H95M1upzu89DH6pgUcikoiihJ6NJKmRxV1x%2BMJiOA3YwhDRQrWU0u%2F0rvq0VYXnyCwsLeTJYBq3dAtJDavuzyoVpzZ99Z0%2Ba0uoiFH%2FxcqgDR7rUFeOrUn6Cywb8ZeNMbhLV5ugP9l0zv9UN5b5mFkjzxUcpPJCn3V402pRxtJd2GrnLdhtVk9ZSZh9W91fCSH5B7ofxPiWL%2Bj3D%2FuwhBRdyAyozeZwvQzs79soi%2BBKSnafLviZCcfrpBpLyimfLfTyJtbyruIQKD01tUwJyKEo%2FybaxkSNFUMdMkhQoJyRBQFhnUkDQSXhTM%2B3NmY0EDM7ffLIjqWEGt8lCO6mLia3PukFnghosJD5p5SIho%2FVDkzQfLE%2BIrYoJXkD19pdP7OwG%2FvoIUtagiWiZ4PAFTHHlTVhRZ7dYmPar%2BNJ%2B8JhmR6DFK5DV1foHoLNO%2FpHrvZfmWZ15RQlwvoVDKhCWNK3CCch9lfFBuAqUgpFSShmNaPj%2Bi5%2B%2BWZfKeViJfW5HnUakVL4UCNVkA4%2BETfIqx4B5xSaP2L1yn0zn2ltPn4%2BOqZGmwwEVCaCSqG53ldtL1oLGAhdMLd09MpCCF6tD6ZnAZBY9hDaYsP0jzZ0j5ZjKsF4i1UmLuhbJMCnYJPt5VwFNvmZawXjEvLJqIH8STonZjq7BZ8gKgR20C9MDFqJAX1H64QW2NEup6qgzLP8cvppL%2FNNTOBTCJABOHeWoXzLhw4Wuy7gaBtjKr9kgKq8ZlRYBS32Lpxc8vIhpNDTfyNXWybMJbn2RyQ5EmWc2QF9wmSZ0KYCE%2BcPuYO6b15Uotj2Kd4MItLS7gtFbkTdrFND6pvEZqv5Yv7jXAus7Pg7avo7KDot50NX3CPkP%2BKps8J9%2F3mGQIteY%2FLGPC%2BL7872SPR2br5fy8MtKBMHedGuM28%2FMZmPJMrGgi3Gb1S%2BSi1%2FL%2FzrZwO9XH1ce%2Fz7ZQ1WSoY%2F%2BpMb5FT4ua0Wm%2BJf%2F298nFmChEQ%2BTi71est4mq9VYI6RsymoRJKYidElT2FGnDTZvqtfhGAFTbeqEw68GqtfmbVa%2F1IFO1%2FjdWr%2F8BDRRtQh9XNjubEm4aWVpVonpTGR7PVGc%2BKJNoBIWF7kYi4gUV3r1U6723i6TxUl3n3%2FtM27aZfKb7THiHW9VzFSwHJ05VfK6Ar7kaB0XgPPE0BSkSFKsBUpaLihEWoA9wBt8qirh2VSOkZwXEwyrxZ5jyt2rJmSo9gX7cg6jsEUGJU9z9xJPOEM3uQQxKgkh35DNATnVyrmJ3mbCNyIB%2Fyox4wH1bg2DwN7q9kov4pFqny8oSm3RQbGgJ1QQTs6ZMLilOVYJ9v6Wha3HcJ9jddsXp9YhGUXLXt%2FqMDnvLpPNTXfNa60z5%2FyjXQOMq%2BlNmwh5egpYrdfZQZV9rI47xlRkuyTjpzsmCBSWNkAXVoK8sgYWqQJWbo1RLo6QH0YW6pxqfCnRgkd%2BRiFjUQUQ7poIaYoakgXxwFd9BuuI38H1xBxXSFb%2FpBDIKQFn7YB3dB36l7sG1FLaKiBdp1KxLvfswap%2F30lnVESgNnvjbUoT6w9N%2BXoio0qcYOIM%2Bheg940YimsucQVvli9NEcft2UZwGQwLuilj1fFr1i3NP94X%2BPE7Hpvtj6lBJfJ4R6NvWiaL6MgzWHxiN66DExa%2BdAdAbMYX6HVF8A%2B7rjEZIXAVbDe7PVI9rmN69JOLV1DOSvRPxWNPZBZf%2FNf%2BNy65BhYxxxV%2B77XJ2wfQ389%2FIQPgajXbwMsuAz%2F0IaQcXJavKbRqR2IqyZruXjVC2%2Bhdee%2F5vdnYOedpmVtR3NGXldxSzDSIiBVpkGb9by89UpEPKrSLZmyFDzMab%2FwXl2CNe7s%2FqCtTvWgG5kpBmCBlSzDS%2Fr8N4uwBwohRW63JTS1y32f0TQsPfXVGEHQrV8%2FNCfiOUVirYcBbIeA2%2BiF68rQIo3B%2FS628vYESr79ehzS7Q9LEL9UXmik9XVHb1yBO3Ngvt5935%2Bk1efkV51mzzrM0LL3%2F20avnwMeKuWyOUZg2TasSqZ%2BKcZQiOn1Iu2Vh497ALUVZiCKt%2Fgh6IvTIj1ZLRjWAkpHKOKovNwp00eqPROiAbiNEKieXwMLcXhVJ1%2FuzmLP4tfxaHR59cBdJVG1kTAgl9ze9QKUEQ946Hkb%2BokJ5JRDyf54Axur1D%2BWS49cLr0tTPEu7UmXrxcSr3XNvumv4yXzInXKH4F7Tc7p17Zt%2Bt%2FqW2%2B93k063X7VW6lALxTY7i1nBXMxcxmzQbabxz%2BtJo%2BwijYaIGMNS8AoSMgAPt84DdHOoMPfjXhF%2BkuH1tZvuFQrRCN07xGcXRX9MYxYchDe5BcHj%2BZ4i%2B42WyPc8Xofi7bbZJN5nJLJ5qr6IqRtzqNlM17SpFsnkEyTWoABEjz4JXOQvzWYuwdnV5LNGOwTM5v9r4RpQ8ZXsYodks3o31JBlzbYtNotisnm22MxiwGFXam5oN1n0TA%2FhRvshvTSDwHff4nNzRo9Dum6PaJbMXzDz%2Bx%2BFkj4L4bFNBb1asqsgH7Dyh4DvbkPtf5yMDKzEwyoaESMSNS9P9gJVA3%2FRTlwoMwZvxECFWxIPNw9gi01nOHjP32esZTtmXHnxvZd8ZtakqQ7ekajbXetpNa6ocTVxJtY%2BuSe69OLz77zh5bDR3xjZMzUz6fxrz1nqrZGcHQHfPVefN%2BfiK86LeXj%2BSc5lPKy%2Bk%2FvCUI%2FDaLFYCWHr6nbXuILTIsb5imNKY%2FrCm28fSMxPhkN1XbNMNZGuqwOBhtTSxWuTk6bw0ZaG86b1hKddePOKuBvmiguYBn4T%2FyOqOyGRBt7bKUI1GjioBC8aUKwF7Q319UgcmtFGIzCJGBqwQij0ynDsfdFGc3TS3BlNfJ25xmzniMkpXXTPvCaD3ZaZvyzjmZdudBostmhb0ORZNN2sJBeed1HXkrUsywueQH%2BL0eCPxmsa5ZpgRJSDZ11yDv%2Bjmbd86vxZfc1WcZJ3UkMq1BOOOVtvu%2F%2BpB%2Ben186d3GTwWAw2jheaJs09%2F%2BLNfZft37DALyrNj1wABMuUKbODyTVnT%2FKYbJ3Tpq8IrNh92dkxOj5P%2FYpZx4%2FycyiVcDYdn4JbEoKdQi9054iBKsygLW46FRGxAb0NPNCm8BSNCPjoKcj6EAus4SuP3rB%2BcV99%2FeTF6294dA8%2BTK6v74MHVpYNRt%2FI30e8QGTOOdfGWzzxcy%2B87a7bLjw37rHw1nPzp0KyyRSeZO%2BQQhInt3dYgvycjrPOv%2BT8s1rptaP84VeywdWX2T4ysr0%2F7TLIs6%2Bx9zib56ye1dM9e%2FXsZmePY3NDs9zlnNVt4%2BWgHJbbz3Livg4P9WWgviOMm4kCRT6I8vw0NbUUEnFvOuFKoxQW1gTsvFirsF5pb7qTUCx4i7VmtToveaDxvK9uOaedVvPRpVOnNz0Q6bry7uiSdQ8t7Vy4JQKVS%2BXPplV2ts4bvCwZu%2BKzgITtxepaPRzWdpv74muvv6RO0SorX6cu%2FdqKn%2FXWnrtp%2FZragz13DUCl5myiFW2Ycvb0PtsXnU%2Btx8pvLFbUspLX68mdegwmOif%2FNPDONajTGoUh6tU56HBJCTBASVvNUB5VIiKpc9kd7kludodSFz7xQbiOmMk5dOYk56gzL6uaf7N8a6MQOHm0ae6snZpFDfuT3%2FjdYzjzwkXXIVHoXNuCfQslQZqBZjTsoHMqrkE4jaYdgkGz2ATOgB3cPkSukD01DnV3ttb1wx%2B6arPqbkcNAHoFPzKUUQ%2BqL0k97pjbZv1I%2FegC9zTFbrrlFpNdmea%2BgIgfWW3wqkcis8ky5FAcRd1If5nNZrl2FFpungc8wpoCl1BpQV%2FScS%2BzjlASyUTVv%2FAJ46gkJI4bHX4lTnloctxPZE1ckS3%2BjG2fKIjkQFyzuo8jvYQG1OrGvJPSTu%2FnSp9PHNTl4z5hK%2F8gtXVKF6gEKiglgcKiRlCESsQCV5QIlKWKpr34lt%2FwkSx%2FJCmP5%2FcBKQfl%2F5gd%2BrOS%2F%2Bp91%2F%2BYCg5CXK2W4M9fu%2B%2F6xxX%2BvnelVuldIDCG0VQTpU9Dw4pRfei%2B6zWx0MLie0gPbyrkmRU7OwT16JGeyXLHqOLqAfVN1GPlBzWtFNzj0TRTCjogtP1NjIvu5habN5Aoa1k66wGpqriVetJgiGdwDZtKhnN0y4n9sXYnsqGmZfDSR15%2B5NLBlhoDaedEm7sxmpqRija6ZEEg2EAnTiAC8IrmFbGz1q08P9PSkjl%2F5bqzYqT9hMmptEXDgTqP3Wiye%2BsD4Wir4jCeoHbbp5hRfpB7BakUIppIlPCD30dR1GtslDz8OsqbXmejFC%2Fv8wu5X2myq7SJ8Avzv9DFUJySf5uNvq4%2BTi7W9D%2FOZrLChdwxmPNiBRqVjnpK%2FaGxRCDspVYKAW9AN1JANoo8wP4BJUlGqdgw6m1qPQ2QW3%2BOfU5%2FieLS%2FNuKpDU3uf8bcAXyBal5jMR2NEAbPAZt0K3hvxHBEDlUxfIGcD%2BN2gNSNx36nfqlAYow0puatNpRz0e4W2oahKzQHsjf2c16ad%2F3t2KTtPobnX6D8C8pd0MDP%2BKx7wnXqGGlLQcvikMErm6TmfsuxJXbSAxqNjOogJLQBLiKEHAE%2BJGTS3JoEhTrz8%2FCB%2B5YlupJ58aOat8Kv4JvregxwcU5Cp8GFAFm1FyOfto6GS2m1NGTS6CPNKkbsTdCBlnN9onMho55BX8IJZtEQ35lk%2BhtwN5A0V3RCPoD%2FyXAcv6pAtbZczRUA64JmcUf4q7Q89ZHLeJVZ5D1Ps%2Ft%2B0iCT3AHVtZC7JDCXfR7OSb%2FXja5H3zQbZL1B%2BULX1BMTEk3AseSpmnKEK4T9ekMIidUCRQFfcbj7z8gNLvzF7mbhQN8h6ZbRset%2BnQWdS%2FZX3k7WpS8P9sfo0iGS64wV516pOhjI6TZ2dApgI5%2BLhxywYoWxKUrykKJsIoDsR4mSrCTg0egMPnLW%2F3Q5Nn8BZEuzqEI7HK3n0%2BzFmuO3TtWQ5WJoG9YqCD6Gc32SxnbnVPfsxvrFXK2dILl7bLthDp6glhcsfp4bYvbSmj%2FmQ94uBTw0E73x2jbNRCvC6VL6GCFDwU7eWQDcC5FY5s0slieRDwtAbRsbLXbaXAuu14e2OJw1dc6jQ3ZdY8v7rv2%2FBWZLqvFWVvvcmwZkK9f5jS4muO9yR5res4kfkRxhV03L1RfPOiPtYi8pd7jNEsOpyTwxpaY%2FyCZu%2FAmd5Or9uS3DYaeqVOhH7gZN%2F8I%2Fwi1fEuLXvyNivibjuKvN%2B1Nc01HF%2F3h%2Bef%2FsOhox8MPd5SFucPjorQwXT%2BytA8EmA5mamHNFDVhBI5pjZbQpugBNkO8MvRub8KVDKST1Wag7D3xlin1ZF7LFP%2F79nbvCXFOY%2BPUjrT7%2FotsPXXZ4exdPzuhZuL5LUXVAn7k7PbhG89uz3b41X01gbjP1xwlu5rrvvf9%2Bpbs6E%2FVu7Nk642%2FPYRaAiUBdrmO6CDTBLPQFA1ur0uXoBR1INDMkypKpoTqnSMx5GiEdTEaSHLs0Alvu%2F19%2F5QW9Rv1U1ridT22i%2B53pzumbs%2BXFFXYC%2B%2BCGsTj5JUT%2FGCgRt3n78i2n71FHG4%2Fu6X%2B%2B9%2Braya7os3ZbDmgWfXun44e%2Bu2NZKuGZ0HiF8M4TlMPR%2BEU6rPKRJ8wOU2RFUFLex3egEsz3YqEAq0cqhAAW19dBZIlVzR61tuIdTnpXH7l%2BuXrbjPUyep%2B8cl6aXKWhPHpDcXl9KiTWDNr4mBQc8Tq%2BNzK%2FOKSbsfl79o9G20R%2BbrBXYvUg0rLHhtrc4TN81TTOWSZ0gL1ZVlOYH2ery%2F7XVUjFMbzYpg7UswcqJPQwBd0LKLabJ8IaCr2otcjSkIrGwootKECaUd4XH1%2BSdazRrfddkBU98t1htvWrbjqSqjaCguxrffM%2F5zDCpBALUycmajhd%2BR6ww4SWafuZ5eU%2BtPid4lgd3gt%2Bb%2FY9rQoZNmiXYPXyRHbRs8zX%2Ff4WIFjWZJtUdSD55AP3xtXH%2BZipC0EqdBGDA4CoYEU6gRLGPU11QhkLTBiEYPiqOeQgwTCl9aok1Qr5pFf71qEeNxjy%2F8F0GoqYPv75Yh9j3x4DuJ%2BuEzHRpAq2lMqb%2BqfTdiq6kGtzfOWsv0c7lSeMXDHBDe1MT%2BLUgx0Pg%2Fp87u2UicdIvqQi8DkxhcUwUXCedMpb4NQjwY3npTmgsURJavLwCRyEcN2HfWsDVGfv%2Fu9ZUWUx%2BPYFueUKwaNvbtu%2BXps3eVWbN1GcgVrdMnWJ7WmJz9SD66EBidag0NF1Ukep0t5A7sFCWdhzvYwHv6L%2FBehXuHqfaBwBEU7hfVLcXvS4VQv%2BT%2FvaSIl7cbeMc7ekv9i8S3e1L5xxpvMGcu1EYPbKyCiijjGXcDKckm43PqU2qNWlXusZMiqF82cuVzolUHN9NNR0HZPxFPV9V0wLtvq%2Bk4DqOwVWDlzuQLVdqFiP08cRX7aRlBVfR8cb55bWe5LExnlcsDp1vAP8Q9BucPMk1Ulh4GnN0SAdxcNHv3q9ohx1Ati4S%2FtkWjIDe3hQdkUGrGRaFBiUdiTSkI41UkMuuQHP%2BEaSQYlPQTFWJF03BNPpTu5KFAdkWgDukzsZKMG0Q1TAQQglScOaP%2FdsZ8%2BfP75D%2F9Uu5Gs3FY%2F2SxPld0DHOciXI9gqjcEidXjE%2B3BLosy0OcX3T7O5g65ROGyzQ2BZs7WbZVnO5ydLe32hMwTQ4wnnKXW6XW5LAa7oaXOIHoUl0FgLQLH2by8wSTWeAx2Y5PDazK3BqZbeJZwXGPaYhX87ZNszoDdaRxotXO1nNlpdvAPFWHDm8PqEE0sZxDEqGzxisFNnuCWetPcGrObN0p23tTZwMuRVodSV8%2BLTrOV3eRvzjQZiSjaLYS1WEJe0kNsJlZu9LFun7%2B%2BwW4gRDRbaxw2nrOGm%2BxOj9cmtbp9ZqeTM1m8UXfQQCSTVSQox6pvtjot%2FFpHvIUjJovFEoYvHYV9C5Y%2FxN9OfcalvII37UEhTbTg%2FAQIaPb4Vz6j5u8%2FaViycMod%2FfkDcpu8QZbZoeBi%2FvbzP3XPsZvOubMtaPHkD9jt6%2BU2O7vqU%2F9C9SMvgrXpQNG%2FE0oJxun%2BCiElUa0IKQSUwERxOntKSV7ekcuh9VBZBBo3VUcB58ofKBHCwLyf9qFosz9Ibf8dGqwaBMjRig4SGOZ2UkWI7UiO9OfUPdxOYFApUZyfpY7mgEc5rtNGGk2H1lPhAk1Hp%2FVAMqQEHEUfEYkkUQq1JMdzsX7kklRrTrUi1wMcDjmu1YYfATj7Y%2BpGpPEBXuoQIj8rR9mgCl4C9yqmF7xnVWxGVniNqtpVmXBvQ6iwni5YQ8a1jYrXtc2J13HvgkvqWxuva1sbr%2BP2S5ceKGyBwDv2DbrToe1u6BkAJV7xnVLUaq0sJB8pFqcUIPi3yuwxi4JuLr%2BP30f3OkPQ72aO0xYo3%2FEsmO3QO5qEF8S0qQH0UsKXv0brnl9%2B8M7jF174%2BDsfvPOl1au%2FRL5%2F9DsbNnwHL2pHR1NTRxMZhJtHktOOxLxErPF6YlLvpC9YP73x%2B4ofw%2B3xVdrHcDE0dQQCmCRgvt9b35xINDf1CDcRSfJ%2BpYl%2BSf8YcurfmXP5F%2Fkj6J82jNsrkWiEuhVlgFfyNkB3S5MUzLhoNiwSCYcxQ7Ui4J0Xh7fmqRbaPa1tzujxkBRlsEHy0%2FOM4pYLPb7g9O6BQJN6l9zQ0OGyCaZz0vMTbHOzXfQ7a2tsterTcqxeInODoemdktw%2B1SbVhKwtW9ffe8VKadK0OVuC3bWzyKm5LeddsWTeorWyY9IMtUFutdu5g%2BRn533qkocdvLs2HmhU75br%2FMmWtD8zA3OP2t1ea636jEzqYxJZGAwFiDEd61oTsrRuW3%2F3pYNi3bS%2BRd%2BGjOfVpAPNd6y64Gsz1GaZleWIPoYL%2Fv9mTeQBENVEguiF1aC4YeXxFETw6QyPfn0m9g8IrMFAvKM1EI11DARnbqibHk%2FIojy5rSdgCyZi06y8sS024PeuO4MfwQ5Y9yKRZCqyYaF30vzeHlmUprR21tR0t0yz8KZY66zWuGvxVQB%2F36kP%2BK38t2Hu6NQ9SFJfw0AdpqPEK2qTMpf2VCqJwqPoJezTL824b8akoL%2Bx03nhh%2BoNo5e77psxg9Q5LzebIKD%2BfsY34f2MtB9fk9v5b8PT6tYrgv4kRPwd0q9z3gdJSJ0653KjCYPwCaR5aUY63eW48O%2Fkdo33yxX9wCiMv2QTrk8eGSI6Ag6moG9t2P%2FF7GRNlDjl0gw7pJ5aOXXqyqn8SENnXBmbSwUYLyqJjv3UmY1nKr4t80no0faXsaIEiF%2FBRaIBnItSce4OUif7W6Vm9T9H1X9Vj71BEm%2BRdmIJQST%2FZfVdudUvh9S%2FqqNvqT98g9SQ3lHibZY0mRVHooyDN%2FFHmTgzjdozKw28NwQ0hwN6BCoPKaEk3YtKwNhwRLXuk076CGoZNXDQcRwZvreTZY9EZi%2Bd0s4%2Bztv8iei04JQl6ZbDD2eHV7X4uHuFVfPrOmcs6m6Kr7hssr%2B1VZFcEZ%2FPdJkn1hOs8SXS%2FNFFgqt94PIZzZ3tdaL6Q5vo6piSzdy737pwsX1VyxUrF15iJ4uNkq%2Brbyg1Z%2BO8VsNC1UmcvORPRfxtPrfRwL2p%2FoA1eZp6Z%2FaGffoewaXcA%2FxBlKlQLfhQL%2FoPgBGP3qsA7IQS8qDVNswHKRSheDUvA3Q7MZoRcJMxlEygujn1QdyzfPfq3dEp%2FbXh5e5YXW2Ngfvza0ZF6UgFL%2FE0fTq4LBlvTE2qb%2FKuuzYSXVnjTfM1osvqMHVbm9950quIZlbqaL6YP7jk3kUtA0GnX2nvq53f3WoSsvEdDRnULgo2fN7lNZJgI8%2FVWi33c3bBZnGY05%2Bdm%2B3qc7fNmj4YGKLj2nfqFP%2Bg7jdDlxEV5XsJQZP6hYrS1l0VQr4c69Xueixp90gnZPmE5OF22j%2BSYEWHlZ0K%2FHgsh%2FZtsbh6h2DNRlvv6jJh9XaJaHCZDiUDKNTMkvb8vsqCyf3ZNdSmO0fa0Y4baJTtpbKzuVzeeSI7fCKr2Z0WypapnXJ4gnoWy3PoUIlIQ1TXdqhQJIXp9Wx5fYdpeWh2TY5D%2BYVyKd0jw3iumwi%2FBC3cEy4o83QlZnW79MrCgCjbhWXBlRZVVZZv4rIKpXC01HFlHdHLoeWVl6UVc%2FJ5uGm6CViW5mulYMk%2BHqNYr0AyUPivLg2oMs2MPqtuhHyRyiwvNJej1Br%2BfcLyoAyu8D9B7bgmzUqfFobF5nKnK4%2Bt8MPJkI%2FxHUNWk117jugWF%2BxazTAALQn6%2BUE9lhoI5ApGA%2FiuJOsrlNP28SVVuBVajXmircLel46w2bJS1Q0Ft0KDuikDFL%2F3pYrid1Q4FvofwRIo4R9h2ftSwc6jHAMqLcCql8YPHtlzGoByNXYN6v8hXnRaOhUvx0sVLCexwupGDR4NOYC7PePa5keIPACnuAdD7dEadRuTIiS6Lb7uskb381My5yjzF8lGCjBRqdwrWJCagfB3yCy7XT1i92hbcZ5Ci1FJkgYMDf6n%2BjspIsHFjJrTOdzSMuOa9DbDcj%2FnH9N9bIoGVgzHPWIQuFuYtaMRaq8eCKI0gEF6lPOZjBz3EEvaaxwSUT9U%2F8JbJZPJJLBLolH1La%2FRbF9AbC8JJjv%2FmMnssKjLRBJyqj9QXxNko0Ux%2FX79epfiXkm6fmKwF%2Fen1HLc6LxloXWKvGa5rVCVL83VuiPcDEX%2FK5pTXOxHfx6HHB0t2FI0qI2rCZFTrvPWU67zVuS%2FkTsLnc7IKhFg30e4FOkqNSfH5PtkmUy6Cpiv%2F36k2sbqCeCFNa%2BURpoY0sZoYmCgCr3qgZz6s8I0gP1bYiR%2BD79H56NOz0EVWCTy2%2FfffvSCCx59W7uRV9995eqrX8GLesOXNm360iZ%2BT%2FEl3uZqL%2BFyzSZ8XxpTiI%2FG0nkT4zznFZ0t4ipMz5v4q9ssqbdKUZt6u82knPCrt6PZwsnn0XySVnyPR1ZXAn72yx48bWJsu7apnI3Hy8bygUK5Js32qcytapqgmn95uexccj205vGgJ%2BeuOeG2SORmKZr%2FqKzcx9SFctMJdwMUFZDJITs7dnOp1EKZCxg304Cevyfya%2BvlKqv6aXK1qIj3imL%2BL6hL%2ByvUlFfE0VKZ7E8gBY3M%2F8VoJCFgizH1W6VyC76nH6b7jiibYVxUmVIEspry%2FLgZIlCeP11Z4zs%2FAwvVwtGFEut5S1JY4lfyT0N%2FevOLo%2BrUEgjcqc9IkGpQbv3iW7Co5b%2BKgjvpzYdH85PLcc4X21ouwEGl%2FS4qnUAvoSlXUUhR1eKr2VWFTB%2BGMl6FsiQsVD1R3urlAAIoSn7JQkmiVVCHSpCwDH%2FqPepXQ0Db77CJOAImohB%2BRPWr31ev5g%2FkE%2BzTa4lbvZo8xdWPffQu9yJTPCNB66s%2BzXoJt%2F0L6hSoCuBIoK8fnBGG87OoRckJpLqyWe4YbpGi50g0%2B3I3UD85Oa0fzubfoXxPLbW3FDWzigmyJeM0tQkax7PqTy80%2BUxfUHPlBZIRVNQ%2Bv0xRm8REKPoLmNr0%2BUo48v9GFbXPKylqQ2IKm00QddgyWGMROCTxdLB9nCY8P7j2DjlsV%2F%2Bmfr0C0r%2FNkeXbbpPlOTBBwT0mVz1zx9S%2FwJecBF9Wgv3p032iP2v4VSgfgW2G%2BHUEdEXU6iq4CtpLJfIN9XQG8dwa1VoO8XC2SrPDDyCOQptXgbcPvlAgBfxBoGwftQKeKFrNTASPt3pGGqDt%2FQRasn2kri%2BH6L80MJRsmVYJrAKyDItpJUy3%2F15WYIJqcJ9Q5N%2FLFJ4c3dc1URpWl9hW6mu50MUIelg4ucTPf15zs5DFo1c0VSp1tKB9jkwIyuM45kb%2BIP8gHed%2B6jO3v0KbIknzLy636E8KPTdCuUpB0wLo9JKnAO6pv0vS31EtBha%2FfJemkgLVVnd8KCk4qBTpQ5m7FbifBKrPJcq0pZAFVG%2FXbOFz%2BTcq2MLrcmV28Nmi%2FOHskh82bau0k8eWCaPijQPWQ5lUvslwVCfHkXBMIehqUgtDNLeauH1huvZTbYmw%2BluPjyWoNGEuxRLR7LK5fSyXFUyK7PURQv2v8D3XOt2NJ6liBbmPGOsakw1kbeOs%2B31Wm5qpH%2BiJWSzqdPr2O7zc2TmtnrzCig6bBd%2FvgQmzOlz0STWIlmZEQfupogOZFHUZ7EkUnMn0RrpIMqAgHRJAOjIJ3yGw1I%2FMAp9q9S3Q%2FclADNm1wEeO%2Bxbwg5OIYHZLY3ehG5lJk2xhco%2B6JWybpEVz2wrR6hZyD0QXZbeDVB%2BonmlimpkWprdAs4WEZDSQppsDlcdCBJJESIYFuAtUnC4GIF2C3Uu2Kv7L1bdz6FxtqxpG4TqQOqOUNAJ2HLvPWA2GgDy4O4vaDrtyl6P%2B1fAll%2BSyFcQ28GHqh7fvvf37udylf0fNwhzgz87Y%2Bcf5x9GnF6ygHu18sAbipWeF0YPBgp2GaKeQduxxdEr3SgbH1kvH7tvqSLhedomOvZyts2dw8acu3dY%2Ff%2BucuMtCuP%2Fe4zC4XnH3OLZ8ZuxTWxy8dJfU5dhDeKPSlJy5pn%2F%2B7u3XrJhmr9C5CuleGflGQocKnlAUaRKp0BAHV0ZwUt9VCqk6zYOgRIuMfePJzdmBdpPJ7%2F6B23%2Bf%2Bsp9NMDZevovvfYHG5dGPISQq1DojqNckchVrCcCYz%2FQ0hI0m3NKDRfkgsrnamo%2Bp0CAq1FyvC3a3Nak%2Fs5VX282x9Ufy3E39VAx6o7LpCvO2wK%2Bch9jNqpJCutcIOooKnYWtDK8gTRVYygRQfwgzKM5%2BjP2jOZdx3r32Py7rQUPOzAnoRs95NvRAR0qLGU11Taqu1bUYSzMcWjMEir067JQQHfIrLBHsrgv00%2FWavd8HRLMEEYFSW3HCSNQehnrHztKqHcDyo4VfZ6gPKCR%2BgufwA8GegxUEo4A%2Bgd0BASHiH6jYMLIsUdQJTs%2FC641KN4oCHWolCMLlMfIdtWKScjx7SM5LD9HnfmhrGI0S139UWfUnxgOXdJFW%2BAMcGjKr6eHAttHF5sUoeArYKDcxMSYcKA%2FxUDhPiEOEAPafSIUFArN0r24ynI91EPARDXvIDYyvqZaWeroBOUABQA%2FE%2BDXC7PWafDLQY2oiwpUEyj4RQtVlUp1GrM7In2p2A7VuiOW6otMiGOo5Mrp05ejVuTy6dNX%2Fk%2F7mybZQ0nUmfrbx3U4KueDnlHm5wdh8FFeKnoaKKh%2FTK18StOPhwG9Xo5mqXAxvw%2F79YQwwDR%2BnAKQQ4izVXioB84qcppWB7IqjU45z4CE17OvF1Dw%2BoTFqxtz8dxwtogBnF9MjIl%2Fin%2BK8s3hM9laIn0TiCbTAXL0T798bPXqx36p3chrv0O%2BGC9Xaj48Ecv8U8UEeBvUEsDlTepiU5OvlpeNGvpnKF0RvUooWhIjnx6GeBapXCQYTw9DNg6%2FOC3gZjp76oNTj9Kz6Jqobxb9NDqc08vcKReOpcsQV2K8InXFaXW3aI6Ofr1k48rp7CX7rx%2Bv1UKPsfvzQU0Kc83i2VdILmd2%2FyX55zT9luN2%2BCu4nKfwPcK%2FCvDVU%2BpHh8%2BLaldIf1fA5h3ndT6Fln9%2FW%2F9Ce1vndfvJtnPVO2xhm3qbafHVCN1X363UXHq9xuVD8OSD29Z8pZ5cZrern9cAdGW%2Fuib%2Fud%2BVK0L9a42r6C90kL8KzxwLQw9NkIQJL0ASU8M%2BVG0KsUdgdvpgP%2F6NqqP0%2FgHZFUfGEijZLHpiIgvV5%2FBltrj8Qd7XQd5p4P%2B7tJo30NMO6VGBwahSPMYiaaBYoLY6uEnciyhhh1Z%2FvvacG%2Frjpsvnpzs0B1Id6fmX8119l88XnOxe%2FuGrzzHcdu7UtY3%2B2vmXN5zUyj3ZcPl8p1sZSs6%2FnGXtwrV7Ka0XZdz83fwjjINpZWYw85lL8BRK4nGyIir2RiOsEyipuEcIakpGjWgBjLiHWOgj0Yi34gW1kKPxHt2Na5q%2Blwg1RdRSpFDNzosb44YJXnAfoEOpZW%2F%2F6u1lhYA6leevezbI26zNHO811M2dc5HFxpk4i1jPC0s21%2FBWW5DnPQbn2X1WK43%2FaM2n18DfSoybbNHijFpamzXI31eRibGUOxSu%2FlT96YZlq1Yt20DaSBuG6knw2eusHs5EPBfNmVvHKdaQzcDfz9ZsXmLDWGXy2U5OsYSsIn8CS12jQIyD12KKqZrLPy7mSPdICmd6WGHG8NDZkkHuE4h9TU8FpmUO%2FVjC%2FEinToFyoNDz2p9XD6g78WgQdPG7Z3R0T%2FZ5dTM9lsL8Ktek7szl2L%2BgQwGgwkZHc2g5Su7NvVqwGy2Ua4KSXUwt1X4PaM5paaEu6jQ5zVFyNabxvUksVt2T%2F4VeamYPlLtffdQsk%2B2sUTY%2FzDXl%2F05W53%2FBz9UK3p7LjapZ2ZxOm%2BUlZXrL3HHGqO8%2BwVroDaCTTnTxitMxmiAAYQzVJQH%2Bnj3oIHnPaN6Zq6sNSLjBl8tKgVr2mj%2F9CWi9dnKca8rBQBsd5R1tzVlgrl5pbnPw6kZclCr2CHxMnHohLz%2B3KRQokzALyeIKFU1TNCiayJdoHvDYe7K6mZLm8S3uJ9dojuaJ62%2FqN%2FtjQxnSnhnKPw%2BLNrLi8ZKyJ3x1YhiI1aNAtP6NzCGzYv3DmaGh%2FLvQZnt0evgIhTFV0kE%2FPYxAnOHhCQUZdCWY5JWJwMzlAGl1mpNbDU7yyGnhRMILsYhH3VRAijrPcBU8%2FCj1Y9NY6cnGVW0CjTLaz7E3epvaT%2FLtTV72Rs%2B0WVVmd0dz%2FMGTI5F0OsIviaqDlbbO5X6xT3PeXbXHRtf%2Fz%2Bfdka%2BeKPr8KF7IF4vBsT9MFPuPJMBTBMq9hQxXelQ%2Bbewnf18ap4Ib%2BmSMrtDU5zqlD8QANa5MBGh%2FOwOvSDfcV2d66mfEWsbGWmIz6nsyZDWQSmqmxDneYyvjHPmRXHZxeueyRGLZzvRioKnGto9nIPkibAJA16adcOZRQr1iAP3bUyBR7T4RgAWTKxhkCYFwshq%2B7iV9r0whk50cmRcTg4fy5x4OmmNkHndIA2%2BYuMbmE9dwGYB4KFTsvnDE6Ah47r%2FfE3AYI%2BoXADpkdlENcZ8OZEEf8FFGZNxMs6ZLpG3SUFLL7Q2kcFU%2FA%2FJsw%2BvWDa%2F7emewLaoeibaF1B9qUNnuqWK3%2BUfXYVL1v%2FomD15xxeDkPnXTOKSVcCbDGtOu0YQNpGAP7U1HU58UrqGu8xIbHtkQ3LVhb7Dx46ET3Ffcm1q0YcOizNmf3bC3VjWfAcpSv3MyTlgJ23FHQgmgvk%2Bgk8pL0mcCDOn08MDAQlf%2B%2FSlTZ1z12fnqntOhbOTL9%2FZdevbAPN%2Byby1f%2FuUtC%2Fixm8ZBo59LTXEW060hGrTDplNprWd58fwB%2Fb%2FE27BdS%2Fs7U%2BrGVCeQ46nzaw9QccnmZerGZZs3Yw9aVHt%2BKh6HN4ti6lxIhT%2FwahnZtWwzlY9QHQ2c79C%2BdxzvVDKy8GqKWQERO9YAKbpsDUTLdWV5dE8PVPjvj9pqw7ah%2FPFVtkit7aj6G5xY9mfJrCz1j1e0BcnPol4UjtrCdbahIVtd2HaURujnFJR8CuOuUUfhrGhgKKgjCYNSvCc1WKlEp8wHUaAYynFNyzZn%2B2MnYv36dbMDBTonl%2FT%2Fma5IKAyEGz%2B4eRnVtaX6tss2o34u8mWorFtuFgm4A6qK%2Fyp%2FgLEBVat5WnPDdKA574ubuFJ%2FIUfZ%2FY2Nt6mN%2BZNNTSTaeI56gKwkXerTe9DDHUw8%2FH35FY3nNN7GGuBKWhrV9ep%2B0k1WjNWVaHkW1yA%2BQHWNu8rtBw2a5YXuE40rs7%2FGA%2Bj09V3hA98yRnFPOGr8ltGlsFdD%2F7tRce3LH6Trcneuiy7K7J3khKu%2B3qUaXPWaX7T6%2FKfj9BX2eZq2XAcZT79u1ClJzUtHUqfqSMWBcZS43Ena0cUGLgpkKxB1QM%2B0Fxz10wgg6r5rltnFpH05pepUq3Y2HfYqeKRntmUFNz%2BXmcOs1H31U6cC6RTVLfCg7RNBF1UF2%2FwBgu0fFQtPEU1sSg3VcNsR7dWq3af87tUFn1l3ltXpaJxpNvtcZkH2WmMst3JqRpxUH%2BWC0E1qOGtP66s1MYv%2BVLu8%2FXFXvV%2FZbunYYBeVN64ls0ur6NzpV9xzlmQwB5qC4Tq70WC0tk8dWJXeHvkD0h9zJOM0vD86%2F1NJMaIAolctvlByferCsqOKDKceOfUu1PsmoFCamV5mCrMUOCi6V6FJosMF22AcrKJgQDVhfYh6tepp%2FlYgvnCEAbJQ1L0rOpajEmRcasMiPfxhgGoVo4rwreQpV6fUJHH2e8fa1s2c13Apl1b89a58ozdoap2sjgLN9uISl7P1DrulyeIkt0zr6JjWocoPOZsaXPb6jtqBblsgsaRre2xHi4nELm0MhG1%2Bx1SXwLpFi53b%2BaHRYo%2FIrbZtuWAKu5cSEXfybnnmUCaXGTpQr0xK2O2WWY76f%2BnAjNVf7nCZHU5XqIkTnpt6VtvsFlPXg1031g%2FVRdpkkyVpD7jnmax88QwDvg%2F66NnMRdRXTcGTmQc3cuINwN5IQqi0yzb%2BYFVHuVqI5s4ADfg5oE4ybDLd28mFSFmYvRoomsWXEdLU2Wl3GJy93ZNb%2Fd5gqmNaqJZSO1l6PVRy0nZIj%2F45EetjLguh1rLqR%2BSK0hO6NrsqcNX8zoUdjQYDJ7tb4os6%2Bi%2BY0qpY2AWlnLRDWdGFTfGY1gV0zNAtJ7pdo24se0D88AwLY%2FgZmE9iuP4V5v7CSR%2FRThaHLh%2BUeBkXwU6BC7lGOevK65udTv%2BtS%2FPfW7qj3ljTcj3b9OkbV85t8xsMj7Ddj7DGpthZKwKPvso%2Fc%2F1K9aLE12fMWLV1y1D9ua8lyJdWXr%2FbG%2BnoCFutf%2FmLILe39ITUV4igr3876fpX5g2zeB52sWnIL4fXHlgeUzOx5QfIvJQyrKQE9wHUqVq%2BPEaOrz0wVvNbJZVSfsuMzxN4l9PkedFzw9V5Dj%2BnzpgoT4ZxCxJfC5RWLc74YVHxKlExCYt0JAOMatREhHBSCAtSfod6x6Ls8HCWECLwXZ9nd5Dz1T24JUdWs6fU3%2B%2BfcnT49Qe%2BkBs%2BwdsMZgPXMp3U5S958snPP%2FEE7bvkOPCuTUDTUQ%2FUzirLhML9yPahoe1D5Fj5jWsaoveyP00PehdUAHk%2FseDVWsvDWXXXsyn%2F4wfpXc2V3%2FQxli3jl%2F5hj%2F83avSCfpTNxOEKLmTjxOEKuxgNlsQn0xgct724mhynupNW1Ph6o3RYS3%2F%2B2TJrzLlkFz%2Bip3qCHKf6eqW02QJLjBYuuj4sobhCWqa%2FYHGEHpcnumuWSOhxeaL7sOakNR6vvmo%2BYcfFA8UFXEPZf9UjyudIOyNwx%2Fi90DdsujS%2FFX2UAwvWSVK4NxaMhAGw3oowp%2Fuc8CTi7D2rBgZWwb%2F60faR7SPsEbjkXy4G0XaqhXPwe2cePjxjxuHD6ssQuR1fq6PF0E%2Bo2t1nePTn8TUmxz%2FA3crMoCc7egESuoTHYc7mYdg6etORoOhR7BBGD%2BqJopELrl4S6cJNRtEAsLP%2FOdvnJq0Wo0GolY2Et9VFB2Kf%2B4bZvVyxfOMz3WdFfSIryj6DwWghre7aQbdiDrkTL3A3vNDuDpk93HqXwam%2BbWmUJZfNn5ozKV5Pmmq8PF%2FjVY%2B2Tlk2M2RzSXKjmbQ4RZcQavEYrN%2F9rlXwtIQqzxQNMzPPfHYLvuPoO9TbT8bpGw5CQPGd%2BSyX%2FCyf0Vxjd2R9NmsunnXYa8xGHzn%2BsSfM5J0y0DZEXWWxkXjcR75KBLNLHi7XvX2G8VOrf4Ykg0AMdBESIpo7MgAfyakA6rkqpI6UjNs0px7cMV%2BD5BF49Tez1VGnYmq0WIijp985m4Sn2gJR9b07riPPFo97OYbUZbxJCpot7H%2FlpZBicglCPN7WOfJkcHqc3ElWqvvz%2F1E6bIQrG%2Btz6WkM1SM9FBTR7FSs8KyBBytSmNEoquJNFN5EQyTiCrnKDx1h58yxCepPHU5nxGoxEQeeOZi2m80DxNxncVhr6BmEfUarxejw%2BWSiHhWk19bSY7aKR5MsteblJpfTLtjimBouXsm3d3djjYM%2BwEW0El9dM%2FueVRWIsXwe43R7SgbVZqrnqoJ1X%2FkuF7pcgf8duv4q6vayV5U9zMV91GxO59UUjW8rHV6u799WzKMT7umRCXbYUKM%2BfoaCcwgaoqZUtmodV3p%2BX7akb4dnU9B9La38RPFUG2SCC90tVA4XwEFhyOpZZrUCsgWYHsczLFBBVGNtstoN1bw0Z%2BO4fYIbvZVt4EUcJEKOhHeincWqONw%2Bq6w5Go%2BWGOSR7LhKV%2BKBqbBPpfUvOf9QqkpDyVhBeyyZQGMsdA5FBUqvFMtUyGq9vjnsAJU4UcrxldP1CCaofyDkSAifoP5QwWx%2BSyUGxp75BzGAvtG7uQ38LehlyEQMeh0TeE6Bm7tYdXqdkt0uOb3kfYlNwmOdDyacOq%2FqlFo1v%2BPTmTi3E%2FglC9W11b34A22zmLzvb231Q0L2Bgg60OTW4YdstO%2BYOJnO38TtpH7zy9ymokWyA79qlVSn38HtpFlImFnhu3b4boNWXklOXV0Iwo7lQ1hrZyPFcwtjwFP7iEKSHSSJw509kh8kj6pr%2BH1jR7km9vcvqN9657vffefkv%2BfKxge1X%2B7RdjYUPIESN7gTvRkB%2FRMYtEkaVkdHApmdBPpnKmz0n1xSWFOyVIuLrinZwpoCRe6kyiVZoHX088F%2BUX4%2BWKS4iBTP0IWxGtZgOdMaV4KTayqHQF%2FVihBwTbgDXTCmKoOBJeNhwJMzEVjtjIFLuU38fPR7hqNG1JS7g%2FqRCuy3vmQ3W9Vu8qbVbP%2BSzazGRJH83MzP90Ck2m31mMjP8TiLn5uwD2Ugr2PFvPQjB5BnSJvQxGQZZEB%2BLopqzGzDbMmbkAPkZVJjeO5FzOSBKCgJze2ZS4Gemc9twrwY6u9H61iUQTcRvtdT9RW3tRxAWwFs2tcuJRnI6xjmBdWjbgFNRHMHiF1uHYBfUR%2Fut5Ug2jXAaT96%2B9RH%2FFToRwIzGbKmVJ1AZQnoabSB1yyIg7ByAridHApPMjyw0OiV6RjSbCuzwLAvFizBliWJua1tsuAgvNPbmljYbpt8lkWam7b3XZiOiKJskMOtmfScnsbPW208knwjuXrXK4Q1iKIgNyYXXDVT9C2Ye%2F78GQ5BEEXfFdde2RwauOysdJNL5AzCy84ard%2FnGAVN8alecnFdgu5Gbd5DJTL%2BhHZK0vApVy3OfU8XTSJg1TlssivsPYUlIqvn66PzrVTymCc4wgF6SDNR0pDf%2B9Gp%2BVnsUH5WtpHYsuhOaey8zdwLN47V8MTbm78g687%2BP3cx6tcAeNpjYGRgYGBk8s0%2FzBIfz2%2FzlUGeZQNQhOFCWfF0GP0%2F8P8c1jusIkAuBwMTSBQAYwQM6HjaY2BkYGAV%2Bd8KJgP%2FXWG9wwAUQQGLAYqPBl942n1TvUoDQRCe1VM8kWARjNrZGIurBAsRBIuA2vkAFsJiKTYW4guIjT5ARMgTxCLoA1hcb5OgDyGHrY7f7M65e8fpLF%2B%2B2W%2FnZ2eTmGfaIJi5I0qGDlZZcD51QzTTJirZPAI9JIwVA%2BwT8L5nOdMaV0AuMJ%2BicRHq8of6LSD18fzq8ds7xjpwBnQiSI9V5QVl6NwPvgM15NXn%2FAtWZyj3W0HjEXitOc%2FdIdbetPdFTZ%2BP6t%2BX7xU0%2Fk6GJtOe1%2FB3arN0%2Fpmz1J4UZc%2BD6ExwjD7vioeGd5HvhvU%2BR%2BDZcGZ6YBPNfAi0G97iBPwFXqph2cW8%2BD7kjMfwtinHb6kLb6Wygk3cZytSEoptGrlScdHtLPeri1JKueACMZfU1ViJG1Sq5E43dIt7SZZFl1zuRhb%2FGOs44xFVDbrJzB5tYs35OmaXTrEmkv0DajnMWQB42mNgYNCCwk0MLxheMPrhgUuY2JiUmOqY2pjWMD1hdmPOY%2B5hPsLCwWLEksSyiOUOawzrLrYiti%2FsCuxJ7Kc45DiSOPZxmnG2cG7jvMelweXDNYXrEbcBdxf3KR4OngheLd443g18fHwZfFv4NfiX8T8TEBIIEZggsEpQS7BMcJsQl5CFUI3QAWEp4RLhCyJaIldEbURXiJ4RYxEzE0sQ2yD2TzxIfJkEk4SeRJbENIkNEg8k%2FklqSGZITpE8InlL8p2UmVSG1A6pb9Jx0ltkjGSmyDySlZF1kc2RnSK7R%2FaZnJ5cmdwB%2BST5SwpuCvsUjRTLFHcoOShNU9qhzKespGyhXKV8SPmBCpOKgUqcyjSVR6omqgmqe9RE1OrUnqkHqO9R%2F6FholGgsUZzgeYZLTUtL60WbS7tKh0OnQydXTpvdGV0O3S%2F6Gnopekt0ruhz6fvpl%2Bnv0n%2Fh4GdQYvBJUMhwwTDdYYvjFSM4oxmGd0zVjK2M84w3mYiYZJgssLkkqmO6TzTF2Z2ZjVmd8ylzP3MJ5lfsRCwcLJoszhhyWXpZdlhecZKxirHapbVPesF1ndsJGwCbBbZ%2FLA1sn1jZ2XXY3fFXsM%2Bz36V%2FS8HD4cGh2OOTI51ThJOK5zeOUs4OzmXOS9wPuUi4JLgss7lm2uU6zY3NrcSty1u39zN3Mvct7l%2F8xDzMPLw88jyaPM44ynkaeEZ59niucqLyUvPKwgAn3OqOQAAAQAAARcApwARAAAAAAACAAAAAQABAAAAQAAuAAAAAHjarZK9TgJBEMf%2Fd6CRaAyRhMLqCgsbL4ciglTGRPEjSiSKlnLycXJ86CEniU%2FhM9jYWPgIFkYfwd6nsDD%2Bd1mBIIUx3mZnfzs3MzszuwDCeIYG8UUwQxmAFgxxPeeuyxrmcaNYxzTuFAewi0fFQSTxqXgM11pC8TgS2oPiCUS1d8Uh8ofiSczpYcVT5LjiCPlY8Qui%2BncOr7D02y6%2FBTCrP%2Fm%2Bb5bdTrPi2I26Z9qNGtbRQBMdXMJBGRW0YOCecxEWYoiTCvxrYBunqHPdoX2bLOyrMKlZg8thDETw5K7Itci1TXlGy0124QRZZLDFU%2FexhxztMozlosTpMH6ZPge0L%2BOKGnFKjJ4WRwppHPL0PP3SI2P9jLQwFOu3GRhDfkeyDo%2F%2FG7IHgzllZQxLdquvrdCyBVvat3seJlYo06gxapUxhU2JWnFygR03sSxnEkvcpf5Y5eibGq315TDp7fKWm8zbUVl71Aqq%2FZtNnlkWmLnQtno9ycvXYbA6W2pF3aKfCayyC0Ja7Fr%2FPW70%2FHO4YM0OKxFvzf0C1MyPjwAAeNpt1VWUU2cYRuHsgxenQt1d8%2F3JOUnqAyR1d%2FcCLQVKO22pu7tQd3d3d3d3d3cXmGzumrWy3pWLs%2FNdPDMpZaWu1783l1Lpf14MnfzO6FbqVupfGkD30iR60JNe9KYP09CXfvRnAAMZxGCGMG3pW6ZjemZgKDMyEzMzC7MyG7MzB3MyF3MzD%2FMyH%2FOzAAuyEAuzCIuyGIuzBGWCRIUqOQU16jRYkqVYmmVYluVYng6GMZwRNGmxAiuyEiuzCquyGquzBmuyFmuzDuuyHuuzARuyERuzCZuyGZuzBVuyFVuzDduyHdszklGMZgd2ZAw7MZZxjGdnJrALu9LJbuzOHkxkT%2FZib%2FZhX%2FZjfw7gQA7iYA7hUA7jcI7gSI7iaI7hWI7jeE7gRE7iZE5hEqdyGqdzBmdyFmdzDudyHudzARdyERdzCZdyGZdzBVdyFVdzDddyHddzAzdyEzdzC7dyG7dzB3dyF3dzD%2FdyH%2FfzAA%2FyEA%2FzCI%2FyGI%2FzBE%2FyFE%2FzDM%2FyHM%2FzAi%2FyEi%2FzCq%2FyGq%2FzBm%2FyFm%2FzDu%2FyHu%2FzAR%2FyER%2FzCZ%2FyGZ%2FzBV%2FyFV%2FzDd%2FyHd%2FzAz%2FyEz%2FzC7%2FyG7%2FzB3%2FyF3%2FzD%2F9mpYwsy7pl3bMeWc%2BsV9Y765NNk%2FXN%2BmX9swHZwGxQNjgb0nPkmInjR0V7Uq%2FOsaPL5Y7ylE3l8tQNN7kVt%2BrmbuHW3LrbcDvam1rtzVvdm50TxrU%2FDBvRtZUY1rV5a3jXFn550Wo%2FXDNWK3dFmh7X9LimxzU9qulRTY9qelTTo5rlKLt2wk7YiaprL%2ByFvbAX9pK9ZC%2FZS%2FaSvWQv2Uv2kr1kr2KvYq9ir2KvYq9ir2KvYq9ir2Kvaq9qr2qvaq9qr2qvaq9qr2qvai%2B3l9vL7eX2cnu5vdxebi%2B3l9sr7BV2CjuFncJOYaewU9gp7NTs1LyrZq9mr2avZq9mr2avZq9mr26vbq9ur26vbq9ur26vbq9ur26vYa9hr2GvYa9hr2GvYa%2FR7oXuQ%2Feh%2B2j%2FUU7e3C3cqc%2FV3fYdof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D92H7kP3ofvQfeg%2BdB%2B6D92H7kP3ofvQfRT29B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6D%2F2H%2FkP%2Fof%2FQf%2Bg%2F9B%2F6j6nuG3Ya7U5q%2F0hN3nCTW3Gr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XAAAAAgAAAGQEsASvABoAHgAAAB4BDwEBMzIWHQEhNTQ2OwEBJyY%2BARYfATc2AyEnAwL2IAkKiAHTHhQe%2B1AeFB4B1IcKCSAkCm9wCXoBebbDBLMTIxC7%2FRYlFSoqFSUC6rcQJBQJEJSWEPwecAIWAAAAAAQAAABkBLAETAALABcAIwA3AAATITIWBwEGIicBJjYXARYUBwEGJjURNDYJATYWFREUBicBJjQHARYGIyEiJjcBNjIfARYyPwE2MhkEfgoFCP3MCBQI%2FcwIBQMBCAgI%2FvgICgoDjAEICAoKCP74CFwBbAgFCvuCCgUIAWwIFAikCBQIpAgUBEwKCP3JCAgCNwgK2v74CBQI%2FvgIBQoCJgoF%2FvABCAgFCv3aCgUIAQgIFID%2BlAgKCggBbAgIpAgIpAgAAAAD%2F%2FD%2F8AS6BLoACQANABAAAAAyHwEWFA8BJzcTAScJAQUTA%2BAmDpkNDWPWXyL9mdYCZv4f%2FrNuBLoNmQ4mDlzWYP50%2FZrWAmb8anABTwAAAAEAAAAABLAEsAAPAAABETMyFh0BITU0NjsBEQEhArz6FR384B0V%2Bv4MBLACiv3aHRUyMhUdAiYCJgAAAAEADgAIBEwEnAAfAAABJTYWFREUBgcGLgE2NzYXEQURFAYHBi4BNjc2FxE0NgFwAoUnMFNGT4gkV09IQv2oWEFPiCRXT0hCHQP5ow8eIvzBN1EXGSltchkYEAIJm%2F2iKmAVGilucRoYEQJ%2FJioAAAACAAn%2F%2BAS7BKcAHQApAAAAMh4CFQcXFAcBFgYPAQYiJwEGIycHIi4CND4BBCIOARQeATI%2BATQmAZDItoNOAQFOARMXARY7GikT%2Fu13jgUCZLaDTk6DAXKwlFZWlLCUVlYEp06DtmQCBY15%2Fu4aJRg6FBQBEk0BAU6Dtsi2g1tWlLCUVlaUsJQAAQBkAFgErwREABkAAAE%2BAh4CFRQOAwcuBDU0PgIeAQKJMHt4dVg2Q3mEqD4%2Bp4V4Qzhadnh5A7VESAUtU3ZAOXmAf7JVVbJ%2FgHk5QHZTLQVIAAAAAf%2FTAF4EewSUABgAAAETNjIXEyEyFgcFExYGJyUFBiY3EyUmNjMBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAyABYRMT%2Fp8RDPn%2BbxQLDPb3DAsUAZD7DBEAAv%2FTAF4EewSUABgAIgAAARM2MhcTITIWBwUTFgYnJQUGJjcTJSY2MwUjFwc3Fyc3IycBl4MHFQeBAaUVBhH%2BqoIHDxH%2Bqf6qEQ8Hgv6lEQYUAfPwxUrBw0rA6k4DIAFhExP%2BnxEM%2Bf5vFAsM9vcMCxQBkPsMEWSO4ouM5YzTAAABAAAAAASwBLAAJgAAATIWHQEUBiMVFBYXBR4BHQEUBiMhIiY9ATQ2NyU%2BAT0BIiY9ATQ2Alh8sD4mDAkBZgkMDwr7ggoPDAkBZgkMJj6wBLCwfPouaEsKFwbmBRcKXQoPDwpdChcF5gYXCktoLvp8sAAAAA0AAAAABLAETAAPABMAIwAnACsALwAzADcARwBLAE8AUwBXAAATITIWFREUBiMhIiY1ETQ2FxUzNSkBIgYVERQWMyEyNjURNCYzFTM1BRUzNSEVMzUFFTM1IRUzNQchIgYVERQWMyEyNjURNCYFFTM1IRUzNQUVMzUhFTM1GQR%2BCg8PCvuCCg8PVWQCo%2F3aCg8PCgImCg8Pc2T8GGQDIGT8GGQDIGTh%2FdoKDw8KAiYKDw%2F872QDIGT8GGQDIGQETA8K%2B%2BYKDw8KBBoKD2RkZA8K%2FqIKDw8KAV4KD2RkyGRkZGTIZGRkZGQPCv6iCg8PCgFeCg9kZGRkZMhkZGRkAAAEAAAAAARMBEwADwAfAC8APwAAEyEyFhURFAYjISImNRE0NikBMhYVERQGIyEiJjURNDYBITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NjIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR39vQGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHQRMHRX%2BcBUdHRUBkBUdHRX%2BcBUdHRUBkBUd%2FagdFf5wFR0dFQGQFR0dFf5wFR0dFQGQFR0AAAkAAAAABEwETAAPAB8ALwA%2FAE8AXwBvAH8AjwAAEzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2ATMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYhMzIWHQEUBisBIiY9ATQ2MsgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR389cgVHR0VyBUdHQGlyBUdHRXIFR0dAaXIFR0dFcgVHR0ETB0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHf5wHRXIFR0dFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHR0VyBUdHRXIFR0ABgAAAAAEsARMAA8AHwAvAD8ATwBfAAATMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYyyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHf6FyBUdHRXIFR0dAaUCvBUdHRX9RBUdHQRMHRXIFR0dFcgVHR0VyBUdHRXIFR3%2BcB0VyBUdHRXIFR0dFcgVHR0VyBUd%2FnAdFcgVHR0VyBUdHRXIFR0dFcgVHQAAAAABACYALAToBCAAFwAACQE2Mh8BFhQHAQYiJwEmND8BNjIfARYyAdECOwgUB7EICPzxBxUH%2FoAICLEHFAirBxYB3QI7CAixBxQI%2FPAICAGACBQHsQgIqwcAAQBuAG4EQgRCACMAAAEXFhQHCQEWFA8BBiInCQEGIi8BJjQ3CQEmND8BNjIXCQE2MgOIsggI%2FvUBCwgIsggVB%2F70%2FvQHFQiyCAgBC%2F71CAiyCBUHAQwBDAcVBDuzCBUH%2FvT%2B9AcVCLIICAEL%2FvUICLIIFQcBDAEMBxUIsggI%2FvUBDAcAAwAX%2F%2BsExQSZABkAJQBJAAAAMh4CFRQHARYUDwEGIicBBiMiLgI0PgEEIg4BFB4BMj4BNCYFMzIWHQEzMhYdARQGKwEVFAYrASImPQEjIiY9ATQ2OwE1NDYBmcSzgk1OASwICG0HFQj%2B1HeOYrSBTU2BAW%2BzmFhYmLOZWFj%2BvJYKD0sKDw8KSw8KlgoPSwoPDwpLDwSZTYKzYo15%2FtUIFQhsCAgBK01NgbTEs4JNWJmzmFhYmLOZIw8KSw8KlgoPSwoPDwpLDwqWCg9LCg8AAAMAF%2F%2FrBMUEmQAZACUANQAAADIeAhUUBwEWFA8BBiInAQYjIi4CND4BBCIOARQeATI%2BATQmBSEyFh0BFAYjISImPQE0NgGZxLOCTU4BLAgIbQcVCP7Ud45itIFNTYEBb7OYWFiYs5lYWP5YAV4KDw8K%2FqIKDw8EmU2Cs2KNef7VCBUIbAgIAStNTYG0xLOCTViZs5hYWJizmYcPCpYKDw8KlgoPAAAAAAIAFwAXBJkEsAAPAC0AAAEzMhYVERQGKwEiJjURNDYFNRYSFRQOAiIuAjU0EjcVDgEVFB4BMj4BNTQmAiZkFR0dFWQVHR0BD6fSW5vW6tabW9KnZ3xyxejFcnwEsB0V%2FnAVHR0VAZAVHeGmPv7ZuHXWm1tbm9Z1uAEnPqY3yHh0xXJyxXR4yAAEAGQAAASwBLAADwAfAC8APwAAATMyFhURFAYrASImNRE0NgEzMhYVERQGKwEiJjURNDYBMzIWFREUBisBIiY1ETQ2BTMyFh0BFAYrASImPQE0NgQBlgoPDwqWCg8P%2Ft6WCg8PCpYKDw%2F%2B3pYKDw8KlgoPD%2F7elgoPDwqWCg8PBLAPCvuCCg8PCgR%2BCg%2F%2BcA8K%2FRIKDw8KAu4KD%2F7UDwr%2BPgoPDwoBwgoPyA8K%2BgoPDwr6Cg8AAAAAAgAaABsElgSWAEcATwAAATIfAhYfATcWFwcXFh8CFhUUDwIGDwEXBgcnBwYPAgYjIi8CJi8BByYnNycmLwImNTQ%2FAjY%2FASc2Nxc3Nj8CNhIiBhQWMjY0AlghKSYFMS0Fhj0rUAMZDgGYBQWYAQ8YA1AwOIYFLDIFJisfISkmBTEtBYY8LFADGQ0ClwYGlwINGQNQLzqFBS0xBSYreLJ%2BfrJ%2BBJYFmAEOGQJQMDmGBSwxBiYrHiIoJgYxLAWGPSxRAxkOApcFBZcCDhkDUTA5hgUtMAYmKiAhKCYGMC0Fhj0sUAIZDgGYBf6ZfrF%2BfrEABwBkAAAEsAUUABMAFwAhACUAKQAtADEAAAEhMhYdASEyFh0BITU0NjMhNTQ2FxUhNQERFAYjISImNREXETMRMxEzETMRMxEzETMRAfQBLCk7ARMKD%2Fu0DwoBEzspASwBLDsp%2FUQpO2RkZGRkZGRkBRQ7KWQPCktLCg9kKTtkZGT%2B1PzgKTs7KQMgZP1EArz9RAK8%2FUQCvP1EArwAAQAMAAAFCATRAB8AABMBNjIXARYGKwERFAYrASImNREhERQGKwEiJjURIyImEgJsCBUHAmAIBQqvDwr6Cg%2F%2B1A8K%2BgoPrwoFAmoCYAcH%2FaAICv3BCg8PCgF3%2FokKDw8KAj8KAAIAZAAAA%2BgEsAARABcAAAERFBYzIREUBiMhIiY1ETQ2MwEjIiY9AQJYOykBLB0V%2FOAVHR0VA1L6FR0EsP5wKTv9dhUdHRUETBUd%2FnAdFfoAAwAXABcEmQSZAA8AGwAwAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBTMyFhURMzIWHQEUBisBIiY1ETQ2AePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnL%2BfDIKD68KDw8K%2BgoPDwSZW5vW6tabW1ub1urWmztyxejFcnLF6MUNDwr%2B7Q8KMgoPDwoBXgoPAAAAAAL%2FnAAABRQEsAALAA8AACkBAyMDIQEzAzMDMwEDMwMFFP3mKfIp%2FeYBr9EVohTQ%2Fp4b4BsBkP5wBLD%2B1AEs%2FnD%2B1AEsAAAAAAIAZAAABLAEsAAVAC8AAAEzMhYVETMyFgcBBiInASY2OwERNDYBMzIWFREUBiMhIiY1ETQ2OwEyFh0BITU0NgImyBUdvxQLDf65DSYN%2FrkNCxS%2FHQJUMgoPDwr75goPDwoyCg8DhA8EsB0V%2Fj4XEP5wEBABkBAXAcIVHfzgDwr%2BogoPDwoBXgoPDwqvrwoPAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUzMhYVETMyFgcDBiInAyY2OwERNDYB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv58lgoPiRUKDd8NJg3fDQoViQ8EmVub1urWm1tbm9bq1ps7csXoxXJyxejFDQ8K%2Fu0XEP7tEBABExAXARMKDwAAAAMAFwAXBJkEmQAPABsAMQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiUTFgYrAREUBisBIiY1ESMiJjcTNjIB4%2BrWm1tbm9bq1ptbW5sBv%2BjFcnLF6MVycv7n3w0KFYkPCpYKD4kVCg3fDSYEmVub1urWm1tbm9bq1ps7csXoxXJyxejFAf7tEBf%2B7QoPDwoBExcQARMQAAAAAAIAAAAABLAEsAAZADkAABMhMhYXExYVERQGBwYjISImJyY1EzQ3Ez4BBSEiBgcDBhY7ATIWHwEeATsBMjY%2FAT4BOwEyNicDLgHhAu4KEwO6BwgFDBn7tAweAgYBB7kDEwKX%2FdQKEgJXAgwKlgoTAiYCEwr6ChMCJgITCpYKDAJXAhIEsA4K%2FXQYGf5XDB4CBggEDRkBqRkYAowKDsgOC%2F4%2BCw4OCpgKDg4KmAoODgsBwgsOAAMAFwAXBJkEmQAPABsAJwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgUXFhQPAQYmNRE0NgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJy%2Fov9ERH9EBgYBJlbm9bq1ptbW5vW6tabO3LF6MVycsXoxV2%2BDCQMvgwLFQGQFQsAAQAXABcEmQSwACgAAAE3NhYVERQGIyEiJj8BJiMiDgEUHgEyPgE1MxQOAiIuAjQ%2BAjMyA7OHBwsPCv6WCwQHhW2BdMVycsXoxXKWW5vW6tabW1ub1nXABCSHBwQL%2FpYKDwsHhUxyxejFcnLFdHXWm1tbm9bq1ptbAAAAAAIAFwABBJkEsAAaADUAAAE3NhYVERQGIyEiJj8BJiMiDgEVIzQ%2BAjMyEzMUDgIjIicHBiY1ETQ2MyEyFg8BFjMyPgEDs4cHCw8L%2FpcLBAeGboF0xXKWW5vWdcDrllub1nXAnIYHCw8LAWgKBQiFboJ0xXIEJIcHBAv%2BlwsPCweGS3LFdHXWm1v9v3XWm1t2hggFCgFoCw8LB4VMcsUAAAAKAGQAAASwBLAADwAfAC8APwBPAF8AbwB%2FAI8AnwAAEyEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0NgczMhYdARQGKwEiJj0BNDYzITIWHQEUBiMhIiY9ATQ2BzMyFh0BFAYrASImPQE0NjMhMhYdARQGIyEiJj0BNDYHMzIWHQEUBisBIiY9ATQ2MyEyFh0BFAYjISImPQE0Nn0EGgoPDwr75goPDwPA%2FK4KDw8KA1IKDw%2F9CDIKDw8KMgoPD9IBwgoPDwr%2BPgoPD74yCg8PCjIKDw%2FSAcIKDw8K%2Fj4KDw%2B%2BMgoPDwoyCg8P0gHCCg8PCv4%2BCg8PvjIKDw8KMgoPD9IBwgoPDwr%2BPgoPDwSwDwr7ggoPDwoEfgoPyA8K%2FK4KDw8KA1IKD2QPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKD8gPCjIKDw8KMgoPDwoyCg8PCjIKDwAAAAACAAAAAARMBLAAGQAjAAABNTQmIyEiBh0BIyIGFREUFjMhMjY1ETQmIyE1NDY7ATIWHQEDhHVT%2FtRSdmQpOzspA4QpOzsp%2FageFMgUHgMgyFN1dlLIOyn9qCk7OykCWCk7lhUdHRWWAAIAZAAABEwETAAJADcAABMzMhYVESMRNDYFMhcWFREUBw4DIyIuAScuAiMiBwYjIicmNRE%2BATc2HgMXHgIzMjc2fTIKD2QPA8AEBRADIUNAMRwaPyonKSxHHlVLBwgGBQ4WeDsXKC4TOQQpLUUdZ1AHBEwPCvvNBDMKDzACBhH%2BWwYGO1AkDQ0ODg8PDzkFAwcPAbY3VwMCAwsGFAEODg5XCAAAAwAAAAAEsASXACEAMQBBAAAAMh4CFREUBisBIiY1ETQuASAOARURFAYrASImNRE0PgEDMzIWFREUBisBIiY1ETQ2ITMyFhURFAYrASImNRE0NgHk6N6jYw8KMgoPjeT%2B%2BuSNDwoyCg9joyqgCAwMCKAIDAwCYKAIDAwIoAgMDASXY6PedP7UCg8PCgEsf9FyctF%2F%2FtQKDw8KASx03qP9wAwI%2FjQIDAwIAcwIDAwI%2FjQIDAwIAcwIDAAAAAACAAAA0wRHA90AFQA5AAABJTYWFREUBiclJisBIiY1ETQ2OwEyBTc2Mh8BFhQPARcWFA8BBiIvAQcGIi8BJjQ%2FAScmND8BNjIXAUEBAgkMDAn%2B%2FhUZ%2BgoPDwr6GQJYeAcUByIHB3h4BwciBxQHeHgHFAciBwd3dwcHIgcUBwMurAYHCv0SCgcGrA4PCgFeCg%2BEeAcHIgcUB3h4BxQHIgcHd3cHByIHFAd4eAcUByIICAAAAAACAAAA0wNyA90AFQAvAAABJTYWFREUBiclJisBIiY1ETQ2OwEyJTMWFxYVFAcGDwEiLwEuATc2NTQnJjY%2FATYBQQECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcDLqwGBwr9EgoHBqwODwoBXgoPZAEJgaGafwkBAQYXBxMIZ36EaggUBxYFAAAAAAMAAADEBGID7AAbADEASwAAATMWFxYVFAYHBgcjIi8BLgE3NjU0JicmNj8BNgUlNhYVERQGJyUmKwEiJjURNDY7ATIlMxYXFhUUBwYPASIvAS4BNzY1NCcmNj8BNgPHAwsGh0RABwoDCQcqCAIGbzs3BgIJKgf9ggECCQwMCf7%2BFRn6Cg8PCvoZAdIECgZgWgYLAwkHHQcDBkhOBgMIHQcD7AEJs9lpy1QJAQYiBhQIlrJarEcJFAYhBb6sBgcK%2FRIKBwasDg8KAV4KD2QBCYGhmn8JAQEGFwcTCGd%2BhGoIFQYWBQAAAAANAAAAAASwBLAACQAVABkAHQAhACUALQA7AD8AQwBHAEsATwAAATMVIxUhFSMRIQEjFTMVIREjESM1IQURIREhESERBSM1MwUjNTMBMxEhETM1MwEzFSMVIzUjNTM1IzUhBREhEQcjNTMFIzUzASM1MwUhNSEB9GRk%2FnBkAfQCvMjI%2FtTIZAJY%2B7QBLAGQASz84GRkArxkZP1EyP4MyGQB9MhkyGRkyAEs%2FUQBLGRkZAOEZGT%2BDGRkAfT%2B1AEsA4RkZGQCWP4MZMgBLAEsyGT%2B1AEs%2FtQBLMhkZGT%2BDP4MAfRk%2FtRkZGRkyGTI%2FtQBLMhkZGT%2B1GRkZAAAAAAJAAAAAASwBLAAAwAHAAsADwATABcAGwAfACMAADcjETMTIxEzASMRMxMjETMBIxEzASE1IRcjNTMXIzUzBSM1M2RkZMhkZAGQyMjIZGQBLMjI%2FOD%2B1AEsyGRkyGRkASzIyMgD6PwYA%2Bj8GAPo%2FBgD6PwYA%2Bj7UGRkW1tbW1sAAAIAAAAKBKYEsAANABUAAAkBFhQHAQYiJwETNDYzBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAUM7Uzs7UzsEsP1WCBQI%2FjAICAKqAdsKD807O1Q7OwAAAAADAAAACgXSBLAADQAZACEAAAkBFhQHAQYiJwETNDYzIQEWFAcBBiIvAQkBBCYiBhQWMjYB9AKqCAj%2BMAgUCP1WAQ8KAwYCqggI%2FjAIFAg4Aaj9RP7TO1M7O1M7BLD9VggUCP4wCAgCqgHbCg%2F9VggUCP4wCAg4AaoCvM07O1Q7OwAAAAABAGQAAASwBLAAJgAAASEyFREUDwEGJjURNCYjISIPAQYWMyEyFhURFAYjISImNRE0PwE2ASwDOUsSQAgKDwr9RBkSQAgFCgK8Cg8PCvyuCg8SixIEsEv8fBkSQAgFCgO2Cg8SQAgKDwr8SgoPDwoDzxkSixIAAAABAMj%2F%2FwRMBLAACgAAEyEyFhURCQERNDb6AyAVHf4%2B%2Fj4dBLAdFfuCAbz%2BQwR%2FFR0AAAAAAwAAAAAEsASwABUARQBVAAABISIGBwMGHwEeATMhMjY%2FATYnAy4BASMiBg8BDgEjISImLwEuASsBIgYVERQWOwEyNj0BNDYzITIWHQEUFjsBMjY1ETQmASEiBg8BBhYzITI2LwEuAQM2%2FkQLEAFOBw45BhcKAcIKFwY%2BDgdTARABVpYKFgROBBYK%2FdoKFgROBBYKlgoPDwqWCg8PCgLuCg8PCpYKDw%2F%2Bsf4MChMCJgILCgJYCgsCJgITBLAPCv7TGBVsCQwMCWwVGAEtCg%2F%2BcA0JnAkNDQmcCQ0PCv12Cg8PCpYKDw8KlgoPDwoCigoP%2FagOCpgKDg4KmAoOAAAAAAQAAABkBLAETAAdACEAKQAxAAABMzIeAh8BMzIWFREUBiMhIiY1ETQ2OwE%2BBAEVMzUEIgYUFjI2NCQyFhQGIiY0AfTIOF00JAcGlik7Oyn8GCk7OymWAgknM10ByGT%2Bz76Hh76H%2Fu9WPDxWPARMKTs7FRQ7Kf2oKTs7KQJYKTsIG0U1K%2F7UZGRGh76Hh74IPFY8PFYAAAAAAgA1AAAEsASvACAAIwAACQEWFx4BHwEVITUyNi8BIQYHBh4CMxUhNTY3PgE%2FAQEDIQMCqQGBFCgSJQkK%2Fl81LBFS%2Fnk6IgsJKjIe%2FpM4HAwaBwcBj6wBVKIEr%2FwaMioTFQECQkJXLd6RWSIuHAxCQhgcDCUNDQPu%2FVoByQAAAAADAGQAAAPwBLAAJwAyADsAAAEeBhUUDgMjITU%2BATURNC4EJzUFMh4CFRQOAgclMzI2NTQuAisBETMyNjU0JisBAvEFEzUwOyodN1htbDD%2BDCk7AQYLFyEaAdc5dWM%2BHy0tEP6Pi05pESpTPnbYUFJ9Xp8CgQEHGB0zOlIuQ3VONxpZBzMoAzsYFBwLEAkHRwEpSXNDM1s6KwkxYUopOzQb%2FK5lUFqBAAABAMgAAANvBLAAGQAAARcOAQcDBhYXFSE1NjcTNjQuBCcmJzUDbQJTQgeECSxK%2Fgy6Dq0DAw8MHxUXDQYEsDkTNSj8uTEoBmFhEFIDQBEaExAJCwYHAwI5AAAAAAL%2FtQAABRQEsAAlAC8AAAEjNC4FKwERFBYfARUhNTI%2BAzURIyIOBRUjESEFIxEzByczESM3BRQyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj7m0tLfX1LS30DhBUgFQ4IAwH8rhYZAQJkZAEFCRUOA1IBAwgOFSAVASzI%2FOCnpwMgpwACACH%2FtQSPBLAAJQAvAAABIzQuBSsBERQWHwEVITUyPgM1ESMiDgUVIxEhEwc1IRUnNxUhNQRMMggLGRMmGBnIMhkZ%2FnAEDiIaFsgZGCYTGQsIMgPoQ6f84KenAyADhBUgFQ4IAwH9dhYZAQJkZAEFCRUOAooBAwgOFSAVASz7gn1LS319S0sABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyAlgVHR0V%2FagVHR0VA%2BgVHR0V%2FBgVHR0VAyAVHR0V%2FOAVHR0VBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AABMhMhYdARQGIyEiJj0BNDYDITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NgMhMhYdARQGIyEiJj0BNDb6ArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR3dArwVHR0V%2FUQVHR2zBEwVHR0V%2B7QVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0ABAAAAAAEsARMAA8AHwAvAD8AAAE1NDYzITIWHQEUBiMhIiYBNTQ2MyEyFh0BFAYjISImEzU0NjMhMhYdARQGIyEiJgE1NDYzITIWHQEUBiMhIiYB9B0VAlgVHR0V%2FagVHf5wHRUD6BUdHRX8GBUdyB0VAyAVHR0V%2FOAVHf7UHRUETBUdHRX7tBUdA7ZkFR0dFWQVHR3%2B6WQVHR0VZBUdHf7pZBUdHRVkFR0d%2FulkFR0dFWQVHR0AAAQAAAAABLAETAAPAB8ALwA%2FAAATITIWHQEUBiMhIiY9ATQ2EyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2MgRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dFQRMFR0dFfu0FR0dBEwdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAgAAAAABLAETAAPAB8ALwA%2FAE8AXwBvAH8AABMzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2ATMyFh0BFAYrASImPQE0NikBMhYdARQGIyEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2KQEyFh0BFAYjISImPQE0NgEzMhYdARQGKwEiJj0BNDYpATIWHQEUBiMhIiY9ATQ2MmQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR3%2B6WQVHR0VZBUdHQFBAyAVHR0V%2FOAVHR0ETB0VZBUdHRVkFR0dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdHRVkFR0dFWQVHf7UHRVkFR0dFWQVHR0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0dFWQVHR0VZBUdAAAG%2F5wAAASwBEwAAwATACMAKgA6AEoAACEjETsCMhYdARQGKwEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2BQc1IzUzNQUhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2AZBkZJZkFR0dFWQVHR0VAfQVHR0V%2FgwVHR3%2B%2BqfIyAHCASwVHR0V%2FtQVHR0VAlgVHR0V%2FagVHR0ETB0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR36fUtkS68dFWQVHR0VZBUd%2FtQdFWQVHR0VZBUdAAAABgAAAAAFFARMAA8AEwAjACoAOgBKAAATMzIWHQEUBisBIiY9ATQ2ASMRMwEhMhYdARQGIyEiJj0BNDYFMxUjFSc3BSEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYyZBUdHRVkFR0dA2dkZPyuAfQVHR0V%2FgwVHR0EL8jIp6f75gEsFR0dFf7UFR0dFQJYFR0dFf2oFR0dBEwdFWQVHR0VZBUd%2B7QETP7UHRVkFR0dFWQVHchkS319rx0VZBUdHRVkFR3%2B1B0VZBUdHRVkFR0AAAAAAgAAAMgEsAPoAA8AEgAAEyEyFhURFAYjISImNRE0NgkCSwLuHywsH%2F0SHywsBIT%2B1AEsA%2BgsH%2F12HywsHwKKHyz9RAEsASwAAwAAAAAEsARMAA8AFwAfAAATITIWFREUBiMhIiY1ETQ2FxE3BScBExEEMhYUBiImNCwEWBIaGhL7qBIaGkr3ASpKASXs%2FNJwTk5wTgRMGhL8DBIaGhID9BIaZP0ftoOcAT7%2B4AH0dE5vT09vAAAAAAIA2wAFBDYEkQAWAB4AAAEyHgEVFAcOAQ8BLgQnJjU0PgIWIgYUFjI2NAKIdcZzRkWyNjYJIV5YbSk8RHOft7eCgreCBJF4ynVzj23pPz4IIWZomEiEdVijeUjDgriBgbgAAAACABcAFwSZBJkADwAXAAAAMh4CFA4CIi4CND4BAREiDgEUHgEB4%2BrWm1tbm9bq1ptbW5sBS3TFcnLFBJlbm9bq1ptbW5vW6tab%2FG8DVnLF6MVyAAACAHUAAwPfBQ8AGgA1AAABHgYVFA4DBy4DNTQ%2BBQMOAhceBBcWNj8BNiYnLgInJjc2IyYCKhVJT1dOPiUzVnB9P1SbfEokP0xXUEm8FykoAwEbITEcExUWAgYCCQkFEikMGiACCAgFD0iPdXdzdYdFR4BeRiYEBTpjl1lFh3ZzeHaQ%2Ff4hS4I6JUEnIw4IBwwQIgoYBwQQQSlZtgsBAAAAAwAAAAAEywRsAAwAKgAvAAABNz4CHgEXHgEPAiUhMhcHISIGFREUFjMhMjY9ATcRFAYjISImNRE0NgkBBzcBA%2BhsAgYUFR0OFgoFBmz9BQGQMje7%2FpApOzspAfQpO8i7o%2F5wpbm5Azj%2BlqE3AWMD9XMBAgIEDw4WKgsKc8gNuzsp%2FgwpOzsptsj%2BtKW5uaUBkKW5%2Ftf%2BljKqAWMAAgAAAAAEkwRMABsANgAAASEGByMiBhURFBYzITI2NTcVFAYjISImNRE0NgUBFhQHAQYmJzUmDgMHPgY3NT4BAV4BaaQ0wyk7OykB9Ck7yLml%2FnClubkCfwFTCAj%2BrAcLARo5ZFRYGgouOUlARioTAQsETJI2Oyn%2BDCk7OymZZ6W5uaUBkKW5G%2F7TBxUH%2Fs4GBAnLAQINFjAhO2JBNB0UBwHSCgUAAAAAAgAAAAAEnQRMAB0ANQAAASEyFwchIgYVERQWMyEyNj0BNxUUBiMhIiY1ETQ2CQE2Mh8BFhQHAQYiLwEmND8BNjIfARYyAV4BXjxDsv6jKTs7KQH0KTvIuaX%2BcKW5uQHKAYsHFQdlBwf97QcVB%2FgHB2UHFQdvCBQETBexOyn%2BDCk7OylFyNulubmlAZCluf4zAYsHB2UHFQf97AcH%2BAcVB2UHB28HAAAAAQAKAAoEpgSmADsAAAkBNjIXARYGKwEVMzU0NhcBFhQHAQYmPQEjFTMyFgcBBiInASY2OwE1IxUUBicBJjQ3ATYWHQEzNSMiJgE%2BAQgIFAgBBAcFCqrICggBCAgI%2FvgICsiqCgUH%2FvwIFAj%2B%2BAgFCq%2FICgj%2B%2BAgIAQgICsivCgUDlgEICAj%2B%2BAgKyK0KBAf%2B%2FAcVB%2F73BwQKrcgKCP74CAgBCAgKyK0KBAcBCQcVBwEEBwQKrcgKAAEAyAAAA4QETAAZAAATMzIWFREBNhYVERQGJwERFAYrASImNRE0NvpkFR0B0A8VFQ%2F%2BMB0VZBUdHQRMHRX%2BSgHFDggV%2FBgVCA4Bxf5KFR0dFQPoFR0AAAABAAAAAASwBEwAIwAAEzMyFhURATYWFREBNhYVERQGJwERFAYnAREUBisBIiY1ETQ2MmQVHQHQDxUB0A8VFQ%2F%2BMBUP%2FjAdFWQVHR0ETB0V%2FkoBxQ4IFf5KAcUOCBX8GBUIDgHF%2FkoVCA4Bxf5KFR0dFQPoFR0AAAABAJ0AGQSwBDMAFQAAAREUBicBERQGJwEmNDcBNhYVEQE2FgSwFQ%2F%2BMBUP%2FhQPDwHsDxUB0A8VBBr8GBUIDgHF%2FkoVCA4B4A4qDgHgDggV%2FkoBxQ4IAAAAAQDIABYEMwQ2AAsAABMBFhQHAQYmNRE0NvMDLhIS%2FNISGRkEMv4OCx4L%2Fg4LDhUD6BUOAAIAyABkA4QD6AAPAB8AABMzMhYVERQGKwEiJjURNDYhMzIWFREUBisBIiY1ETQ2%2BsgVHR0VyBUdHQGlyBUdHRXIFR0dA%2BgdFfzgFR0dFQMgFR0dFfzgFR0dFQMgFR0AAAEAyABkBEwD6AAPAAABERQGIyEiJjURNDYzITIWBEwdFfzgFR0dFQMgFR0DtvzgFR0dFQMgFR0dAAAAAAEAAAAZBBMEMwAVAAABETQ2FwEWFAcBBiY1EQEGJjURNDYXAfQVDwHsDw%2F%2BFA8V%2FjAPFRUPAmQBthUIDv4gDioO%2FiAOCBUBtv47DggVA%2BgVCA4AAAH%2F%2FgACBLMETwAjAAABNzIWFRMUBiMHIiY1AwEGJjUDAQYmNQM0NhcBAzQ2FwEDNDYEGGQUHgUdFWQVHQL%2BMQ4VAv4yDxUFFQ8B0gIVDwHSAh0ETgEdFfwYFR0BHRUBtf46DwkVAbX%2BOQ4JFAPoFQkP%2Fj4BthQJDv49AbYVHQAAAQEsAAAD6ARMABkAAAEzMhYVERQGKwEiJjURAQYmNRE0NhcBETQ2A1JkFR0dFWQVHf4wDxUVDwHQHQRMHRX8GBUdHRUBtv47DggVA%2BgVCA7%2BOwG2FR0AAAIAZADIBLAESAALABsAAAkBFgYjISImNwE2MgEhMhYdARQGIyEiJj0BNDYCrgH1DwkW%2B%2B4WCQ8B9Q8q%2FfcD6BUdHRX8GBUdHQQ5%2FeQPFhYPAhwP%2FUgdFWQVHR0VZBUdAAEAiP%2F8A3UESgAFAAAJAgcJAQN1%2FqABYMX92AIoA4T%2Bn%2F6fxgIoAiYAAAAAAQE7%2F%2FwEKARKAAUAAAkBJwkBNwQo%2FdnGAWH%2Bn8YCI%2F3ZxgFhAWHGAAIAFwAXBJkEmQAPADMAAAAyHgIUDgIiLgI0PgEFIyIGHQEjIgYdARQWOwEVFBY7ATI2PQEzMjY9ATQmKwE1NCYB4%2BrWm1tbm9bq1ptbW5sBfWQVHZYVHR0Vlh0VZBUdlhUdHRWWHQSZW5vW6tabW1ub1urWm7odFZYdFWQVHZYVHR0Vlh0VZBUdlhUdAAAAAAIAFwAXBJkEmQAPAB8AAAAyHgIUDgIiLgI0PgEBISIGHQEUFjMhMjY9ATQmAePq1ptbW5vW6tabW1ubAkX%2BDBUdHRUB9BUdHQSZW5vW6tabW1ub1urWm%2F5%2BHRVkFR0dFWQVHQACABcAFwSZBJkADwAzAAAAMh4CFA4CIi4CND4BBCIPAScmIg8BBhQfAQcGFB8BFjI%2FARcWMj8BNjQvATc2NC8BAePq1ptbW5vW6tabW1ubAeUZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0JCXh4CQmNBJlbm9bq1ptbW5vW6tabrQl4eAkJjQkZCXh4CRkJjQkJeHgJCY0JGQl4eAkZCY0AAgAXABcEmQSZAA8AJAAAADIeAhQOAiIuAjQ%2BAQEnJiIPAQYUHwEWMjcBNjQvASYiBwHj6tabW1ub1urWm1tbmwEVVAcVCIsHB%2FIHFQcBdwcHiwcVBwSZW5vW6tabW1ub1urWm%2F4xVQcHiwgUCPEICAF3BxUIiwcHAAAAAAMAFwAXBJkEmQAPADsASwAAADIeAhQOAiIuAjQ%2BAQUiDgMVFDsBFjc%2BATMyFhUUBgciDgUHBhY7ATI%2BAzU0LgMTIyIGHQEUFjsBMjY9ATQmAePq1ptbW5vW6tabW1ubAT8dPEIyIRSDHgUGHR8UFw4TARkOGhITDAIBDQ6tBx4oIxgiM0Q8OpYKDw8KlgoPDwSZW5vW6tabW1ub1urWm5ELHi9PMhkFEBQQFRIXFgcIBw4UHCoZCBEQKDhcNi9IKhsJ%2FeMPCpYKDw8KlgoPAAADABcAFwSZBJkADwAfAD4AAAAyHgIUDgIiLgI0PgEFIyIGHQEUFjsBMjY9ATQmAyMiBh0BFBY7ARUjIgYdARQWMyEyNj0BNCYrARE0JgHj6tabW1ub1urWm1tbmwGWlgoPDwqWCg8PCvoKDw8KS0sKDw8KAV4KDw8KSw8EmVub1urWm1tbm9bq1ptWDwqWCg8PCpYKD%2F7UDwoyCg%2FIDwoyCg8PCjIKDwETCg8AAgAAAAAEsASwAC8AXwAAATMyFh0BHgEXMzIWHQEUBisBDgEHFRQGKwEiJj0BLgEnIyImPQE0NjsBPgE3NTQ2ExUUBisBIiY9AQ4BBzMyFh0BFAYrAR4BFzU0NjsBMhYdAT4BNyMiJj0BNDY7AS4BAg2WCg9nlxvCCg8PCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw%2B5DwqWCg9EZheoCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmBLAPCsIbl2cPCpYKD2eXG8IKDw8KwhuXZw8KlgoPZ5cbwgoP%2Fs2oCg8PCqgXZkQPCpYKD0RmF6gKDw8KqBdmRA8KlgoPRGYAAwAXABcEmQSZAA8AGwA%2FAAAAMh4CFA4CIi4CND4BBCIOARQeATI%2BATQmBxcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyAePq1ptbW5vW6tabW1ubAb%2FoxXJyxejFcnKaQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwdABxUHfHwHFQSZW5vW6tabW1ub1urWmztyxejFcnLF6MVaQAcVB3x8BxUHQAcHfHwHB0AHFQd8fAcVB0AHB3x8BwAAAAMAFwAXBJkEmQAPABsAMAAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcXFhQHAQYiLwEmND8BNjIfATc2MgHj6tabW1ub1urWm1tbmwG%2F6MVycsXoxXJyg2oHB%2F7ACBQIyggIagcVB0%2FFBxUEmVub1urWm1tbm9bq1ps7csXoxXJyxejFfWoHFQf%2BvwcHywcVB2oICE%2FFBwAAAAMAFwAXBJkEmQAPABgAIQAAADIeAhQOAiIuAjQ%2BAQUiDgEVFBcBJhcBFjMyPgE1NAHj6tabW1ub1urWm1tbmwFLdMVyQQJLafX9uGhzdMVyBJlbm9bq1ptbW5vW6tabO3LFdHhpAktB0P24PnLFdHMAAAAAAQAXAFMEsAP5ABUAABMBNhYVESEyFh0BFAYjIREUBicBJjQnAgoQFwImFR0dFf3aFxD99hACRgGrDQoV%2Ft0dFcgVHf7dFQoNAasNJgAAAAABAAAAUwSZA%2FkAFQAACQEWFAcBBiY1ESEiJj0BNDYzIRE0NgJ%2FAgoQEP32EBf92hUdHRUCJhcD8f5VDSYN%2FlUNChUBIx0VyBUdASMVCgAAAAEAtwAABF0EmQAVAAAJARYGIyERFAYrASImNREhIiY3ATYyAqoBqw0KFf7dHRXIFR3%2B3RUKDQGrDSYEif32EBf92hUdHRUCJhcQAgoQAAAAAQC3ABcEXQSwABUAAAEzMhYVESEyFgcBBiInASY2MyERNDYCJsgVHQEjFQoN%2FlUNJg3%2BVQ0KFQEjHQSwHRX92hcQ%2FfYQEAIKEBcCJhUdAAABAAAAtwSZBF0AFwAACQEWFAcBBiY1EQ4DBz4ENxE0NgJ%2FAgoQEP32EBdesKWBJAUsW4fHfhcEVf5VDSYN%2FlUNChUBIwIkRHVNabGdcUYHAQYVCgACAAAAAASwBLAAFQArAAABITIWFREUBi8BBwYiLwEmND8BJyY2ASEiJjURNDYfATc2Mh8BFhQPARcWBgNSASwVHRUOXvkIFAhqBwf5Xg4I%2FiH%2B1BUdFQ5e%2BQgUCGoHB%2FleDggEsB0V%2FtQVCA5e%2BQcHaggUCPleDhX7UB0VASwVCA5e%2BQcHaggUCPleDhUAAAACAEkASQRnBGcAFQArAAABFxYUDwEXFgYjISImNRE0Nh8BNzYyASEyFhURFAYvAQcGIi8BJjQ%2FAScmNgP2agcH%2BV4OCBX%2B1BUdFQ5e%2BQgU%2FQwBLBUdFQ5e%2BQgUCGoHB%2FleDggEYGoIFAj5Xg4VHRUBLBUIDl75B%2F3xHRX%2B1BUIDl75BwdqCBQI%2BV4OFQAAAAADABcAFwSZBJkADwAfAC8AAAAyHgIUDgIiLgI0PgEFIyIGFxMeATsBMjY3EzYmAyMiBh0BFBY7ATI2PQE0JgHj6tabW1ub1urWm1tbmwGz0BQYBDoEIxQ2FCMEOgQYMZYKDw8KlgoPDwSZW5vW6tabW1ub1urWm7odFP7SFB0dFAEuFB3%2BDA8KlgoPDwqWCg8AAAAABQAAAAAEsASwAEkAVQBhAGgAbwAAATIWHwEWHwEWFxY3Nj8BNjc2MzIWHwEWHwIeATsBMhYdARQGKwEiBh0BIREjESE1NCYrASImPQE0NjsBMjY1ND8BNjc%2BBAUHBhY7ATI2LwEuAQUnJgYPAQYWOwEyNhMhIiY1ESkBERQGIyERAQQJFAUFFhbEFQ8dCAsmxBYXERUXMA0NDgQZCAEPCj0KDw8KMgoP%2FnDI%2FnAPCjIKDw8KPQsOCRkFDgIGFRYfAp2mBwQK2woKAzMDEP41sQgQAzMDCgrnCwMe%2FokKDwGQAlgPCv6JBLAEAgIKDXYNCxUJDRZ2DQoHIREQFRh7LAkLDwoyCg8PCq8BLP7UrwoPDwoyCg8GBQQwgBkUAwgWEQ55ogcKDgqVCgSqnQcECo8KDgr8cg8KAXf%2BiQoPAZAAAAAAAgAAAAwErwSmACsASQAAATYWFQYCDgQuAScmByYOAQ8BBiY1NDc%2BATc%2BAScuAT4BNz4GFyYGBw4BDwEOBAcOARY2Nz4CNz4DNz4BBI0IGgItQmxhi2KORDg9EQQRMxuZGhYqCFUYEyADCQIQOjEnUmFch3vAJQgdHyaiPT44XHRZUhcYDhItIRmKcVtGYWtbKRYEBKYDEwiy%2Ft3IlVgxEQgLCwwBAQIbG5kYEyJAJghKFRE8Hzdff4U%2FM0o1JSMbL0QJGCYvcSEhHjZST2c1ODwEJygeW0AxJUBff1UyFAABAF0AHgRyBM8ATwAAAQ4BHgQXLgc%2BATceAwYHDgQHBicmNzY3PgQuAScWDgMmJy4BJyY%2BBDcGHgM3PgEuAicmPgMCjScfCic4R0IgBBsKGAoQAwEJEg5gikggBhANPkpTPhZINx8SBgsNJysiCRZOQQoVNU1bYC9QZwICBAUWITsoCAYdJzIYHw8YIiYHDyJJYlkEz0OAZVxEOSQMBzgXOB42IzElKRIqg5Gnl0o3Z0c6IAYWCwYNAwQFIDhHXGF1OWiqb0sdBxUknF0XNTQ8PEUiNWNROBYJDS5AQVUhVZloUSkAAAAAA%2F%2FcAGoE1ARGABsAPwBRAAAAMh4FFA4FIi4FND4EBSYGFxYVFAYiJjU0NzYmBwYHDgEXHgQyPgM3NiYnJgUHDgEXFhcWNj8BNiYnJicuAQIGpJ17bk85HBw6T257naKde25POhwcOU9uewIPDwYIGbD4sBcIBw5GWg0ECxYyWl%2BDiINfWjIWCwQMWv3%2FIw8JCSU4EC0OIw4DDywtCyIERi1JXGJcSSpJXGJcSS0tSVxiXEkqSVxiXEncDwYTOT58sLB8OzcTBg9FcxAxEiRGXkQxMEVeRSQSMRF1HiQPLxJEMA0EDyIPJQ8sSRIEAAAABP%2FcAAAE1ASwABQAJwA7AEwAACEjNy4ENTQ%2BBTMyFzczEzceARUUDgMHNz4BNzYmJyYlBgcOARceBBc3LgE1NDc2JhcHDgEXFhcWNj8CJyYnLgECUJQfW6l2WSwcOU9ue51SPUEglCYvbIknUGqYUi5NdiYLBAw2%2FVFGWg0ECxIqSExoNSlrjxcIB3wjDwkJJTgQLQ4MFgMsLQsieBRhdHpiGxVJXGJcSS0Pef5StVXWNBpacm5jGq0xiD8SMRFGckVzEDESHjxRQTkNmhKnbjs3EwZwJA8vEkQwDQQPC1YELEkSBAAAAAP%2FngAABRIEqwALABgAKAAAJwE2FhcBFgYjISImJSE1NDY7ATIWHQEhAQczMhYPAQ4BKwEiJi8BJjZaAoIUOBQCghUbJfryJRsBCgFZDwqWCg8BWf5DaNAUGAQ6BCMUNhQjBDoEGGQEKh8FIfvgIEdEhEsKDw8KSwLT3x0U%2FBQdHRT8FB0AAAABAGQAFQSwBLAAKAAAADIWFREBHgEdARQGJyURFh0BFAYvAQcGJj0BNDcRBQYmPQE0NjcBETQCTHxYAWsPFhgR%2FplkGhPNzRMaZP6ZERgWDwFrBLBYPv6t%2FrsOMRQpFA0M%2Bf75XRRAFRAJgIAJEBVAFF0BB%2FkMDRQpFDEOAUUBUz4AAAARAAAAAARMBLAAHQAnACsALwAzADcAOwA%2FAEMARwBLAE8AUwBXAFsAXwBjAAABMzIWHQEzMhYdASE1NDY7ATU0NjsBMhYdASE1NDYBERQGIyEiJjURFxUzNTMVMzUzFTM1MxUzNTMVMzUFFTM1MxUzNTMVMzUzFTM1MxUzNQUVMzUzFTM1MxUzNTMVMzUzFTM1A1JkFR0yFR37tB0VMh0VZBUdAfQdAQ8dFfwYFR1kZGRkZGRkZGRk%2FHxkZGRkZGRkZGT8fGRkZGRkZGRkZASwHRUyHRWWlhUdMhUdHRUyMhUd%2FnD9EhUdHRUC7shkZGRkZGRkZGRkyGRkZGRkZGRkZGTIZGRkZGRkZGRkZAAAAAMAAAAZBXcElwAZACUANwAAARcWFA8BBiY9ASMBISImPQE0NjsBATM1NDYBBycjIiY9ATQ2MyEBFxYUDwEGJj0BIyc3FzM1NDYEb%2FkPD%2FkOFZ%2F9qP7dFR0dFdECWPEV%2FamNetEVHR0VASMDGvkPD%2FkOFfG1jXqfFQSN5g4qDuYOCBWW%2FagdFWQVHQJYlhUI%2FpiNeh0VZBUd%2Fk3mDioO5g4IFZa1jXqWFQgAAAABAAAAAASwBEwAEgAAEyEyFhURFAYjIQERIyImNRE0NmQD6Ck7Oyn9rP7QZCk7OwRMOyn9qCk7%2FtQBLDspAlgpOwAAAAMAZAAABEwEsAAJABMAPwAAEzMyFh0BITU0NiEzMhYdASE1NDYBERQOBSIuBTURIRUUFRwBHgYyPgYmNTQ9AZbIFR3%2B1B0C0cgVHf7UHQEPBhgoTGacwJxmTCgYBgEsAwcNFB8nNkI2Jx8TDwUFAQSwHRX6%2BhUdHRX6%2BhUd%2FnD%2B1ClJalZcPigoPlxWakkpASz6CRIVKyclIRsWEAgJEBccISUnKhURCPoAAAAB%2F%2F8A1ARMA8IABQAAAQcJAScBBEzG%2Fp%2F%2Bn8UCJwGbxwFh%2Fp%2FHAicAAQAAAO4ETQPcAAUAAAkCNwkBBE392v3ZxgFhAWEDFf3ZAifH%2Fp8BYQAAAAAC%2F1EAZAVfA%2BgAFAApAAABITIWFREzMhYPAQYiLwEmNjsBESElFxYGKwERIRchIiY1ESMiJj8BNjIBlALqFR2WFQgO5g4qDuYOCBWW%2FoP%2BHOYOCBWWAYHX%2FRIVHZYVCA7mDioD6B0V%2FdkVDvkPD%2FkOFQGRuPkOFf5wyB0VAiYVDvkPAAABAAYAAASeBLAAMAAAEzMyFh8BITIWBwMOASMhFyEyFhQGKwEVFAYiJj0BIRUUBiImPQEjIiYvAQMjIiY0NjheERwEJgOAGB4FZAUsIf2HMAIXFR0dFTIdKh3%2B1B0qHR8SHQYFyTYUHh4EsBYQoiUY%2FiUVK8gdKh0yFR0dFTIyFR0dFTIUCQoDwR0qHQAAAAACAAAAAASwBEwACwAPAAABFSE1MzQ2MyEyFhUFIREhBLD7UMg7KQEsKTv9RASw%2B1AD6GRkKTs7Kcj84AACAAAAAAXcBEwADAAQAAATAxEzNDYzITIWFSEVBQEhAcjIyDspASwqOgH0ASz%2B1PtQASwDIP5wAlgpOzspyGT9RAK8AAEBRQAAA2sErwAbAAABFxYGKwERMzIWDwEGIi8BJjY7AREjIiY%2FATYyAnvmDggVlpYVCA7mDioO5g4IFZaWFQgO5g4qBKD5DhX9pxUO%2BQ8P%2BQ4VAlkVDvkPAAAAAQABAUQErwNrABsAAAEXFhQPAQYmPQEhFRQGLwEmND8BNhYdASE1NDYDqPkODvkPFf2oFQ%2F5Dg75DxUCWBUDYOUPKQ%2FlDwkUl5cUCQ%2FlDykP5Q8JFZWVFQkAAAAEAAAAAASwBLAACQAZAB0AIQAAAQMuASMhIgYHAwUhIgYdARQWMyEyNj0BNCYFNTMVMzUzFQSRrAUkFP1gFCQFrAQt%2FBgpOzspA%2BgpOzv%2Bq2RkZAGQAtwXLSgV%2FR1kOylkKTs7KWQpO8hkZGRkAAAAA%2F%2BcAGQEsARMAAsAIwAxAAAAMhYVERQGIiY1ETQDJSMTFgYjIisBIiYnAj0BNDU0PgE7ASUBFSIuAz0BND4CNwRpKh0dKh1k%2FV0mLwMRFQUCVBQdBDcCCwzIAqP8GAQOIhoWFR0dCwRMHRX8rhUdHRUDUhX8mcj%2B7BAIHBUBUQ76AgQQDw36%2FtT6AQsTKRwyGigUDAEAAAACAEoAAARmBLAALAA1AAABMzIWDwEeARcTFzMyFhQGBw4EIyIuBC8BLgE0NjsBNxM%2BATcnJjYDFjMyNw4BIiYCKV4UEgYSU3oPP3YRExwaEggeZGqfTzl0XFU%2BLwwLEhocExF2Pw96UxIGEyQyNDUxDDdGOASwFRMlE39N%2FrmtHSkoBwQLHBYSCg4REg4FBAgoKR2tAUdNfhQgExr7vgYGMT09AAEAFAAUBJwEnAAXAAABNwcXBxcHFycHJwcnBzcnNyc3Jxc3FzcDIOBO6rS06k7gLZubLeBO6rS06k7gLZubA7JO4C2bmy3gTuq0tOpO4C2bmy3gTuq0tAADAAAAZASwBLAAIQAtAD0AAAEzMhYdAQchMhYdARQHAw4BKwEiJi8BIyImNRE0PwI%2BARcPAREzFzMTNSE3NQEzMhYVERQGKwEiJjURNDYCijIoPBwBSCg8He4QLBf6B0YfHz0tNxSRYA0xG2SWZIjW%2Bv4%2BMv12ZBUdHRVkFR0dBLBRLJZ9USxkLR3%2BqBghMhkZJCcBkCQbxMYcKGTU1f6JZAF3feGv%2FtQdFf4MFR0dFQH0FR0AAAAAAwAAAAAEsARMACAAMAA8AAABMzIWFxMWHQEUBiMhFh0BFAYrASImLwImNRE0NjsBNgUzMhYVERQGKwEiJjURNDYhByMRHwEzNSchNQMCWPoXLBDuHTwo%2FrgcPCgyGzENYJEUNy09fP3pZBUdHRVkFR0dAl%2BIZJZkMjIBwvoETCEY%2FqgdLWQsUXYHlixRKBzGxBskAZAnJGRkHRX%2BDBUdHRUB9BUdZP6J1dSv4X0BdwADAAAAZAUOBE8AGwA3AEcAAAElNh8BHgEPASEyFhQGKwEDDgEjISImNRE0NjcXERchEz4BOwEyNiYjISoDLgQnJj8BJwUzMhYVERQGKwEiJjURNDYBZAFrHxZuDQEMVAEuVGxuVGqDBhsP%2FqoHphwOOmQBJYMGGw%2FLFRMSFv44AgoCCQMHAwUDAQwRklb9T2QVHR0VZBUdHQNp5hAWcA0mD3lMkE7%2BrRUoog0CDRElCkj%2BCVkBUxUoMjIBAgIDBQIZFrdT5B0V%2FgwVHR0VAfQVHQAAAAP%2FnABkBLAETwAdADYARgAAAQUeBBURFAYjISImJwMjIiY0NjMhJyY2PwE2BxcWBw4FKgIjIRUzMhYXEyE3ESUFMzIWFREUBisBIiY1ETQ2AdsBbgIIFBANrAf%2Bqg8bBoNqVW1sVAEuVQsBDW4WSpIRDAIDBQMHAwkDCgH%2BJd0PHAaCASZq%2FqoCUGQVHR0VZBUdHQRP5gEFEBEXC%2F3zDaIoFQFTTpBMeQ8mDXAWrrcWGQIFAwICAWQoFf6tWQH37OQdFf4MFR0dFQH0FR0AAAADAGEAAARMBQ4AGwA3AEcAAAAyFh0BBR4BFREUBiMhIiYvAQMmPwE%2BAR8BETQXNTQmBhURHAMOBAcGLwEHEyE3ESUuAQMhMhYdARQGIyEiJj0BNDYB3pBOAVMVKKIN%2FfMRJQoJ5hAWcA0mD3nGMjIBAgIDBQIZFrdT7AH3Wf6tFSiWAfQVHR0V%2FgwVHR0FDm5UaoMGGw%2F%2BqgemHA4OAWsfFm4NAQxUAS5U1ssVExIW%2FjgCCgIJAwcDBQMBDBGSVv6tZAElgwYb%2FQsdFWQVHR0VZBUdAAP%2F%2FQAGA%2BgFFAAPAC0ASQAAASEyNj0BNCYjISIGHQEUFgEVFAYiJjURBwYmLwEmNxM%2BBDMhMhYVERQGBwEDFzc2Fx4FHAIVERQWNj0BNDY3JREnAV4B9BUdHRX%2BDBUdHQEPTpBMeQ8mDXAWEOYBBRARFwsCDQ2iKBX9iexTtxYZAgUDAgIBMjIoFQFTWQRMHRVkFR0dFWQVHfzmalRubFQBLlQMAQ1uFh8BawIIEw8Mpgf%2Bqg8bBgHP%2Fq1WkhEMAQMFAwcDCQIKAv44FhITFcsPGwaDASVkAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBJSYGHQEhIgYdARQWMyEVFBY3JTY0AeLs1ptbW5vW7NabW1ubAob%2B7RAX%2Fu0KDw8KARMXEAETEASaW5vW7NabW1ub1uzWm%2F453w0KFYkPCpYKD4kVCg3fDSYAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgENAQYUFwUWNj0BITI2PQE0JiMhNTQmAeLs1ptbW5vW7NabW1ubASX%2B7RAQARMQFwETCg8PCv7tFwSaW5vW7NabW1ub1uzWm%2BjfDSYN3w0KFYkPCpYKD4kVCgAAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEBAyYiBwMGFjsBERQWOwEyNjURMzI2AeLs1ptbW5vW7NabW1ubAkvfDSYN3w0KFYkPCpYKD4kVCgSaW5vW7NabW1ub1uzWm%2F5AARMQEP7tEBf%2B7QoPDwoBExcAAAIAFgAWBJoEmgAPACUAAAAyHgIUDgIiLgI0PgEFIyIGFREjIgYXExYyNxM2JisBETQmAeLs1ptbW5vW7NabW1ubAZeWCg%2BJFQoN3w0mDd8NChWJDwSaW5vW7NabW1ub1uzWm7sPCv7tFxD%2B7RAQARMQFwETCg8AAAMAGAAYBJgEmAAPAJYApgAAADIeAhQOAiIuAjQ%2BASUOAwcGJgcOAQcGFgcOAQcGFgcUFgcyHgEXHgIXHgI3Fg4BFx4CFxQGFBcWNz4CNy4BJy4BJyIOAgcGJyY2NS4BJzYuAQYHBicmNzY3HgIXHgMfAT4CJyY%2BATc%2BAzcmNzIWMjY3LgMnND4CJiceAT8BNi4CJwYHFB4BFS4CJz4BNxYyPgEB5OjVm1xcm9Xo1ZtcXJsBZA8rHDoKDz0PFD8DAxMBAzEFCRwGIgEMFhkHECIvCxU%2FOR0HFBkDDRQjEwcFaHUeISQDDTAMD0UREi4oLBAzDwQBBikEAQMLGhIXExMLBhAGKBsGBxYVEwYFAgsFAwMNFwQGCQcYFgYQCCARFwkKKiFBCwQCAQMDHzcLDAUdLDgNEiEQEgg%2FKhADGgMKEgoRBJhcm9Xo1ZtcXJvV6NWbEQwRBwkCAwYFBycPCxcHInIWInYcCUcYChQECA4QBAkuHgQPJioRFRscBAcSCgwCch0kPiAIAQcHEAsBAgsLIxcBMQENCQIPHxkCFBkdHB4QBgEBBwoMGBENBAMMJSAQEhYXDQ4qFBkKEhIDCQsXJxQiBgEOCQwHAQ0DBAUcJAwSCwRnETIoAwEJCwsLJQcKDBEAAAAAAQAAAAIErwSFABYAAAE2FwUXNxYGBw4BJwEGIi8BJjQ3ASY2AvSkjv79kfsGUE08hjv9rA8rD28PDwJYIk8EhVxliuh%2BWYcrIgsW%2FawQEG4PKxACV2XJAAYAAABgBLAErAAPABMAIwAnADcAOwAAEyEyFh0BFAYjISImPQE0NgUjFTMFITIWHQEUBiMhIiY9ATQ2BSEVIQUhMhYdARQGIyEiJj0BNDYFIRUhZAPoKTs7KfwYKTs7BBHIyPwYA%2BgpOzsp%2FBgpOzsEEf4MAfT8GAPoKTs7KfwYKTs7BBH%2B1AEsBKw7KWQpOzspZCk7ZGTIOylkKTs7KWQpO2RkyDspZCk7OylkKTtkZAAAAAIAZAAABEwEsAALABEAABMhMhYUBiMhIiY0NgERBxEBIZYDhBUdHRX8fBUdHQI7yP6iA4QEsB0qHR0qHf1E%2FtTIAfQB9AAAAAMAAABkBLAEsAAXABsAJQAAATMyFh0BITIWFREhNSMVIRE0NjMhNTQ2FxUzNQEVFAYjISImPQEB9MgpOwEsKTv%2BDMj%2BDDspASw7KcgB9Dsp%2FBgpOwSwOylkOyn%2BcGRkAZApO2QpO2RkZP1EyCk7OynIAAAABAAAAAAEsASwABUAKwBBAFcAABMhMhYPARcWFA8BBiIvAQcGJjURNDYpATIWFREUBi8BBwYiLwEmND8BJyY2ARcWFA8BFxYGIyEiJjURNDYfATc2MgU3NhYVERQGIyEiJj8BJyY0PwE2MhcyASwVCA5exwcHaggUCMdeDhUdAzUBLBUdFQ5exwgUCGoHB8deDgj%2BL2oHB8deDggV%2FtQVHRUOXscIFALLXg4VHRX%2B1BUIDl7HBwdqCBQIBLAVDl7HCBQIagcHx14OCBUBLBUdHRX%2B1BUIDl7HBwdqCBQIx14OFf0maggUCMdeDhUdFQEsFQgOXscHzl4OCBX%2B1BUdFQ5exwgUCGoHBwAAAAYAAAAABKgEqAAPABsAIwA7AEMASwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JiQyFhQGIiY0JDIWFAYjIicHFhUUBiImNTQ2PwImNTQEMhYUBiImNCQyFhQGIiY0Advy3Z9fX5%2Fd8t2gXl6gAcbgv29vv%2BC%2Fb2%2F%2BLS0gIC0gAUwtICAWDg83ETNIMykfegEJ%2FoctICAtIAIdLSAgLSAEqF%2Bf3fLdoF5eoN3y3Z9Xb7%2Fgv29vv%2BC%2FBiAtISEtICAtIQqRFxwkMzMkIDEFfgEODhekIC0gIC0gIC0gIC0AAf%2FYAFoEuQS8AFsAACUBNjc2JicmIyIOAwcABw4EFx4BMzI3ATYnLgEjIgcGBwEOASY0NwA3PgEzMhceARcWBgcOBgcGIyImJyY2NwE2NzYzMhceARcWBgcBDgEnLgECIgHVWwgHdl8WGSJBMD8hIP6IDx4eLRMNBQlZN0ozAiQkEAcdEhoYDRr%2Bqw8pHA4BRyIjQS4ODyw9DQ4YIwwod26La1YOOEBGdiIwGkQB%2F0coW2tQSE5nDxE4Qv4eDyoQEAOtAdZbZWKbEQQUGjIhH%2F6JDxsdNSg3HT5CMwIkJCcQFBcMGv6uDwEcKQ4BTSIjIQEINykvYyMLKnhuiWZMBxtAOU6%2BRAH%2FSBg3ISSGV121Qv4kDwIPDyYAAAACAGQAWASvBEQAGQBEAAABPgIeAhUUDgMHLgQ1ND4CHgEFIg4DIi4DIyIGFRQeAhcWFx4EMj4DNzY3PgQ1NCYCiTB7eHVYNkN5hKg%2BPqeFeEM4WnZ4eQEjIT8yLSohJyktPyJDbxtBMjMPBw86KzEhDSIzKUAMBAgrKT8dF2oDtURIBS1TdkA5eYB%2FslVVsn%2BAeTlAdlMtBUgtJjY1JiY1NiZvTRc4SjQxDwcOPCouGBgwKEALBAkpKkQqMhNPbQACADn%2F8gR3BL4AFwAuAAAAMh8BFhUUBg8BJi8BNycBFwcvASY0NwEDNxYfARYUBwEGIi8BJjQ%2FARYfAQcXAQKru0KNQjgiHR8uEl%2F3%2FnvUaRONQkIBGxJpCgmNQkL%2B5UK6Qo1CQjcdLhJf9wGFBL5CjUJeKmsiHTUuEl%2F4%2FnvUahKNQrpCARv%2BRmkICY1CukL%2B5UJCjUK7Qjc3LxFf%2BAGFAAAAAAMAyAAAA%2BgEsAARABUAHQAAADIeAhURFAYjISImNRE0PgEHESERACIGFBYyNjQCBqqaZDo7Kf2oKTs8Zj4CWP7%2FVj09Vj0EsB4uMhX8Ryk7OykDuRUzLar9RAK8%2FRY9Vj09VgABAAAAAASwBLAAFgAACQEWFAYiLwEBEScBBRMBJyEBJyY0NjIDhgEbDx0qDiT%2B6dT%2BzP7oywEz0gEsAQsjDx0qBKH%2B5g8qHQ8j%2FvX%2B1NL%2BzcsBGAE01AEXJA4qHQAAAAADAScAEQQJBOAAMgBAAEsAAAEVHgQXIy4DJxEXHgQVFAYHFSM1JicuASczHgEXEScuBDU0PgI3NRkBDgMVFB4DFxYXET4ENC4CArwmRVI8LAKfBA0dMydAIjxQNyiym2SWVygZA4sFV0obLkJOMCAyVWg6HSoqFQ4TJhkZCWgWKTEiGBkzNwTgTgUTLD9pQiQuLBsH%2Fs0NBxMtPGQ%2Bi6oMTU8QVyhrVk1iEAFPCA4ZLzlYNkZwSCoGTf4SARIEDh02Jh0rGRQIBgPQ%2FsoCCRYgNEM0JRkAAAABAGQAZgOUBK0ASgAAATIeARUjNC4CIyIGBwYVFB4BFxYXMxUjFgYHBgc%2BATM2FjMyNxcOAyMiLgEHDgEPASc%2BBTc%2BAScjNTMmJy4CPgE3NgIxVJlemSc8OxolVBQpGxoYBgPxxQgVFS02ImIWIIwiUzUyHzY4HCAXanQmJ1YYFzcEGAcTDBEJMAwk3aYXFQcKAg4tJGEErVCLTig%2FIhIdFSw5GkowKgkFZDKCHj4yCg8BIh6TExcIASIfBAMaDAuRAxAFDQsRCjePR2QvORQrREFMIVgAAAACABn%2F%2FwSXBLAADwAfAAABMzIWDwEGIi8BJjY7AREzBRcWBisBESMRIyImPwE2MgGQlhUIDuYOKg7mDggVlsgCF%2BYOCBWWyJYVCA7mDioBLBYO%2Bg8P%2Bg4WA4QQ%2BQ4V%2FHwDhBUO%2BQ8AAAQAGf%2F%2FA%2BgEsAAHABcAGwAlAAABIzUjFSMRIQEzMhYPAQYiLwEmNjsBETMFFTM1EwczFSE1NyM1IQPoZGRkASz9qJYVCA7mDioO5g4IFZbIAZFkY8jI%2FtTIyAEsArxkZAH0%2FHwWDvoPD%2FoOFgOEZMjI%2FRL6ZJb6ZAAAAAAEABn%2F%2FwPoBLAADwAZACEAJQAAATMyFg8BBiIvASY2OwERMwUHMxUhNTcjNSERIzUjFSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAljIyP7UyMgBLGRkZAEsx2QBLBYO%2Bg8P%2Bg4WA4SW%2BmSW%2BmT7UGRkAfRkyMgAAAAEABn%2F%2FwRMBLAADwAVABsAHwAAATMyFg8BBiIvASY2OwERMwEjESM1MxMjNSMRIQcVMzUBkJYVCA7mDioO5g4IFZbIAlhkZMhkZMgBLMdkASwWDvoPD%2FoOFgOE%2FgwBkGT7UGQBkGTIyAAAAAAEABn%2F%2FwRMBLAADwAVABkAHwAAATMyFg8BBiIvASY2OwERMwEjNSMRIQcVMzUDIxEjNTMBkJYVCA7mDioO5g4IFZbIArxkyAEsx2QBZGTIASwWDvoPD%2FoOFgOE%2FgxkAZBkyMj7tAGQZAAAAAAFABn%2F%2FwSwBLAADwATABcAGwAfAAABMzIWDwEGIi8BJjY7AREzBSM1MxMhNSETITUhEyE1IQGQlhUIDuYOKg7mDggVlsgB9MjIZP7UASxk%2FnABkGT%2BDAH0ASwWDvoPD%2FoOFgOEyMj%2BDMj%2BDMj%2BDMgABQAZ%2F%2F8EsASwAA8AEwAXABsAHwAAATMyFg8BBiIvASY2OwERMwUhNSEDITUhAyE1IQMjNTMBkJYVCA7mDioO5g4IFZbIAyD%2BDAH0ZP5wAZBk%2FtQBLGTIyAEsFg76Dw%2F6DhYDhMjI%2FgzI%2FgzI%2FgzIAAIAAAAABEwETAAPAB8AAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmAV4BkKK8u6P%2BcKW5uQJn%2FgwpOzspAfQpOzsETLuj%2FnClubmlAZClucg7Kf4MKTs7KQH0KTsAAAAAAwAAAAAETARMAA8AHwArAAABITIWFREUBiMhIiY1ETQ2BSEiBhURFBYzITI2NRE0JgUXFhQPAQYmNRE0NgFeAZClubml%2FnCju7wCZP4MKTs7KQH0KTs7%2Fm%2F9ERH9EBgYBEy5pf5wpbm5pQGQo7vIOyn%2BDCk7OykB9Ck7gr4MJAy%2BDAsVAZAVCwAAAAADAAAAAARMBEwADwAfACsAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFg8BBiIvASY2AV4BkKO7uaX%2BcKW5uQJn%2FgwpOzspAfQpOzv%2BFQGQFQsMvgwkDL4MCwRMvKL%2BcKW5uaUBkKO7yDsp%2FgwpOzspAfQpO8gYEP0REf0QGAAAAAMAAAAABEwETAAPAB8AKwAAASEyFhURFAYjISImNRE0NgUhIgYVERQWMyEyNjURNCYFFxYGIyEiJj8BNjIBXgGQpbm5pf5wo7u5Amf%2BDCk7OykB9Ck7O%2F77vgwLFf5wFQsMvgwkBEy5pf5wo7u8ogGQpbnIOyn%2BDCk7OykB9Ck7z%2F0QGBgQ%2FREAAAAAAgAAAAAFFARMAB8ANQAAASEyFhURFAYjISImPQE0NjMhMjY1ETQmIyEiJj0BNDYHARYUBwEGJj0BIyImPQE0NjsBNTQ2AiYBkKW5uaX%2BcBUdHRUBwik7Oyn%2BPhUdHb8BRBAQ%2FrwQFvoVHR0V%2BhYETLml%2FnCluR0VZBUdOykB9Ck7HRVkFR3p%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgAAAQDZAAID1wSeACMAAAEXFgcGAgclMhYHIggBBwYrAScmNz4BPwEhIicmNzYANjc2MwMZCQgDA5gCASwYEQ4B%2Fvf%2B8wQMDgkJCQUCUCcn%2FtIXCAoQSwENuwUJEASeCQoRC%2F5TBwEjEv7K%2FsUFDwgLFQnlbm4TFRRWAS%2FTBhAAAAACAAAAAAT%2BBEwAHwA1AAABITIWHQEUBiMhIgYVERQWMyEyFh0BFAYjISImNRE0NgUBFhQHAQYmPQEjIiY9ATQ2OwE1NDYBXgGQFR0dFf4%2BKTs7KQHCFR0dFf5wpbm5AvEBRBAQ%2FrwQFvoVHR0V%2BhYETB0VZBUdOyn%2BDCk7HRVkFR25pQGQpbnp%2FuQOJg7%2B5A4KFZYdFcgVHZYVCgACAAAAAASwBLAAFQAxAAABITIWFREUBi8BAQYiLwEmNDcBJyY2ASMiBhURFBYzITI2PQE3ERQGIyEiJjURNDYzIQLuAZAVHRUObf7IDykPjQ8PAThtDgj%2B75wpOzspAfQpO8i7o%2F5wpbm5pQEsBLAdFf5wFQgObf7IDw%2BNDykPAThtDhX%2B1Dsp%2FgwpOzsplMj%2B1qW5uaUBkKW5AAADAA4ADgSiBKIADwAbACMAAAAyHgIUDgIiLgI0PgEEIg4BFB4BMj4BNCYEMhYUBiImNAHh7tmdXV2d2e7ZnV1dnQHD5sJxccLmwnFx%2FnugcnKgcgSiXZ3Z7tmdXV2d2e7ZnUdxwubCcXHC5sJzcqBycqAAAAMAAAAABEwEsAAVAB8AIwAAATMyFhURMzIWBwEGIicBJjY7ARE0NgEhMhYdASE1NDYFFTM1AcLIFR31FAoO%2FoEOJw3%2BhQ0JFfod%2FoUD6BUd%2B7QdA2dkBLAdFf6iFg%2F%2BVg8PAaoPFgFeFR38fB0V%2BvoVHWQyMgAAAAMAAAAABEwErAAVAB8AIwAACQEWBisBFRQGKwEiJj0BIyImNwE%2BAQEhMhYdASE1NDYFFTM1AkcBeg4KFfQiFsgUGPoUCw4Bfw4n%2FfkD6BUd%2B7QdA2dkBJ7%2BTQ8g%2BhQeHRX6IQ8BrxAC%2FH8dFfr6FR1kMjIAAwAAAAAETARLABQAHgAiAAAJATYyHwEWFAcBBiInASY0PwE2MhcDITIWHQEhNTQ2BRUzNQGMAXEHFQeLBwf98wcVB%2F7cBweLCBUH1APoFR37tB0DZ2QC0wFxBweLCBUH%2FfMICAEjCBQIiwcH%2FdIdFfr6FR1kMjIABAAAAAAETASbAAkAGQAjACcAABM3NjIfAQcnJjQFNzYWFQMOASMFIiY%2FASc3ASEyFh0BITU0NgUVMzWHjg4qDk3UTQ4CFtIOFQIBHRX9qxUIDtCa1P49A%2BgVHfu0HQNnZAP%2Fjg4OTdRMDyqa0g4IFf2pFB4BFQ7Qm9T9Oh0V%2BvoVHWQyMgAAAAQAAAAABEwEsAAPABkAIwAnAAABBR4BFRMUBi8BByc3JyY2EwcGIi8BJjQ%2FAQEhMhYdASE1NDYFFTM1AV4CVxQeARUO0JvUm9IOCMNMDyoOjg4OTf76A%2BgVHfu0HQNnZASwAgEdFf2rFQgO0JrUmtIOFf1QTQ4Ojg4qDk3%2BWB0V%2BvoVHWQyMgACAAT%2F7ASwBK8ABQAIAAAlCQERIQkBFQEEsP4d%2Fsb%2BcQSs%2FTMCq2cBFP5xAacDHPz55gO5AAAAAAIAAABkBEwEsAAVABkAAAERFAYrAREhESMiJjURNDY7AREhETMHIzUzBEwdFZb9RJYVHR0V%2BgH0ZMhkZAPo%2FK4VHQGQ%2FnAdFQPoFB7%2B1AEsyMgAAAMAAABFBN0EsAAWABoALwAAAQcBJyYiDwEhESMiJjURNDY7AREhETMHIzUzARcWFAcBBiIvASY0PwE2Mh8BATYyBEwC%2FtVfCRkJlf7IlhUdHRX6AfRkyGRkAbBqBwf%2BXAgUCMoICGoHFQdPASkHFQPolf7VXwkJk%2F5wHRUD6BQe%2FtQBLMjI%2Fc5qBxUH%2FlsHB8sHFQdqCAhPASkHAAMAAAANBQcEsAAWABoAPgAAAREHJy4BBwEhESMiJjURNDY7AREhETMHIzUzARcWFA8BFxYUDwEGIi8BBwYiLwEmND8BJyY0PwE2Mh8BNzYyBExnhg8lEP72%2FreWFR0dFfoB9GTIZGQB9kYPD4ODDw9GDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykD6P7zZ4YPAw7%2B9v5wHRUD6BQe%2FtQBLMjI%2FYxGDykPg4MPKQ9GDw%2BDgw8PRg8pD4ODDykPRg8Pg4MPAAADAAAAFQSXBLAAFQAZAC8AAAERISIGHQEhESMiJjURNDY7AREhETMHIzUzEzMyFh0BMzIWDwEGIi8BJjY7ATU0NgRM%2FqIVHf4MlhUdHRX6AfRkyGRklmQVHZYVCA7mDioO5g4IFZYdA%2Bj%2B1B0Vlv5wHRUD6BQe%2FtQBLMjI%2FagdFfoVDuYODuYOFfoVHQAAAAADAAAAAASXBLAAFQAZAC8AAAERJyYiBwEhESMiJjURNDY7AREhETMHIzUzExcWBisBFRQGKwEiJj0BIyImPwE2MgRMpQ4qDv75%2Fm6WFR0dFfoB9GTIZGTr5g4IFZYdFWQVHZYVCA7mDioD6P5wpQ8P%2Fvf%2BcB0VA%2BgUHv7UASzIyP2F5Q8V%2BhQeHhT6FQ%2FlDwADAAAAyASwBEwACQATABcAABMhMhYdASE1NDYBERQGIyEiJjURExUhNTIETBUd%2B1AdBJMdFfu0FR1kAZAETB0VlpYVHf7U%2FdoVHR0VAib%2B1MjIAAAGAAMAfQStBJcADwAZAB0ALQAxADsAAAEXFhQPAQYmPQEhNSE1NDYBIyImPQE0NjsBFyM1MwE3NhYdASEVIRUUBi8BJjQFIzU7AjIWHQEUBisBA6f4Dg74DhX%2BcAGQFf0vMhUdHRUyyGRk%2FoL3DhUBkP5wFQ73DwOBZGRkMxQdHRQzBI3mDioO5g4IFZbIlhUI%2FoUdFWQVHcjI%2FcvmDggVlsiWFQgO5g4qecgdFWQVHQAAAAACAGQAAASwBLAAFgBRAAABJTYWFREUBisBIiY1ES4ENRE0NiUyFh8BERQOAg8BERQGKwEiJjURLgQ1ETQ%2BAzMyFh8BETMRPAE%2BAjMyFh8BETMRND4DA14BFBklHRXIFR0EDiIaFiX%2B4RYZAgEVHR0LCh0VyBUdBA4iGhYBBwoTDRQZAgNkBQkVDxcZAQFkAQUJFQQxdBIUH%2FuuFR0dFQGNAQgbHzUeAWcfRJEZDA3%2BPhw%2FMSkLC%2F5BFR0dFQG%2FBA8uLkAcAcICBxENCxkMDf6iAV4CBxENCxkMDf6iAV4CBxENCwABAGQAAASwBEwAMwAAARUiDgMVERQWHwEVITUyNjURIREUFjMVITUyPgM1ETQmLwE1IRUiBhURIRE0JiM1BLAEDiIaFjIZGf5wSxn%2BDBlL%2FnAEDiIaFjIZGQGQSxkB9BlLBEw4AQUKFA78iBYZAQI4OA0lAYr%2BdiUNODgBBQoUDgN4FhkBAjg4DSX%2BdgGKJQ04AAAABgAAAAAETARMAAwAHAAgACQAKAA0AAABITIWHQEjBTUnITchBSEyFhURFAYjISImNRE0NhcVITUBBTUlBRUhNQUVFAYjIQchJyE3MwKjAXcVHWn%2B2cj%2BcGQBd%2F4lASwpOzsp%2FtQpOzspASwCvP5wAZD8GAEsArwdFf6JZP6JZAGQyGkD6B0VlmJiyGTIOyn%2BDCk7OykB9Ck7ZMjI%2FveFo4XGyMhm%2BBUdZGTIAAEAEAAQBJ8EnwAmAAATNzYWHwEWBg8BHgEXNz4BHwEeAQ8BBiIuBicuBTcRohEuDosOBhF3ZvyNdxEzE8ATBxGjAw0uMUxPZWZ4O0p3RjITCwED76IRBhPCFDERdo78ZXYRBA6IDi8RogEECBUgNUNjO0qZfHNVQBAAAAACAAAAAASwBEwAIwBBAAAAMh4EHwEVFAYvAS4BPQEmIAcVFAYPAQYmPQE%2BBRIyHgIfARUBHgEdARQGIyEiJj0BNDY3ATU0PgIB%2FLimdWQ%2FLAkJHRTKFB2N%2FsKNHRTKFB0DDTE7ZnTKcFImFgEBAW0OFR0V%2B7QVHRUOAW0CFiYETBUhKCgiCgrIFRgDIgMiFZIYGJIVIgMiAxgVyAQNJyQrIP7kExwcCgoy%2FtEPMhTUFR0dFdQUMg8BLzIEDSEZAAADAAAAAASwBLAADQAdACcAAAEHIScRMxUzNTMVMzUzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYETMj9qMjIyMjIyPyuArwVHR0VDIn8SokMFR0dswRMFR37UB0CvMjIAfTIyMjI%2FOAdKh1kZB0qHf7UHRUyMhUdAAAAAwBkAAAEsARMAAkAEwAdAAABIyIGFREhETQmASMiBhURIRE0JgEhETQ2OwEyFhUCvGQpOwEsOwFnZCk7ASw7%2FRv%2B1DspZCk7BEw7KfwYA%2BgpO%2F7UOyn9RAK8KTv84AGQKTs7KQAAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQURByMRMwcRMxHIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkyMhkZARMsHz%2BDHywsHwB9HywyP1EArzIZP7UZGQBLGT%2B1GQB9GT%2B1AEsAAAABf%2BcAAAEsARMAA8AEwAfACUAKQAAEyEyFhURFAYjISImNRE0NhcRIREBIzUjFSMRMxUzNTMFEQcjETMHETMRyAK8fLCwfP1EfLCwGAOE%2FgxkZGRkZGQBkGTIyGRkBEywfP4MfLCwfAH0fLDI%2FUQCvP2oyMgB9MjIZP7UZAH0ZP7UASwABP%2BcAAAEsARMAA8AEwAbACMAABMhMhYVERQGIyEiJjURNDYXESERBSMRMxUhESEFIxEzFSERIcgCvHywsHz9RHywsBgDhP4MyMj%2B1AEsAZDIyP7UASwETLB8%2Fgx8sLB8AfR8sMj9RAK8yP7UZAH0ZP7UZAH0AAAABP%2BcAAAEsARMAA8AEwAWABkAABMhMhYVERQGIyEiJjURNDYXESERAS0BDQERyAK8fLCwfP1EfLCwGAOE%2Fgz%2B1AEsAZD%2B1ARMsHz%2BDHywsHwB9HywyP1EArz%2BDJaWlpYBLAAAAAX%2FnAAABLAETAAPABMAFwAgACkAABMhMhYVERQGIyEiJjURNDYXESERAyERIQcjIgYVFBY7AQERMzI2NTQmI8gCvHywsHz9RHywsBgDhGT9RAK8ZIImOTYpgv4Mgik2OSYETLB8%2Fgx8sLB8AfR8sMj9RAK8%2FagB9GRWQUFUASz%2B1FRBQVYAAAAF%2F5wAAASwBEwADwATAB8AJQApAAATITIWFREUBiMhIiY1ETQ2FxEhEQUjFTMRITUzNSMRIQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMjI%2FtTIyAEsAZBkZMjIZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yGT%2B1GRkASz%2BDAGQZP4MZAAG%2F5wAAASwBEwADwATABkAHwAjACcAABMhMhYVERQGIyEiJjURNDYXESERBTMRIREzASMRIzUzBRUzNQEjNTPIArx8sLB8%2FUR8sLAYA4T9RMj%2B1GQCWGRkyP2oZAEsZGQETLB8%2Fgx8sLB8AfR8sMj9RAK8yP5wAfT%2BDAGQZMjIyP7UZAAF%2F5wAAASwBEwADwATABwAIgAmAAATITIWFREUBiMhIiY1ETQ2FxEhEQEHIzU3NSM1IQEjESM1MwMjNTPIArx8sLB8%2FUR8sLAYA4T%2BDMdkx8gBLAGQZGTIx2RkBEywfP4MfLCwfAH0fLDI%2FUQCvP5wyDLIlmT%2BDAGQZP4MZAAAAAMACQAJBKcEpwAPABsAJQAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgchFSEVISc1NyEB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWz%2B1AEs%2FtRkZAEsBKdentvw255eXp7b8NueTHHC5MJxccLkwtDIZGTIZAAAAAAEAAkACQSnBKcADwAbACcAKwAAADIeAhQOAiIuAjQ%2BAQQiDgEUHgEyPgE0JgcVBxcVIycjFSMRIQcVMzUB4PDbnl5entvw255eXp4BxeTCcXHC5MJxcWwyZGRklmQBLMjIBKdentvw255eXp7b8NueTHHC5MJxccLkwtBkMmQyZGQBkGRkZAAAAv%2Fy%2F50EwgRBACAANgAAATIWFzYzMhYUBisBNTQmIyEiBh0BIyImNTQ2NyY1ND4BEzMyFhURMzIWDwEGIi8BJjY7ARE0NgH3brUsLC54qqp4gB0V%2FtQVHd5QcFZBAmKqepYKD4kVCg3fDSYN3w0KFYkPBEF3YQ6t8a36FR0dFfpzT0VrDhMSZKpi%2FbMPCv7tFxD0EBD0EBcBEwoPAAAAAAL%2F8v%2BcBMMEQQAcADMAAAEyFhc2MzIWFxQGBwEmIgcBIyImNTQ2NyY1ND4BExcWBisBERQGKwEiJjURIyImNzY3NjIB9m62LCsueaoBeFr%2Bhg0lDf6DCU9xVkECYqnm3w0KFYkPCpYKD4kVCg3HGBMZBEF3YQ%2BteGOkHAFoEBD%2Bk3NPRWsOExNkqWP9kuQQF%2F7tCg8PCgETFxDMGBMAAAABAGQAAARMBG0AGAAAJTUhATMBMwkBMwEzASEVIyIGHQEhNTQmIwK8AZD%2B8qr%2B8qr%2B1P7Uqv7yqv7yAZAyFR0BkB0VZGQBLAEsAU3%2Bs%2F7U%2FtRkHRUyMhUdAAAAAAEAeQAABDcEmwAvAAABMhYXHgEVFAYHFhUUBiMiJxUyFh0BITU0NjM1BiMiJjU0Ny4BNTQ2MzIXNCY1NDYCWF6TGll7OzIJaUo3LRUd%2FtQdFS03SmkELzlpSgUSAqMEm3FZBoNaPWcfHRpKaR77HRUyMhUd%2Bx5pShIUFVg1SmkCAhAFdKMAAAAGACcAFASJBJwAEQAqAEIASgBiAHsAAAEWEgIHDgEiJicmAhI3PgEyFgUiBw4BBwYWHwEWMzI3Njc2Nz4BLwEmJyYXIgcOAQcGFh8BFjMyNz4BNz4BLwEmJyYWJiIGFBYyNjciBw4BBw4BHwEWFxYzMjc%2BATc2Ji8BJhciBwYHBgcOAR8BFhcWMzI3PgE3NiYvASYD8m9PT29T2dzZU29PT29T2dzZ%2Fj0EBHmxIgQNDCQDBBcGG0dGYAsNAwkDCwccBAVQdRgEDA0iBAQWBhJROQwMAwkDCwf5Y4xjY4xjVhYGElE6CwwDCQMLBwgEBVB1GAQNDCIEjRcGG0dGYAsNAwkDCwcIBAR5sSIEDQwkAwPyb%2F7V%2FtVvU1dXU28BKwErb1NXVxwBIrF5DBYDCQEWYEZHGwMVDCMNBgSRAhh1UA0WAwkBFTpREgMVCyMMBwT6Y2OMY2MVFTpREQQVCyMMBwQCGHVQDRYDCQEkFmBGRxsDFQwjDQYEASKxeQwWAwkBAAAABQBkAAAD6ASwAAwADwAWABwAIgAAASERIzUhFSERNDYzIQEjNQMzByczNTMDISImNREFFRQGKwECvAEstP6s%2FoQPCgI%2FASzIZKLU1KJktP51Cg8DhA8KwwMg%2FoTIyALzCg%2F%2B1Mj84NTUyP4MDwoBi8jDCg8AAAAABQBkAAAD6ASwAAkADAATABoAIQAAASERCQERNDYzIQEjNRMjFSM1IzcDISImPQEpARUUBisBNQK8ASz%2Bov3aDwoCPwEsyD6iZKLUqv6dCg8BfAIIDwqbAyD9%2BAFe%2FdoERwoP%2FtTI%2FHzIyNT%2BZA8KNzcKD1AAAAAAAwAAAAAEsAP0AAgAGQAfAAABIxUzFyERIzcFMzIeAhUhFSEDETM0PgIBMwMhASEEiqJkZP7UotT9EsgbGiEOASz9qMhkDiEaAnPw8PzgASwB9AMgyGQBLNTUBBErJGT%2BogHCJCsRBP5w%2FnAB9AAAAAMAAAAABEwETAAZADIAOQAAATMyFh0BMzIWHQEUBiMhIiY9ATQ2OwE1NDYFNTIWFREUBiMhIic3ARE0NjMVFBYzITI2AQc1IzUzNQKKZBUdMhUdHRX%2B1BUdHRUyHQFzKTs7Kf2oARP2%2Fro7KVg%2BASw%2BWP201MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7KfzgKTsE9gFGAUQpO5Y%2BWFj95tSiZKIAAwBkAAAEvARMABkANgA9AAABMzIWHQEzMhYdARQGIyEiJj0BNDY7ATU0NgU1MhYVESMRMxQOAiMhIiY1ETQ2MxUUFjMhMjYBBzUjNTM1AcJkFR0yFR0dFf7UFR0dFTIdAXMpO8jIDiEaG%2F2oKTs7KVg%2BASw%2BWAGc1MjIBEwdFTIdFWQVHR0VZBUdMhUd%2BpY7Kf4M%2FtQkKxEEOykDICk7lj5YWP3m1KJkogAAAAP%2FogAABRYE1AALABsAHwAACQEWBiMhIiY3ATYyEyMiBhcTHgE7ATI2NxM2JgMVMzUCkgJ9FyAs%2BwQsIBcCfRZARNAUGAQ6BCMUNhQjBDoEGODIBK37sCY3NyYEUCf%2BTB0U%2FtIUHR0UAS4UHf4MZGQAAAAACQAAAAAETARMAA8AHwAvAD8ATwBfAG8AfwCPAAABMzIWHQEUBisBIiY9ATQ2EzMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBMzIWHQEUBisBIiY9ATQ2ITMyFh0BFAYrASImPQE0NiEzMhYdARQGKwEiJj0BNDYBqfoKDw8K%2BgoPDwr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPD%2Fzq%2BgoPDwr6Cg8PAZr6Cg8PCvoKDw8BmvoKDw8K%2BgoPDwRMDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg%2F%2B1A8KlgoPDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKD%2F7UDwqWCg8PCpYKDw8KlgoPDwqWCg8PCpYKDw8KlgoPAAAAAwAAAAAEsAUUABkAKQAzAAABMxUjFSEyFg8BBgchJi8BJjYzITUjNTM1MwEhMhYUBisBFyE3IyImNDYDITIWHQEhNTQ2ArxkZAFePjEcQiko%2FPwoKUIcMT4BXmRkyP4%2BArwVHR0VDIn8SooNFR0dswRMFR37UB0EsMhkTzeEUzMzU4Q3T2TIZPx8HSodZGQdKh3%2B1B0VMjIVHQAABAAAAAAEsAUUAAUAGQArADUAAAAyFhUjNAchFhUUByEyFg8BIScmNjMhJjU0AyEyFhQGKwEVBSElNSMiJjQ2AyEyFh0BITU0NgIwUDnCPAE6EgMBSCkHIq%2F9WrIiCikBSAOvArwVHR0VlgET%2FEoBE5YVHR2zBEwVHftQHQUUOykpjSUmCBEhFpGRFiERCCb%2BlR0qHcjIyMgdKh39qB0VMjIVHQAEAAAAAASwBJ0ABwAUACQALgAAADIWFAYiJjQTMzIWFRQXITY1NDYzASEyFhQGKwEXITcjIiY0NgMhMhYdASE1NDYCDZZqapZqty4iKyf%2BvCcrI%2F7NArwVHR0VDYr8SokMFR0dswRMFR37UB0EnWqWamqW%2Fus5Okxra0w6Of5yHSodZGQdKh3%2B1B0VMjIVHQAEAAAAAASwBRQADwAcACwANgAAATIeARUUBiImNTQ3FzcnNhMzMhYVFBchNjU0NjMBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYL1szb5xvIpBvoyIfLiIrJ%2F68Jysj%2Fs0CvBUdHRUNivxKiQwVHR2zBEwVHftQHQUUa4s2Tm9vTj5Rj2%2BjGv4KOTpMa2tMOjn%2Bch0qHWRkHSod%2FtQdFTIyFR0AAAADAAAAAASwBRIAEgAiACwAAAEFFSEUHgMXIS4BNTQ%2BAjcBITIWFAYrARchNyMiJjQ2AyEyFh0BITU0NgJYASz%2B1CU%2FP00T%2Fe48PUJtj0r%2BogK8FR0dFQ2K%2FEqJDBUdHbMETBUd%2B1AdBLChizlmUT9IGVO9VFShdksE%2FH4dKh1kZB0qHf7UHRUyMhUdAAIAyAAAA%2BgFFAAPACkAAAAyFh0BHgEdASE1NDY3NTQDITIWFyMVMxUjFTMVIxUzFAYjISImNRE0NgIvUjsuNv5wNi5kAZA2XBqsyMjIyMh1U%2F5wU3V1BRQ7KU4aXDYyMjZcGk4p%2Fkc2LmRkZGRkU3V1UwGQU3UAAAMAZP%2F%2FBEwETAAPAC8AMwAAEyEyFhURFAYjISImNRE0NgMhMhYdARQGIyEXFhQGIi8BIQcGIiY0PwEhIiY9ATQ2BQchJ5YDhBUdHRX8fBUdHQQDtgoPDwr%2B5eANGiUNWP30Vw0mGg3g%2Ft8KDw8BqmQBRGQETB0V%2FgwVHR0VAfQVHf1EDwoyCg%2FgDSUbDVhYDRslDeAPCjIKD2RkZAAAAAAEAAAAAASwBEwAGQAjAC0ANwAAEyEyFh0BIzQmKwEiBhUjNCYrASIGFSM1NDYDITIWFREhETQ2ExUUBisBIiY9ASEVFAYrASImPQHIAyBTdWQ7KfopO2Q7KfopO2R1EQPoKTv7UDvxHRVkFR0D6B0VZBUdBEx1U8gpOzspKTs7KchTdf4MOyn%2B1AEsKTv%2BDDIVHR0VMjIVHR0VMgADAAEAAASpBKwADQARABsAAAkBFhQPASEBJjQ3ATYyCQMDITIWHQEhNTQ2AeACqh8fg%2F4f%2FfsgIAEnH1n%2BrAFWAS%2F%2Bq6IDIBUd%2FHwdBI39VR9ZH4MCBh9ZHwEoH%2F5u%2FqoBMAFV%2FBsdFTIyFR0AAAAAAgCPAAAEIQSwABcALwAAAQMuASMhIgYHAwYWMyEVFBYyNj0BMzI2AyE1NDY7ATU0NjsBETMRMzIWHQEzMhYVBCG9CCcV%2FnAVJwi9CBMVAnEdKh19FROo%2Fa0dFTIdFTDILxUdMhUdAocB%2BhMcHBP%2BBhMclhUdHRWWHP2MMhUdMhUdASz%2B1B0VMh0VAAAEAAAAAASwBLAADQAQAB8AIgAAASERFAYjIREBNTQ2MyEBIzUBIREUBiMhIiY1ETQ2MyEBIzUDhAEsDwr%2Bif7UDwoBdwEsyP2oASwPCv12Cg8PCgF3ASzIAyD9wQoPAk8BLFQKD%2F7UyP4M%2FcEKDw8KA7YKD%2F7UyAAC%2F5wAZAUUBEcARgBWAAABMzIeAhcWFxY2NzYnJjc%2BARYXFgcOASsBDgEPAQ4BKwEiJj8BBisBIicHDgErASImPwEmLwEuAT0BNDY7ATY3JyY2OwE2BSMiBh0BFBY7ATI2PQE0JgHkw0uOakkMEhEfQwoKGRMKBQ8XDCkCA1Y9Pgc4HCcDIhVkFRgDDDEqwxgpCwMiFWQVGAMaVCyfExwdFXwLLW8QBxXLdAFF%2BgoPDwr6Cg8PBEdBa4pJDgYKISAiJRsQCAYIDCw9P1c3fCbqFB0dFEYOCEAUHR0UnUplNQcmFTIVHVdPXw4TZV8PCjIKDw8KMgoPAAb%2FnP%2FmBRQEfgAJACQANAA8AFIAYgAAASU2Fh8BFgYPASUzMhYfASEyFh0BFAYHBQYmJyYjISImPQE0NhcjIgYdARQ7ATI2NTQmJyYEIgYUFjI2NAE3PgEeARceAT8BFxYGDwEGJi8BJjYlBwYfAR4BPwE2Jy4BJy4BAoEBpxMuDiAOAxCL%2FCtqQ0geZgM3FR0cE%2F0fFyIJKjr%2B1D5YWLlQExIqhhALIAsSAYBALS1ALf4PmBIgHhMQHC0aPzANITNQL3wpgigJASlmHyElDR0RPRMFAhQHCxADhPcICxAmDyoNeMgiNtQdFTIVJgeEBBQPQ1g%2ByD5YrBwVODMQEAtEERzJLUAtLUD%2B24ITChESEyMgAwWzPUkrRSgJL5cvfRxYGyYrDwkLNRAhFEgJDAQAAAAAAwBkAAAEOQSwAFEAYABvAAABMzIWHQEeARcWDgIPATIeBRUUDgUjFRQGKwEiJj0BIxUUBisBIiY9ASMiJj0BNDY7AREjIiY9ATQ2OwE1NDY7ATIWHQEzNTQ2AxUhMj4CNTc0LgMjARUhMj4CNTc0LgMjAnGWCg9PaAEBIC4uEBEGEjQwOiodFyI2LUAjGg8KlgoPZA8KlgoPrwoPDwpLSwoPDwqvDwqWCg9kD9cBBxwpEwsBAQsTKRz%2B%2BQFrHCkTCwEBCxMpHASwDwptIW1KLk0tHwYGAw8UKDJOLTtdPCoVCwJLCg8PCktLCg8PCksPCpYKDwJYDwqWCg9LCg8PCktLCg%2F%2B1MgVHR0LCgQOIhoW%2FnDIFR0dCwoEDiIaFgAAAwAEAAIEsASuABcAKQAsAAATITIWFREUBg8BDgEjISImJy4CNRE0NgQiDgQPARchNy4FAyMT1AMMVnokEhIdgVL9xFKCHAgYKHoCIIx9VkcrHQYGnAIwnAIIIClJVSGdwwSuelb%2BYDO3QkJXd3ZYHFrFMwGgVnqZFyYtLSUMDPPzBQ8sKDEj%2FsIBBQACAMgAAAOEBRQADwAZAAABMzIWFREUBiMhIiY1ETQ2ARUUBisBIiY9AQHblmesVCn%2BPilUrAFINhWWFTYFFKxn%2FgwpVFQpAfRnrPwY4RU2NhXhAAACAMgAAAOEBRQADwAZAAABMxQWMxEUBiMhIiY1ETQ2ARUUBisBIiY9AQHbYLOWVCn%2BPilUrAFINhWWFTYFFJaz%2FkIpVFQpAfRnrPwY4RU2NhXhAAACAAAAFAUOBBoAFAAaAAAJASUHFRcVJwc1NzU0Jj4CPwEnCQEFJTUFJQUO%2FYL%2Bhk5klpZkAQEBBQQvkwKCAVz%2Bov6iAV4BXgL%2F%2FuWqPOCWx5SVyJb6BA0GCgYDKEEBG%2F1ipqaTpaUAAAMAZAH0BLADIAAHAA8AFwAAEjIWFAYiJjQkMhYUBiImNCQyFhQGIiY0vHxYWHxYAeh8WFh8WAHofFhYfFgDIFh8WFh8WFh8WFh8WFh8WFh8AAAAAAMBkAAAArwETAAHAA8AFwAAADIWFAYiJjQSMhYUBiImNBIyFhQGIiY0Aeh8WFh8WFh8WFh8WFh8WFh8WARMWHxYWHz%2ByFh8WFh8%2FshYfFhYfAAAAAMAZABkBEwETAAPAB8ALwAAEyEyFh0BFAYjISImPQE0NhMhMhYdARQGIyEiJj0BNDYTITIWHQEUBiMhIiY9ATQ2fQO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PCgO2Cg8PCvxKCg8PBEwPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoP%2FnAPCpYKDw8KlgoPAAAABAAAAAAEsASwAA8AHwAvADMAAAEhMhYVERQGIyEiJjURNDYFISIGFREUFjMhMjY1ETQmBSEyFhURFAYjISImNRE0NhcVITUBXgH0ory7o%2F4Mpbm5Asv9qCk7OykCWCk7O%2F2xAfQVHR0V%2FgwVHR1HAZAEsLuj%2FgylubmlAfSlucg7Kf2oKTs7KQJYKTtkHRX%2B1BUdHRUBLBUdZMjIAAAAAAEAZABkBLAETAA7AAATITIWFAYrARUzMhYUBisBFTMyFhQGKwEVMzIWFAYjISImNDY7ATUjIiY0NjsBNSMiJjQ2OwE1IyImNDaWA%2BgVHR0VMjIVHR0VMjIVHR0VMjIVHR0V%2FBgVHR0VMjIVHR0VMjIVHR0VMjIVHR0ETB0qHcgdKh3IHSodyB0qHR0qHcgdKh3IHSodyB0qHQAAAAYBLAAFA%2BgEowAHAA0AEwAZAB8AKgAAAR4BBgcuATYBMhYVIiYlFAYjNDYBMhYVIiYlFAYjNDYDFRQGIiY9ARYzMgKKVz8%2FV1c%2FP%2F75fLB8sAK8sHyw%2FcB8sHywArywfLCwHSodKAMRBKNDsrJCQrKy%2FsCwfLB8fLB8sP7UsHywfHywfLD%2B05AVHR0VjgQAAAH%2FtQDIBJQDgQBCAAABNzYXAR4BBw4BKwEyFRQOBCsBIhE0NyYiBxYVECsBIi4DNTQzIyImJyY2NwE2HwEeAQ4BLwEHIScHBi4BNgLpRRkUASoLCAYFGg8IAQQNGyc%2FKZK4ChRUFQu4jjBJJxkHAgcPGQYGCAsBKhQaTBQVCiMUM7YDe7YsFCMKFgNuEwYS%2FtkLHw8OEw0dNkY4MhwBIBgXBAQYF%2F7gKjxTQyMNEw4PHwoBKBIHEwUjKBYGDMHBDAUWKCMAAAAAAgAAAAAEsASwACUAQwAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSMRIQEjNC4DKwERFBYXMxUjNTI1ESMiDgMVIzUhBLAyCAsZEyYYGcgyGRn%2BcAQOIhoWyBkYJhMZCwgyA%2Bj9RBkIChgQEWQZDQzIMmQREBgKCBkB9AOEFSAVDggDAfyuFhkBAmRkAQUJFQ4DUgEDCA4VIBUBLP0SDxMKBQH%2BVwsNATIyGQGpAQUKEw%2BWAAAAAAMAAAAABEwErgAdACAAMAAAATUiJy4BLwEBIwEGBw4BDwEVITUiJj8BIRcWBiMVARsBARUUBiMhIiY9ATQ2MyEyFgPoGR4OFgUE%2Ft9F%2FtQSFQkfCwsBETE7EkUBJT0NISf%2B7IZ5AbEdFfwYFR0dFQPoFR0BLDIgDiIKCwLr%2FQ4jFQkTBQUyMisusKYiQTIBhwFW%2Fqr942QVHR0VZBUdHQADAAAAAASwBLAADwBHAEoAABMhMhYVERQGIyEiJjURNDYFIyIHAQYHBgcGHQEUFjMhMjY9ATQmIyInJj8BIRcWBwYjIgYdARQWMyEyNj0BNCYnIicmJyMBJhMjEzIETBUdHRX7tBUdHQJGRg0F%2FtUREhImDAsJAREIDAwINxAKCj8BCjkLEQwYCAwMCAE5CAwLCBEZGQ8B%2FuAFDsVnBLAdFfu0FR0dFQRMFR1SDP0PIBMSEAUNMggMDAgyCAwXDhmjmR8YEQwIMggMDAgyBwwBGRskAuwM%2FgUBCAAABAAAAAAEsASwAAMAEwAjACcAAAEhNSEFITIWFREUBiMhIiY1ETQ2KQEyFhURFAYjISImNRE0NhcRIREEsPtQBLD7ggGQFR0dFf5wFR0dAm0BkBUdHRX%2BcBUdHUcBLARMZMgdFfx8FR0dFQOEFR0dFf5wFR0dFQGQFR1k%2FtQBLAAEAAAAAASwBLAADwAfACMAJwAAEyEyFhURFAYjISImNRE0NgEhMhYVERQGIyEiJjURNDYXESEREyE1ITIBkBUdHRX%2BcBUdHQJtAZAVHR0V%2FnAVHR1HASzI%2B1AEsASwHRX8fBUdHRUDhBUd%2FgwdFf5wFR0dFQGQFR1k%2FtQBLP2oZAAAAAACAAAAZASwA%2BgAJwArAAATITIWFREzNTQ2MyEyFh0BMxUjFRQGIyEiJj0BIxEUBiMhIiY1ETQ2AREhETIBkBUdZB0VAZAVHWRkHRX%2BcBUdZB0V%2FnAVHR0CnwEsA%2BgdFf6ilhUdHRWWZJYVHR0Vlv6iFR0dFQMgFR3%2B1P7UASwAAAQAAAAABLAEsAADABMAFwAnAAAzIxEzFyEyFhURFAYjISImNRE0NhcRIREBITIWFREUBiMhIiY1ETQ2ZGRklgGQFR0dFf5wFR0dRwEs%2FqIDhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAAAAgBkAAAETASwACcAKwAAATMyFhURFAYrARUhMhYVERQGIyEiJjURNDYzITUjIiY1ETQ2OwE1MwcRIRECWJYVHR0VlgHCFR0dFfx8FR0dFQFelhUdHRWWZMgBLARMHRX%2BcBUdZB0V%2FnAVHR0VAZAVHWQdFQGQFR1kyP7UASwAAAAEAAAAAASwBLAAAwATABcAJwAAISMRMwUhMhYVERQGIyEiJjURNDYXESERASEyFhURFAYjISImNRE0NgSwZGT9dgGQFR0dFf5wFR0dRwEs%2FK4DhBUdHRX8fBUdHQSwZB0V%2FnAVHR0VAZAVHWT%2B1AEs%2FgwdFf5wFR0dFQGQFR0AAAEBLAAwA28EgAAPAAAJAQYjIiY1ETQ2MzIXARYUA2H%2BEhcSDhAQDhIXAe4OAjX%2BEhcbGQPoGRsX%2FhIOKgAAAAABAUEAMgOEBH4ACwAACQE2FhURFAYnASY0AU8B7h0qKh3%2BEg4CewHuHREp%2FBgpER0B7g4qAAAAAAEAMgFBBH4DhAALAAATITIWBwEGIicBJjZkA%2BgpER3%2BEg4qDv4SHREDhCod%2FhIODgHuHSoAAAAAAQAyASwEfgNvAAsAAAkBFgYjISImNwE2MgJ7Ae4dESn8GCkRHQHuDioDYf4SHSoqHQHuDgAAAAACAAgAAASwBCgABgAKAAABFQE1LQE1ASE1IQK8%2FUwBnf5jBKj84AMgAuW2%2Fr3dwcHd%2B9jIAAAAAAIAAABkBLAEsAALADEAAAEjFTMVIREzNSM1IQEzND4FOwERFAYPARUhNSIuAzURMzIeBRUzESEEsMjI%2FtTIyAEs%2B1AyCAsZEyYYGWQyGRkBkAQOIhoWZBkYJhMZCwgy%2FOADhGRkASxkZP4MFSAVDggDAf3aFhkBAmRkAQUJFQ4CJgEDCA4VIBUBLAAAAgAAAAAETAPoACUAMQAAASM0LgUrAREUFh8BFSE1Mj4DNREjIg4FFSM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BsgGzAbQBtQG2AbcBuAG5AboBuwG8Ab0BvgG%2FAcABwQHCAcMBxAHFAcYBxwHIAckBygHLAcwBzQHOAc8B0AHRAdIB0wHUAdUB1gHXAdgB2QHaAdsB3AHdAd4B3wHgAeEB4gHjAeQB5QHmAecB6AHpAeoB6wHsAe0B7gHvAfAB8QHyAfMB9AH1AfYB9wH4AfkB%2BgH7AfwB%2FQH%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%3D%29%20format%28%27truetype%27%29%2Curl%28data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPD94bWwgdmVyc2lvbj0iMS4wIiBzdGFuZGFsb25lPSJubyI%2FPgo8IURPQ1RZUEUgc3ZnIFBVQkxJQyAiLS8vVzNDLy9EVEQgU1ZHIDEuMS8vRU4iICJodHRwOi8vd3d3LnczLm9yZy9HcmFwaGljcy9TVkcvMS4xL0RURC9zdmcxMS5kdGQiID4KPHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPgo8bWV0YWRhdGE%2BPC9tZXRhZGF0YT4KPGRlZnM%2BCjxmb250IGlkPSJnbHlwaGljb25zX2hhbGZsaW5nc3JlZ3VsYXIiIGhvcml6LWFkdi14PSIxMjAwIiA%2BCjxmb250LWZhY2UgdW5pdHMtcGVyLWVtPSIxMjAwIiBhc2NlbnQ9Ijk2MCIgZGVzY2VudD0iLTI0MCIgLz4KPG1pc3NpbmctZ2x5cGggaG9yaXotYWR2LXg9IjUwMCIgLz4KPGdseXBoIGhvcml6LWFkdi14PSIwIiAvPgo8Z2x5cGggaG9yaXotYWR2LXg9IjQwMCIgLz4KPGdseXBoIHVuaWNvZGU9IiAiIC8%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDAzOyIgaG9yaXotYWR2LXg9IjEzMDAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA0OyIgaG9yaXotYWR2LXg9IjQzMyIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDU7IiBob3Jpei1hZHYteD0iMzI1IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwNjsiIGhvcml6LWFkdi14PSIyMTYiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDA3OyIgaG9yaXotYWR2LXg9IjIxNiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeDIwMDg7IiBob3Jpei1hZHYteD0iMTYyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAwOTsiIGhvcml6LWFkdi14PSIyNjAiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3gyMDBhOyIgaG9yaXotYWR2LXg9IjcyIiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4MjAyZjsiIGhvcml6LWFkdi14PSIyNjAiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3gyNmZhOyIgZD0iTTc3NCAxMTkzLjVxMTYgLTkuNSAyMC41IC0yN3QtNS41IC0zMy41bC0xMzYgLTE4N2w0NjcgLTc0NmgzMHEyMCAwIDM1IC0xOC41dDE1IC0zOS41di00MmgtMTIwMHY0MnEwIDIxIDE1IDM5LjV0MzUgMTguNWgzMGw0NjggNzQ2bC0xMzUgMTgzcS0xMCAxNiAtNS41IDM0dDIwLjUgMjh0MzQgNS41dDI4IC0yMC41bDExMSAtMTQ4bDExMiAxNTBxOSAxNiAyNyAyMC41dDM0IC01ek02MDAgMjAwaDM3N2wtMTgyIDExMmwtMTk1IDUzNHYtNjQ2eiAiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDI0OyIgZD0iTTEzMDAgMGgtNTM4bC00MSA0MDBoLTI0MmwtNDEgLTQwMGgtNTM4bDQzMSAxMjAwaDIwOWwtMjEgLTMwMGgxNjJsLTIwIDMwMGgyMDh6TTUxNSA4MDBsLTI3IC0zMDBoMjI0bC0yNyAzMDBoLTE3MHoiIC8%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQyOyIgZD0iTTUwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTY4MiA2ODJsMSA0NzVxMCAxMCA3LjUgMTcuNXQxNy41IDcuNWg0NzR6TTgwMCAxMjAwbDY4MiAtNjgycTggLTggOCAtMTh0LTggLTE4bC00NjQgLTQ2NHEtOCAtOCAtMTggLTh0LTE4IDhsLTU2IDU2bDQyNCA0MjZsLTcwMCA3MDBoMTUwek0zMTkuNSAxMDI0LjVxLTI5LjUgMjkuNSAtNzEgMjkuNXQtNzEgLTI5LjUgdC0yOS41IC03MS41dDI5LjUgLTcxLjV0NzEgLTI5LjV0NzEgMjkuNXQyOS41IDcxLjV0LTI5LjUgNzEuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQzOyIgZD0iTTMwMCAxMjAwaDgyNXE3NSAwIDc1IC03NXYtOTAwcTAgLTI1IC0xOCAtNDNsLTY0IC02NHEtOCAtOCAtMTMgLTUuNXQtNSAxMi41djk1MHEwIDEwIC03LjUgMTcuNXQtMTcuNSA3LjVoLTcwMHEtMjUgMCAtNDMgLTE4bC02NCAtNjRxLTggLTggLTUuNSAtMTN0MTIuNSAtNWg3MDBxMTAgMCAxNy41IC03LjV0Ny41IC0xNy41di05NTBxMCAtMTAgLTcuNSAtMTcuNXQtMTcuNSAtNy41aC04NTBxLTEwIDAgLTE3LjUgNy41dC03LjUgMTcuNXY5NzUgcTAgMjUgMTggNDNsMTM5IDEzOXExOCAxOCA0MyAxOHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDQ5OyIgZD0iTTg3NyAxMjAwbDIgLTU3cS04MyAtMTkgLTExNiAtNDUuNXQtNDAgLTY2LjVsLTEzMiAtODM5cS05IC00OSAxMyAtNjl0OTYgLTI2di05N2gtNTAwdjk3cTE4NiAxNiAyMDAgOThsMTczIDgzMnEzIDE3IDMgMzB0LTEuNSAyMi41dC05IDE3LjV0LTEzLjUgMTIuNXQtMjEuNSAxMHQtMjYgOC41dC0zMy41IDEwcS0xMyAzIC0xOSA1djU3aDQyNXoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDY5OyIgZD0iTTI1MCAxMTAwaDEwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtNDM4bDQ2NCA0NTNxMTUgMTQgMjUuNSAxMHQxMC41IC0yNXYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNWgtMTAwcS0yMSAwIC0zNS41IDE0LjV0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcwOyIgZD0iTTUwIDExMDBoMTAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di00MzhsNDY0IDQ1M3ExNSAxNCAyNS41IDEwdDEwLjUgLTI1di0xMDAwcTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xMC41IC0yNXQtMjUuNSAxMGwtNDY0IDQ1M3YtNDM4cTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC0xMDBxLTIxIDAgLTM1LjUgMTQuNSB0LTE0LjUgMzUuNXYxMDAwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDcxOyIgZD0iTTEyMDAgMTA1MHYtMTAwMHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ2NCA0NTN2LTQzOHEwIC0yMSAtMTAuNSAtMjV0LTI1LjUgMTBsLTQ5MiA0ODBxLTE1IDE0IC0xNSAzNXQxNSAzNWw0OTIgNDgwcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV2LTQzOGw0NjQgNDUzcTE1IDE0IDI1LjUgMTB0MTAuNSAtMjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTA3MjsiIGQ9Ik0yNDMgMTA3NGw4MTQgLTQ5OHExOCAtMTEgMTggLTI2dC0xOCAtMjZsLTgxNCAtNDk4cS0xOCAtMTEgLTMwLjUgLTR0LTEyLjUgMjh2MTAwMHEwIDIxIDEyLjUgMjh0MzAuNSAtNHoiIC8%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDc5OyIgZD0iTTg4NSA5MDBsLTM1MiAtMzUzbDM1MiAtMzUzbC0xOTcgLTE5OGwtNTUyIDU1Mmw1NTIgNTUweiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUwODA7IiBkPSJNMTA2NCA1NDdsLTU1MSAtNTUxbC0xOTggMTk4bDM1MyAzNTNsLTM1MyAzNTNsMTk4IDE5OHoiIC8%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMDk2OyIgZD0iTTg1MCAxMjAwaDMwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMzAwcTAgLTIxIC0xMC41IC0yNXQtMjQuNSAxMGwtOTQgOTRsLTI0OSAtMjQ5cS04IC03IC0xOCAtN3QtMTggN2wtMTA2IDEwNnEtNyA4IC03IDE4dDcgMThsMjQ5IDI0OWwtOTQgOTRxLTE0IDE0IC0xMCAyNC41dDI1IDEwLjV6TTM1MCAwaC0zMDBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djMwMHEwIDIxIDEwLjUgMjV0MjQuNSAtMTBsOTQgLTk0bDI0OSAyNDkgcTggNyAxOCA3dDE4IC03bDEwNiAtMTA2cTcgLTggNyAtMTh0LTcgLTE4bC0yNDkgLTI0OWw5NCAtOTRxMTQgLTE0IDEwIC0yNC41dC0yNSAtMTAuNXoiIC8%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%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%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTMyOyIgZD0iTTYwMCAxMTc4cTExOCAwIDIyNSAtNDUuNXQxODQuNSAtMTIzdDEyMyAtMTg0LjV0NDUuNSAtMjI1dC00NS41IC0yMjV0LTEyMyAtMTg0LjV0LTE4NC41IC0xMjN0LTIyNSAtNDUuNXQtMjI1IDQ1LjV0LTE4NC41IDEyM3QtMTIzIDE4NC41dC00NS41IDIyNXQ0NS41IDIyNXQxMjMgMTg0LjV0MTg0LjUgMTIzdDIyNSA0NS41ek01NjEgODU1bC0yNzUgLTIyM3EtMTYgLTEzIC0xNiAtMzJ0MTYgLTMybDI3NSAtMjIzcTE2IC0xMyAyNy41IC04IHQxMS41IDI2djEzN2gyNzVxMTAgMCAxNy41IDcuNXQ3LjUgMTcuNXYxNTBxMCAxMCAtNy41IDE3LjV0LTE3LjUgNy41aC0yNzV2MTM3cTAgMjEgLTExLjUgMjZ0LTI3LjUgLTh6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTEzMzsiIGQ9Ik02MDAgMTE3OHExMTggMCAyMjUgLTQ1LjV0MTg0LjUgLTEyM3QxMjMgLTE4NC41dDQ1LjUgLTIyNXQtNDUuNSAtMjI1dC0xMjMgLTE4NC41dC0xODQuNSAtMTIzdC0yMjUgLTQ1LjV0LTIyNSA0NS41dC0xODQuNSAxMjN0LTEyMyAxODQuNXQtNDUuNSAyMjV0NDUuNSAyMjV0MTIzIDE4NC41dDE4NC41IDEyM3QyMjUgNDUuNXpNODU1IDYzOWwtMjIzIDI3NXEtMTMgMTYgLTMyIDE2dC0zMiAtMTZsLTIyMyAtMjc1cS0xMyAtMTYgLTggLTI3LjUgdDI2IC0xMS41aDEzN3YtMjc1cTAgLTEwIDcuNSAtMTcuNXQxNy41IC03LjVoMTUwcTEwIDAgMTcuNSA3LjV0Ny41IDE3LjV2Mjc1aDEzN3EyMSAwIDI2IDExLjV0LTggMjcuNXoiIC8%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTQ0OyIgZD0iTTc3Ni41IDEyMTRxOTMuNSAwIDE1OS41IC02NmwxNDEgLTE0MXE2NiAtNjYgNjYgLTE2MHEwIC00MiAtMjggLTk1LjV0LTYyIC04Ny41bC0yOSAtMjlxLTMxIDUzIC03NyA5OWwtMTggMThsOTUgOTVsLTI0NyAyNDhsLTM4OSAtMzg5bDIxMiAtMjEybC0xMDUgLTEwNmwtMTkgMThsLTE0MSAxNDFxLTY2IDY2IC02NiAxNTl0NjYgMTU5bDI4MyAyODNxNjUgNjYgMTU4LjUgNjZ6TTYwMCA3MDZsMTA1IDEwNXExMCAtOCAxOSAtMTdsMTQxIC0xNDEgcTY2IC02NiA2NiAtMTU5dC02NiAtMTU5bC0yODMgLTI4M3EtNjYgLTY2IC0xNTkgLTY2dC0xNTkgNjZsLTE0MSAxNDFxLTY2IDY2IC02NiAxNTkuNXQ2NiAxNTkuNWw1NSA1NXEyOSAtNTUgNzUgLTEwMmwxOCAtMTdsLTk1IC05NWwyNDcgLTI0OGwzODkgMzg5eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNDU7IiBkPSJNNjAzIDEyMDBxODUgMCAxNjIgLTE1dDEyNyAtMzh0NzkgLTQ4dDI5IC00NnYtOTUzcTAgLTQxIC0yOS41IC03MC41dC03MC41IC0yOS41aC02MDBxLTQxIDAgLTcwLjUgMjkuNXQtMjkuNSA3MC41djk1M3EwIDIxIDMwIDQ2LjV0ODEgNDh0MTI5IDM3LjV0MTYzIDE1ek0zMDAgMTAwMHYtNzAwaDYwMHY3MDBoLTYwMHpNNjAwIDI1NHEtNDMgMCAtNzMuNSAtMzAuNXQtMzAuNSAtNzMuNXQzMC41IC03My41dDczLjUgLTMwLjV0NzMuNSAzMC41IHQzMC41IDczLjV0LTMwLjUgNzMuNXQtNzMuNSAzMC41eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNDY7IiBkPSJNOTAyIDExODVsMjgzIC0yODJxMTUgLTE1IDE1IC0zNnQtMTQuNSAtMzUuNXQtMzUuNSAtMTQuNXQtMzUgMTVsLTM2IDM1bC0yNzkgLTI2N3YtMzAwbC0yMTIgMjEwbC0zMDggLTMwN2wtMjgwIC0yMDNsMjAzIDI4MGwzMDcgMzA4bC0yMTAgMjEyaDMwMGwyNjcgMjc5bC0zNSAzNnEtMTUgMTQgLTE1IDM1dDE0LjUgMzUuNXQzNS41IDE0LjV0MzUgLTE1eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNDg7IiBkPSJNNzAwIDEyNDh2LTc4cTM4IC01IDcyLjUgLTE0LjV0NzUuNSAtMzEuNXQ3MSAtNTMuNXQ1MiAtODR0MjQgLTExOC41aC0xNTlxLTQgMzYgLTEwLjUgNTl0LTIxIDQ1dC00MCAzNS41dC02NC41IDIwLjV2LTMwN2w2NCAtMTNxMzQgLTcgNjQgLTE2LjV0NzAgLTMydDY3LjUgLTUyLjV0NDcuNSAtODB0MjAgLTExMnEwIC0xMzkgLTg5IC0yMjR0LTI0NCAtOTd2LTc3aC0xMDB2NzlxLTE1MCAxNiAtMjM3IDEwM3EtNDAgNDAgLTUyLjUgOTMuNSB0LTE1LjUgMTM5LjVoMTM5cTUgLTc3IDQ4LjUgLTEyNnQxMTcuNSAtNjV2MzM1bC0yNyA4cS00NiAxNCAtNzkgMjYuNXQtNzIgMzZ0LTYzIDUydC00MCA3Mi41dC0xNiA5OHEwIDcwIDI1IDEyNnQ2Ny41IDkydDk0LjUgNTd0MTEwIDI3djc3aDEwMHpNNjAwIDc1NHYyNzRxLTI5IC00IC01MCAtMTF0LTQyIC0yMS41dC0zMS41IC00MS41dC0xMC41IC02NXEwIC0yOSA3IC01MC41dDE2LjUgLTM0dDI4LjUgLTIyLjV0MzEuNSAtMTR0MzcuNSAtMTAgcTkgLTMgMTMgLTR6TTcwMCA1NDd2LTMxMHEyMiAyIDQyLjUgNi41dDQ1IDE1LjV0NDEuNSAyN3QyOSA0MnQxMiA1OS41dC0xMi41IDU5LjV0LTM4IDQ0LjV0LTUzIDMxdC02Ni41IDI0LjV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE0OTsiIGQ9Ik01NjEgMTE5N3E4NCAwIDE2MC41IC00MHQxMjMuNSAtMTA5LjV0NDcgLTE0Ny41aC0xNTNxMCA0MCAtMTkuNSA3MS41dC00OS41IDQ4LjV0LTU5LjUgMjZ0LTU1LjUgOXEtMzcgMCAtNzkgLTE0LjV0LTYyIC0zNS41cS00MSAtNDQgLTQxIC0xMDFxMCAtMjYgMTMuNSAtNjN0MjYuNSAtNjF0MzcgLTY2cTYgLTkgOSAtMTRoMjQxdi0xMDBoLTE5N3E4IC01MCAtMi41IC0xMTV0LTMxLjUgLTk1cS00NSAtNjIgLTk5IC0xMTIgcTM0IDEwIDgzIDE3LjV0NzEgNy41cTMyIDEgMTAyIC0xNnQxMDQgLTE3cTgzIDAgMTM2IDMwbDUwIC0xNDdxLTMxIC0xOSAtNTggLTMwLjV0LTU1IC0xNS41dC00MiAtNC41dC00NiAtMC41cS0yMyAwIC03NiAxN3QtMTExIDMyLjV0LTk2IDExLjVxLTM5IC0zIC04MiAtMTZ0LTY3IC0yNWwtMjMgLTExbC01NSAxNDVxNCAzIDE2IDExdDE1LjUgMTAuNXQxMyA5dDE1LjUgMTJ0MTQuNSAxNHQxNy41IDE4LjVxNDggNTUgNTQgMTI2LjUgdC0zMCAxNDIuNWgtMjIxdjEwMGgxNjZxLTIzIDQ3IC00NCAxMDRxLTcgMjAgLTEyIDQxLjV0LTYgNTUuNXQ2IDY2LjV0MjkuNSA3MC41dDU4LjUgNzFxOTcgODggMjYzIDg4eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNTA7IiBkPSJNNDAwIDMwMGgxNTBxMjEgMCAyNSAtMTF0LTEwIC0yNWwtMjMwIC0yNTBxLTE0IC0xNSAtMzUgLTE1dC0zNSAxNWwtMjMwIDI1MHEtMTQgMTQgLTEwIDI1dDI1IDExaDE1MHY5MDBoMjAwdi05MDB6TTkzNSAxMTg0bDIzMCAtMjQ5cTE0IC0xNCAxMCAtMjQuNXQtMjUgLTEwLjVoLTE1MHYtOTAwaC0yMDB2OTAwaC0xNTBxLTIxIDAgLTI1IDEwLjV0MTAgMjQuNWwyMzAgMjQ5cTE0IDE1IDM1IDE1dDM1IC0xNXoiIC8%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYyOyIgZD0iTTc5MyAxMTgybDkgLTlxOCAtMTAgNSAtMjdxLTMgLTExIC03OSAtMjI1LjV0LTc4IC0yMjEuNWwzMDAgMXEyNCAwIDMyLjUgLTE3LjV0LTUuNSAtMzUuNXEtMSAwIC0xMzMuNSAtMTU1dC0yNjcgLTMxMi41dC0xMzguNSAtMTYyLjVxLTEyIC0xNSAtMjYgLTE1aC05bC05IDhxLTkgMTEgLTQgMzJxMiA5IDQyIDEyMy41dDc5IDIyNC41bDM5IDExMGgtMzAycS0yMyAwIC0zMSAxOXEtMTAgMjEgNiA0MXE3NSA4NiAyMDkuNSAyMzcuNSB0MjI4IDI1N3Q5OC41IDExMS41cTkgMTYgMjUgMTZoOXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTYzOyIgZD0iTTM1MCAxMTAwaDQwMHEyMSAwIDM1LjUgLTE0LjV0MTQuNSAtMzUuNXYtMTAwcTAgLTIxIC0xNC41IC0zNS41dC0zNS41IC0xNC41aC00NTBxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMHEwIC00MSAyOS41IC03MC41dDcwLjUgLTI5LjVoNDUwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di0xMDBxMCAtMjEgLTE0LjUgLTM1LjV0LTM1LjUgLTE0LjVoLTQwMHEtMTY1IDAgLTI1Ny41IDkyLjV0LTkyLjUgMjU3LjV2NDAwIHEwIDE2NSA5Mi41IDI1Ny41dDI1Ny41IDkyLjV6TTkzOCA4NjdsMzI0IC0yODRxMTYgLTE0IDE2IC0zM3QtMTYgLTMzbC0zMjQgLTI4NHEtMTYgLTE0IC0yNyAtOXQtMTEgMjZ2MTUwaC0yNTBxLTIxIDAgLTM1LjUgMTQuNXQtMTQuNSAzNS41djIwMHEwIDIxIDE0LjUgMzUuNXQzNS41IDE0LjVoMjUwdjE1MHEwIDIxIDExIDI2dDI3IC05eiIgLz4KPGdseXBoIHVuaWNvZGU9IiYjeGUxNjQ7IiBkPSJNNzUwIDEyMDBoNDAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di00MDBxMCAtMjEgLTEwLjUgLTI1dC0yNC41IDEwbC0xMDkgMTA5bC0zMTIgLTMxMnEtMTUgLTE1IC0zNS41IC0xNXQtMzUuNSAxNWwtMTQxIDE0MXEtMTUgMTUgLTE1IDM1LjV0MTUgMzUuNWwzMTIgMzEybC0xMDkgMTA5cS0xNCAxNCAtMTAgMjQuNXQyNSAxMC41ek00NTYgOTAwaC0xNTZxLTQxIDAgLTcwLjUgLTI5LjV0LTI5LjUgLTcwLjV2LTUwMCBxMCAtNDEgMjkuNSAtNzAuNXQ3MC41IC0yOS41aDUwMHE0MSAwIDcwLjUgMjkuNXQyOS41IDcwLjV2MTQ4bDIwMCAyMDB2LTI5OHEwIC0xNjUgLTkzLjUgLTI1Ny41dC0yNTYuNSAtOTIuNWgtNDAwcS0xNjUgMCAtMjU3LjUgOTIuNXQtOTIuNSAyNTcuNXY0MDBxMCAxNjUgOTIuNSAyNTcuNXQyNTcuNSA5Mi41aDMwMHoiIC8%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMTg4OyIgZD0iTTIwMCAxMTAwaDcwMHExMjQgMCAyMTIgLTg4dDg4IC0yMTJ2LTUwMHEwIC0xMjQgLTg4IC0yMTJ0LTIxMiAtODhoLTcwMHEtMTI0IDAgLTIxMiA4OHQtODggMjEydjUwMHEwIDEyNCA4OCAyMTJ0MjEyIDg4ek0xMDAgOTAwdi03MDBoOTAwdjcwMGgtOTAwek01MDAgNzAwaC0yMDB2LTMwMGgyMDB2LTEwMGgtMzAwdjUwMGgzMDB2LTEwMHpNOTAwIDcwMGgtMjAwdi0zMDBoMjAwdi0xMDBoLTMwMHY1MDBoMzAwdi0xMDB6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTE4OTsiIGQ9Ik0yMDAgMTEwMGg3MDBxMTI0IDAgMjEyIC04OHQ4OCAtMjEydi01MDBxMCAtMTI0IC04OCAtMjEydC0yMTIgLTg4aC03MDBxLTEyNCAwIC0yMTIgODh0LTg4IDIxMnY1MDBxMCAxMjQgODggMjEydDIxMiA4OHpNMTAwIDkwMHYtNzAwaDkwMHY3MDBoLTkwMHpNNTAwIDQwMGwtMzAwIDE1MGwzMDAgMTUwdi0zMDB6TTkwMCA1NTBsLTMwMCAtMTUwdjMwMHoiIC8%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjIxOyIgZD0iTTQ4MCAxMTY1bDY4MiAtNjgzcTMxIC0zMSAzMSAtNzUuNXQtMzEgLTc1LjVsLTEzMSAtMTMxaC00ODFsLTUxNyA1MThxLTMyIDMxIC0zMiA3NS41dDMyIDc1LjVsMjk1IDI5NnEzMSAzMSA3NS41IDMxdDc2LjUgLTMxek0xMDggNzk0bDM0MiAtMzQybDMwMyAzMDRsLTM0MSAzNDF6TTI1MCAxMDBoODAwcTIxIDAgMzUuNSAtMTQuNXQxNC41IC0zNS41di01MGgtOTAwdjUwcTAgMjEgMTQuNSAzNS41dDM1LjUgMTQuNXoiIC8%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%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%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%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%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%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%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%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%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUwOyIgZD0iTTg2NSA1NjVsLTQ5NCAtNDk0cS0yMyAtMjMgLTQxIC0yM3EtMTQgMCAtMjIgMTMuNXQtOCAzOC41djEwMDBxMCAyNSA4IDM4LjV0MjIgMTMuNXExOCAwIDQxIC0yM2w0OTQgLTQ5NHExNCAtMTQgMTQgLTM1dC0xNCAtMzV6IiAvPgo8Z2x5cGggdW5pY29kZT0iJiN4ZTI1MTsiIGQ9Ik0zMzUgNjM1bDQ5NCA0OTRxMjkgMjkgNTAgMjAuNXQyMSAtNDkuNXYtMTAwMHEwIC00MSAtMjEgLTQ5LjV0LTUwIDIwLjVsLTQ5NCA0OTRxLTE0IDE0IC0xNCAzNXQxNCAzNXoiIC8%2BCjxnbHlwaCB1bmljb2RlPSImI3hlMjUyOyIgZD0iTTEwMCA5MDBoMTAwMHE0MSAwIDQ5LjUgLTIxdC0yMC41IC01MGwtNDk0IC00OTRxLTE0IC0xNCAtMzUgLTE0dC0zNSAxNGwtNDk0IDQ5NHEtMjkgMjkgLTIwLjUgNTB0NDkuNSAyMXoiIC8%2BCjxnbHlw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type=\"text\/css\">code{white-space: pre;}<\/style>\n<style type=\"text\/css\">\ndiv.sourceCode { overflow-x: auto; }\ntable.sourceCode, tr.sourceCode, td.lineNumbers, td.sourceCode {\n margin: 0; padding: 0; vertical-align: baseline; border: none; }\ntable.sourceCode { width: 100%; line-height: 100%; background-color: #f8f8f8; }\ntd.lineNumbers { text-align: right; padding-right: 4px; padding-left: 4px; color: #aaaaaa; border-right: 1px solid #aaaaaa; }\ntd.sourceCode { padding-left: 5px; }\npre, code { background-color: #f8f8f8; }\ncode > span.kw { color: #204a87; font-weight: bold; } \/* Keyword *\/\ncode > span.dt { color: #204a87; } \/* DataType *\/\ncode > span.dv { color: #0000cf; } \/* DecVal *\/\ncode > span.bn { color: #0000cf; } \/* BaseN *\/\ncode > span.fl { color: #0000cf; } \/* Float *\/\ncode > span.ch { color: #4e9a06; } \/* Char *\/\ncode > span.st { color: #4e9a06; } \/* String *\/\ncode > span.co { color: #8f5902; font-style: italic; } \/* Comment *\/\ncode > span.ot { color: #8f5902; } \/* Other *\/\ncode > span.al { color: #ef2929; } \/* Alert *\/\ncode > span.fu { color: #000000; } \/* Function *\/\ncode > span.er { color: #a40000; font-weight: bold; } \/* Error *\/\ncode > span.wa { color: #8f5902; font-weight: bold; font-style: italic; } \/* Warning *\/\ncode > span.cn { color: #000000; } \/* Constant *\/\ncode > span.sc { color: #000000; } \/* SpecialChar *\/\ncode > span.vs { color: #4e9a06; } \/* VerbatimString *\/\ncode > span.ss { color: #4e9a06; } \/* SpecialString *\/\ncode > span.im { } \/* Import *\/\ncode > span.va { color: #000000; } \/* Variable *\/\ncode > span.cf { color: #204a87; font-weight: bold; } \/* ControlFlow *\/\ncode > span.op { color: #ce5c00; font-weight: bold; } \/* Operator *\/\ncode > span.pp { color: #8f5902; font-style: italic; } \/* Preprocessor *\/\ncode > span.ex { } \/* Extension *\/\ncode > span.at { color: #c4a000; } \/* Attribute *\/\ncode > span.do { color: #8f5902; font-weight: bold; font-style: italic; } \/* Documentation *\/\ncode > span.an { color: #8f5902; font-weight: bold; font-style: italic; } \/* Annotation *\/\ncode > span.cv { color: #8f5902; font-weight: bold; font-style: italic; } \/* CommentVar *\/\ncode > span.in { color: #8f5902; font-weight: bold; font-style: italic; } \/* Information *\/\ndiv.sourceCode {\n overflow-x: visible;\n}\n<\/style>\n<style type=\"text\/css\">\n pre:not([class]) {\n background-color: white;\n }\n<\/style>\n\n\n<style type=\"text\/css\">\nh1 {\n font-size: 34px;\n}\nh1.title {\n font-size: 38px;\n}\nh2 {\n font-size: 30px;\n}\nh3 {\n font-size: 24px;\n}\nh4 {\n font-size: 18px;\n}\nh5 {\n font-size: 16px;\n}\nh6 {\n font-size: 12px;\n}\n.table th:not([align]) {\n text-align: left;\n}\n<\/style>\n\n\n<\/head>\n\n<body>\n\n<style type=\"text\/css\">\n.main-container {\n max-width: 940px;\n margin-left: auto;\n margin-right: auto;\n}\ncode {\n color: inherit;\n background-color: rgba(0, 0, 0, 0.04);\n}\nimg {\n max-width:100%;\n height: auto;\n}\n.tabbed-pane {\n padding-top: 12px;\n}\nbutton.code-folding-btn:focus {\n outline: none;\n}\n<\/style>\n\n\n\n<div class=\"container-fluid main-container\">\n\n\n<script>\n$(document).ready(function () {\n window.buildTabsets(\"TOC\");\n});\n<\/script>\n\n\n<style type=\"text\/css\">\n.code-folding-btn { margin-bottom: 4px; }\n<\/style>\n<script>\n$(document).ready(function () {\n window.initializeCodeFolding(\"show\" === \"show\");\n});\n<\/script>\n\n\n\n\n<script>\n$(document).ready(function () {\n\n \/\/ move toc-ignore selectors from section div to header\n $('div.section.toc-ignore')\n .removeClass('toc-ignore')\n .children('h1,h2,h3,h4,h5').addClass('toc-ignore');\n\n \/\/ establish options\n var options = {\n selectors: \"h1,h2,h3\",\n theme: \"bootstrap3\",\n context: '.toc-content',\n hashGenerator: function (text) {\n return text.replace(\/[.\\\\\/?&!#<>]\/g, '').replace(\/\\s\/g, '_').toLowerCase();\n },\n ignoreSelector: \".toc-ignore\",\n scrollTo: 0\n };\n options.showAndHide = true;\n options.smoothScroll = true;\n\n \/\/ tocify\n var toc = $(\"#TOC\").tocify(options).data(\"toc-tocify\");\n});\n<\/script>\n\n<style type=\"text\/css\">\n\n#TOC {\n margin: 25px 0px 20px 0px;\n}\n@media (max-width: 768px) {\n#TOC {\n position: relative;\n width: 100%;\n}\n}\n\n\n.toc-content {\n padding-left: 30px;\n padding-right: 40px;\n}\n\ndiv.main-container {\n max-width: 1200px;\n}\n\ndiv.tocify {\n width: 20%;\n max-width: 260px;\n max-height: 85%;\n}\n\n@media (min-width: 768px) and (max-width: 991px) {\n div.tocify {\n width: 25%;\n }\n}\n\n@media (max-width: 767px) {\n div.tocify {\n width: 100%;\n max-width: none;\n }\n}\n\n.tocify ul, .tocify li {\n line-height: 20px;\n}\n\n.tocify-subheader .tocify-item {\n font-size: 0.90em;\n padding-left: 25px;\n text-indent: 0;\n}\n\n.tocify .list-group-item {\n border-radius: 0px;\n}\n\n\n<\/style>\n\n\n<div class=\"row-fluid\">\n<div class=\"col-xs-12 col-sm-4 col-md-3\">\n<div id=\"TOC\" class=\"tocify\">\n<\/div>\n<\/div>\n\n<div class=\"toc-content col-xs-12 col-sm-8 col-md-9\">\n\n\n\n\n<div class=\"fluid-row\" id=\"header\">\n\n<div class=\"btn-group pull-right\">\n<button type=\"button\" class=\"btn btn-default btn-xs dropdown-toggle\" data-toggle=\"dropdown\" aria-haspopup=\"true\" aria-expanded=\"false\"><span>Code<\/span> <span class=\"caret\"><\/span><\/button>\n<ul class=\"dropdown-menu\" style=\"min-width: 50px;\">\n<li><a id=\"rmd-show-all-code\" href=\"#\">Show All Code<\/a><\/li>\n<li><a id=\"rmd-hide-all-code\" href=\"#\">Hide All Code<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<h1 class=\"title toc-ignore\">\u805a\u7c7b\u5206\u6790<\/h1>\n\n<\/div>\n\n\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">1<\/span> \u6982\u8ff0<\/h1>\n<hr \/>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u805a\u7c7b\u5206\u6790\u662f\u4e00\u79cd\u5e94\u7528\u5e7f\u6cdb\u7684\u6570\u636e\u6316\u6398\u6280\u672f\u3002\u5b83\u7684\u57fa\u672c\u539f\u7406\u662f\u5c06\u76f8\u540c\u6216\u76f8\u4f3c\u7684\u5bf9\u8c61\u901a\u8fc7\u4e0d\u540c\u65b9\u5f0f\uff08\u4f8b\u5982\u91c7\u7528\u8ddd\u79bb\u5b9a\u4e49\uff09\u5212\u5206\u5230\u540c\u4e00\u4e2a\u7ec4\uff08\u7c07\uff09\uff0c\u805a\u7c7b\u5206\u6790\u4e8b\u5148\u4e0d\u9700\u8981\u5177\u5907\u4efb\u4f55\u5206\u7c7b\u4fe1\u606f\uff0c\u53ef\u4ee5\u7b80\u5355\u5730\u901a\u8fc7\u5224\u65ad\u6570\u636e\u7279\u5f81\u7684\u76f8\u4f3c\u6027\u76f4\u63a5\u8fdb\u884c\u6570\u636e\u5f52\u7c7b\u3002<\/p>\n<p>\u2003\u2003\u805a\u7c7b\u5206\u6790\u65b9\u6cd5\u5e94\u7528\u76f8\u5f53\u5e7f\u6cdb\uff0c\u76ee\u524d\u5df2\u7ecf\u88ab\u5e94\u7528\u4e8e\u5404\u4e2a\u9886\u57df\u3002\u5728\u751f\u7269\u5b66\u65b9\u9762\uff0c\u5df2\u7ecf\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8003\u53e4\u5b66\u3001\u5730\u8d28\u52d8\u63a2\u8c03\u67e5\u3001\u571f\u58e4\u5206\u7c7b\u3001\u5929\u6c14\u9884\u62a5\u3001\u5fae\u751f\u7269\u5206\u7c7b\u3001\u519c\u4f5c\u7269\u54c1\u79cd\u5206\u7c7b\u7b49\uff1b\u5728\u4f01\u4e1a\u8fd0\u8425\u65b9\u9762\uff0c\u516c\u53f8\u53ef\u4ee5\u6839\u636e\u4e2a\u4eba\u5c5e\u6027\u5212\u5206\u5ba2\u6237\uff1b\u5728\u7ecf\u6d4e\u7ba1\u7406\u3001\u793e\u4f1a\u7ecf\u6d4e\u7edf\u8ba1\u90e8\u95e8\uff0c\u4e5f\u901a\u8fc7\u805a\u7c7b\u5206\u6790\u6cd5\u8fdb\u884c\u5b9a\u91cf\u5206\u7c7b\u3002<\/p>\n<p>\u2003\u2003\u805a\u7c7b\u7b97\u6cd5\u79cd\u7c7b\u7e41\u591a\uff0c\u8fd9\u91cc\u5c06\u9009\u53d6\u5e94\u7528\u6700\u5e7f\u6cdb\u3001\u5b9e\u7528\u6027\u6700\u5f3a\u76845\u79cd\u805a\u7c7b\u7b97\u6cd5\u8fdb\u884c\u4ecb\u7ecd\uff0c\u5176\u4e2d\u5305\u62ec\uff1a<br \/>\n<strong>\u00b7K-\u5747\u503c\u805a\u7c7b\uff08K-Means\uff09<\/strong><br \/>\n<strong>\u00b7K-\u4e2d\u5fc3\u70b9\u805a\u7c7b\uff08K-Medoids\uff09<\/strong><br \/>\n<strong>\u00b7\u5bc6\u5ea6\u805a\u7c7b\uff08Densit-based Spatial Cluster of Application with Noise, DBSCAN\uff09<\/strong><br \/>\n<strong>\u00b7\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b\uff08Hierarchical Clustering, HC\uff09<\/strong><br \/>\n<strong>\u00b7\u671f\u671b\u6700\u5927\u5316\u805a\u7c7b\uff08Expectation Maximization, EM\uff09<\/strong><\/p>\n<p><\/font><\/p>\n<div id=\"k-\" class=\"section level2\">\n<h2><span class=\"header-section-number\">1.1<\/span> <strong>K-\u5747\u503c\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003K-\u5747\u503c\u7b97\u6cd5\u662f\u4e00\u79cd\u5feb\u901f\u805a\u7c7b\u65b9\u6cd5\uff0c\u6548\u7387\u9ad8\uff0c\u5bf9\u4e8e\u5f02\u5e38\u503c\u6216\u6781\u503c\u8f83\u4e3a\u654f\u611f\uff0c\u7a33\u5b9a\u6027\u4e0d\u9ad8\uff0c\u56e0\u6b64\u6bd4\u8f83\u9002\u7528\u4e8e\u5904\u7406\u5206\u5e03\u96c6\u4e2d\u7684\u5927\u6837\u672c\u6570\u636e\u96c6\u3002\u76ee\u524d\uff0c\u8bb8\u591a\u7b97\u6cd5\u5747\u56f4\u7ed5\u7740\u8be5\u7b97\u6cd5\u8fdb\u884c\u6269\u5c55\u548c\u6539\u8fdb\u3002<\/p>\n<p>\u2003\u2003K-\u5747\u503c\u7b97\u6cd5\u57fa\u672c\u601d\u60f3\uff1a \u9996\u5148\u786e\u5b9a\u9700\u8981\u5212\u5206K\u7c7b\u3002\u5728\u6570\u636e\u96c6\u4e2d\u6839\u636e\u4e00\u5b9a\u7b56\u7565\u9009\u62e9K\u4e2a\u70b9\u4f5c\u4e3a\u6bcf\u4e00\u7c7b\u7684\u521d\u59cb\u4e2d\u5fc3\uff0c\u7136\u540e\u89c2\u5bdf\u5269\u4f59\u7684\u6570\u636e\uff0c\u5c06\u6570\u636e\u5212\u5206\u5230\u8ddd\u79bb\u8fd9K\u4e2a\u70b9\u6700\u8fd1\u7684\u5206\u7c7b\u4e2d\uff0c\u5373\u5c06\u6570\u636e\u5212\u5206\u6210K\u7c7b\u5b8c\u6210\u4e00\u6b21\u5212\u5206\uff0c<strong>\u4f46\u5f62\u6210\u7684\u65b0\u5206\u7c7b\u5e76\u4e0d\u4e00\u5b9a\u662f\u6700\u597d\u7684\u5212\u5206<\/strong>\u3002\u56e0\u6b64\u751f\u6210\u7684\u65b0\u5206\u7c7b\u4e2d\uff0c<strong>\u91cd\u65b0\u8ba1\u7b97<\/strong>\u6bcf\u4e00\u7c7b\u7684\u4e2d\u5fc3\u70b9\uff0c\u7136\u540e\u5728\u91cd\u65b0\u8fdb\u884c\u5212\u5206\uff0c\u76f4\u5230\u6bcf\u6b21\u5212\u5206\u7684\u7ed3\u679c\u4fdd\u6301\u4e0d\u53d8\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5f80\u5f80\u7ecf\u8fc7\u5f88\u591a\u6b21\u8fed\u4ee3\u4ecd\u7136\u8fbe\u4e0d\u5230\u6bcf\u6b21\u5212\u5206\u7ed3\u679c\u4fdd\u6301\u4e0d\u53d8\uff0c\u751a\u81f3\u56e0\u4e3a\u6570\u636e\u7684\u5173\u7cfb\uff0c\u6839\u672c\u5c31\u8fbe\u4e0d\u5230\u8fd9\u4e2a\u7ec8\u6b62\u6761\u4ef6\uff0c\u5b9e\u9645\u5e94\u7528\u4e2d\u5f80\u5f80\u91c7\u7528\u53d8\u901a\u7684\u65b9\u6cd5\u8bbe\u7f6e\u4e00\u4e2a\u6700\u5927\u8fed\u4ee3\u6b21\u6570\uff0c<strong>\u5f53\u8fbe\u5230\u6700\u5927\u8fed\u4ee3\u6b21\u6570\u65f6\uff0c\u7ec8\u6b62\u8ba1\u7b97<\/strong>\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"k-\" class=\"section level2\">\n<h2><span class=\"header-section-number\">1.2<\/span> <strong>K-\u4e2d\u5fc3\u70b9\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003K-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\u4e0eK-\u5747\u503c\u7b97\u6cd5\u5728\u539f\u7406\u4e0a\u5341\u5206\u76f8\u8fd1\uff0c\u5b83\u662f\u9488\u5bf9\u4e8eK-\u5747\u503c\u7b97\u6cd5\u6613\u53d7\u6781\u503c\u5f71\u54cd\u8fd9\u4e00\u7f3a\u70b9\u7684\u6539\u8fdb\u7b97\u6cd5\u3002\u5728\u539f\u7406\u4e0a\u7684\u5dee\u5f02\u5728\u4e8e\uff0c\u9009\u62e9\u5404\u7c7b\u4e2d\u5fc3\u70b9\u65f6\u4e0d\u53d6\u6837\u672c\u5747\u503c\u70b9\uff0c\u800c\u5728\u7c7b\u522b\u5185\u9009\u53d6\u5230\u5176\u4f59\u6837\u672c\u8ddd\u79bb\u4e4b\u548c\u6700\u5c0f\u7684\u6837\u672c\u4e3a\u4e2d\u5fc3\u3002<\/p>\n<p>\u2003\u2003K-\u4e2d\u5fc3\u70b9\u805a\u7c7b\u57fa\u672c\u601d\u60f3\uff1a<br \/>\n\u9996\u5148\u9700\u8981\u4e8b\u5148\u786e\u5b9a\u5212\u5206\u4e3aK\u7c7b\u3002\u5728\u6570\u636e\u96c6\u4e2d\u6839\u636e\u4e00\u5b9a\u7b56\u7565\u9009\u53d6K\u4e2a\u70b9\u4f5c\u4e3a\u4e2d\u5fc3\u70b9\u96c6\uff0c\u6bcf\u4e2a\u4e2d\u5fc3\u70b9\u5bf9\u5e94\u4e00\u4e2a\u5206\u7c7b\uff0c\u5206\u522b\u8ba1\u7b97\u5404\u6837\u672c\u70b9\u5230\u5404\u4e2a\u4e2d\u5fc3\u70b9\u7684\u8ddd\u79bb\uff0c\u5c06\u6837\u672c\u70b9\u653e\u5165\u8ddd\u79bb\u4e2d\u5fc3\u70b9\u6700\u77ed\u7684\u90a3\u4e2a\u5206\u7c7b\u4e2d\u3002\u63a5\u4e0b\u6765\u8ba1\u7b97\u5404\u5206\u7c7b\u4e2d\uff0c\u8ddd\u7c7b\u5185\u5404\u6837\u672c\u70b9\u8ddd\u79bb\u7684\u7edd\u5ea6\u8bef\u5dee\u6700\u5c0f\u7684\u70b9\uff0c\u4f5c\u4e3a\u65b0\u7684\u4e2d\u5fc3\u70b9\u3002\u5982\u679c\u65b0\u7684\u4e2d\u5fc3\u70b9\u96c6\u4e0e\u539f\u4e2d\u5fc3\u70b9\u96c6\u76f8\u540c\uff0c\u7b97\u6cd5\u7ec8\u6b62\uff1b\u5982\u679c\u65b0\u7684\u4e2d\u5fc3\u70b9\u96c6\u4e0e\u539f\u4e2d\u5fc3\u70b9\u96c6\u4e0d\u5b8c\u5168\u76f8\u540c\uff0c\u5219\u7ee7\u7eed\u91cd\u590d\u786e\u5b9a\u4e2d\u5fc3\u70b9\uff0c\u7136\u540e\u91cd\u65b0\u5212\u5206\uff0c\u76f4\u5230\u6bcf\u6b21\u5212\u5206\u7684\u7ed3\u679c\u4fdd\u6301\u4e0d\u53d8\u3002<\/p>\n<pre><code>**K-\u5747\u503c\u4e0eK-\u4e2d\u5fc3\u70b9\u4f18\u7f3a\u70b9\u6bd4\u8f83**\n a) K-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\u5177\u6709\u80fd\u591f\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\uff0c\u7ed3\u679c\u7c07\u76f8\u5f53\u7d27\u51d1\uff0c\u5e76\u4e14\u7c07\u4e0e\u7c07\u4e4b\u95f4\u660e\u663e\u5206\u660e\u7684\u4f18\u70b9\uff0c\u8fd9\u4e00\u70b9\u548cK-\u5747\u503c\u7b97\u6cd5\u76f8\u540c\u3002 \n \n b) \u8be5\u7b97\u6cd5\u4e5f\u6709K-\u5747\u503c\u540c\u6837\u7684\u7f3a\u70b9\uff0c\u5982\uff1a\u5fc5\u987b\u4e8b\u5148\u786e\u5b9a\u7c7b\u7c07\u6570\u548c\u4e2d\u5fc3\u70b9\uff0c\u7c07\u6570\u548c\u4e2d\u5fc3\u70b9\u7684\u9009\u62e9\u5bf9\u7ed3\u679c\u5f71\u54cd\u5f88\u5927\uff1b\u4e00\u822c\u5728\u83b7\u5f97\u4e00\u4e2a\u5c40\u90e8\u6700\u4f18\u7684\u89e3\u540e\u5c31\u505c\u6b62\u4e86\uff1b\u5bf9\u4e8e\u9664\u6570\u503c\u578b\u4ee5\u5916\u7684\u6570\u636e\u4e0d\u9002\u5408\uff1b\u53ea\u9002\u7528\u4e8e\u805a\u7c7b\u7ed3\u679c\u4e3a\u51f8\u5f62\u7684\u6570\u636e\u96c6\u7b49\u3002 \n \n c) \u4e0eK-\u5747\u503c\u76f8\u6bd4\uff0cK-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\u5bf9\u4e8e\u566a\u58f0\u4e0d\u90a3\u4e48\u654f\u611f\uff0c\u8fd9\u6837\u5bf9\u4e8e\u79bb\u7fa4\u70b9\u5c31\u4e0d\u4f1a\u9020\u6210\u5212\u5206\u7684\u7ed3\u679c\u504f\u5dee\u8fc7\u5927\uff0c\u5c11\u6570\u6570\u636e\u4e0d\u4f1a\u9020\u6210\u91cd\u5927\u5f71\u54cd\u3002\n\n d) K-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\u7531\u4e8e\u4e0a\u8ff0\u539f\u56e0\u88ab\u8ba4\u4e3a\u662f\u5bf9K-\u5747\u503c\u7b97\u6cd5\u7684\u6539\u8fdb\uff0c\u4f46\u7531\u4e8e\u6309\u7167\u4e2d\u5fc3\u70b9\u9009\u62e9\u7684\u65b9\u5f0f\u8fdb\u884c\u8ba1\u7b97\uff0c\u7b97\u6cd5\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u4e5f\u6bd4K-means\u4e0a\u5347\u4e86O(n)\u3002<\/code><\/pre>\n<p><\/font><\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">1.3<\/span> <strong>\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u4e0a\u4e00\u90e8\u5206\u4ecb\u7ecd\u7684K-\u5747\u503c\u7b97\u6cd5\u662f\u4e00\u79cd\u65b9\u4fbf\u597d\u7528\u7684\u805a\u7c7b\u7b97\u6cd5\uff0c\u4f46\u662f\u59cb\u7ec8\u6709K\u503c\u9009\u62e9\u548c\u521d\u59cb\u805a\u7c7b\u4e2d\u5fc3\u70b9\u9009\u62e9\u7684\u95ee\u9898\uff0c\u800c\u8fd9\u4e9b\u95ee\u9898\u4e5f\u4f1a\u5f71\u54cd\u805a\u7c7b\u7684\u6548\u679c\u3002\u4e3a\u4e86\u907f\u514d\u8fd9\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u53ef\u4ee5\u9009\u62e9\u53e6\u5916\u4e00\u79cd\u6bd4\u8f83\u5b9e\u7528\u7684\u805a\u7c7b\u7b97\u6cd5\u2014\u2014\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b\u7b97\u6cd5\u3002\u987e\u540d\u601d\u4e49\uff0c\u5c42\u6b21\u805a\u7c7b\u5c31\u662f\u4e00\u5c42\u4e00\u5c42\u7684\u8fdb\u884c\u805a\u7c7b\u3002\u5c42\u6b21\u805a\u7c7b\u53ef\u4ee5\u5206\u6210\u51dd\u805a\uff08agglomerative,\u81ea\u5e95\u5411\u4e0a\uff09\u548c\u5206\u88c2\uff08divisive\uff0c\u81ea\u9876\u5411\u4e0b\uff09\u4e24\u79cd\u65b9\u6cd5\u6765\u6784\u5efa\u805a\u7c7b\u5c42\u6b21\uff0c\u4f46\u4e0d\u7ba1\u91c7\u7528\u54ea\u79cd\u7b97\u6cd5\uff0c\u7b97\u6cd5\u90fd\u9700\u8981\u8ddd\u79bb\u7684\u76f8\u4f3c\u6027\u5ea6\u91cf\u6765\u5224\u65ad\u5bf9\u6570\u636e\u7a76\u7adf\u662f\u91c7\u53d6\u5408\u5e76\u8fd8\u662f\u5206\u88c2\u5904\u7406\u3002\u4e00\u822c\u4f7f\u7528\u8f83\u591a\u7684\u662f\u7531\u4e0b\u5411\u4e0a\u7684\u51dd\u805a\u65b9\u6cd5\u3002 \u2003\u2003\u51dd\u805a\u5c42\u6b21\u805a\u7c7b\uff1a\u8fd9\u662f\u4e00\u4e2a\u81ea\u5e95\u5411\u4e0a\u7684\u805a\u7c7b\u65b9\u6cd5\u3002\u7b97\u6cd5\u5f00\u59cb\u65f6\uff0c\u6bcf\u4e2a\u89c2\u6d4b\u6837\u4f8b\u90fd\u88ab\u5212\u5206\u5230\u5355\u72ec\u7684\u7c07\u4e2d\uff0c\u7b97\u6cd5\u8ba1\u7b97\u5f97\u51fa\u6bcf\u4e2a\u7c07\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff08\u8ddd\u79bb\uff09\uff0c\u5e76\u5c06\u4e24\u4e2a\u76f8\u4f3c\u5ea6\u6700\u9ad8\u7684\u7c07\u5408\u6210\u4e00\u4e2a\u7c07\uff0c\u7136\u540e\u53cd\u590d\u8fed\u4ee3\uff0c\u76f4\u5230\u6240\u6709\u7684\u6570\u636e\u90fd\u88ab\u5212\u5206\u5230\u4e00\u4e2a\u7c07\u4e2d\u3002 \u2003\u2003\u5206\u88c2\u5c42\u6b21\u805a\u7c7b\uff1a\u8fd9\u662f\u4e00\u79cd\u81ea\u9876\u5411\u4e0b\u7684\u805a\u7c7b\u7b97\u6cd5\uff0c\u7b97\u6cd5\u5f00\u59cb\u65f6\uff0c\u6bcf\u4e2a\u89c2\u6d4b\u6837\u4f8b\u90fd\u88ab\u5212\u5206\u540c\u4e00\u4e2a\u7c07\u4e2d\uff0c\u7136\u540e\u7b97\u6cd5\u5f00\u59cb\u5c06\u7c07\u5206\u88c2\u6210\u4e24\u4e2a\u76f8\u5f02\u5ea6\u6700\u5927\u7684\u5c0f\u7c07\uff0c\u5e76\u53cd\u590d\u8fed\u4ee3\uff0c\u76f4\u5230\u6bcf\u4e2a\u89c2\u6d4b\u503c\u5c5e\u4e8e\u5355\u72ec\u4e00\u4e2a\u7c07\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">1.4<\/span> <strong>\u5bc6\u5ea6\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003DBSCAN(Density-Based Spatial Clustering of Application with Noise)\u662f\u4e00\u79cd\u5178\u578b\u7684\u57fa\u4e8e\u5bc6\u5ea6\u7684\u805a\u7c7b\u7b97\u6cd5\uff0c\u5728DBSCAN\u7b97\u6cd5\u4e2d\u5c06\u6570\u636e\u70b9\u5206\u4e3a\u4e00\u4e0b\u4e09\u7c7b\uff1a \u6838\u5fc3\u70b9\u3002\u5728\u534a\u5f84eps\u5185\u542b\u6709\u8d85\u8fc7MinPts\u6570\u76ee\u7684\u70b9 \u8fb9\u754c\u70b9\u3002\u5728\u534a\u5f84eps\u5185\u70b9\u7684\u6570\u91cf\u5c0f\u4e8eMinPts\uff0c\u4f46\u662f\u843d\u5728\u6838\u5fc3\u70b9\u7684\u90bb\u57df\u5185 \u566a\u97f3\u70b9\u3002\u65e2\u4e0d\u662f\u6838\u5fc3\u70b9\u4e5f\u4e0d\u662f\u8fb9\u754c\u70b9\u7684\u70b9 \u2003\u2003\u5728\u8fd9\u91cc\u6709\u4e24\u4e2a\u91cf\uff0c\u4e00\u4e2a\u662f\u534a\u5f84eps\uff0c\u53e6\u4e00\u4e2a\u662f\u6307\u5b9a\u7684\u6570\u76eeMinPts\u3002<\/p>\n<p>\u2003\u2003\u4e00\u4e9b\u5176\u4ed6\u7684\u6982\u5ff5<br \/>\n1. eps\u90bb\u57df\u3002\u7b80\u5355\u6765\u8bb2\u5c31\u662f\u4e0e\u70b9p\u7684\u8ddd\u79bb\u5c0f\u4e8e\u7b49\u4e8eeps\u7684\u6240\u6709\u7684\u70b9\u7684\u96c6\u5408\u3002<br \/>\n2. \u76f4\u63a5\u5bc6\u5ea6\u53ef\u8fbe\u3002\u5982\u679cp\u5728\u6838\u5fc3\u5bf9\u8c61q\u7684eps\u90bb\u57df\u5185\uff0c\u5219\u79f0\u5bf9\u8c61p\u4ece\u5bf9\u8c61q\u51fa\u53d1\u662f\u76f4\u63a5\u5bc6\u5ea6\u53ef\u8fbe\u7684\u3002<br \/>\n3. \u5bc6\u5ea6\u53ef\u8fbe\u3002\u5bf9\u4e8e\u5bf9\u8c61\u94fe\uff0c\u4efb\u610f\u4e00\u4e2a\u5bf9\u8c61\u662f\u4ece\u5176\u524d\u4e00\u4e2a\u5bf9\u8c61\u5173\u4e8eeps\u548cMinPts\u76f4\u63a5\u5bc6\u5ea6\u53ef\u8fbe\u7684\uff0c\u5219\u8fd9\u4e00\u4e2a\u5bf9\u8c61\u662f\u4ece\u7b2c\u4e00\u4e2a\u5bf9\u8c61\u5173\u4e8eeps\u548cMinPts\u5bc6\u5ea6\u53ef\u8fbe\u7684\u3002<\/p>\n<p>\u2003\u2003\u5bc6\u5ea6\u805a\u7c7b\u7684\u6838\u5fc3\u601d\u60f3\u5c31\u662f\u5148\u53d1\u73b0\u5bc6\u5ea6\u8f83\u9ad8\u7684\u70b9\uff0c\u7136\u540e\u628a\u76f8\u8fd1\u7684\u9ad8\u5bc6\u5ea6\u70b9\u9010\u6b65\u90fd\u8fde\u6210\u4e00\u7247\uff0c\u8fdb\u800c\u751f\u6210\u5404\u79cd\u7c07\u3002\u7b97\u6cd5\u5b9e\u73b0\u4e0a\u5c31\u662f\uff0c\u5bf9\u6bcf\u4e2a\u6570\u636e\u70b9\u4e3a\u5706\u5fc3\uff0c\u4ee5eps\u4e3a\u534a\u5f84\u753b\u4e2a\u5708\uff08\u79f0\u4e3a\u90bb\u57dfeps-neigbourhood\uff09\uff0c\u7136\u540e\u6570\u6709\u591a\u5c11\u4e2a\u70b9\u5728\u8fd9\u4e2a\u5708\u5185\uff0c\u8fd9\u4e2a\u6570\u5c31\u662f\u8be5\u70b9\u5bc6\u5ea6\u503c\u3002\u7136\u540e\u6211\u4eec\u53ef\u4ee5\u9009\u53d6\u4e00\u4e2a\u5bc6\u5ea6\u9608\u503cMinPts\uff0c\u5982\u5708\u5185\u70b9\u6570\u5c0f\u4e8eMinPts\u7684\u5706\u5fc3\u70b9\u4e3a\u4f4e\u5bc6\u5ea6\u7684\u70b9\uff0c\u800c\u5927\u4e8e\u6216\u7b49\u4e8eMinPts\u7684\u5706\u5fc3\u70b9\u9ad8\u5bc6\u5ea6\u7684\u70b9\uff08\u79f0\u4e3a\u6838\u5fc3\u70b9Core 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class=\"figure\">\n<img decoding=\"async\" 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\" \/>\n\n<\/div>\n<\/div>\n<p>\u2003\u2003\u5f53\u8bbe\u7f6eMinPts=4\u7684\u65f6\u5019\uff0c\u7ea2\u70b9\u4e3a\u9ad8\u5bc6\u5ea6\u70b9\uff0c\u84dd\u70b9\u4e3a\u5f02\u5e38\u70b9\uff0c\u9ec4\u70b9\u4e3a\u8fb9\u754c\u70b9\u3002\u7ea2\u9ec4\u70b9\u4e32\u6210\u4e00\u8d77\u6210\u4e86\u4e00\u4e2a\u7c07\u3002<\/p>\n<p>\u2003\u2003\u90a3\u4e48\u6211\u4eec\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u7528DBSCAN\u6765\u805a\u7c7b\u5462\uff1f\u4e00\u822c\u6765\u8bf4\uff0c\u5982\u679c\u6570\u636e\u96c6\u662f\u7a20\u5bc6\u7684\uff0c\u5e76\u4e14\u6570\u636e\u96c6\u4e0d\u662f\u51f8\u7684\uff0c\u90a3\u4e48\u7528DBSCAN\u4f1a\u6bd4K-Means\u805a\u7c7b\u6548\u679c\u597d\u5f88\u591a\u3002\u5982\u679c\u6570\u636e\u96c6\u4e0d\u662f\u7a20\u5bc6\u7684\uff0c\u5219\u4e0d\u63a8\u8350\u7528DBSCAN\u6765\u805a\u7c7b\u3002<\/p>\n<p>\u3000\u3000\u3000\u3000\u2003\u2003DBSCAN\u7684\u4e3b\u8981\u4f18\u70b9\u6709\uff1a<\/p>\n<p>\u30001\uff09 \u53ef\u4ee5\u5bf9\u4efb\u610f\u5f62\u72b6\u7684\u7a20\u5bc6\u6570\u636e\u96c6\u8fdb\u884c\u805a\u7c7b\uff0c\u76f8\u5bf9\u7684\uff0cK-Means\u4e4b\u7c7b\u7684\u805a\u7c7b\u7b97\u6cd5\u4e00\u822c\u53ea\u9002\u7528\u4e8e\u51f8\u6570\u636e\u96c6\u3002<\/p>\n<p>\u30002\uff09 \u53ef\u4ee5\u5728\u805a\u7c7b\u7684\u540c\u65f6\u53d1\u73b0\u5f02\u5e38\u70b9\uff0c\u5bf9\u6570\u636e\u96c6\u4e2d\u7684\u5f02\u5e38\u70b9\u4e0d\u654f\u611f\u3002<\/p>\n<p>\u30003\uff09 \u805a\u7c7b\u7ed3\u679c\u6ca1\u6709\u504f\u501a\uff0c\u76f8\u5bf9\u7684\uff0cK-Means\u4e4b\u7c7b\u7684\u805a\u7c7b\u7b97\u6cd5\u521d\u59cb\u503c\u5bf9\u805a\u7c7b\u7ed3\u679c\u6709\u5f88\u5927\u5f71\u54cd\u3002<\/p>\n<p>\u2003\u2003DBSCAN\u7684\u4e3b\u8981\u7f3a\u70b9\u6709\uff1a<\/p>\n<p>1\uff09DBSCAN\u4e0d\u80fd\u5f88\u597d\u53cd\u6620\u9ad8\u7ef4\u6570\u636e\u3002\u5982\u679c\u6837\u672c\u96c6\u7684\u5bc6\u5ea6\u4e0d\u5747\u5300\u3001\u805a\u7c7b\u95f4\u8ddd\u5dee\u76f8\u5dee\u5f88\u5927\u65f6\uff0c\u805a\u7c7b\u8d28\u91cf\u8f83\u5dee\uff0c\u8fd9\u65f6\u7528DBSCAN\u805a\u7c7b\u4e00\u822c\u4e0d\u9002\u5408\u3002<\/p>\n<p>\u3000 2\uff09DBSCAN\u5bf9\u4e8e\u7528\u6237\u5b9a\u4e49\u53c2\u6570\u534a\u5f84eps\u548c\u5bc6\u5ea6\u9608\u503cMinPts\u5341\u5206\u654f\u611f\uff0c\u53c2\u6570\u53d6\u503c\u7ec6\u5fae\u7684\u4e0d\u540c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5dee\u522b\u5f88\u5927\u7684\u7ed3\u679c\uff0c\u800c\u4e14\u53c2\u6570\u7684\u9009\u53d6\u65e0\u89c4\u5f8b\u53ef\u5faa\uff0c\u53ea\u80fd\u9760\u4e0d\u65ad\u5730\u5c1d\u8bd5\u6216\u9760\u7ecf\u9a8c\u786e\u5b9a\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">1.5<\/span> <strong>\u671f\u671b\u6700\u5927\u5316\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u671f\u671b\u6700\u5927\u5316\u7b97\u6cd5\uff08\u4ee5\u4e0b\u7b80\u79f0EM\u7b97\u6cd5\uff09\u88ab\u8bc4\u4e3a\u673a\u5668\u5b66\u4e60\u5341\u5927\u7b97\u6cd5\u4e4b\u4e00\uff0c\u5b83\u7684\u601d\u8def\u5341\u5206\u5de7\u5999\uff0c\u5728\u4f7f\u7528\u8be5\u65b9\u6cd5\u8fdb\u884c\u805a\u7c7b\u65f6\uff0c\u5b83\u5c06\u6570\u636e\u96c6\u770b\u4f5c\u4e00\u4e2a\u542b\u6709\u9690\u6027\u53d8\u91cf\u7684\u6982\u7387\u6a21\u578b\uff0c\u5e76\u4ee5\u5b9e\u73b0\u6a21\u578b\u6700\u4f18\u5316\uff0c\u5373\u83b7\u53d6\u4e0e\u6570\u636e\u672c\u8eab\u6027\u8d28\u6700\u5951\u5408\u7684\u805a\u7c7b\u65b9\u5f0f\u4e3a\u76ee\u7684\uff0c\u901a\u8fc7\u201c\u53cd\u590d\u4f30\u8ba1\u201d\u6a21\u578b\u53c2\u6570\u627e\u51fa\u6700\u4f18\u89e3\uff0c\u540c\u65f6\u7ed9\u51fa\u76f8\u5e94\u7684\u6700\u4f18\u7c7b\u522b\u6570k\u3002\u201c\u53cd\u590d\u4f30\u8ba1\u201d\u7684\u8fc7\u7a0b\u5373\u4e3aEM\u7b97\u6cd5\u7684\u7cbe\u534e\u6240\u5728\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u7531E-step\uff08Exception\uff09\u548cM-step\uff08Maximization\uff09\u8fd9\u4e24\u4e2a\u6b65\u9aa4\u4ea4\u66ff\u8fdb\u884c\u6765\u5b9e\u73b0\u3002<br \/>\n\u2003\u2003EM\u7b97\u6cd5\u5373\u7b80\u5355\uff0c\u53c8\u590d\u6742\u3002\u7b80\u5355\u5728\u4e8e\u5b83\u7684\u601d\u60f3\uff0c\u5b83\u4ec5\u5305\u542b\u4e86\u4e24\u4e2a\u6b65\u9aa4\u5c31\u80fd\u5b8c\u6210\u5f3a\u5927\u7684\u529f\u80fd\uff0c\u590d\u6742\u5728\u4e8e\u5b83\u7684\u6570\u5b66\u63a8\u7406\u6d89\u53ca\u5230\u6bd4\u8f83\u7e41\u6742\u7684\u6982\u7387\u516c\u5f0f\u3002\u5927\u5bb6\u53ef\u4ee5\u901a\u8fc7\u9605\u8bfbhttps:\/\/www.cnblogs.com\/zlslch\/p\/6965374.html \u6765\u901a\u4fd7\u7406\u89e3EM\u7b97\u6cd5\u7684\u63a8\u5bfc\u8fc7\u7a0b\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<\/div>\n<div id=\"r\" class=\"section level1\">\n<h1><span class=\"header-section-number\">2<\/span> R\u7684\u5b9e\u73b0<\/h1>\n<hr \/>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><\/font><\/p>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.1<\/span> <strong>\u76f8\u5173\u8f6f\u4ef6\u5305<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"> \u672c\u7ae0\u6211\u4eec\u5c06\u63a5\u89e64\u4e2a\u8f6f\u4ef6\u5305\u2014\u2014stats\u3001cluster\u3001fpc\u4ee5\u53camclust<br \/>\n\u00b7stats\u4e3b\u8981\u5305\u542b\u4e00\u4e9b\u7edf\u8ba1\u51fd\u6570\uff0c\u4f8b\u5982\u968f\u673a\u6570\u751f\u6210\u7b49<br \/>\n\u00b7cluster\u4e13\u7528\u4e8e\u805a\u7c7b\u5206\u6790\uff0c\u542b\u6709\u4f17\u591a\u805a\u7c7b\u51fd\u6570\u4e0e\u6570\u636e\u96c6<br \/>\n\u00b7fpc\u4e2d\u542b\u6709\u4e00\u4e9b\u805a\u7c7b\u7b97\u6cd5\u51fd\u6570\uff0c\u5982\u7ebf\u6027\u56de\u5f52\u805a\u7c7b\uff0cDBSCAN\u805a\u7c7b\u7b49<br \/>\n\u00b7mclust\u5219\u4e3b\u8981\u7528\u6765\u5904\u7406\u57fa\u4e8e\u9ad8\u65af\u6df7\u5408\u6a21\u578b\uff0c\u901a\u8fc7EM\u7b97\u6cd5\u5b9e\u73b0\u7684\u805a\u7c7b\u3001\u5206\u7c7b\u4ee5\u53ca\u5bc6\u5ea6\u4f30\u8ba1\u7b49\u95ee\u9898\u3002<\/p>\n<p>\u805a\u7c7b\u7b97\u6cd5\u4e2d\u6d89\u53ca\u7684\u51fd\u6570\u8f83\u591a\uff0c\u4e3a\u907f\u514d\u6df7\u4e71\uff0c\u73b0\u5c06\u5b9e\u73b0\u5404\u7b97\u6cd5\u65f6\u4e3b\u8981\u4f7f\u7528\u7684\u51fd\u6570\u53ca\u76f8\u5173\u7684\u8f6f\u4ef6\u5305\u6574\u7406\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<table>\n<thead>\n<tr class=\"header\">\n<th>\u805a\u7c7b\u7b97\u6cd5<\/th>\n<th>\u8f6f\u4ef6\u5305<\/th>\n<th>\u4e3b\u8981\u51fd\u6570<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"odd\">\n<td>K-\u5747\u503c(K-Means)<\/td>\n<td>stats<\/td>\n<td>kmeans( )<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>K-\u4e2d\u5fc3\u70b9(K-Medoids)<\/td>\n<td>cluster<\/td>\n<td>pam( )<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b(HC)<\/td>\n<td>stats<\/td>\n<td>hclust( )\u3001cutree( )\u3001rect.hclust( )<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>\u5bc6\u5ea6\u805a\u7c7b(DBSCAN)<\/td>\n<td>fpc<\/td>\n<td>dbscan( )<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>\u671f\u671b\u6700\u5927\u5316\u805a\u7c7b(EM)<\/td>\n<td>mclust<\/td>\n<td>Mclust( )\u3001clustBIC( )\u3001densityMclust( )<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><\/font><\/p>\n<\/div>\n<div class=\"section level2 tabset tabset-fade tabset-pills\">\n<h2><span class=\"header-section-number\">2.2<\/span> <strong>\u6838\u5fc3\u51fd\u6570\u4ecb\u7ecd<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u672c\u8282\u5c06\u4f9d\u6b21\u5bf95\u79cd\u7b97\u6cd5\u7684\u6838\u5fc3\u51fd\u6570\u8fdb\u884c\u4ecb\u7ecd\uff0c\u5b83\u4eec\u5206\u522b\u662f\uff1a<code>kmeans()<\/code>\u3001<code>pam()<\/code>\u3001<code>dbscan()<\/code>\u3001<code>hclust()<\/code>\u3001<code>Mclust()<\/code>\u7b49\u3002<\/p>\n<p><\/font><\/p>\n<div id=\"kmeans\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.1<\/span> <strong>kmeans()<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>kmeans()<\/strong>\u51fd\u6570\u7684\u529f\u80fd\u662f\u5b9e\u73b0k-\u5747\u503c\u7b97\u6cd5\uff0c\u6765\u6e90\u4e8estats\u8f6f\u4ef6\u5305\u3002<\/p>\n<pre><code>kmeans(x, center, inter.max = 10, nstart = 1, algorithm = c("Hartigan-Wong", "Lloyd", "For-gy", "MacQueen"))\n<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d<br \/>\n\u2003\u2003x\u4e3a\u8fdb\u884c\u805a\u7c7b\u5206\u6790\u7684\u6570\u636e\u96c6\uff1b<br \/>\n\u2003\u2003center\u4e3a\u9884\u8bbe\u7684\u7c7b\u522b\u6570k\uff1b<br \/>\n\u2003\u2003iter.max\u8868\u793a\u8fed\u4ee3\u7684\u6700\u5927\u503c\uff08R\u4e2d\u9ed8\u8ba4\u4e3a10\u6b21\u8fed\u4ee3\uff09\uff1b<br \/>\n\u2003\u2003nstart\u4e3a\u9009\u62e9\u968f\u673a\u8d77\u59cb\u4e2d\u5fc3\u70b9\u7684\u6b21\u6570\uff0c\u9ed8\u8ba4\u4e3a1\uff1b<br \/>\n\u2003\u2003\u53c2\u6570algorithm\u63d0\u4f9b\u4e864\u79cd\u7b97\u6cd5\u9009\u62e9\uff0c\u9ed8\u8ba4\u4e3a\u201cHartigan-Wong\u201d\u7b97\u6cd5\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"pam\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.2<\/span> <strong>pam()<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>pam()<\/strong>\u51fd\u6570\u7528\u6765\u5b9e\u73b0K-\u4e2d\u5fc3\u70b9\u7b97\u6cd5\uff0c\u6765\u6e90\u4e8ecluster\u8f6f\u4ef6\u5305\u3002<\/p>\n<pre><code>pam(x, k, diss = inherits(x, "dist"), metric = "euclidean",\n medoids = NULL, stand = FALSE, cluster.only = FALSE,\n do.swap = TRUE,\n keep.diss = !diss && !cluster.only && n < 100,\n keep.data = !diss && !cluster.only,\n pamonce = FALSE, trace.lev = 0)\n<\/code><\/pre>\n<p><span style=\"color:red\">\u6ce8\uff1apam()\u4e2d\u7684\u53c2\u6570x\u4e0ekmeans()\u4e2d\u4e0d\u5b8c\u5168\u76f8\u540c\uff0cx\u4e5f\u53ef\u4e3a\u76f8\u5f02\u5ea6\u77e9\u9635\u3002\u4ee5\u4e0b\u4ec5\u5c06x\u8868\u8ff0\u4e3a\u6570\u636e\u96c6\u3002<\/span><\/p>\n<p>\u2003\u2003\u5176\u4e2d\uff0c<br \/>\n\u2003\u2003x\u4e0ek\u5206\u522b\u8868\u793a\u5f85\u5904\u7406\u6570\u636e\u96c6\u4e0e\u7c7b\u522b\u6570\uff1b<br \/>\n\u2003\u2003metric\u53c2\u6570\u7528\u4e8e\u6837\u672c\u70b9\u4e4b\u95f4\u8ddd\u79bb\u7684\u6d4b\u7b97\u65b9\u5f0f\uff0c\u53ef\u9009\u62e9\u7684\u6709\u201ceuclidean\u201d\u548c\u201cmanhattan\u201d\uff1b<br \/>\n\u2003\u2003medoids\u9ed8\u8ba4\u53d6NULL\uff0c\u5373\u7531\u8f6f\u4ef6\u9009\u62e9\u521d\u59cb\u4e2d\u5fc3\u70b9\u6837\u672c\uff0c\u4e5f\u53ef\u4ee5\u8ba4\u4e3a\u8bbe\u5b9a\u4e00\u4e2ak\u7ef4\u5411\u91cf\u6765\u6307\u5b9a\u521d\u59cb\u70b9\uff1b<br \/>\n\u2003\u2003stand\u7528\u4e8e\u9009\u62e9\u5bf9\u6570\u636e\u8fdb\u884c\u805a\u7c7b\u524d\u662f\u5426\u9700\u8981\u8fdb\u884c\u6807\u51c6\u5316\uff1b<br \/>\n\u2003\u2003cluster.only\u7528\u4e8e\u9009\u62e9\u662f\u5426\u4ec5\u83b7\u53d6\u5404\u6837\u672c\u6240\u5c5e\u7684\u7c7b\u522b\uff08Cluster vector\uff09\u8fd9\u4e00\u9879\u805a\u7c7b\u7ed3\u679c\uff0c\u82e5\u9009\u62e9TRUE\uff0c\u5219\u805a\u7c7b\u8fc7\u7a0b\u6548\u7387\u66f4\u9ad8\uff1b<br \/>\n\u2003\u2003keep.data\u9009\u62e9\u662f\u5426\u5728\u805a\u7c7b\u7ed3\u679c\u4e2d\u4fdd\u7559\u6570\u636e\u96c6\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"dbscan\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.3<\/span> <strong>dbscan()<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>dbscan()<\/strong>\u51fd\u6570\u7528\u4e8e\u5b9e\u73b0DBSCAN\u805a\u7c7b\u7b97\u6cd5<\/p>\n<pre><code>dbscan(data, eps, MinPts = 5, scale = FALSE, \n method = c("hybrid", "raw", "dist"), seeds = TRUE, \n showplot = FALSE, countmode = NULL)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0c<br \/>\n\u2003\u2003data\u4e3a\u5f85\u805a\u7c7b\u6570\u636e\u96c6\u6216\u8ddd\u79bb\u77e9\u9635\uff1b<br \/>\n\u2003\u2003eps\u4e3a\u8003\u5bdf\u6bcf\u4e00\u6837\u672c\u70b9\u662f\u5426\u6ee1\u8db3\u5bc6\u5ea6\u8981\u6c42\u65f6\uff0c\u6240\u5212\u5b9a\u8003\u5bdf\u90bb\u57df\u7684\u534a\u5f84\uff1b<br \/>\n\u2003\u2003MinPts\u4e3a\u5bc6\u5ea6\u9608\u503c\uff0c\u5f53\u8003\u5bdf\u70b9eps\u90bb\u57df\u5185\u7684\u6837\u672c\u70b9\u6570\u5927\u4e8e\u7b49\u4e8eMinPts\u65f6\uff0c\u8be5\u70b9\u624d\u88ab\u8ba4\u4e3a\u662f\u6838\u5fc3\u5bf9\u8c61\uff0c\u5426\u5219\u4e3a\u8fb9\u7f18\u70b9\uff1b<br \/>\n\u2003\u2003scale\u7528\u4e8e\u9009\u62e9\u662f\u5426\u5728\u805a\u7c7b\u524d\u5148\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u6807\u51c6\u5316\uff1b<br \/>\n\u2003\u2003method\u53c2\u6570\u7528\u4e8e\u9009\u62e9\u5982\u4f55\u770b\u5f85data\uff0c\u5177\u4f53\u7684\uff0c\u201chybrid\u201d\u8868\u793adata\u4e3a\u8ddd\u79bb\u77e9\u9635\uff0c\u201craw\u201c\u8868\u793adata\u4e3a\u539f\u59cb\u6570\u636e\u96c6\uff0c\u4e14\u4e0d\u8ba1\u7b97\u5176\u8ddd\u79bb\u77e9\u9635\uff0c\u201cdist\u201d\u4e5f\u5c06data\u89c6\u4e3a\u539f\u59cb\u6570\u636e\u96c6\uff0c\u4f46\u8ba1\u7b97\u5c40\u90e8\u805a\u7c7b\u77e9\u9635\uff1b<br \/>\n\u2003\u2003showplot\u7528\u4e8e\u9009\u62e9\u662f\u5426\u8f93\u51fa\u805a\u7c7b\u7ed3\u679c\u793a\u610f\u56fe\uff0c\u53d6\u503c\u4e3a0\u8868\u793a\u4e0d\u7ed8\u56fe\uff0c\u53d6\u503c\u4e3a1\u8868\u793a\u6bcf\u6b21\u8fed\u4ee3\u90fd\u7ed8\u56fe\uff0c\u53d6\u503c\u4e3a2\u8868\u793a\u4ec5\u5bf9\u5b50\u8fed\u4ee3\u8fc7\u7a0b\u7ed8\u56fe\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"hclust\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.4<\/span> <strong>hclust()\u7b49<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>hclust()<\/strong>\u51fd\u6570\u3001<strong>cutree()<\/strong>\u51fd\u6570\u548c<strong>rect.hclust()<\/strong>\u51fd\u6570\u5728\u5c42\u6b21\u805a\u7c7b\u8fc7\u7a0b\u4e2d\u53d1\u6325\u4e0d\u540c\u4f5c\u7528\u3002<\/p>\n<p>\u4ecb\u7ecd<strong>hclust()<\/strong>\u51fd\u6570\u4e4b\u524d,\u9996\u5148\u4ecb\u7ecd<strong>dist()<\/strong>\u8ddd\u79bb\u51fd\u6570\u3002\u5728\u6267\u884c\u5c42\u6b21\u805a\u7c7b\u64cd\u4f5c\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u786e\u5b9a\u4e24\u4e2a\u7c07\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u5230\u5e95\u6709\u591a\u5927\uff0c\u901a\u5e38\u6211\u4eec\u4f1a\u4f7f\u7528\u4e00\u4e9b\u8ddd\u79bb\u8ba1\u7b97\u516c\u5f0f\uff1a<\/p>\n<p>\u6700\u77ed\u8ddd\u79bb\u6cd5(single linkage\uff09\uff0c\u8ba1\u7b97\u6bcf\u4e2a\u7c07\u4e4b\u95f4\u7684\u6700\u77ed\u8ddd\u79bb\uff1a dist(c1,c2) = min dist(a,b)<\/p>\n<p>\u6700\u957f\u8ddd\u79bb\u6cd5(complete linkage\uff09,\u8ba1\u7b97\u6bcf\u4e2a\u7c07\u4e2d\u4e24\u70b9\u4e4b\u95f4\u7684\u6700\u957f\u8ddd\u79bb\uff1a dist(c1,c2) = max dist(a,b)<\/p>\n<p>\u5e73\u5747\u8ddd\u79bb\u6cd5\uff08average linkage\uff09,\u8ba1\u7b97\u6bcf\u4e2a\u7c07\u4e2d\u4e24\u70b9\u4e4b\u95f4\u7684\u5e73\u5747\u8ddd\u79bb\uff1a<\/p>\n<p>\u6700\u5c0f\u65b9\u5dee\u6cd5\uff08ward\uff09,\u8ba1\u7b97\u7c07\u4e2d\u6bcf\u4e2a\u70b9\u5230\u5408\u5e76\u540e\u7684\u7c07\u4e2d\u5fc3\u7684\u8ddd\u79bb\u5dee\u7684\u5e73\u65b9\u548c\u3002<\/p>\n<p>\u8ddd\u79bb\u77e9\u9635\u8ba1\u7b97\u51fd\u6570 <code>dist()<\/code><br \/>\n<span style=\"color:red\">\u6ce8\uff1adij\u4e2dij\u8868\u793a\u6837\u54c1\uff0c\u800c\u4e0d\u662f\u7b2cij\u4e2a\u53d8\u91cf\u3002<\/span><\/p>\n<pre><code>dist(x, method = "euclidean", diag = FALSE, upper = FALSE, p = 2)\n\n\n\u5176\u4e2d\uff1a\n x: \u4e3a\u6570\u636e\u77e9\u9635 n*p\n method: \u4e3a\u8ba1\u7b97\u65b9\u6cd5\uff0c\u5305\u62ec"euclidean" \u6b27\u5f0f\u8ddd\u79bb \n "maximum" \u5207\u6bd4\u96ea\u592b\u8ddd\u79bb \n "manhattan" \u7edd\u5bf9\u503c\u8ddd\u79bb \n "canberra" \u5170\u5f0f\u8ddd\u79bb \n "minkowski" \u660e\u5f0f\u8ddd\u79bb \n "binary" \u5b9a\u6027\u53d8\u91cf\u7684\u8ddd\u79bb \n diag: \u662f\u5426\u5305\u542b\u5bf9\u89d2\u7ebf\u5143\u7d20\n upper: \u662f\u5426\u9700\u8981\u4e0a\u4e09\u89d2 \n p: \u4e3a Minkowski \u8ddd\u79bb\u7684\u5e42\u6b21<\/code><\/pre>\n<p>\u2003\u2003\u5c42\u6b21\u805a\u7c7b\u7684\u6838\u5fc3\u51fd\u6570\u4e3a<strong>hclust()<\/strong>\uff0c\u7528\u6765\u5b9e\u73b0\u5c42\u6b21\u805a\u7c7b\u7b97\u6cd5\uff0c\u5176\u57fa\u672c\u683c\u5f0f\u542b\u6709\u4e09\u4e2a\u53c2\u6570\uff1a<\/p>\n<pre><code>hclust(d, method = "complete", members = NULL)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0c<br \/>\n\u2003\u2003d\u4e3a\u5f85\u5904\u7406\u6570\u636e\u96c6\u6837\u672c\u95f4\u7684\u8ddd\u79bb\u77e9\u9635\uff0c\u53ef\u7528dist()\u51fd\u6570\u8ba1\u7b97\u5f97\u5230\uff1b<br \/>\n\u2003\u2003method\u53c2\u6570\u7528\u4e8e\u9009\u62e9\u805a\u7c7b\u7684\u5177\u4f53\u7b97\u6cd5\uff0c\u53ef\u7528\u9009\u62e9\u7684\u6709single\u3001ward\u53cacomplete\u7b497\u79cd\uff0c\u9ed8\u8ba4\u9009\u62e9complete\u65b9\u6cd5\uff1b<br \/>\n\u2003\u2003\u53c2\u6570members\u7528\u4e8e\u652f\u51fa\u6bcf\u4e2a\u5e26\u805a\u7c7b\u6837\u672c\u70b9\u662f\u7531\u51e0\u4e2a\u5355\u6837\u672c\u6784\u6210\uff0c\u5982\u5171\u67095\u4e2a\u5f85\u805a\u7c7b\u6837\u672c\u70b9\uff0c\u5f53\u6211\u4eec\u8bbe\u7f6emembers = rep(2, 5)\uff0c\u5219\u8868\u793a\u6bcf\u4e2a\u6837\u672c\u70b9\u4e2d\u5206\u522b\u662f\u67092\u4e2a\u5355\u6837\u672c\u805a\u7c7b\u7684\u7ed3\u679c\uff0c\u8be5\u53c2\u6570\u9ed8\u8ba4\u503c\u4e3aNULL\uff0c\u8868\u793a\u6bcf\u4e2a\u6837\u672c\u70b9\u672c\u8eab\u5373\u4e3a\u5355\u6837\u672c\u3002<\/p>\n<p>\u2003\u2003\u800c<strong>cutree()<\/strong>\u51fd\u6570\u53ef\u4ee5\u5bf9<strong>hclust()<\/strong>\u51fd\u6570\u7684\u805a\u7c7b\u7ed3\u679c\u8fdb\u884c\u526a\u679d\uff0c\u5373\u53ef\u4ee5\u9009\u62e9\u8f93\u51fa\u6307\u5b9a\u7c7b\u522b\u6570\u7684\u5c42\u6b21\u805a\u7c7b\u7ed3\u679c\uff0c\u5176\u683c\u5f0f\u4e3a\uff1a<\/p>\n<pre><code>cutree(tree, k = NULL, h = NULL)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0ctree\u4e3ahclust()\u51fd\u6570\u805a\u7c7b\u7684\u7ed3\u679c\uff0c\u53c2\u6570k\u548ch\u7528\u6765\u63a7\u5236\u9009\u62e9\u8f93\u51fa\u7684\u7ed3\u679c<\/p>\n<p>\u2003\u2003\u51fd\u6570<strong>rect.hclust()<\/strong>\u53ef\u4ee5\u5728plot()\u51fd\u6570\u5f62\u6210\u7684\u805a\u7c7b\u56fe\u4e2d\u5c06\u6307\u5b9a\u7c7b\u522b\u4e2d\u7684\u6837\u672c\u5206\u652f\u7528\u65b9\u6846\u8868\u793a\u51fa\u6765\uff0c\u5341\u5206\u6709\u52a9\u4e8e\u76f4\u89c2\u5206\u6790\u805a\u7c7b\u7ed3\u679c\u3002\u5176\u57fa\u672c\u683c\u5f0f\u4e3a\uff1a<\/p>\n<pre><code>rect,hclust(tree, k = NULL, which = NULL, x = NULL, h = NULL, border = 2, cluster = NULL)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0ctree\u4e3ahclust()\u7684\u805a\u7c7b\u7ed3\u679c\u3002 <\/font><\/p>\n<\/div>\n<div id=\"mclust\" class=\"section level3\">\n<h3><span class=\"header-section-number\">2.2.5<\/span> <strong>Mclust()\u7b49<\/strong><\/h3>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p><strong>Mclust()<\/strong>\u51fd\u6570\u3001<strong>mclustBIC()<\/strong>\u51fd\u6570\u53ca<strong>densityMclust()<\/strong>\u51fd\u6570\u662f\u8fdb\u884cEM\u805a\u7c7b\u7684\u51fd\u6570\uff0c\u5168\u90e8\u6765\u81ea\u4e8emclust\u8f6f\u4ef6\u5305\u3002<\/p>\n<p>\u2003\u2003<strong>Mclust()<\/strong>\u51fd\u6570\u4e3aEM\u805a\u7c7b\u7684\u6838\u5fc3\u51fd\u6570\uff0c\u5176\u57fa\u672c\u683c\u5f0f\u4e3a\uff1a<\/p>\n<pre><code>Mclust(data, G = NULL, modelNames = NULL, prior = NULL, control = emControl(), initialization = NULL, warn = FALSE, ...)<\/code><\/pre>\n<p>\u2003\u2003\u5176\u4e2d\uff0cdata\u7528\u4e8e\u653e\u7f6e\u5f85\u5904\u7406\u7684\u6570\u636e\u96c6\uff1bG\u4e3a\u9884\u8bbe\u7c7b\u522b\u6570\uff0c\u9ed8\u8ba4\u503c\u4e3a1\u81f39\uff0c\u7531R\u8f6f\u4ef6\u6839\u636eBIC\u7684\u503c\u57281\u81f39\u4e2d\u9009\u62e9\u6700\u4f18\u503c\uff1bmodelNames\u7528\u4e8e\u8bbe\u5b9a\u6a21\u578b\u7c7b\u522b\uff0c\u8be5\u53c2\u6570\u548cG\u4e00\u6837\u4e5f\u53ef\u4ee5\u7531\u51fd\u6570\u81ea\u52a8\u9009\u53d6\u6700\u4f18\u503c\u3002<\/p>\n<p>\u2003\u2003<strong>mclustBIC()<\/strong>\u51fd\u6570\u7684\u53c2\u6570\u8bbe\u7f6e\u4e0eMclust\u57fa\u672c\u4e00\u81f4\uff0c\u7528\u4e8e\u83b7\u53d6\u6570\u636e\u96c6\u6240\u5bf9\u5e94\u7684\u53c2\u6570\u5316\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u7684BIC\u503c\uff0c\u800cBIC\u503c\u7684\u4f5c\u7528\u5373\u4f7f\u8bc4\u4ef7\u6a21\u578b\u7684\u4f18\u52a3\uff0cBIC\u503c\u8d8a\u9ad8\u6a21\u578b\u8d8a\u4f18\u3002<\/p>\n<p>\u2003\u2003<strong>densityMclust()<\/strong>\u51fd\u6570\u5229\u7528Mclust\u7684\u805a\u7c7b\u7ed3\u679c\u5bf9\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u6837\u672c\u70b9\u8fdb\u884c\u5bc6\u5ea6\u4f30\u8ba1\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<\/div>\n<div class=\"section level2\">\n<h2><span class=\"header-section-number\">2.3<\/span> <strong>\u6570\u636e\u96c6<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u4e3a\u4e86\u8fd0\u7528\u5e73\u9762\u56fe\u6e05\u6670\u5730\u5c55\u793a\u805a\u7c7b\u6548\u679c\uff0c\u6211\u4eec\u9009\u7528\u4e00\u4e2a\u591a\u7ef4\u6570\u636e\u96c6\u2014\u2014\u9e22\u5c3e\u82b1(Iris)\u6765\u8fdb\u884c\u7b97\u6cd5\u6f14\u793a\uff0c\u8be5\u6570\u636e\u96c6\u662f\u4e00\u4e2a150\u884c5\u5217\u7684\u4e8c\u7ef4\u8868\uff0c\u4e3aR\u57fa\u7840\u5305\u81ea\u5e26\u6570\u636e\uff0c\u542b\u6709150\u4e2a\u6837\u672c\uff0c\u5bf9\u5e94\u6570\u636e\u96c6\u7684\u6bcf\u884c\u6570\u636e\u3002\u6bcf\u884c\u6570\u636e\u5305\u542b\u6bcf\u4e2a\u6837\u672c\u7684\u56db\u4e2a\u7279\u5f81\u548c\u6837\u672c\u7684\u7c7b\u522b\u4fe1\u606f\u3002\u6bcf\u4e2a\u6837\u672c\u5305\u542b\u4e86\u82b1\u843c\u957f\u5ea6\u3001\u82b1\u843c\u5bbd\u5ea6\u3001\u82b1\u74e3\u957f\u5ea6\u3001\u82b1\u74e3\u5bbd\u5ea6\u56db\u4e2a\u7279\u5f81\uff08\u524d4\u5217\uff09\uff0c\u7b2c\u4e94\u5217\u4e3a\u54c1\u79cd\u4fe1\u606f\u3002\u8fd9\u91cc\uff0c\u6211\u4eec\u628aSpecies\u5217\u53bb\u6389\uff0c\u5c06150\u4e2a\u6837\u672c\u8fdb\u884c\u805a\u7c7b\u5206\u6790\u3002<\/p>\n<p>\u2003\u2003\u4ee5\u4e0b\u6211\u4eec\u5bf9\u6570\u636e\u8fdb\u884c\u7b80\u5355\u63a2\u7d22\u548c\u9884\u5904\u7406\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">data<\/span>(iris) <span class=\"co\"># \u83b7\u53d6\u6570\u636e\u96c6iris<\/span>\n<span class=\"kw\">summary<\/span>(iris) <span class=\"co\"># \u83b7\u53d6iris\u6570\u636e\u96c6\u7684\u6982\u51b5\u4fe1\u606f<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width \n## Min. :4.300 Min. :2.000 Min. :1.000 Min. :0.100 \n## 1st Qu.:5.100 1st Qu.:2.800 1st Qu.:1.600 1st Qu.:0.300 \n## Median :5.800 Median :3.000 Median :4.350 Median :1.300 \n## Mean :5.843 Mean :3.057 Mean :3.758 Mean :1.199 \n## 3rd Qu.:6.400 3rd Qu.:3.300 3rd Qu.:5.100 3rd Qu.:1.800 \n## Max. :7.900 Max. :4.400 Max. :6.900 Max. :2.500 \n## Species \n## setosa :50 \n## versicolor:50 \n## virginica :50 \n## \n## \n## <\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">clu_data <-<span class=\"st\"> <\/span>iris[, <span class=\"op\">-<\/span><span class=\"kw\">ncol<\/span>(iris)] <span class=\"co\"># \u8bfb\u53d6\u6570\u636e\u96c6\uff0c\u5e76\u547d\u540d\u4e3aclu_data<\/span>\n<span class=\"kw\">dim<\/span>(clu_data) <span class=\"co\"># \u83b7\u53d6\u6570\u636e\u7ef4\u5ea6<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 150 4<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">head<\/span>(clu_data) <span class=\"co\"># \u663e\u793a\u6570\u636e\u96c6clu_data\u7684\u524d6\u6761\u6570\u636e<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## 1 5.1 3.5 1.4 0.2\n## 2 4.9 3.0 1.4 0.2\n## 3 4.7 3.2 1.3 0.2\n## 4 4.6 3.1 1.5 0.2\n## 5 5.0 3.6 1.4 0.2\n## 6 5.4 3.9 1.7 0.4<\/code><\/pre>\n<p>\u2003\u2003\u4ee5\u4e0b\u6211\u4eec\u4ee5\u56fe\u5f62\u65b9\u5f0f\u5c55\u793a\u6570\u636e,\u4e0b\u56fe\u663e\u793a\u7684\u4e3a\u82b1\u843c\u957f\u5ea6\u4e0e\u5bbd\u5ea6\u7684\u6563\u70b9\u56fe\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_data<span class=\"op\">$<\/span>Sepal.Length, clu_data<span class=\"op\">$<\/span>Sepal.Width) <span class=\"co\"># \u82b1\u843c\u957f\u5ea6\u4e0e\u5bbd\u5ea6\u7684\u6563\u70b9\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/> \u2003\u2003\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u968f\u7740\u6570\u636e\u7ef4\u5ea6\u53ca\u6837\u672c\u91cf\u7684\u589e\u5927\uff0c\u4ec5\u901a\u8fc7\u6570\u636e\u63a2\u7d22\u6b65\u9aa4\u5f88\u96be\u83b7\u5f97\u5982\u6211\u4eec\u5728\u4e0a\u56fe\u770b\u5230\u7684\u4e8c\u7ef4\u6570\u636e\u4e2d\u7684\u4fe1\u606f\uff0c\u6b64\u65f6\u901a\u8fc7\u8f6f\u4ef6\u8fdb\u884c\u805a\u7c7b\u5206\u6790\u7684\u4f5c\u7528\u548c\u610f\u4e49\u5c06\u66f4\u4e3a\u663e\u8457\u3002\u4f8b\u5982\u5c06\u56db\u4e2a\u53d8\u91cf\u540c\u65f6\u5c55\u793a\u5728\u4e00\u5f20\u56fe\u4e0a\uff0c\u540c\u65f6\u5f97\u5230\u82e5\u5e72\u6563\u70b9\u56fe\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_data) <span class=\"co\"># \u7ed8\u5236\u5168\u90e8\u53d8\u91cf\u6563\u70b9\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p><span style=\"color:red\">\u6ce8\uff1a\u5f53\u6570\u636e\u96c6\u4e2d\u5404\u4e2a\u53d8\u91cf\u7684\u91cf\u7eb2\u5dee\u522b\u8f83\u5927\u65f6\uff0c\u9700\u8981\u5728\u805a\u7c7b\u5206\u6790\u524d\u5bf9\u6570\u636e\u8fdb\u884c\u6807\u51c6\u5316\u3002<\/span><\/p>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">3<\/span> \u5e94\u7528\u6848\u4f8b<\/h1>\n<hr \/>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u5f00\u59cb\u8fd0\u7528R\u8f6f\u4ef6\uff0c\u901a\u8fc75\u79cd\u805a\u7c7b\u65b9\u6cd5\u5206\u522b\u5bf9\u9e22\u5c3e\u82b1Iris\u6570\u636e\u96c6\u5c55\u5f00\u805a\u7c7b\u5206\u6790\u3002<\/p>\n<p><\/font><\/p>\n<div id=\"k--1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.1<\/span> <strong>K-\u5747\u503c\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u9996\u5148\u6211\u4eec\u5c1d\u8bd5\u5c06\u6837\u672c\u70b9\u805a\u7c7b\u4e3a\u8f83\u5c11\u7c7b\u522b\uff08\u53d6center = 3\uff09\uff0c\u5176\u4ed6\u53c2\u6570\u53d6\u9ed8\u8ba4\u503c\u6765\u5bf9Iris\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">set.seed<\/span>(<span class=\"dv\">1<\/span>) <span class=\"co\"># \u7528\u4e8e\u8bbe\u5b9a\u968f\u673a\u6570\u79cd\u5b50<\/span>\nfit_km1 <-<span class=\"st\"> <\/span><span class=\"kw\">kmeans<\/span>(clu_data, <span class=\"dt\">centers =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u7528kmeans\u7b97\u6cd5\u5bf9Iris\u6570\u636e\u96c6\u8fdb\u884c\u805a\u7c7b<\/span>\nfit_km1 <span class=\"co\"># \u8f93\u51fa\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## K-means clustering with 3 clusters of sizes 50, 38, 62\n## \n## Cluster means:\n## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## 1 5.006000 3.428000 1.462000 0.246000\n## 2 6.850000 3.073684 5.742105 2.071053\n## 3 5.901613 2.748387 4.393548 1.433871\n## \n## Clustering vector:\n## [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n## [36] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 3 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3\n## [71] 3 3 3 3 3 3 3 2 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 3 2 2 2\n## [106] 2 3 2 2 2 2 2 2 3 3 2 2 2 2 3 2 3 2 3 2 2 3 3 2 2 2 2 2 3 2 2 2 2 3 2\n## [141] 2 2 3 2 2 2 3 2 2 3\n## \n## Within cluster sum of squares by cluster:\n## [1] 15.15100 23.87947 39.82097\n## (between_SS \/ total_SS = 88.4 %)\n## \n## Available components:\n## \n## [1] "cluster" "centers" "totss" "withinss" \n## [5] "tot.withinss" "betweenss" "size" "iter" \n## [9] "ifault"<\/code><\/pre>\n<p>\u2003\u2003\u5982\u4e0a\u7ed3\u679c\u4e2d\u663e\u793a\u4e863\u4e2a\u7c7b\u522b\u6240\u542b\u6837\u672c\u6570\uff08sizes\uff09\uff0c\u5206\u522b\u4e3a62,50\u548c38\u3002\u5404\u4e2a\u7c7b\u522b\u4e2d\u5fc3\u70b9\u5750\u6807\uff08Cluster means\uff09\u5982\u4e0a\u8ff0\u7ed3\u679c\u6240\u793a\uff0c\u5373\u7b2c\u4e00\u7c7b\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u82b1\u74e3\u5bbd\u5ea6\u8f83\u5c0f\uff0c\u7b2c\u4e8c\u7c7b\u4e3a\u82b1\u843c\u957f\u5ea6\u8f83\u5c0f\u4e14\u82b1\u74e3\u957f\u5ea6\u5bbd\u5ea6\u8f83\u5c0f\uff0c\u7b2c\u4e09\u7c7b\u4e3a\u82b1\u843c\u957f\u5ea6\u8f83\u5927\u4e14\u82b1\u74e3\u5bbd\u5ea6\u8f83\u5927\u3002<\/p>\n<p>\u2003\u2003\u53e6\u5916\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u805a\u7c7b\u5411\u91cf\uff08Clustering vector\uff09\u4e00\u680f\u4e2d\u770b\u5230\u6bcf\u4e00\u4e2a\u6837\u672c\u5bf9\u5e94\u7684\u5206\u7c7b\u60c5\u51b5\u3002\u4f8b\u5982\u7b2c\u4e00\u4e2a\u6837\u672c\u88ab\u5212\u5206\u4e3a\u7b2c\u4e09\u7c7b\u4e2d\u3002<\/p>\n<p>\u2003\u2003\u5728\u8fd9\u4e4b\u540e\uff0c\u7ed3\u679c\u8f93\u51fa\u663e\u793a\u4e86\u5404\u4e2a\u5206\u7c7b\u7684\u7ec4\u5185\u5e73\u65b9\u548c\uff0c\u7b2c\u4e8c\u7c7b\u7ec4\u5185\u5e73\u65b9\u548c\u6700\u5927\uff0c\u7b2c\u4e09\u7c7b\u7ec4\u5185\u5e73\u65b9\u548c\u6700\u5c0f\uff0c\u5373\u7b2c\u4e8c\u7c7b\u6837\u672c\u7684\u5dee\u5f02\u6027\u6700\u5927\uff0c\u7b2c\u4e09\u7c7b\u6837\u672c\u7684\u5dee\u5f02\u6027\u6700\u5c0f\uff0c\u4e14\u7ec4\u5185\u5e73\u65b9\u548c\u5360\u603b\u5e73\u65b9\u548c\u768479.0%\uff0c\u8be5\u503c\u53ef\u4ee5\u7528\u4e8e\u4e0e\u7c7b\u522b\u6570\u53d6\u4e0d\u540c\u503c\u65f6\u7684\u805a\u7c7b\u7ed3\u679c\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ece\u800c\u627e\u51fa\u6700\u4f18\u805a\u7c7b\u7ed3\u679c\u3002\u8be5\u767e\u5206\u6570\u7684\u6570\u503c\u8d8a\u5927\u8868\u660e\u7ec4\u5185\u5dee\u8ddd\u8d8a\u5c0f\u3001\u7ec4\u95f4\u5dee\u8ddd\u8d8a\u5927\uff0c\u5373\u805a\u7c7b\u6548\u679c\u8d8a\u597d\u3002<\/p>\n<p>\u2003\u2003\u6700\u540e\uff0c\u6839\u636e\u83b7\u5f97\u7684\u7ed3\u679c\uff08Available components\uff09\u90e8\u5206\u6765\u5206\u522b\u83b7\u53d6\u805a\u7c7b\u7684\u5404\u9879\u8f93\u51fa\u7ed3\u679c\uff0c\u4f8b\u5982\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>centers <span class=\"co\"># \u83b7\u53d6\u5404\u7c7b\u522b\u4e2d\u5fc3\u70b9\u5750\u6807<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## 1 5.006000 3.428000 1.462000 0.246000\n## 2 6.850000 3.073684 5.742105 2.071053\n## 3 5.901613 2.748387 4.393548 1.433871<\/code><\/pre>\n<p>\u2003\u2003\u6211\u4eec\u4f9d\u6b21\u8f93\u51fa\u603b\u5e73\u65b9\u548c(totss)\u3001\u7ec4\u5185\u5e73\u65b9\u548c\u7684\u603b\u548c(tot.withinss)\uff0c\u4ee5\u53ca\u7ec4\u95f4\u5e73\u65b9\u548c(betweenss)\uff0c\u5e76\u8fdb\u884c\u7b80\u5355\u8fd0\u7b97\uff0c\u5f97\u5230\u4e0b\u9762\u7b49\u5f0f\uff1a<br \/>\n\u2003\u2003 <strong>\u7ec4\u95f4\u5e73\u65b9\u548c + \u7ec4\u5185\u5e73\u65b9\u548c = \u603b\u5e73\u65b9\u548c<\/strong><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>totss <span class=\"co\"># \u8f93\u51fa\u672c\u6b21\u805a\u7c7b\u7684\u603b\u5e73\u65b9\u548c(totss)<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 681.3706<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>tot.withinss <span class=\"co\"># \u8f93\u51fa\u672c\u6b21\u805a\u7c7b\u7684\u7ec4\u5185\u5e73\u65b9\u548c\u7684\u603b\u548c(tot.withinss)<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 78.85144<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>betweenss <span class=\"co\"># \u8f93\u51fa\u672c\u6b21\u805a\u7c7b\u7684\u7ec4\u95f4\u5e73\u65b9\u548c(betweenss)<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 602.5192<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km1<span class=\"op\">$<\/span>betweenss <span class=\"op\">+<\/span><span class=\"st\"> <\/span>fit_km1<span class=\"op\">$<\/span>tot.withinss <span class=\"co\"># \u8ba1\u7b97\u7ec4\u95f4\u53ca\u7ec4\u5185\u5e73\u65b9\u548c\u7684\u603b\u548c<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 681.3706<\/code><\/pre>\n<p>\u2003\u2003\u7531\u6b64\uff0c\u6211\u4eec\u770b\u5230\u7ec4\u95f4\u5e73\u65b9\u548c\u7ea6\u4e3a\u7ec4\u5185\u5e73\u65b9\u548c\u76844\u500d\uff0c\u5373\u7ec4\u95f4\u5dee\u8ddd\u8fdc\u5927\u4e8e\u7ec4\u5185\u5dee\u8ddd\uff0c\u8fd9\u6b63\u662f\u805a\u7c7b\u7684\u610f\u4e49\u6240\u5728\u2014\u2014\u5c06\u76f8\u4f3c\u70b9\u805a\u4e3a\u4e00\u7c7b\uff0c\u76f8\u5f02\u70b9\u5212\u5206\u4e3a\u4e0d\u540c\u7c7b\u3002<\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u4ee5\u66f4\u52a0\u76f4\u89c2\u7684\u65b9\u5f0f\u5c55\u793a\u805a\u7c7b\u7ed3\u679c\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_data, <span class=\"dt\">pch =<\/span> (fit_km1<span class=\"op\">$<\/span>cluster <span class=\"op\">-<\/span><span class=\"st\"> <\/span><span class=\"dv\">1<\/span>), <span class=\"dt\">col =<\/span> fit_km1<span class=\"op\">$<\/span>cluster) <span class=\"co\"># \u6570\u636e\u96c6\u4e2d\u805a\u4e3a3\u7c7b\u7684\u6837\u672c\u70b9\u4ee53\u79cd\u4e0d\u540c\u5f62\u72b6\u53ca\u989c\u8272\u8868\u793a<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4ece\u4e0a\u56fe\u4e2d\u6211\u4eec\u80fd\u591f\u76f4\u89c2\u770b\u5230\u6bcf\u4e00\u79cd\u5206\u7c7b\u4e4b\u95f4\u7684\u4e0d\u540c\u3002\u4e0b\u9762\uff0c\u8c03\u7528barplot\u51fd\u6570\u7ed8\u5236\u6bcf\u4e2a\u5206\u7c7b\u4e2d\u5fc3\u7684\u6761\u5f62\u56fe\u53ca\u540c\u79cd\u5c5e\u6027\u4e0d\u540c\u5206\u7c7b\u7684\u6761\u5f62\u56fe\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">barplot<\/span>(<span class=\"kw\">t<\/span>(fit_km1<span class=\"op\">$<\/span>centers), <span class=\"dt\">beside =<\/span> <span class=\"ot\">TRUE<\/span>, <span class=\"dt\">xlab =<\/span> <span class=\"st\">"\u5206\u7c7b\u60c5\u51b5"<\/span>, <span class=\"dt\">ylab =<\/span> <span class=\"st\">"\u6570\u503c"<\/span>) <span class=\"co\"># \u7ed8\u5236\u6bcf\u4e2a\u5206\u7c7b\u4e2d\u5fc3\u7684\u6761\u5f62\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">barplot<\/span>(fit_km1<span class=\"op\">$<\/span>centers, <span class=\"dt\">beside =<\/span> <span class=\"ot\">TRUE<\/span>, <span class=\"dt\">xlab =<\/span> <span class=\"st\">"\u5206\u7c7b\u60c5\u51b5"<\/span>, <span class=\"dt\">ylab =<\/span> <span class=\"st\">"\u6570\u503c"<\/span>) <span class=\"co\"># \u7ed8\u5236\u6bcf\u4e2a\u5c5e\u6027\u4e0d\u540c\u5206\u7c7b\u7684\u6761\u5f62\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u7531\u4e0a\u56fe\u53ef\u89c1\uff0c\u82b1\u843c\u6700\u957f\u7684\u4e3a\u7b2c\u4e8c\u5206\u7c7b\uff0c\u6700\u5bbd\u7684\u4e3a\u7b2c\u4e09\u5206\u7c7b\uff0c\u82b1\u74e3\u6700\u957f\u548c\u6700\u5bbd\u7684\u5747\u4e3a\u7b2c\u4e8c\u5206\u7c7b\u3002<br \/>\n\u2003\u2003\u4e0b\u9762\uff0c\u6211\u4eec\u6765\u8c03\u8282\u7c7b\u522b\u6570\u53c2\u6570center\u7684\u53d6\u503c\uff0c\u5e76\u901a\u8fc7\u524d\u9762\u6240\u8ba8\u8bba\u7684\u7ec4\u95f4\u5e73\u65b9\u548c\u5360\u603b\u5e73\u65b9\u548c\u7684\u767e\u5206\u6bd4\u503c\uff08\u4e0b\u9762\u7b80\u79f0\u4e3a\u201c\u805a\u7c7b\u4f18\u5ea6\u201d\uff09\uff0c\u6765\u6bd4\u8f83\u9009\u62e9\u51fa\u6700\u4f18\u7c7b\u522b\u6570\u3002\u5177\u4f53\u7684\uff0c\u7531\u4e8e\u5171\u6709150\u4e2a\u6837\u672c\uff0c\u6211\u4eec\u5c06\u7c7b\u522b\u6570\u4ece1\u81f3149\u53d6\u904d\uff0c\u5b9e\u73b0\u8be5\u60f3\u6cd5\u7684\u7a0b\u5e8f\u4ee3\u7801\u5982\u4e0b:<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">result <-<span class=\"st\"> <\/span><span class=\"kw\">rep<\/span>(<span class=\"dv\">0<\/span>,<span class=\"dv\">149<\/span>) <span class=\"co\"># \u8bbe\u7f6eresult\u53d8\u91cf\u7528\u4e8e\u5b58\u50a8149\u4e2a\u805a\u7c7b\u4f18\u5ea6\u503c<\/span>\n<span class=\"cf\">for<\/span>(k <span class=\"cf\">in<\/span> <span class=\"dv\">1<\/span><span class=\"op\">:<\/span><span class=\"dv\">149<\/span>) { <span class=\"co\"># \u5bf9\u7c7b\u522b\u6570k\u8fdb\u884c\u5faa\u73af<\/span>\n fit_km <-<span class=\"st\"> <\/span><span class=\"kw\">kmeans<\/span>(clu_data, <span class=\"dt\">center =<\/span> k) <span class=\"co\"># \u6bcf\u6b21\u9009\u53d6\u4e0d\u540c\u7684\u7c7b\u522b\u6570k\uff0c\u8fdb\u884cK-\u5747\u503c\u805a\u7c7b<\/span>\n result[k] <-<span class=\"st\"> <\/span>fit_km<span class=\"op\">$<\/span>betweenss<span class=\"op\">\/<\/span>fit_km<span class=\"op\">$<\/span>totss <span class=\"co\"># \u5c06\u6bcf\u6b21\u8ba1\u7b97\u5f97\u5230\u7684\u805a\u7c7b\u4f18\u5ea6k\u5b58\u50a8\u5728result\u4e2d<\/span>\n}\n<span class=\"kw\">round<\/span>(result,<span class=\"dv\">2<\/span>) <span class=\"co\"># \u5c06\u5f97\u5230\u7684\u805a\u7c7b\u4f18\u5ea6\u53d6\u4e24\u4f4d\u5c0f\u6570\u8f93\u51fa<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 0.00 0.78 0.88 0.89 0.93 0.93 0.94 0.95 0.95 0.96 0.96 0.95 0.96 0.97\n## [15] 0.97 0.97 0.97 0.98 0.98 0.97 0.97 0.98 0.98 0.97 0.98 0.98 0.98 0.98\n## [29] 0.98 0.98 0.98 0.98 0.98 0.98 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99\n## [43] 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99\n## [57] 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 0.99 1.00 1.00 1.00\n## [71] 1.00 1.00 0.99 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [85] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [99] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [113] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [127] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00\n## [141] 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00<\/code><\/pre>\n<p>\u2003\u2003\u7531\u4ee5\u4e0a\u8f93\u51fa\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u5927\u6982\u770b\u51fa\uff0c\u5728\u7c7b\u522b\u6570\u7ea6\u5c0f\u4e8e10\u65f6\uff0c\u968f\u7740\u7c7b\u522b\u6570\u7684\u589e\u52a0\u805a\u7c7b\u6548\u679c\u8d8a\u6765\u8d8a\u597d\uff08result\u503c\u4ece0.78\u5feb\u901f\u63d0\u9ad8\u81f30.96\u5de6\u53f3\uff09\uff1b\u4f46\u5f53\u7c7b\u522b\u6570\u8d85\u8fc710\u4ee5\u540e\u518d\u589e\u52a0\u65f6\uff0c\u805a\u7c7b\u6548\u679c\u57fa\u672c\u4e0d\u518d\u63d0\u9ad8\uff08result\u503c\u57280.96\u81f31.00\u4e4b\u95f4\u6d6e\u52a8\uff09\u3002<\/p>\n<p>\u2003\u2003\u8fd9\u4e0e\u6211\u4eec\u6240\u9884\u4f30\u7684\u7ed3\u679c\u4e00\u81f4\uff0c\u5f53\u7c7b\u522b\u6570\u57fa\u672c\u63a5\u8fd1\u6837\u672c\u70b9\u4e2a\u6570\uff0c\u5373\u63a5\u8fd1\u4e8e\u6bcf\u4e00\u5206\u7c7b\u4e2d\u53ea\u542b\u6709\u4e00\u4e2a\u6837\u672c\u7684\u60c5\u51b5\uff0c\u805a\u7c7b\u6548\u679c\u5f88\u663e\u8457\uff0c\u4f46\u662f\u6ca1\u6709\u5b9e\u9645\u610f\u4e49\u3002<\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u5bf9result\u8fdb\u884c\u5236\u56fe\u6765\u76f4\u89c2\u6bd4\u8f83\u5404\u7c7b\u522b\u6570\u4e0b\u7684\u805a\u7c7b\u4f18\u5ea6\uff0c\u4ee3\u7801\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(<span class=\"kw\">c<\/span>(<span class=\"dv\">1<\/span><span class=\"op\">:<\/span><span class=\"dv\">149<\/span>), result, <span class=\"dt\">type =<\/span> <span class=\"st\">"l"<\/span>, <span class=\"dt\">main =<\/span> <span class=\"st\">"\u805a\u7c7b\u4f18\u5ea6\u53d8\u5316"<\/span>, <span class=\"dt\">xlab =<\/span> <span class=\"st\">"\u805a\u7c7b\u4e2a\u6570"<\/span>, <span class=\"dt\">ylab =<\/span> <span class=\"st\">"\u805a\u7c7b\u4f18\u5ea6"<\/span>) <span class=\"co\"># \u5bf9result\u5236\u56fe<\/span>\n<span class=\"kw\">points<\/span>(<span class=\"dv\">10<\/span>, result[<span class=\"dv\">10<\/span>], <span class=\"dt\">pch =<\/span> <span class=\"dv\">16<\/span>) <span class=\"co\"># \u5c06\u7c7b\u522b\u6570\u4e3a10\u7684\u70b9\u7528\u5b9e\u5fc3\u5706\u6807\u51fa<\/span>\n<span class=\"kw\">legend<\/span>(<span class=\"dv\">10<\/span>, result[<span class=\"dv\">10<\/span>], <span class=\"kw\">sprintf<\/span>(<span class=\"st\">"%.f%%"<\/span>, result[<span class=\"dv\">10<\/span>]<span class=\"op\">*<\/span><span class=\"dv\">100<\/span>), <span class=\"dt\">bty =<\/span> <span class=\"st\">"n"<\/span>, <span class=\"dt\">xjust =<\/span> <span class=\"fl\">0.4<\/span>, <span class=\"dt\">cex =<\/span> <span class=\"fl\">0.8<\/span>) <span class=\"co\"># \u6807\u51fa\u805a\u7c7b\u4f18\u5ea6<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAANgCAMAAADapDIFAAABKVBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZpAAZrY6AAA6ADo6AGY6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kLY6kNtmAABmADpmAGZmOgBmOjpmOmZmOpBmZgBmZjpmZmZmZpBmZrZmkGZmkJBmkLZmkNtmtrZmtttmtv+QOgCQOjqQOmaQOpCQZjqQZmaQZpCQZraQkDqQkGaQkJCQkLaQkNuQtmaQtraQttuQtv+Q29uQ2\/+2ZgC2Zjq2Zma2ZpC2kDq2kGa2kJC2kLa2tma2tpC2tra2ttu225C227a229u22\/+2\/7a2\/9u2\/\/\/bkDrbkGbbkJDbtmbbtpDbtrbb25Db27bb29vb2\/\/b\/7bb\/9vb\/\/\/\/tmb\/tpD\/trb\/25D\/27b\/29v\/\/7b\/\/9v\/\/\/9MaWpLAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3dC3sUV6KY62oQoWcQtjDaEXOONZOND8gO3smME5ihtQ\/MjuUEYtobCOJEvdNC3f\/\/R5yq6lv1RYJavUqtUr3v84zRZXVJ1LQ\/12VVVTIEIEiy6V8AoK4EFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSECpXm\/73mfHDJ5sPzq56Nt3n40+evfTx8\/\/xMNk5\/VnB53ubT373C81+amHF\/52NJWAUrl+O0nun\/O9v\/9lHLrBQZIk32SROvvLf1ked7abjJvYSZK7n41jtrR7ny1eL0m2LlxU9ptPf2rr0eeWR+MIKNG92J6XZB6vHpsmapzDNFG38+R1V7UvbV1y62Q8rvV8cLj98MIN0Sy4tz5b0GxZ5\/xiw\/GvMv5dOl+yOBpHQInv\/dHH7mSjsze\/9Xm6m8xvyGUbeXmjOuPIZulbilW2RXnjTf7haMmDdPjN+SUNjosv6madnXzn++3nw1WyHz77UWd7CxvK2U8df7t7\/kY0DSagVGIuoKcP5rZG57s32bacBLRTKN9U4SjAZMmH6eu2ns+NKe5kp6+YFC\/r4PIih6MfNvtG2s+FSmY\/9fHC3wcKBJRKzG+Bnh69Gm3IrTo22Rnt4I8Dmh2XfLNqcZMtxemSs9fdLozJNl1b01LfSbdQxx+2s2qPQvl2+ejC9ON82FwmOyt+KhQIKJXoTmI2fwKpM9+8XBq+rG6jgKafrDjWmLVxcqxymrLCDnZxOek3\/j49Ub90yv790fH4o+zl42Kfc3Rz5U+FAgGlEgtboHs381lAq2PVKezCd8Znks5+fFgY2Ct0d5ayhcOrs4DONnO755+y\/3xAu9PjrsWfenh39dEAmkhAqcTiSaS37WTndb89K1JRvlGYB7Q37ufpbnFTNW3d7FBlYVvw\/VGxfHMB\/W46eFUdT\/effz6g2YBpoIt\/n3OOp9JAAkolls7CDw5nRyJzhTNLk8ORre3Jgcv8cOR09n1xA3RuZ\/pf\/1LYvJwGtHBqaDS4v\/\/d\/G+XDnhUDOh\/23643NBeYQN0+lOz80rJrVX\/FaCJBJRKrDgGmrWnOG99emZpNPz8uaL5WfRp4QoB7c4V+dyALk3kz078t\/6f4hbo23ZrMaHZT\/13xV\/w\/vDCE\/o0kYBSieV5oNnMzeSc64Oy\/eI76TdvPlx1wLKXv7BwTr01PdFezFl2zme6\/XqzMHjx7Ho28Mbr+V34NLKt+Ys185\/a+uv836dzfuZpIgGlEsWAbj1Idk5O99JCvW2vnKSU1et52qZHb9Mm7ixen55f5JlG7vQonymfLbm34mR+vgX67Dg76764C7+gk++bLxwDzWaBFi+NH\/3U2\/PbvV39ZI6AUok8OIMPL7\/NrvV5PT6JtHjpz1gv6+e4Z++y2exbzxauKSpem9S5KKCrj4Eu\/Lhs+3P5LHxezNn2cW\/+oEK+oN7iTHuaTkCpxIt09zffJ3+RT2N6Mtm6W3ES+23Wz2nPhtlWaOGQZ9bF2735gD5eJ6DpsKyfy2fh84JOfkz6yY29hYBedFMUmklAia4\/OurY2nk1zPv07w7bd19NvtldCGh2dj6r1jSgw8GL7NVbsxmYt056c2U7P6Djs+YXBTR9\/ehM1vI0pryg42SmX33cmQ\/oTf1kkYASXX6qenI\/zm5y81F27HLwsr0qP\/29pPXd5EWT7+dzhabn7tMqzge09XxlQKezTAvTRpcD2pmkeT6gn7LfcXbpUfrR\/eFCQO2\/s0RAia+\/v3CfpPc\/Fq5HL0h37Sd3Pv5wcHO2257No59cr5m9qBDQfEf9vIDO9sVnZ+Hno3c4vyk7HC97\/Nr+g53JFUzpp0sBdUNQFggolTo++vFBMpqG9PUfn76a+1629z7ZUM1upVQ4c3T6YHvUrm5r4WqhfDtzZUCLBzNnW6Dzt0HuZqeJXhRm7o\/uIbI9d5pqvNlbDOjgc3cOpZkElGoMjn78dju719HXd7KbuS\/f\/Xh2YimT7bW3zn3ARiGg+YfnBfT2+EdPL\/H8dDw35N+2H02+2psP5twc\/9FmbyGg+dFR++8sEVAqcnz88XhykfvsXp6zah3Pta23sId89uDum7nvzt1XbmVAV98wqbtq4uno15qOzo59Fkdll8oPCwE93XMAlJUElMqM72mcBXR0dmflLNCR4p2PhqNp7YWR82fKH58b0MfZRuacO8nKqfv5LzPZzy\/c7n7OJKBv28nWtwLKCgJKVbIzQdkNQfJLOLPe5c8p+mXy3fl7ibSLtzYe39x4VtBZQEdzlVYGdDx5aXCcfvvx7IuLl2hOdWeznlZf3z4K6OAwm5XqfqCsIqBUJOtnflwxDds\/7qYpys7tFO6KVLyXSL4R+Ojw3Nt0zAI6+mhVQLOp728mH06W1Lvg2sv0BflCD8+7P0ge0Hd7+YmuYkAHP+67HRM5AaUa2fXtD8cPtMzmHbX+dnDBM4Tzc+ujc9+rzAI62iqcBfT0x0mTi\/eynyzp4muH0u\/ePlm4pVNR+rO+eTKeJzAX0AM3ZGJEQKnE23Z+CXw3uT2aVNQ570ZMI6NHfXTPO0I6Deh4svwsoP32ZFO0X5yo38sPfJ7tXrzjnV0l9eL8+9Olv9RXT8fTBwSUVQSUCgwOR1OUsunn3xyML3W\/oDr57ZhmO9VLpgHtjDq2KqC9uR+QXXCUHRdYPlRalE+Pv3HednFn8WYik7\/dgVsyMSKgxPduPCs+69PO0V5etuy8+s4FjyfKS5duMq7czZ8EdHKx0SygvWkiO3PxHXTyO4xe3M98ftL5Xb8goE4okRNQ4htN8cwuNEq3Qyfbnvlk9Pkb1U3MHh98ulu8EdPUJKCTu4QUAzo7PT9XtdHd6S7+Pd+OLjBd8QMnv9bKgGb3h7p4wTSFgFKR7A7KD0+KF1aOe3V3\/7\/MF6tb2I3Oz90vXZE0Duj07vazgE7nIvXmp3KOHsG0vKT5XzBpPfot\/aVurr7IfSGg02iODziAgFKN7OZLO5Pbxk1nrB\/mCf1mrp+nB3OXUWa7+ml55y\/9nD52Y3rkc5zc7DTRN+Ojo4UN0EHW6p0\/ty\/YvMzuY9LKTmvllxm1Vh1dWAjo9Kr67qr7otBIAkoVxrMnM3OnjwZv7yzsaaehnT89P9p2TJK7fzyaVjQPaLqgyUZg1s1kMuE+3\/I8251tgI7y+XoUybR1Xz99tXgp\/ocHhbbmd8FPG\/p0YVRnfrd9zmcODtAQAkp8Z98XNvxmd0peNsrnYt36e6OCPp0L6P8+KFRrPCTz1Xie5qR1WTWnd8YbJXThaXafsp+6U7wz1IfxHaOSm9v7s9gXnwtf\/Inn7vPTOAJKxc4P6Ie0bndXHqXMtgmLjcoeBLLX+m7V0JGzB1+djBbZTutZLPLg3YO5p8Odpjv2rZ1XiwsYvMyf8VmcKDAfUFhBQKnY4MnKSJ4+2L7701LHpubv1fR\/\/vLqyd2Ljjr+tp1+t3vn5t2Hqxb54e8\/jW9F8n17+4+\/nHNUdPDuyXZxz\/ycXxxmBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEElCAQAIKEEhAAQIJKEAgAQUIJKAAgQQUIJCAAgQSUIBAAgoQSEABAgkoQCABBQgkoACBBBQgkIACBBJQgEACChBIQAECCShAIAEFCCSgAIEEFCCQgAIEqjygg+P3R0dHvxyfVP2DAC5ZtQH98CSZ2XlV+vUJQDTRE1dlQE\/3Fn77reflFrCRVQxcW7EjV2FAe+3sF97eH7mTfdJ6XGoJFfwHA2isOgX0bDcN5rPCF96lQb3xpswiBBSIp04B7S7lMkvq\/TKLEFAgnhoFdHCQJIs77L0kuVXmbLyAAvHUKKDp5ubS\/vqqr11EQIF4BBQgUI0Cmu7CtxZnLdmFBzanRgEddpZqmR0WvV1mEQIKxFOngPbbaUFfF75wmvZzaaP0QgIKxFOngGbzmNJi7j89yvw8mklfahaTgAIR1Sqgw7fthcuoWo\/KLUBAgXjqFdDh4GUxoa2HZe\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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e8b\u5b9e\u4e0a\uff0c\u6700\u4f18\u7c7b\u522b\u6570\u6ca1\u6709\u786e\u5207\u7684\u7b54\u6848\uff0c\u5212\u5206\u4e3a9\u7c7b\u300111\u7c7b\u621612\u7c7b\u5e76\u65e0\u592a\u5927\u5dee\u522b\uff0c\u56e0\u6b64\uff0c\u6b64\u5904\u6211\u4eec\u4e0d\u59a8\u53d6k=10\u4e3a\u6700\u4f18\u7c7b\u522b\u6570\u3002\u5728\u5b9e\u9645\u9009\u62e9\u8fc7\u7a0b\u4e2d\uff0c\u5982\u679c\u5e76\u975e\u8981\u6c42\u6709\u6781\u9ad8\u7684\u805a\u7c7b\u6548\u679c\uff0c\u53d6k=5\u62166\u5373\u53ef\uff0c\u8f83\u5c0f\u7684\u7c7b\u522b\u6570\u5728\u540e\u7eed\u7684\u6570\u636e\u5206\u6790\u4e0e\u63cf\u8ff0\u8fc7\u7a0b\u4e2d\u66f4\u52a0\u6709\u6548\u3002<\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u6765\u770b\u5212\u5206\u4e3a10\u7c7b\u7684\u805a\u7c7b\u7ed3\u679c\uff0c\u5e76\u7ed8\u5236\u805a\u7c7b\u6548\u679c\u56fe\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_km2 <-<span class=\"st\"> <\/span><span class=\"kw\">kmeans<\/span>(clu_data, <span class=\"dt\">center =<\/span> <span class=\"dv\">10<\/span>) <span class=\"co\"># \u53d6\u53c2\u6570\u4e3a10\uff0c\u8fdb\u884cK-\u5747\u503c\u805a\u7c7b<\/span>\n<span class=\"kw\">plot<\/span>(clu_data, <span class=\"dt\">pch =<\/span> (fit_km2<span class=\"op\">$<\/span>cluster <span class=\"op\">-<\/span><span class=\"st\"> <\/span><span class=\"dv\">1<\/span>), <span class=\"dt\">col =<\/span> fit_km2<span class=\"op\">$<\/span>cluster) <span class=\"co\"># \u7ed8\u5236\u5212\u5206\u4e3a10\u7c7b\u7684\u6563\u70b9\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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k75hYVUCqLWSuy5ye+cm\/LVoaRcI3JR1ewizc7m7N62m6keqMBtN1IlxaoNTw9KydHI2LCwiBCzLGu2wUedkgF6Llq0GZKsGdCjRmiEjqdnN3dCAIDJzlHtVzRunDkApTxz3TgbotWiWajB+0kCHUqBqr1VQzTOCkgvFZICGYBBMJ3fDwsoCaFpnJr3OHjsx1J0mBugaagCgI5V8Yl6mqHlGWCEOhgAK9xTuvpn8bN84IW\/ytssvo+chz42PZYBenapXA31LJo+nHCyOT1XXJ2RogppnhBY2VtiQ49bOSTN3w8KKX5+zNuKy\/tHEsQIuMUCvRzMAVM+NiZ0U3rRHpRv4ZRmaoOYZoQXtanGALEiGnBHApKeZvGFhkbwLbA26LGWdgHt2aLbYrJdGqqH6cUWqXw1iVTEjAhXgb34HXR01zwitFID69b2YnTjN5A0LKxmgUZcVlIEoZ7UOKxig16MZqkHUGe1CmJqInAIsLa3mGaFF4xDYDa8O3LRy08zdsJAilxYAaMxlBb2Vck+QFgP0WlS7GsRrJN2LFJR\/p19WzTLCFY0MWJ\/T7J2XZu6GRRS9smATPmwC+jSVbVlFDNA1VLkaZHgjeQTcTjQ1S7I0QY0ywhfonfOb78n8zLuqRo1DO5a7MQmgvgNS6yqYso4YoGtojmoQ9h\/KwzrQfWQ743VHvF23ghplhC8AULomO1+oTtLcq2rUOCN3Zmo\/EXBZ0xo3FnLWdY57IhMvLgboGlq6D5QEKKzHdrPTYVeanQlqlBG+CIAKQwUHlhqgQbRkppm+YRFBgNqlKEApG9ho0zq0v477QK9e9atBrEIS3m3czqUoqvgicMJ51SgjfLlNeBRW4RtTsAlammb6hkVEA9TdmABQM7UJ+SBcF1y6WoC+\/equ\/6Hmx0\/\/pcav5CG96Lr33JO+e17pB00DUr82\/eZyTb8P7VO9GgAvQ3r0SJh6TQGUrNMYpWUZmqBGGeHLt1nYniJg8vw0czcsovQmfGDr4KjOrTuAUq8dbxz1KgH69kNgymd\/rZvW8gB9+8X7cmFpgNr\/UB5AkwUOW1iNMsJVjjF1C9OaFq7PSzV3wyJKuPrwfv0GBdBIwx04eEcuXSdAX2Fb3nxWNa3FAfq3224VgIaOVQDtRgBqG5\/uuhXUKCOwSA6MkSKIj5x0czcsIuKCRq7RsYF2VNecpImdW3so\/J33knWai6SCUoRJvnbdqS5BlwZof+4mAUoOYABXI\/DKAI0pcD+ym5OVn27ehkUUvTQqa+6OvaMSDuid0fYrMUCFBE538+wvPeR+\/eGj\/qqrsu2qAKpbQd66wZsePRqpx57zER66iBplBFYUoL3VL\/+Bzd3+UiHM3nlX1ahxAj6lwRg9ZvhinFevsVudJWF2sCdyFxbUugDtG\/BPbL9nD50wdQrEAFV9oAagOg1bpwVw\/wATGKCedF46ov9DAdS5aeGeT8uOnQDUzwYEKPQmsINd4\/aBxpbcG8\/1AvTh80v8+Q3Y1rfoPeJN0A4Beg+F1j16BNddXFJrcDpdmQWq7yltTa\/PaWY1ygisS15QSWhjmZIYAFrfuG0aZ9QpfYAiK2BXTREPIvUCvJHqiVoTbnsH6D1cp3xVrXP4aaMh2\/oMtUND+2WZolxtMsKRC1CFCKHgOQD0PmhbY+Fs47ZpnFSnDHUSA1eNd9bH3TPFBm+\/+vju7u7jT2rN92kLoH2bHoSkb7\/47cUwj8HkptfD9ofv+vV3n2I2\/vCHfm139+wvZlUuQP0ELxzsExz6Z2\/AmS96+O5O5eK1POMLU7qfGYD+8NGtd+BEgPrL8lO2guD2eB+o15ina7hZGstZLbXJCEeOlSBAdRO+Xxe8QcFe1BzjtmkcEGJ21imt2\/kAxR0a2nmtXWzDHdsMLgjjosqC4zZ4YydNPvlmbOckrd6EDweDYIboe5poA0DNhptP7d5\/u7WWNt2qeQClEhwA+r059zN7NpPgzTdBgNozPkPZyK4GVBtJUM31R6Yn9BEttw4L4I2ds+QpkOu6apMRjoBRULkQ9g62TB1DJ6abu2ERQXOoVfeEU4JMWqM4+0Gn7CBBBfooctBLpXzyp596\/duHuPOw\/MprnCQvRWcQ6f1An+cbQERzsT1A\/+dzu143kh9eIDtqQGYBlEywB+gfwHpzum\/Bvh8HAPq7W+JA1wZB40BRbSQL0EeErwb4SQC0G2vMJ\/tnHTXKCKnD4TB89tZQDXdYLpS9gwAtMW6jxgGXEXNKm8nBJkM3sbsfckplGbQUc9SRbL4ADd4XTuO39MprnCQvRZCkmsZE9UcMOHvaN33\/\/kVngKbmjfZHvO1Xd2raaE\/ix5\/2T1H+9B0Yys8BKJ2gouoHl1P\/+q2T4M0nl3P\/IINMeUanD5Q60LNB0DhQ4Ya7Xe69Dzbm7VJ\/1kePDtjzhNtuEnirdti8Cl5BjTJCCgLUNNw1SPsNl6a7nsZk5vBAIxoMKGWatlHjdLbDVyi\/kh3DPSipPlDTdSRgEx5tNabDRjSrtN3gUjyX756Dio++lGtdgIrXKkZ7+onTS9i37jvdQu+b0BKEEqAKj98jcBlz9OhSXzIAGkhw4KAOR3tq2tW\/kdyXwS8NUHggvN\/lVwPYcFfLqLfz\/j4C0IsOF4A6BPWmNtkcUC36QMbqq1FGDLrYUBJU5uVe9nPeI5tigKqdsTHtCXON26hxLpQcTHPfgSlz98Yp781u+CB76dQcPMcpBbQWtXSNAIW9uo\/\/CUSirzs4iN1\/+0wv2PWv9GqzMOiFIVcGQAMJDhzUp7Z9tnCwa0AvDVD\/QMoGImEDnh4iP\/H23gfVOgxQ3BmVCFDETgvTJdQoIwYNlDgIDFBrTqc1iic3wjuSPp+3YkwtGQfNQbi\/VwDtXIDekwC1\/RvIVFC0UzqGhBYcs8GlGlpKvK4zYXJtgIqH70BH4dAoHtZ+jtDXfx3A9LqDJDK8eoH49KoAoKEEQTgrLJrx9AGbKQeg6MBpAB3Y2Nfd\/nNwSAxQ0c8YoQHq9Mld0jgph7OvGvGyQSuUuapqiRGODlI2Lwqgp9MwYycAUM+IxpKd7dVLzMGqxtH9F0oOQIUaeTd+Jacxne7heLw+NnSvCcunp73\/KAuO2uB1d6Om7jxcGplVnhpfHaCin5r1W2MXNYDekwjOonylANSzCrSFX5DBZAlAQwn2HHwfrh3O3K\/9DB1LAtQ\/MGiDsQ0DMC1A711+CjnlTi47EWh\/YL90OPRudurruygBaDBrddU6QIdGPAAonu5p54FiKuiqjkIl0P2cmIO2AApSlz6JAHr5froA9AQnOeEM20GjcYCqgwwpdVQKLDhug+HdRXd3\/fzDSo88tgDQXn\/\/7iMVhA6cMU1opddqg7Pe4dJwon\/9qCsAaChBPB9ep+ek+yIAUP\/AqA0iG5xBeAKgIgjQy64SoOLQ83MA6CkOUJsXBiiQwicAqAAA1Uy4B5PpTSEZC3oXkXdVaxrHdABr3YPLOww+ebAARRPpAz5EdNZHBU\/i95Cm2ODX72SwhvoLp6gVgPaS4+oD8by3NFmAQhBB7D38+OUf7tDOuQClEgwCFJ5iYYDewy5Rq6G6Ui2jez1Gf9DsPJ2oSSZUXrTLMkAFAOgBDmvc930iJwVQpxlvh5+lDW23n7H5xgAKCWr75S8AlW7WOZdvn0RyXiuS3YQXTo9xGUCrqyWAqqnsPRFf+Twb1gcB+vYjH345AA0lSHPQ6Tp4tQBAdcPdNuL9fe7prqWDmeRkLs3rrjNyPFm5bE433VQ1C1DV\/TkQFLhJD1D91JHbD6qKSdb8R8jwZXlY0Tjq4uEqM6Mu4Fin+74Bf+p8gCbcwD2NuuK1AdR\/ktP0HOYC1O7\/+NnXJX2gjQN0aIZLgBLodOW0jIYjMUAHHxw6qNwkfYDmdtNNVesAFQ5AhQLoSTXhu3v7MIOd\/6htWEpOYc6UuaGa9MWDVWZCHXYs2TV0IaeQAB12o15sl2eMUVe8RoA6fNOD4UTn5qAAQIcG+M3v\/vQfww8SFQKUTDAJoPM34WU\/Zh9jJgMUR0L9PNCLNxulR6CCASp1QOqNKOSInOoYcWwq7W7sqzO\/WYAqclIhaO+cWn1j3gBUycxQ6CNUdWRBBNoreplOABQ\/0w7mgXpvs7MAdcd0tOhBJDQJvgygoQQbGUSCjfjQHlb9U0duUxID1Knn6Fg\/Q5MAes49IMc42SefIAegoieoAijVLeLYdxWA1jSP7gF1QtBD3745QICCeaCan9o2FqAlTfheDFBoAvcBHRuU4klAVni6uyaX8+q4kon0oQRpDmLcBqcxVQSoCTz7XtAx9QDFS7I3fwiUbI0HE+nhsYEMFQL0fM6txRnGyT\/5FKkhJCEDUNETVI0dGd2rtzG583GtlgRoTfNIdh7cuUwSoCgfEKCit9MFoKexJny+WYgj8lz0159zk6S0KkCHp3U+hRtfKKS6j+68APNALRI1r3yeFU2kpxKkOZg4kb4mQA+2tRTYxe47PLaJl+QkJ9nsVHVf+eCwZFUZoOdzdi1ON07BySfooGeBHk4SoEK23KVFh45Qoed\/yrJaGaBVzSPnMHkhqDe1qZe8xj707E0jB9jaA2gdrTsKPzxG\/g8GcQ9\/7jRocHBq4sPXHWTlC9AFagH6yu6T8ShnIMEAB18AIIYf5awH0OE+b5pLgYPNvhqbdklX6qHZeRrGj\/wmFLUuD6BudR1qcGItNjulGsc9+dn5rC3QfFd9oBKgJwVQ8cg+jnRP2XLQYgDF5rFGKTMP7r+A60\/mu7kR6xvz\/dDokQNsNaYxITFAhXobk\/5VOfkeJQWgYYsG0FsTU8rRIvfdHm9uLSgHCBcANJBggIPgZSLyxXbyjOCB0OoAPciB+EMQoNqjrJP3ANUBwqNHg39H+kDJftH0PiXhNxlVBJQUCNl9Eo3jntz9nK6DE2uB8SPNzxMwzyMAUNKWNZTsOdg81iiF5gkAVBpDfneaMrL3U05j8n3ItU9+LFoG0If\/uFTPt1\/ePf2kSgN+bYCatzFZabYNqHzy9S\/9wwP2BXVyvvtN\/5I48NK5IQZ80r\/PST9o4AH0lTnFu+dukiC49RIMcdC8zu7v8HV2w7DY1+Lh5\/qDSIJ+\/ghIeZSZ620e4OzXyilLwhBUhaGqOe+fxWYoHaBuk9GGP+O1FhybZhz35Gfns4JcgCqMQAv6bFD2u6D0nmzCT1RGeG4WzsAoE8yjezDQusEQwzplEqOhsTPMYaIAKkVhc1aAvuorqpyyePPPaemMaO2J9G8cgtrf6PwebflAruwpd2fXgtceg5X\/w7ArB6B0gkEOgjc4P\/lvhvtqOunvZwJodAjeAFQilI6FHoGpTCf9jThLgdzmemh57Ngk47gnd\/9XEKaFuiMBfmrTnZARyXC+Rnak0sNzuGyMMsE82q\/QTUVd+8G1Qq\/T0P8ph+JFZEQtvzEfMu4oQF9fYq9fLn\/++aef\/kzPusnW2gAVD+DV7vZtTL3AL2yYu8XQ22lIZ2kLCPrBL7YhnQVQMsEwB83U+\/d+sdNC1cnfnwWg5PNHVnLEXccJAX5qgAoJUOHysxygbltRONFo8rGJAMWHu1FoVtZJHWwoL7+qQWiNzgPmJwbo2k14oiWAKZqvAzSIMstBu9JBaJOAI06mG7T\/FgJouDEfUtC4YwAdXmen32n3aievs7tc1g\/yGfbHz752tvx9+I23m6dfmyuVw0W\/fuv9Upv62ben\/9LvCsd6MgBKJRjhoOwuePo16mp96LN2gfhMAI1tHQAKPLz\/HHo+B7\/uHU2j8yBQBOqcJZZGWH4XZHoEio8tiUBn6Ac1ZjTfBoJITBwMLhRBhDajZoB+erGyyiJQ\/TnBPNiv1Bc9JHmyVnAIavhJauEm\/DD1U8\/\/3MM80HyF5ruvKvPy0GTN8TyJHHHXNV5+yl7Ok56yNPh5jwAVOditVoWVnuJm6siFs19mHyjs1puECCzz4CJYOOAGvEAfyowaoGVDy6PK7gMtKA9SyLGUWcyNA5kEHuXfoJEYoCUp7gCgOLx03yU6rtoARU0aOFxs+zxx76ezDp0qmlKg4tHRZhBn6Kt7bGaQdXZGSCoR1MZbdsHtAHXVH3ex31zN9145o\/CDnckbTb55Do5ExBj2KN+9sBxsZtmtAKCy9f5C\/7jFXprwOWoEoPgp\/vxMTQao7cs\/HNzHNuF0m8u3CEAJlx9RqOIF+jsDfW7uYD3+khdknc8WmwMzTDAavooEoXALzWAaNeNs\/Z+9Mp8ygGPuQx8o+JIlF6AxY5iD5Lck96J6Q8ePcJQyiPTNJfrpx07ePq\/zRmUGaInQw\/f4xzuSVBmgQk1ZUsGB9Nvev3XDXdgmfL9ZjYSA\/qtEBSfBxEbfKX7CVYURqDm55US9CFTHnfD5IzVX56BM5zADmrGBJrzwCTopAkWPciqTGDvoEaQD9ibrYuOnX2waU\/f444+67u63ub1uITFAizRMGh1GsX769jY\/T1MBamfY6KWDfOrI8FN5svDJeCkAACAASURBVOn5xAAVutILb\/5zTCQO7SZ3SX2j4s8AQTP6QM3JDURFxT5Q++o22GyV43EGHMjS0IyNAbRSH6h9lFPfUdA9pAfosEofYVwsxcOWmkj\/g55pgyb8TBADtEwv0DB+bmNgIkAPYGzDOrUCqPbmQUPDHU9jsnEn0egKCFLJr3xnAVbr1rTZSLffSYKe00fhzYFnGGn5HX9lohqs6j51ikjM3H4XRU14YN1y81B9oMoYrjMpb8rzsEX6QKV++vHf\/\/0vlZ5DYoAW62925ukTd\/rVqCYD1PlzkABVPfsHPc6uIYoAGnb5oDDz3OpnOiDP7pfwuUiCnjPmgdrjcEPeCboKRcGCmkbvmXFufmb3b9huDedekynqXlIToL0m2+76noXPVjsAFQ\/\/+tEtOXs1QdMACtuXcmnw6QGgJ9xuspNMBnTCBr4An\/H0TEPZfve2CtQ0D1fSwFlgAllBls2c25yfLNhJkgpQqZma771yRtigRfCQW1HSyNlEIBo\/QIDCGaLJmmA4Bui1qAZAUUeobsK7FdqgdACo38RPCQ9sXYRrnK1q0UMpcS5qGSZQEmQZMtQDKN2MT+FnAwAlTGOLqMw8yNdittDDm+kehjQJoEjF58lKc5FUUIoM0GkAtQ8XwiUKoPD23\/d+Gr\/H3h9PDjWvzTq4FRI0dIR3oP9Ff8sAqDOVCSh+TSmiARohqD20BYCCknFucYXmwc4WNoV9WB47YKoYoGMpMkAnAdRgk1o6OQ13W7Ndv0wFqK5tdOwII53YEf6R4X7SrDe2eQSNnjpfpqNEPwtvZjKdTpSZB80Ez14Z7\/oD8addiz5zRHjdyc5RAvg0\/CRNMy5uwo+lyACdCNDY0gk33K33On55gnP4Iqn5tY\/gZ6CHNE7QYC3O7gPFEWj85LnyAYoJaux4cprwM6moDxSsc5eSFXI2MxVOmcDdmk1QBuhYigzQKQANtCxhu0qgyEAdh\/3SaXYFU\/MixrNTD2GkQx8BTgbXhetwXgTqt99HTp+lqJmDkxlWBujZ69SQqxOi\/6BCVtA3a9M1BBtDqa0cJAboWIoM0DkBetCRkd6bPEs6QNEXpwfNaUJTR+DD7UekBuf2gZIAFTMDVJo11Yz1lGAcwiZqPdi9DkAPOgrHpjmoN40saxoG6PVojrcxGUGXjQBU+FGqLydqwfwUEFejcY7ZBbcrfRVOdZwlAkUijAn40ApAvYi8SgQaEI1HDVCR\/7DbJDFAr0WzAlRAfooYQd1nuAlhRCYAFB+BT2QJGqu\/BfNABx1t9uIJFIo0piHIQpAYNY6xyRGYxW7SC7XMQ\/PTvOwu+VHOKmKAXovmBag4gfgzAFD4LsvouQCSPIKqb\/Zxl7NzBDqN+TsS\/xQ97n0BxfFosqFSi15YtuwwEpS1Y93UAhozjrGzNsfwCUvmXPf2Qlw4bsQvx08G6NVoZoBq2ac9CaX2Tp1VTGMiGVv9IFOdCNOBpH9sWDnGcUOtM87GaFoZChlz0V6+MeMAO0uCyr8o9p8jOoeyhlrWNAzQ61F9gL7UAuvsI5+0Ep376LQEg9OYbN10ayl1bFB5xlFZ0\/S0gMggBWU8T2FrLgmJuHGQnUG5hUumSHF7QUMtyk8G6NWoNkBfvgwDNE7QwJbj0SwchQTU0a4bjUED8ae\/hVKmcY4WFJafKO4aEW08VzFjthBk9Ru8crFGkTGpmXgGyjc7CyP2woZakp8M0KvRHABVn3alffYu\/4SalsfjQFD5365D3aACjhCRzMqbQFMAUNlYtYHy8ahzM5JWL9J4nqZYs6JGAKq\/aZMcjUkEXrJlmZ2FEXutaCgG6LVojBHxkMjfqr6hdXbAo5yghpy9zmadE+mYuEat8U42awQqYAteRaNHm5uRxIRrvJeehp2IJxlXUVkEOpQbKiNbvslyjBJwzzUNxQC9FsUZEW8jUVsvi9466tk7IKoRBxvuiJ1C8VOvo\/tA7TpX8a2OEgHaZ1b+P0pk9lm00EhODhnPx6cL0JVD0OQ+UDgKr0sQ9ZCqloUp9BGWIotE3HNNQzFAr0XjABUi1EaitsqI4PRS2HXEczNIVCMONdzjGvZD7fckgqYALRmgRxghD3w34afTxRCVCacUGeQ6ZUn1OWLNBsZJ3FH4oxmFP8q\/8tuw1WwBUehYMIoto+3lacztBs1lLgbotSghAg22kaitw4q+vz4doOJINOKIhjtJT7Uf5BTqgPNTi\/SQkjZI2ICyeVYfQqICJjyWngvQlzrcEtbKcWu2Mogk8DxQYxsNUFC+FqA6Dh1pzEPLTATobOZigF6LxgAaayPRLc6Bn6dTfCYOliUhtQ4FeHgwyWx1+0LNMpEabufHlNwHCghq+xiOJRFooAmvcTGidqYxCfgkkjaPjDx1eH5U\/Dzb0j8alkaU2oQf13zmYoBei0YBGr7Fw61Qas5ysk8jKppVZrAdRZvuEjjW9jV6S47OwS2UDZI2oLD4bFuquX2gLymbipfhMkBqaSK9nqlkY9AzWhJgnYDN99HBJOxt4QbSqGY0F79Q+Vo0DlDFSWIXsPWl7ZaS9MwCKDE9STiteG8ak7dkmoxnuxRIMZGfOaPwMCOKoBITNjfj6bnQVCGp0H9GDtfPK44nVEOjAB0IauNNVTLeEu4BTxiMB5aBGM3WnOZigF6LKkaghp89PV9mOCaKJgUgpxqajbLTHKvDHfIBzjIVRqBwzqMiaFpuqLZpegSqcdDIs\/C2FHVAjpeUifAcjIIItBSgs5qLm\/DXokp9oGap6MU3mJ2lS7UfE8zvA0UxqJzzWJwbkqExLf3KoVHjoDI6e0vIRMIcMk7QqT2fUvOaiwF6Lao0Cq93OiGlZQGGbmikyKmDR2IJRK8ic5JngopG4W0MetSTG1GklSg3vhrjRYnlJ2m8DxSUpen+9Jbgkcf0UfipAJ3ZXAzQa1GlifS1AApZarbFl9D+dVU2DxTeDJInN3rKbae2B9DEUrUHJppqTwB9++Xd009+qZRmndPkpMgArQdQ0ILPfPk3CFTAkt2IdoO1Dz+nlJZYlvKfRCJ4cUwKqzwVAFQs+tr1hD5QauKEcEvQHqiXFwKomNFcY2h59\/w3\/3n5eDUMMd18VifNKmfJSpEBWullIjYILelaMhUMVjqzDe\/ooghAqr6yRuEFRVBh1uamDeP6JLXWB0oBlCrBbGVbhtS6faASoK+7m09\/+unP3c03VdKscZK8FBmgNQFqYtBT3su\/icDNEMfHJcXPuQiaP40pdBH5ucuPs\/ItP0klTXiiBPNVJQKd2VxJAH34vBtiz1fd+1XSrHGSvBQZoPUBmv\/y79D0JOFzkQCou1BTOcZx4iwYdi4E0LbeSE9NNWsKoLOaKwmgqh0v3tzKz6lpVjhHZooM0OrvA+2V7Za2YUctUfstoyzjoBaqy8+FMr0gPzOnMUVKdT3NZ64sgOrPqWlWOEdmigzQWQCa2ywydesIlsxfuJs313rVCNRJXF+A04LXQJ0hf76W42fGRHqnFV8Wkc+i2cyV1gf6QnZ+vrl9r8ZAPAN0Dc0C0Dzp6mQDNdSip\/aLrqunhKcV3U9A0GnTmJpXunFQ7wzctl+NA7TrHv\/uq9u+8\/PhBfeBbldNANQsEFEL3I+IX2zLcAYlB1kmf+57TpLn5mxP6eF5uxHobBqtPT9+9VE\/g2loyHdVWvAM0FU0CaD14WCjTjf+FBnraimvmw\/HnrunRNmbVlAkul8loeXhx6\/+sQfoszoz6Rmga2giQKs3T70olNw6tq6Sxo1jEveC5903VIvftMIAnSnN5VNkgE5swtcHhYUPVdW2A1C1bp58NaGcN61cGz8ZoFejiX2gtatDvLGnt1JHzKHSJrwl6CzZakN5AA0MDO5VDNBr0dRBpGJ+wkEGcC5\/QhNKS7hxHbWumjIGkTD0rzrIogAqgkOD+1TWC5V5HuiGNXkUvrQy6Fpk61NgiToiuq6eMqYxUf\/3rRyA6s8rMg4D9Dq0WgTqDbbDyISMQMHW6Lp6yplIb4Orow5J962iCNT8nTt3KysPLb\/+XCXNGifJS5EBumYfKGLnon2bqSp\/lPMKVDCNqY1SXULcB3otWnMU\/mhiNSouaaCvLME4OGi+jg4+qezwXMzcY92SGKDXojXngRqAkuhpgEVJAAUdfAxQuwH1TtuSFnDbfpWMlncfPa3yGJJggK6jFZ9EMs050HNIbF1RKcYBHXzX8QSSVtYUBd27oXbZvYnSAVpnAGlIs9J5MlJkgK74LDzqFPMA2kRjL8k4FpxgnPkKlD5JtomyXFajA+8f3Un9tuse391ViUIZoGtoNYBSbd+lpielKs04JvPw\/\/6V\/JhWG2W5rEYB+jma5sTTmDarFQFqFsh3f7oLaygLoCqvVzGFqVcGQM33BbLVhkZrz8Pn3T\/07xDhJvzG1cDr7Nro76SU04RfJEMtKeM51+tTQu151fWvUWaAblwtALTZPrKsQaRFctSQMgaRrk8ptefN7c03DNCtqwGAtttHljeNaYkcNaScaUxXp7T3gX7e\/X7jAGVFqsFSOh7dhXY0apyWMz+3osa5ZsP0SgHQw7fd4zq\/yDnYvdJ5MlJkdQ0AtGWxcSJi40SUhqDvbyv9nodYA6AsFou1pt5++cc6P+jBAGWxWKxiMUBZLBarUAxQFovFKhQDlMVisQrFAGWxWKxCMUBZLBarUAxQFovFKhQDlMVisQrFAGWxWKxCMUBZLBarUAxQFovFKhQDlMVisQrFAGWxWKxCMUBZLBarUAxQFovFKhQDlMVisQrFAGWxWKxCMUBZLBarUAxQFovFKhQDlMVisQrFAGWxWKxCMUBZLBarUCsAdO3fjm5BbJyI2DgRsXEimsSlMi2f5iKWPJ\/Pw\/9mtaZxmleBcZov8Gqa5Dl7N1MFPmVqDYDOn8bFR8zfFhWpBovmo0mVGKf1Aq+maZ6zczMxQCtJe0iznsIAjajAOM0XeDVN8py9m4kBWkfWP1r1FAZoRPnGab\/Aq2mK5+zeTAzQKoLe0ainMEAjyjbOBgq8miZ4zv7NxACtIuQbbToKAzSiAoCGvuxPkwAa+rIXMUCraAN3WgZoRByBRsQRaEQM0Dpqv6+HARoR94FGxH2gETFAp8k4RfOjjQzQiHgUPqI84zjW2LuZGKCTBNyi9fluDNCIygDadoFXU5ZxPHvs3EwM0Ck6nx2CNuwnDNCIiprwjRd4NeUYB9UIs2rHZmKATpDjGoTzNCQGaERFg0jntgu8mjKMQ8Jy12ZigE6Q2zhp2k8YoBHlGse0Sxsu8GpKN06gub5nM20aoG+\/+vju7u7jT\/46muIsV7mt7nEGaESZxtn7yAhWsnGuyyxSGwbomw\/NC1GefDOSYpUkQ\/fVbfgLAzSizIHmvc\/NwUoxDo48r8IsUtsF6Jvb7smffur1bx92N3GCVrlKxyu20nTXYoBGVDjQvOvePaME47h9n9dgFqntAvRF9z65TKZYIUm3ssAvW3AXBmhEmQA1CwzQQWfPEldgFqnNAvTd89\/8J\/2FSnF6kt74IkegO1JJBMrTmNQGbQiOQJdKs8ZJFgYoMezKfaD7UUEfqMXGFkp\/ikaMY58o4D7QhdKscZKHz7vPzJfX3Xu\/RFOcmiQYX4QERdvs+omJzSMGaERZc8Vt210zdN7Mra24cWAcMdjkqvi5XYBeoHnzqaTmw\/e3AKZkihOTDDTXNzXrjQEaUeZccWH5KZot8GqKGsdpk\/m9oTvXdgEqXvUTmO7u7vqP34+kOBmg5PKmnrtggEaUNVccxJ563Zx5W10jAAUrro+fWwao+PW73w6zQB\/\/09hM+pki0E09+csAjShrrrjb+dlkcVdUfgS6TL6a0JYBmpFirT7QyGRQs4Zcvb4YoBGlGseMl4jr4WdqHyhowe\/cIFAM0DT5A0a0k7T7MBsDNKJE44CxRPzcYnOlXVPjo\/BCfW5rWLWKGKCJSntxSMNhCQM0ojTjoAFn+OaM9kq7phLmgYroNKY9m2cfAKXmgXZIk5Nw+jbphsooYFcUAzSiJOPgCTtn6xI7b7WOGsd0CpstYyMF+xEDNFXIDQJDRS0\/3skAjSgRoPoTg7PZccNKmvgo577Nsw+Ail9\/jqdY+WUiutEyuktDYoBGlBOBGnYiP2iuvOtp2stEzvs2z04AOpZi3SRtZ3l4S3MOwwCNKKMP1E5iwrNA2yvxWsqboiCw9wcHlnYiBmiKcNmHR4rAyEJz7sIAjSh9FN5OYRqWwCj8bofjcybJnoWd4WUjzx3HoNsH6LuPnkZfJDKkOC1Jt3sn1E5HIwutiQEaUUaQhSYwgeEkg9fdKfMxLRhzwvb7Lm2zB4COvIlpSHFSkk69CI4U2fBkRU859aK+MEAjygqyqJnjWyYo9BLkPkpZb1qB\/IRmEe0Nq2pR10ytI7VZgL776E7qt133+O4uHoVOuUoUdKgVxKLdb31+6rJHXxigEeUB1C4aTJiW\/fYICr0EeYxWSQQKjdNCvYiIumbSDqS2C9DP0TSl2d4Hau+icJWzgPZb1U10PfC\/MEAjymKEWTjjGHSjLVXoJchjtPL6QL3YE0WhDYq6ZtIOpDYL0P6FoP\/Qv85u3ib8WXeCg4abGS4IQHXVABR8oi8M0JhyX2eHGxyQn5sjKPQS7DFamS8KgHVAx6Nr14uIqGum7UBquwDt32fXv0Z5VoCCoALWD1Rh7H7+8tJigJYps5vPiz\/RxKZWUUGrGkBtXUGm8G4wjemKASre3N58MzdABXjgRJgvPkDdg9YRA7RMWcbRsSeY1SSAh7Q7WkKqIkCFbbQbgKJ+0aoZr6RrBmjfjP\/97BGoBabA8SdHoLtRnnFw1LnxNnzVCJQIxmGQXjfndXTVABUP33aPb2fuA4WDQ2d4m8Xzmc7e0hriQaQiZRqHQOdW+VlxEAnWldBMrwZ1rYNISt\/fjozADylOGoVXn\/bL2XxS+608Cs\/TmApUYBzdKoWBl9owRw7nU71pTCju9Jcq5rmmrnQak9HbL\/8Y\/UXOIcU6ESjgpz9jhVi1hngifYnyjaN8ADZQtQfMlMfZVGsiPYpAtzON6Uon0uelWKcP1PCTxCVAbItigEaUbZwzjj2tUzTsAaXK7wOFQ63YRLvTlQP0eHQXzPLxoiGcONpgY9gMm+\/O6PvsPpJ8Y\/TFAI1oxDiumxyP6v55PKIOvpbjLKwcR0o0Tm8NZQFslu3G5iEB6109QI\/oE3xRAL14xdE21vrNoQh0gfZ7eteMLwZoRKOMwG6iXEIcNTLsBKZtQCLLkRKNc9YEVeaxUWcjvVvVBK135QC1sPRWDgAdvGJYBxoh8NY6Y6YJpQ8O+mKARjRmHNdNJCLk9y2CIcuRUo0jCWpvL72opc0LWu\/aATqUvsNPCc9BwvjC+SwQQc26BZUxPc0XAzSiUeM4bnJWuDhvEwx5jpRsHGkSyM9mZqfUFLLe1QNUwpJaqTaZ\/hvUJAHrlhMDdC6NGwe5ydnr\/dyWKgPUGIcyyd7a7wxQVwQ\/wUCS8\/C7\/SKWrz8M0LmUYBzMT0DQ2TNXX7UBCvtBPZOcFw80ZhYDFCkYgR5NS96jJ57\/N2fOkRigcykjApWN97P1C7lyiVxW00wRqKkpsLOYmpugN2\/MbEoMUKixPlBVUY6mIWL7QcXijRMeRJpJGX2gx6OkJ3QMshHTsqoOIhnj2F4NPG3BqyJH0MDboHgQyWpsFF73hvpd4eCNM4sRlKcxzaSMUfizva9qim4PBDWnMYEbSz9l5SyOhqCmZe8eqWtYSd7XF09jMsJ3SrQSteINJOFC\/uQ\/lY9yoy89kf7tV3e3Xdc9fvovo4\/L5upFN7zOFejNrbPqdf9bA2jNq8uKz\/qXcLnHqo033+gvP9tz\/n48M+nzQCUcjmjpeGyzi09fFXF1VSfSW+PoyQlnfZsZthAV5Ej2nLUpe\/166Som0qNf\/Ch8EkkzFAaexDMnQYK66U8G6AQVAPTth8CCz\/5aNz8+QN89d36a5YX7Yy09OS+MHAfo2y\/elwu1AKq+Sk9Q8edZzdqRXX\/jidTTmFub3fBncWrRDeZJpKN9EknfXOQGyjzz8zPRSCkn8peIjcupWYCivm0wiHSEnTrOWxIG0dUHp6\/+m+wsbfl8gL7CJrz5rGp+fID2q2wIKYE6RJxozeWgUYD+7barClAr\/QCS7QE96shrsZGRcbeWewntZxP9LflZeG0SZQ4QfZyteZTmBmiakRJOI7T57JK7w9JqtgmP+rZhE94AVLXW9HC8Oksg\/sB3rk56suVp6wB93TmqS1ACoH2KgHY9\/C5639thDKA9Z2cD6Nm5r7r32PlbpiZPIwDVfjbV3zIAermViKP8BCOwAjzRpzR7Ez7NSAmn6YQxoyAMeeUAdQaRjrBv23IUzNMw\/ITPIwXab07or8tAf1S6tlTlAnSI\/26e\/aUH1a8\/fOS2pieLAGhPO4DLCxB\/8\/+gvV7hgNTREgAVZ4sGw86jnKyDvGdGJbIBuNs0f0s1Dhg6AkuSnEdcSeY3VSWA2loraENeO0CdaUzgxggj0CMYcsXvjY3w0+s7SepUmE25AO1h9cT2ew7hYAKKkkUAFEeW\/bf3X8NWfb8mAvFFAKrxYINPPeas49Hx1CYqlQ0g+Jzkb+kA1TeXM6g8Zh2oJgsE67UAKmx1JSvu1QPUmUhvv+A4Q1UPPPHT6QkNp2pDgTGIzlcemQBV4zVWffOZaDcXiwAo7gQd2Nez0AAQgJHSUgA1HX0KELqDT64aT2yqktgQ9bc8L0tuwmuj2BvMGTTfQE1ZoLu4EKBefEmrHp9L1BZAnfug8+Vo1ql3R6ARoyg\/EUAD5ZCX00nKBKgHq5HwL1sUQHtIfwa+XHj4AmTD6SN1tQxAhUXF8P9sJzF5IyXzCFTeoCfF\/W0mgAo5FC+jDPV6kX6LqkaLzlSI1rLYYYGTMEBDSoxAbfMMz1+KOIXnsCP41ON885TJVIDiaZbi7Re\/vVzCYzC5SQLv4bt+\/d2nmI0\/\/KFf2909+4tZRQEUdYLKHV4BbOscoKb+w3d3lzM\/\/foXvfmFMfBnBqA\/fHQ7dOgGTJBrHHcSqMLEwhFo\/FasdjCf0Ls6fzQ5Ib2RDcPtQ1cWHYuaWV+g3ix0l8kGaKD+2XOoJWTBqwfoMbEP9Gg3pc6gj\/eBklGDmG98qaAJHw44wQzR9zRCB4CaDTef2r3\/dmsv2nSrUgCFZFQE7wn4mbMV7mbO\/eSvQYDa3D4L9EFkA9SZUC\/g479zCwA0mkvtZSBs6tC4cmZ6YxvOoMqcj6bnEywNuy1ykykJEen6ZysrNKOx4LUD9Jg7Ct9vsaNIialC+5tC8POUe8vMUskg0vsB3rwBRDRhaQ\/Q\/\/ncrtct54cXHZSmMgXQfqXerprzoBPUBMUAoN+CfPwhANDfgdwGenFzjXNEo0iwhbIAHhIBavwM+p3QcVSGmyUb52yqDFiyo\/C4rs2skjY2Vf8gM\/2lqweoB0v0xWnFC4egcX4+eoQ9l3DnDuXN21K3cHIZoaYxUc8fDfx82reH\/\/6FJaiaN9of8fYLxa9ePYkff9o\/WvnTd2AonwToa3TYwFK7n9loAdqf++aTn3WKdB\/oRR9cdvn1W5CpacYBXnE+0i4yo1w36V3NyzBwu4gS00vcgKqMXgPmgR5Ra29eBS\/y0SNqZ0HVP4HidbiUbcOqagqgcCH4JBL0iOHjPP4iOx+g8a59Yh06ZMLlm5NlbXitArennzhdhz2\/Ot1C\/948wC4BqvD4fadjSfSAZs8z9YUEqI03h0lM6rSK0KY71AC0P50OgPsUAwDVuwxBdZYNggAlHudc40kkqQBACS4UVf4MgJ5tSK5XwSeRbD2qLHtBoxcZAih9DOjvDNXhOa4nrnUBipgJ+jvxRltJ6FKPj7\/3oguKKgKB3L4zPTFEOS36MpE3tqPz8T+BSBQPhpu4cACoWW\/mvOPJ73aiEglQg007fG46QW3caZbQuYdolAToZ+DsdL9uonG0y4DwUw89LxNXqTw50gAFdRx1c2qwqJWn0+V\/RiXMAKipMnC1rSszAZSApgUbzqRfgazRhK6gxFaBqqmwCVwjQP3+Tqr55TTh3VOOvj4iCFBYxp1BqtkOt1hPkH8Xfp3dw3eg9\/DmE4U750FKGCoCPBmIvUDQehUHqI0yzY7m\/Dg67Y\/FOem3kwC1yb+YDFDTDoWOQXvIbPL6QC1ALThptxo2XPjZ5ThRXhP+7BsD8HOWJjzkGrEE9iQqUNfZoSNEXrjV6fD0Kuayqpbk268+vru7+\/iT0fcEoas0To+++P3bcFNBsVMApW+WlKNDltorWP6Fym+\/+q3JiBpAR3PbhWVeD1DQQKZhNQbQ1\/5MJb2jbcvrjc4kzxcBgNpM4ZlYKTZwNuB7KvhYrG9PRAAqkOsAiBDtmVN6DJruOVQ1St06QTkA7eslrkC2nqEaB7cKvBKu2zBAQQvzCVkrQIpkHAG\/+HUAt9\/ziz0doICfROMdXMFKP+nx9+8+klmR8EGz3YUFm7OegNXf\/\/WjbgSgms6A0vr8lsgaoE6KrwMAtYydDFBIUGeAcTmCOnEQ7AN1br9COHsCr0onaF4EGmyno6ZfVdEAdWpQr77i9PWSIiiORd2tDj9tVLpdgF6qxpM\/\/dTr3z4MVAubohdH2EI8mhgTFyyoIeprsh4hOTkJKrJtXYD2kqPcOhJ0pQEKiwHS7eHHL\/9wh3YOAVQ32MHRiqW2e9QA1OHhxSNmBygeWNROorYEzlFXtL\/0jhZxHkKzAJTsA7VbnYVaClccZQClR6dTb6VHwyd1LOjzDG51+kW3C9AXoGn2IvaItKDjCLVgO0NBTYBT6fP1KAJQlZ1MrQ9QNXe+Z9orIoP9+iBA336E9o0CtD97vxp0AChyEjPq1wAo7AeFo0qB42sLOgU0apifIaU70Yhx4Ii7sGZZUIE640rCU\/+nDnWZSG0Ff4TYMEDfzGeEEAAAIABJREFUPQc9bOgLlWIoAj26UivBttIM0k14lR2qsFWloLcuDVDivR26OzEXoHb\/x8++HusDVRREyctOVnD6liLQ40Q3yRSsxsZxHvl96J4PWUdSDdCKACXqUvEFlmis5xPsSD7rp2xDbXWN6A4nXSVATfwghADVwGnMm3WFGYwA1Hd1ap0P0AUHkdS736EC2DIKAHRo8d\/87k\/\/MfxK0ShA+4Q\/g+GmBiPYf0WAgvgTETRweHVFARpxIe1JxqMqjsIfTR+wMUnx9RUpGaDGQMTKwFbHhAR8a1xBnqokealEdvzg9ciL1tBV2vIWEKDC3kNhtQh6w4n4AtelA9Te1MYButQ0Ju9tdsGhGyN6EAnNuk8AaL\/+95h0A1P785iHQ1cbRMJR55IR10n+twA9jQE0FpBmOdGocUyksRRAT3jJBegpmOeTuny4DlSzIF3Bzcc58WYBeqkuN+qVPw\/f30beUz6kCJIEsSdqdqh1EKVof0fIA086NATrHj06yQ8BPmyGECBh+YSkE1poIr3\/1I4OSp33xhs5L5tTvZihqUZBgPadoP8HTzXtmQpj0sA0pvHX2U0FKIg\/XY4Gjq+lvtj7\/8ZRTqeTcY1+FP7iYHo57kZqHmhG2uPGgY22Bcxh64Bc8u8OHudUfoGBwEoidjFxfqQyqsPnvFJalZIc+tbu7obR3ZFXPmKAggVi\/MhZCPSII5KpL3hdP9YnJDlNsdn8uIU1rnTDjNsgYcPwCM+ncE3\/ko4eS+7zPC\/APFA8rd0ZThdwsnsQoJeEf\/P\/PXfJ+N73IFF6Ir0NmmcEKBp3xANJc0o3PQw0AT41QM1y3IvwMEmKEoyjw45FBpFsPVNL+BKVnVA+sbFQfbI2oew0Whk3DFDx63dykjd6zpBOsU\/SZ6T5bsfkibCC8gbUlD4h6XU9QE\/mkXgMUJWpYVWwjMyHSSMagY7tkQlQ+VKjf7B4+nOn6YODUxOQDp2dn8HDdReoBegru08IoBf63XzldW72P45k0kSPcho8vu5mBSieOCxwvDV\/yIUJekKOooeWoaO5riUUWU4y+qTcJOQ6o4NIYLzALknNYBhbz\/QSuk59lTReB2MJl4AalidT8Zx18I0ilA2W1fJJKoBSj23C8iZ7tqj2iCwadBs8mQ+1bnji4TQAVOhAFOfJuaeFSNoJl9GUl4\/ukQtQ+aPC6lfl5HuUFJWGLZpKb01MKUeLwHs7zPs+zODPn7txgPYb7ryfg7\/5LQChAeiQExUmg9eGgMi0JkBtl87STXhTqsa9uu5kB5PMvBwMUEeGwAE3CbrOKECROcgZgTVlDaGXYB+ospMhKd7a+aFMRzbhiXV76wPNSlGXtHAf20RfQL9o4PFOKU1PfRsUFqCmZNUTD6cQQH1Ikuw0ANXpmi9enkb2yAWoeRuTFXxVZ\/fk61\/6RoB9QZ2cYH\/TvzkOvOVuGER60r\/PSTcYPICiOFKfB\/WyDtEw\/nE58Aao\/gV68l11IM2br8XDz1Wb8NZ9HHrOggkoBQwIDgnQUxCghB\/J6NWAR7huEnSdMePYikIt1Zape7YWYoAKGXaa6wFbjYHwVegqGFyy8bxwDr4qgILAAfMTVY7xunHS8ES3QkDQk35kTNAANSUCCioagdpYV30SeRrbIxug+LXJHfyNzu\/Rlg\/kyh5md3atJhV++fL\/MEALAlQegEYFB07i3k717XtwbtvwV1NPf1+3DxTEnnRjpZIOhwP6DuB5Mu3wDg8i6Sa8CPSBWu8yd36B3SQ8ybgkAkUtu5oyTT8QiJJXbK8nHoHasXdgLWJdZ9vxvg2WVf0kqXmgjgMNAsGl07+pO8EdeAb4OaJHYXn+nKC1ACoewPve7duYeoGf9Lj5Z7Vu6O00aLW0BQT94BfLviBAh5gVl+dwivfRHhqn5o0IN9\/Yiaiy+0E\/v1RtEEn7A3QRPXUncHyJHIACxzKGPGmAjnqaJ9mI16eGyfjrCBv4G8g+0PLn+OJC9ayD9vCvUx9hAEo9IJhQ\/7TMyHyScWbUygAdeWAXtPMLARrhZ+7zdiZJnTLIgZMpZw8v2wUAvaDqB\/kM++NnXztb\/j78qNxN\/2NuSnK46NdvvZ9ve\/hheIfI039R4z6SYUGADg123D06MPUz9NXuMJz98QXv8FmlPhcXXi8F0Jq64BMRlOBFp3syMzzNjD8hgFpPKgaoAIHJkgDtsD301VnpI3QuqSes8yojYYl9AFT8+nM8RaoJTxUvij0DrZCTakEIM853sGVmyw70gcqxJH3\/corEgNKNS0HhkABFnj4TQHMUmmC\/BeU24bGXVI8\/XYAKRQyDjqEPVC3rh7zl3raRAz3qsmwBCmFpPWkCQN3wc8Ym\/MmOPUhzHE5gWqu2EJxQgJrwJ9mEPzlBpDQRtJC7rsMz9n0bLKmWBpGwYNwZ3s8UoiqqAwCoJagchVcAPdnJEwCQ4Jtw0dqhknGGiCJDAPUGkXK1d4CC6BP1+1UeKxngSRFUuADt5EoKoNp9oDtRg0jQXbYxiHQCQ0c9PS\/Ri60q8kXRdoxJ1BxEitpgUa0E0KOdxhSIQO0ewpvuBGVvcwLcxcGtT5LzpAHaoa5rip+enM7qE5Ze6eXJ2cOzQdA4FbRzgGo\/cGLP4FS3Qkl0IoDq+zMGKHAVZx6oHeswtV+iUx0d8KSg64wPIgn1CQNzAbdVlKlhIAIFncOgGhprIUWnMdlz4XWBR5vEHgD6wx\/u\/pg7kd501GB5Q\/JwLRTyNQvLk0LmCaxDAEVfgG9TAMVFo5ILAxTtEbRB1oZM7R6g+tN0fR7Bylo5UeiEBNUtnCyAKopCDzMHCzgLSAjQfCFdZ3wQSQq33\/W6SdagZMEIFuA1otroBSmxJ5H09DB\/nbxW4v0WGwbo2y+6m0\/VjJWMRzl7Tb8xAme7+LcHUCEsQDVHDwRAiQa9u45K28sDmTEsBmhEBcaZIbgSFpwAoH2fqE8MGF8pgA57OxOOiRvzIAqgdj1WlnHmMQuSyjsBUFMByVog95N9anrGvTyffTcABqu7tCuAyqkq\/\/T8yV9+ynqZiKgzQAj4Obw4xN7yzFtE1FjS\/UU9QC8faraz6obxPTvg7V7SOge+n5Ar1bkDp2OAlhin9tiRlJ3BZAl6WdKkULFjH4FePi5uNQpQ1ULtdLterT1hPzH+QrpPjnHmMYvV\/VCbhmunATqY4xT41by+z7g3FGjka4OeTsZCMALFl7krgL7o3v\/l4b\/LaSmvst5IX3eAEAFUtt3VFlU898rRHYDCdzQKA1CQ13DRRDr9eRCpSNnGmWmQGWHTLIC7szgZgEK36v9bgDpXQNyPqUEkuN45QyC3\/oaZzGJ1b9WZGmfyK7Gp5r9Qh18MdjGUnYigluQPzXWw51NQQ0d7Aui75z0639yqZ6IzXqhcOkDoPiBi1h4OEqAHWRyPHun9ZPneq9vb4dChVzN1EwAK4gRqNhNPY8pUrnFmGmQ+IOk1ChOmAxwDtJOtnCBAdfzp89MLRAPuk26cGczi1Lr7e73uIGuc7CA+yHUykvR\/Ns7opF\/yAy1gfmgOVkmyDbgvgPbMfPc8G6DFA4Q0QCNTmVV5ST9PnFafBFABvb4ZgG5ZmcaZa5CZBOgJyXb2dUG3Cs4U1+k4ABX+epirZOPMYRa31vUEHdZRZnGfNXKAB7aBSFU9jUA\/EGoukbItZYMlVCXJh8+Hxvuv\/1u+8if9jfSlA4Tu\/GapiAPrZ+HD\/CwGqBABZ2eAlikboO7CTDpEAHrR\/Yj7ub3q+rQhN5kMUHdhsrxadwGoXEeZxTUABijc5gM0wM\/OP3YfABWv7NN8D5+PDMPXuEoaoL1ss6D\/27fn7X7Dpnu5rPpAdblCl0bjpmmZZoBWVKvG0S14S1HTtX5SIymd9Ce3CY8ruXMZMwF0Bvm17v7eBejQmB\/WDdc5VDmZNepndeQ6CFDwW\/HWUkQDfl9N+J6aqt3+7nn3JNqCr3GV\/gMiWrpfRXZU9XOa4H49Tu8lQTFAu4kAbW4Qactq1DhDQ1519mGCykdu7u9TAIqjz0EhN5k6iFRbRK27V+vuYQCq1snL7KfBjAHUDh2BJWApwmb0+bYLUPHw3VMN0GfRBvy8AD3pAtDe7QL0Utb3fU24\/AUAxS2EMoA6PVjBlfHTMUCbNY7qDFVBlr5HDxNvhk8J0Ps4QAcvc2gQchNyfVsA1evuD3YQqXMAKlIAqn8zwl4z7EcjCbovgOakODlJ4gGRQbAJoJy8H4W3+\/UAlQRFAO0679UhJq\/+OlrhKkDt3Sgj2lAzxkFjJmY4CXDN1vl+EOledf3heaDwU\/cUUQQl0qfWr2ecw8F\/t0qPzuG\/bb87j2vahzUjABX6iRd7zd1VTWPKS7EeQDFBlWObeaCRPv2+HQ+Hj+D\/MoDmqRlGtKhmjOMAVH2cApIAjY0kDe\/zVl1GpXlqAKDIKBKgjiXAKNCwSI35BCxkByX0f7uE88MALRXxgEgvXXwaoDFHxgDVEAXFW0ccgZaoFeOgcMvetAMEFcOgdJyfvXeVuBjwo9WMI62BQ9Dh28kbhZfXKPeTSPQBGrYQ7O9wl2CFYoCWinhCRIBpdLL0hhZFPwoPmx2m1X4Pv9TJFSFQtxy1wogm1YhxDjGACjlWgvg5PJojIAOoUfgCgMI0VgcoNspp+Hc4mRkJehhCKJPZy4014eklD6DI2AzQQuE7oJYTDPT4lI8liRBAhbNuWq4o8Sh8kRoxDhozAb1G+mkkE3jZRxXv1RSP6gC1f9cyjq5FEKCSn6d7c08RiqIAoFapAI0oXKGkGKC0sMH8J0SEflBTta4Ocg6TBCjcj4LlfADleaBlasM4+F2g2OnskLN+ghsXcV2AIj9aD6Co1ukHOAdbmCdcDypwwbVOCVz4yV+XYpZIhZJigJLC7nlwilLvAnSQzQgKoH5vTASgE8uDAVqmNoyDpno4TnfQXoabPUa6Ge+DFPW6J+akBYC6te4g58SqDmE4Ck\/0d0rZb1Q\/ZgpKGaAyxcwkoXu+1KL2we48NN4PoDtbMEC3oeWNQ7gV+S5QxQ7wLFIWQN1hy8TctQBQgSxi7GXIaSxCDRhJmW\/AXAzQkhTzkgT++fJlBKDyhqj6pQ5yzqfQAHX7QOXX4UVc8h2h926xhSZPZOUcfzpnJ8UAXd44lFsdQEcfWKeCL8MLAe7dcifjU31He7AJn+VdbQDUGgTY66ByZSwCusruoYQ1gjZXn2Fqmj0DdCzFfICqoF+7uA9QIdsPwjQpEED9QST5NQ5QevpuXtbtX\/fsgUMYoOsAVH2adcRMD9MXBAaSTlGA3kcAmuNdLQwiAYsoe\/UgPeihI3VTOYQAeg+fOpIDTp2cFOtNs4\/0hvIg0pBiVpIn88N+KlSwDu\/sd9D7HfDwUbg7G9wY7+\/dE1aYQE+17vTJA4cwQFeKQLFbUf3sROe7pqgeTBLAkeRkY196nniGd0E\/amAQCdjLs4id\/ImqlF0G5kI2SARoqEJJMUA9aXsPC5diCzTh9cTPwbjJABXmxkj5eoUHkIKlzQCNaHmAem51cEWs6aXDKTASr10JzZUDMvOOM7wL+FETADWteM8gAKCgUmF+mogI2iBtPD6Kzz0DFD0em5HkCcnECSGAmtZ7qCNbin4aIpzhnCtNEwM0ohUACtyKHFDS83bAfynsoP0a73EkJzXZ7VfsXSt6zsBL1fWp7WUuHA26aYBqbpoFYCv4uDypghwyQF0lA9SMHg2xZxpAI\/uV5jdVDNCI1gQoPaAkQJRlaDrIB6hwX6zspCa7\/bYH0CHefCkJKgeSeqLqmBD2FJsKdm\/evatPksFPBmgwxTyAvnwpuz8lQENNeDW3xDwncThESsBuUo\/ekb1Vc8FTnjt3wxVpzSZ8YEDJ7ebDAAXP4AjjTCH\/K2nCA60LUCFjUGOvg75sPOiGBhm8FrwxV34TfkQMUE89Nvvez5PsAw0NInk9VFGAAg0jpRF+zlQkDNCI1hxEIgeUSP9SW1GnntTgTt60DvdSCr1rRYBe2CmEacUf5F+5kTSNJiesXtBc+YNIY2KAenop2+6ynUC1r6TqA7SrMI0pLAZoRGvOAyUHlGIA9Z6HTwJouXetC1BDTjOIJDcGAKpMAauXNRe2AQM0PcUsgL50+j8DTXj\/TTGJ5XAfmG5SYSJ9RAzQiFYGqNPNbmZ+GpQ6h6MO0EEXh\/InFiOVe9d6AFVPICGAoj180wzjSE71MubCNmCApqeYB1Ch+BlEp9Th4LytcCJAs3OaJQZoRGsax4cDBii6R2s5\/EwAaK+yq1kRoETcCXcgTeMDNDApiwGanqKfpP7lVf8XWHs\/RvwMANS8rdDcBhPKAT6JlJjTSmKARpRhnOq\/3es5mhky0i15G2jZx2xOzuRE\/V7QqBYDaB0jwYa7WmVDTvexTSuqallzMUBLUqQAegQfUE6fVASg3tsKxxUu9rnFAI0oC6BH9DlZowAVNvByn1W0mtGdigBaw0gEQAUN0KVM4etqASrLlipg3TP10kxyJs8Z6sT2dkNfQdkyQNtRjnGkz1TjpzcKT4wemXs0\/azizCrxnBpGwmPvbl27XL6Z47VwVYK6XoD2pUsWMLjvWY76SgZogKBLFzoDNKIs4\/ReU4+fXgQaAyj5rOLcKvKcCkaKPsDZG0A\/yrkiP68ZoILmJwLoS\/ohTim6Y9vdhwG6AeUZJ3DnLVS8s90ZqSSeVZxdZZ5TwUgvLUGJrRqgyzbZXTFAAzJzmIIAPfgd20i4j8btsVm80BmgEa0L0PDrFuwo\/MESlOr7m7NrfUWAmgc4ia0m8DQkXWOE4YoBGmrCS8nme6QJT72\/Eek+IgZoW1q3CR9+4RcxUkkTdE50rNWEF6AJT2zVAL3wc3xgaTZtGqBvv\/r47u7u40\/+OppiziCS1PRBpKGXW3m\/Gyys0O3NAI2opUEkKMLJUAOGatA3AdAqRopZpjdNj071V65bYYxtwwB986F5u8qTb0ZSzJnGJIW6QSmNDyLpW6Ps5YbBwgoBKAM0pqamMQFRTgb8h8JmE0346tOY\/I0anZKiauXyY2zbBeib2+7Jn37q9W8fdjdxgmZNpJcaBei4TNTpA3SFbm8GaERNTaRHMm8NNvdo0D5tGKDuQolGq6AcW0Arlh5j2y5AX3Tvk8tkiuswAr+c0H5jgLamZo0DRirNOgNQhx3CW1dHqxmHungkvyb57wOdWZsF6Lvnv\/lP+guV4irV4AC6uQX08MWGCKGaZUQLatY45EglEYDuG6ARgrqXO58ZaDFA55MGqO4LNWEDA7Q1tWocAA4foFTwNYdnrWUc+uKRQgBtYJLsnGnWOMnD591n5svr7r1foimuUQ0OqJtbzOjhSWqVEU2oVeOERiopV9ohQJOe9XO0cC3bLEAv0Lz5VFLz4ftbAFMyxfUAeg+GCdcKPge1yogm1Khx3Ac6jch+9Ln61lcyTvDi41p4iGG7ABWv+glMd3d3\/cfvR1IsSXLyKHwvVJrrjB4pNcqINtSGcTI87goA2qukCjJAU\/Xrd78dZoE+\/qexmfQFV1lhGtMgFHKuF3+2wohG1YJx8jyOcqWZ3Gs14xRWwUVr2ZYBmpFiGUD1wpSkGaBbUAvGyfO4awGo+sw5jAFaP8XCCFREHuXcmlpgRLNqwTjNety6EWiDBoFigAY0\/jKRjakFRjSrFozTrMetCNDIa1Ya0T4ASs0D7ZCyTzn+OruNqQVGNKsWjNOsx60J0PCL\/hoRAzSgZt25VC0wolm1YJxmPY4BGtE+ACp+\/TmeIjfhm2BEs2rBOM16HDfhI9oJQMdS5EGkJhjRrFowTrMex4NIETFAA6o1D7QZtcCIZtWCcZr1uK3NA11Umwboj\/+unoB\/+PKPI8\/CZwu6c8HhLaqecXao9Y3TsMetZJx2DQKVhKqqqpTk97eX3D8ZHkIafxsTqwVGNCw2TkRsnIgScVVRtV4m0j39WL2LfgygLBaLtRPVAeiL4Q0i3w8EZYCyWKwrURWAvnsufwfpdXdhJwOUxWJdiSoBVDHzVffeLwxQFot1Jar0Rnr9S5yXtjwDlMViXYlq9oGK4cc9\/isDlMViXYfqAPTNbaeo+e7DrmOAslisq1ClmVNvP9TUfPiWAcpisa5DM0w9ffjf0SeRWCwWayfiZ69ZLBarUAxQFovFKhQDlMVisQrFAGWxWKxCMUBZLBarUAxQFovFKhQDlMVisQrFAGWxWKxCMUBZLBarUAxQFovFKhQDlMVisQrFAGWxWKxCMUBZLBarUAxQFot1FXr30X+p\/qK4NX5JmRW2+toZa0FsnIjYOBGNkOfd8+7m6zE8ZWp5gK5t5AV16kVvmtE4kVQ3IvaciK7ZOKOuHUfPBaBd9+yviaBK0xoAXTzJlXRS8rdEqsGMqW5Ecxpn87pq44y59jhAf\/O\/Pu+6D2q24xmg80mW9PIADaW6EV01I8Z01cYZc+2xcHT4weDvb7vu6V+q5YkBOpt0QRMFPmM1iKS6EV01I8Z0zcYZde0kgIqH7y4I7Z5+8h8\/18gUA3Q2MUDLdM2MGNU1GycBoPETvNO\/uP73L3rAVvnxSwbobNIdNi0AdIle0VppXDMjRrV341BOpNfVA+hFv\/7bl3+s0RfKAJ1Np1Ow03tpgC4xsFQtjb0zYpJ2bhzKicy6qgCtJQboHIIF3sIgEpmTykitNni1c0ZM086NA5zIuKf9Oz6IFD87A3QjOjnydlh4GtMSUWm9vtedM2Ka9m0c4ERU3Dl1GtMcYoDOIH2nXKMPlIosAwD1Vk1LlUijSPtmxETt2zgIlmhBh6DROz4DdB9SZXwyn94eC1cDCm61R+sZoIto38axTkQtjR7OAN2HaIDCu+cuARqMtzO1b0ZM1L6NY52IARpOcQ8lHRUucshP7Q1LVwOiuV59viiPwi+hnRuH7vlUC6NigO5D8O5pkILcYHmApg0sVU6jTDtnxDTt3DglQ0dWDNAtiihcPIgEVunPxasBBPnJnR1SLwVuws+tPRmHGu00TkRNaBoTA3SDou6PowHfetXAZq1axKhPjD\/LtSdGVNeOjBOvJSXuyQDdoBLnqLcDUPO3Jj4ZoAtpR8YZ6ZgvcE8G6PaUyo1GAFq953OGM++IEfW1H+PMMDWEAbqCyrPj9HES90u4ctVBJJOTnFt8LC+Rjt9pGY2l25jnrKL9GId0xREnolwWrGOArqDi7KBOGrLHJrzHaqPwOZ1MkbwkdvyWaT+MmEH7MQ7pinEnGnM7BujC6rMyZKckTy4eBdETKgR0FFv0q80DHZtepzM5YpnEjt8y7YcRM2g\/xgH39NSOecLtusu3y6X3v5TEAF1c\/VurpeEjeQpsO50AQS1H0R7CXxk95wJPIlEohTuehl\/uGrHMfD2pvfbDiBm0I+NQzaKRA+Rl4l7TTq1jgK4g+eb\/+K\/5+Rth7Akxug2AGq\/F3qt3GG7nI5ZhgK6mHRlnBKB+LBoA6OCopt20tK4boML59RScNxmFeS1Z3BPjfBFwP2IllU7KhgSFj6X660862gS5082gk2Rn8HdiGaCraT\/GUQ4ogrUHVCx5cdA97W76B48FA3Rp+T9BRQC081qybtem+wXv1xpA7ToVbSKAmoZ79Me5GKCraT\/GsfFkpPY4APX6lToL0Nwfia+kKwaoa24Ubeq7nWnJmmw7o+qR6RfhORnVq4HNLrmZ7n2Xgrdz03AfccSR2SbTtB9GzKCtGifaICfcyW4Fru31KxlyUvxkgC4hYGkUbRIgUUcEAHqiXIRYqZIKZqf4MkSkN5fICQHQdB8MX1kFbZURi2ijxiEcRg3\/dCdyRh0EaCeClRGMewpuwi+lR4\/MoikOFG2KEExgFzbRFeomFIRM\/WqAHAtcoMlJ390E0zD8B91LpMhczYfPzTJiGW3COJT\/2b92nYwdBeVObtzpe6Wup4Nrw1XL6roB2hlm6rBTM8grMBOckhFopmaoBvDG7DswPLMGqDwC3rt1S+hkLzoA0Dm1CUaspU0Yx\/O\/8WEiVx1oUllk+nd15KgM0GVkyteWUop0cIoa7WUdgbWrgXNzdh0YhdjqXoF63+H9w7lie8RS5bYJRqylTRgnBaAdiB2JrI9WRuSyDNBFlQtQu8NwlNt2L8hB5Wrg+pYPUHCdCqU+QGPXj4Y+Z9YmGLGWNmGcBIC6LutqrE4SLssAXUpEE94tz1jJRaZ+pmrpJrxzYfr234HPuMsuyM9tMGItbcI4SU14WKM8RZ0ROqVXOZfW9QI00mqNlp8+y5SpPIsPItmN5jpl6EnO\/4he9+zaBCPW0iaMkzSIFPOsVJ9cz0ltVpdPcc2SfmQVKAFZDP46r3ymTOWpXg063Uh\/BGU3ErLTmEg\/XM8\/N8GItdS8cSgHpCpL3K9ol41JHjX\/9Xk5XT7FFUvawjMEUFkY4bXgZBOm8swAUPn\/keO\/\/f\/QVYbwKYwFvEPLMldwLXkbrkitG8d1QC1vGrLjVzhojdRNsnKqHiYG6DIa4Dk6buKvq9cROEs1sMdab0RRqF0Kd1JYs1C99IuodUasqk0Yh5pG58rxLOcQvzIK08wSnfVRd9081xO9juVTXL2kL4UVp0j4NrdVgFoChq\/ZYhO44\/L83AYj1tImjJMAUMfr0MAu7aTGiWH9FMBRGaBLyWm9e4U5KLC1Tu5nrgYeQB0nNC0e4uptpE10hdbI3Kg2wYi1tAnjpESgwXHPcA+8VxM7p+uTAVpdqlzwB1EOHic6PSpDbZyshQHa51qH3bBpTncEQ7+c4dpHtQlGrKVNGAcAlOhNUrIOaLfqMNL3SD+Oce70QjBAZxAJ0OFDE8EpG6e\/BRO2WrYWB6gdToK3eANVdPX4QoERamQtQZtgxFrahHEmAJR+cYgPVdBwh6ec75pC2i1AZYkEAWrKwYnCTEcngZV6DJ2lGji+SozHwzRIgHbUlda+e4xpE4xYS5swTipAVbMoPrdQ7iu8YSeTzadLAAAgAElEQVTighmgFRUHqAGjC1BQZi5ADVunawGAUhOaYBoSoPRdAgHTmmohbYIRa2kTxokBFHmYDGUeRQkqDwpEoFgM0IpyAHoPhCY\/gPZ8SA0A9B7nnxTVdR8MALo4QNGOoLtpCW2CEWtpO8aRvqpqnkAdZ8bFHPf0qh3yOsdBCXdPtcHbL++efvLLpKuzadY5TU6KMyeJok0SoD03TLMgNtWcYEudPE4DaICgOQDtPIA6l4xyRHQ3zajtMGIFbcc4CKD3BpFqKwVQ1wVxnOluLQDou+e\/+c\/Lx6vhDDefTb9GsWuAhnSvO6zx6hA1\/aKbrgKA0stQjkcFrp7cGmfowpVzO4xYQdsxzn3UAbvAVhegQMg7fY8WqQB93d18+tNPf+5uvqlxmdcH0Ps0gPokXROggJoEP93WUq\/Q5ZNbGaBb0XaMk+WAhCP6Q+x1APrweTfEnq+692tc5h4B6hfYwBbFVg1Qbz9cdh0xoaJa3ksAem+W\/I2Eh0rZnns7Y0Sv6XS7yQ4U6aVVtR1GrKANGEfXltQmPObno+FfR\/+oAry7k034eKgzAFS148WbW\/k59WornCMzxVUAKnQZXj7TAEp3jdbJY0E10NykGvDULV5vEWjACCTUWZ+Gd4j1CboBRqyn5o0D6oqtcjGA4gDU\/o+eWkwHqP6cer0VzpGZ4nxJkuTUHwM5IzJhpxwxwTSFdKkAmJJqoMhJ9oDaYU67OXCZ6gqIVQGVX2WhmmfEmmreOAig9wMM+08zYql3c+qejUW1b4bOrUfmiweRXsjOzze379UYiG+ofkyWR8Q8gFpc0gCtCJVygNIjSLCDQq0KXWYuPxtykFYYsaZaMg45MwS6jgTo5a8PULeq2lg0DNCugzPqigDadY9\/99Vt3\/n58OJ6+kDHX7oJ93CmMY2r9wQn6oToBBtU3tcBqGRjYAgedFAgDetcgJ465+mPR3qikmo9gSYUA7QttWQcPLeOuPfKKYP9JmEmKvUHngIRqND9SvTFmIGlUoCKH7\/6qM\/X0JDvqrTgtwDQ8dcWoz0ePTrZjwyAhiOwDkylL7oCT4UAvQ9OYZLx9YkEKL7a4UXK7iQS6bmGncosYxmaSS0xojm1ZBzgbF0YoMMWAWd6+g4Ye+QTy15m6UT6hx+\/+sceoM\/qzKRvqH4ENP7id7TH6cKRk\/lAT7\/r0tQPkF1yMgzJ48K3g9GNAVTEATpcsbvZ9NwPWy8m0NYaHFmuM\/d0fNvQGfLXzayWGNGcmjIOmltn\/MpkCAAUSv0SQr8Phc25AVpZzQN0\/JeHzB6n4UtPhZP60Luo\/pdLaaqPe\/nXtjEQLMGH2wdacAWEsqvB+INI6IrBhQ8nvT8ZgJpfQtJHOO6Nu6raBujD5yjrd0\/\/JSWq+Dm++UXXeaMLfedZnRYfLZWlN7dd9\/v4nu0B9DQs3Ntf2DIZ6t2u34J9CFbofIBGxQAlNBg7RtCT2kOoHS8FcDIfah\/Vcu0BevIAenEDCMv2AUoRVF6dumB44cIAVJz07X\/4LU5tI+fq8GwTcmlmFQO01wdjCH37xcjYwfIANVnaGkBV4Dn0gRm\/AgA9GYDem0ya6tqLAVqSYlaSythhgp7sHrJsFEDRURKg8mNAp27CCx+gAYGMrwJQelmrd9XeW08yCgcXLtQ1ycjSWGv4QXhljz0B1Icf1t9uxwZfFweozdIGATr4Wh+PGL8CUk4JAWqra\/89\/vqGbDFAPZm7VYigJ10apmWgmvDoqIEU8uOeiEDv1Rua2gWopSYZiiormAY6biNZgFprqTuJ9PM9ATTOx56EjQEUZGlzANX+FhiMV07Z2ZoDq6tggJalmJHkCWl0B1L9bo90k3WgxaVQTUjWoYJHbXcLFZ1xf11tG0QAap5E8glKXLQ2l7q19DeKPhwAEcIp2gfqX2ujAAWvhPjpuwuA4u+IYIBWlfG1EwAnNR5\/Mj6HauYEWFJigLqaCaA+KZoHKPkoJw1QeIs3\/j1E2giW+wOoJFAUQQzQmjoNbfT+P3QYBujMKeYBVHeXBAEqCIyafsDD4SC3D6kOH0Npyrm9copv1wnYhIeDSHOVSUk1MI9y+u9l0lbwUGrtcaHnAFC9ziwN\/VJu4htqwuOAs3\/VY6wXlAE6RbI2GQFP02wcho50hk66i9Sss46aMLs7XwxQT6fEPtCQhiLXwMBDzoIAqB97tQZQ2PXp9YGGLSFnL59sDGDDAePdewBoj6AY6RigUzQOUKeNMwD0\/hTsA60sBqivxFF4J+KyAL0UuinhIEAHErUOUPMoJ9WYPyE7wbD80IPT8fMOLp0SsbkJgGLSvf3it5difPzsr+r7C1O0+m3kP\/yh36O7e\/YXc4pcgLqJDBy85Orhh\/6xwRtw5j7H3931yX36i3gtz4iypAD6w0e33oFBG4xuqKdDX5vAd+VU92GADq17CFBnFL6yGKCENBijO6idDn7odegB6sx2PAzzl3oSGYAaZKrcNdiE77N70BDtYwE0nUnD8qQ7LvQKdf0IoAJ4PDCte\/MIrZtZtQD69kOT8\/ck3VyA\/u3WXtwTQNkMgPqJKIB+b84Nnhk0Cd58EwSoPSP1sOG6APVD0L7WCQxQkyHDV+hD2gHnyCADlJBTySN7+PRUBBVBgMr+TudJJJXJ5gAqMECd6aDACgagBwXQk6YpbMIDG5nENw9Q0IR\/A+io9sIAfXgBL84AMgugRCISoH8A683pvgX7fhwA6O9uiQNLjFNdh4NLUBegvauBDqGTdTbgQ+MVulgMUEqkuVFB0uS0BEVf+2MvDFWjMQqgNmedpynXGlJZNTj0MWi\/0H+4ADV2Gq7YuWgTi9IAPc15rdmqM4g0oO1p3wz++xcWbrAPtN\/38af9U5Ry\/pPqfcwBKJ2IouoHl1P\/+q3GtUrwpv81yB8+BMh2+kCpA4uMU12HoQl\/MMuoD5TyJlztjGbjJwOUFmVu6k4YBOgBkHTwAQhQ8IKOxgF6AAD1Xyuirm5Y8gGKY9HdAvS1AeEwx\/5TtbpvTksoAlohKILINQOggUTewOmoGOm\/kc18GfzSAIUH+uNd6wH0oACqfSw2YhkF6DwDSL0YoKlyu7P7VRIUJEAPQ4kNH4MHQD7ew5cxTc9ZmgoBav4MAAWxgIDxgUSpvFl4AbhtToXce3WVAvTXH\/TLHkX\/04twQPu1juYArV6hCO+FOVMGQAOJDBzUp+7zKA99BTI7oJcGqH9g1AajG2pJO1f\/IdvyJijx7tZCbhUzTlmixABNFWhM2FUBgmqA6r8HHGaip8+m5yxNJdVA3\/qH\/30sigB6MAB1PHvvAPX0md4CMNh\/HSAFaPUC8elVAUBDieC5VBrNeAbV6xBA0YENARTFngdLUKLOKU88zTpliRIDNFE2FgOrqG4\/DdDDpYnf\/7GHmaNDr4ebVeUAVcH3\/TCQJOzIqP1r9lNsVC493D1OYB1cqnpxUzUNoB8MW3oqwRmVrxSMgvNASwAaSqTn4Ptw7XDmfu1n6FgSoP6BcRuMbqgkfYPWQ0m2EW+9Sb3TTtdO62LzZs1ogc43P81FUkEpVgIoJuiBIKhig9yCAzavB2BZFVQDnWE7EApCARiH2v2QFWLT7KtdVxVNAeiN6pE0zWlhvhNhoNbf\/3WYspkL0FAieD685qDDwxcBgPoHxm0wuqGOYAvH9oZqF0M1z9bOpf2LAZomgoEHXZ4uRA9Wdj\/36MWVXw1sjwVcQjGB2ghAe1AmOJnZyyZq8N7b1I6KAXr3x6\/1ltd+aEoB9OHHL\/9wh3bIBSiVSBCg8BQbBCiuSwfoYQdY49QB\/d9l\/Yub8GmCIZhZJVHiEtThJxh92hxAqSUTCwBsoo0n3QcsGarfDCAEIOjUi6mtKdOYtF4FOkcRQN9+5MMvB6ChRGgOOl2arzYFUIefIBg5qUYeqHH6kP7vov7FAE0SGYtBkfwkNDEfE5RdDaIXMXKBwCSat8P6Rvm5GEDtPo+ffV3SB3pFABWEY5GVDrndrDkixABNEhGMuWWpJzXtH6CjG3FjXkbgkKC1L226KgGU3ABoNTTAb373p\/\/4GR+QBVAykSSAbroJT62zNc4cMmuOCDFAg3ppRBYlmKQGWq1twJLSWDWwVxuTuS7XJAfbM2rWaVaqmU6DmuRnFYC64ztallZoEnwZQEOJ7HEQqXealwf5PyAiYpk5S64YoAG9fJkBUFpVL2Gy4tUAXm1MBzoUEB4+cWexWHsOwohqABRPCLKytHJeHVcykT6UCM1BjNvgNKZWATqQ82WMoILuKl1QDNCADEpCSPEIcjj4zyo1pHGAChG+WqWQr0avnZgB1ppqANR9jOeFNw\/U51nRRHoqEZqDiRPpWwXogE4\/RLGb4cdKYoAGpIOxYEzmFmrrcVZCBBq5WqUwQEXw2okJDM2pBkCdJ8lNrBgC6KvOfM14lDOQSICDL0Bmw49ytgvQC0LDMaYzzXodMUADuoDkpfyfDFC5dlpO59MYQEVKEz4A0Oi1Xw1AeywZGL018aV9+vLNrQXlw5+7IoAGEglwELxMRL7YTp4RPBDaMEBHmuYrjhwBMUAJvXRE7kRHoO1iYhSgMvwMXK2xRQSg9LVTs0mbUxWAykH2J19fyPQreFndcMTX4uFnGQM+6d9E9+t3v+1IgL4yhw2kxHo\/nEiIg+Z1dn+Hr7OzWWocoMDtiM3+0vJigHpy8TkWk+nPzQNUUZTYxTcJsko0xmzDz0dUB6DCvhK+1wdqrZq7+Xv3Xcj\/w7ArB6B0IkEOgjc4P\/lvJqbFWWoUoPGRTf\/+vYoYoJ5sb2B2o1aumJTV2TQlAgVDTMRg0yHWmBpphzWiSgCFv7Zx8896pUJhjz9A0A9+sQ3pLICSiYQ5aKbev\/eLnRZqs7QRgDbrWAxQTy9fms7PWB+olF+MrVJiSh\/oS3xTcQabojFmI34+oloA7V8T3zfOb55+Dfo0H769HYjZL8qffXv6L\/0XONaTAVAqkQgHZXfB069RV6vJ0lYBemjEsRigngBLxgGq1EhpxjRlFN43CdhvA9c+qvXmii8o8\/LQTK3WB3rhpgFoq47FAPXkNuCvB6CRCNQ08P2m\/gaufVQ7BSgOL913iaZqTYAOBD0wQHGay6c4DaCpGG1a9QG6F8uI3QK0R6adHxV6DHRMLTThm3U2Bqgnsr3aXsnlako1CJlkH5YRuwUoevge\/3hHhlYEaPvOlmyDH\/5w98e\/VkqzzmlyUiwcREIPJM2VuYU0DaAvX3qDSC+THv7chnYKUDlp9Fk\/8\/Snb28LA9CVI9DGnW3cBm+\/6G4+VZMhSnpQiDSrnCUrxanzQBu89eVqMkAp7cIyYr8AhdNAi+tvC034Zp1t1AZyNsU\/PX\/yl5++vy27g3lp1jhJXorTANpk2yFX9QGa9PDnNrRbgIq\/2ZmnT74e351SEwBt1dlGbfCie\/+Xh\/+uXy9YMgvCT7PGSfJSLE5y7BHH7ah2NdiPZcSeASoe\/vWjnqGPnxXiswnjtOtszlRdb\/u75z0639wOY3nvnhd1QntpVjhHZoqTABp+xHFLmgOg+7CMaIIR7aoB47TrbOMA7Zn57vk1A7TNW1+uOAKNqAFGtKsGjNOus43Z4OHzofH+6\/\/uAaoC0clpVjhHZopTANpo50uuZgDoTiwjmmBEu2rAOO0626gNXtmZuA+f1xmG3xZAWx3+y1V9gO7FMqIJRrSrBozTrrON2uBCTfsGlyc1WvDbA2iTt75czQLQXVhGNMGIdtWAcdp1tnEbPHz3VAP0WY0GPAN0HTFAI2qAEe2qAeO062z8KOe1qIFq0K7YOBGxcSJigF6LuBpExMaJiI0TEQP0WsTVICI2TkRsnIgYoNcirgYRsXEiYuNExAC9FnE1iIiNExEbJyIG6LWIq0FEbJyI2DgRMUCvRVwNImLjRMTGiYgBei3iahARGyciNk5EDNBrEVeDiNg4EbFxImKAXou4GkTExomIjRMRAzRF5zrZWFV7rQZVymavxqmi6cbZQ\/0JiAGaoPN5Bx6wU0bUKZudGqeOJhtnF\/UnIAbouM7nPXjAPhlRqWz2aZxKmmqcfdSfgBigQMcj\/pTqS38HHrAhRhj744IgVKtsNmSc5ZVsHLrcdlJ\/AmKAAh1lwR+98u\/\/zpCtRbUhRugCOI4BVJfN5MLZkHGWVwZAiXKrVkZtigEKNZQ8xU+CoJRDtOwkW2JEXwTnRH6eTRlNsP6WjLO40o2Dy00WCi6j3WnsR+VmSXORVFCKqUkeB4EVptxdB6Acomkn2RQjLoVwTuQn\/lOoTRlnaWUYB5ZbxeJpWAxQLJqffiOE6hhvu7N8W4xwb2SEdLU0HxOsvy3jLKwc4wwAHZZskdiPGTO5lrgJ78gdQOq\/90V\/8YwzXO93jDfeWd48I+AQRG\/344gtATjlwgTrN2+cNZVhHHsfU+VxtvXClOfo0OCWxADF8iPQviL3H7Yxr3zC6RbV61olaPOMAEMQg9UNQQO9zWdHggpyRhisF5o3zppKMY4eKNBlYWrDGS4NO402LTYlBmgvW3WPphdUrvPqqIAeQsSkzRK0AUaAGJNcUnYfNNy6jjr+d6MW1G4HlZNqFYRltzZgnHaVYBxpSRVryKDDxKB2SZdvYL7gJsUA7WXnLx1NEHq0BD0az4D8BPVWON7SohpgxBHeqPwl\/d\/YW5P07A4oOWXglIO7n1r2sgO2NmCcdjVuHFUeR1MaxzNVRrqM6fmC29SVA9TeCnXwAwHafwCAOjXWjXzObcegLTACxZjukv6uek2EIagg+CnocsAEhaXhlwrc2oJxmtWIcUxpufLLyNwvifmCG9XVA9RGQqAFbyqz0DdUWUWBMwjYYy5MXTw7Lft21AQjQJwJ\/8ImwFHesC7rzioaHaJScBJkfRegAi6d8d4oK3BrG8ZpVWMAxeVhqQlGktQfp+mxA35eIUDR82Y4EgIQNZVZh59H5AxDxzgec7SRDgMUCfV3Yis7HPU2Hc+mHW\/PgiwN66vuolY7gv2IlgHcygCNajwCHeqQHPkbqood\/zOdXyoAxSHLDnSNALWdbn59FvirAejRdvB4sQ8a\/22Vn2sCFPZ3ohjU+652OwPzy61ncxbH0qYcwMQZvdkueWP0zn4M0IjixjnrctT3OlVywx7Hoe2gSwaOLexhAKnX9QHUdrepLzGdTVU+qnvomZLbrF\/8AhO0HiOswe19yht1h+vP5vsZFMBRxTmIi37jcdhE05Kiq1xmgEYUNQ4ooTMuN6FmpGmini1UBUegk9JcPkUcgZpmo4D1l2jI21BI89MZwXAYuttBpGnzTo50z6f\/TY\/CQ2rqreejinP0WfHNC1r+jDui7S0NLIDsMUDjGgGorkNnxNKzU25HPJH+aCrgxnWlADXlR38JtOLtNCYv+DSbmu0EnQjQSfNOlIGPcaF+Z7mEykFvVScl7mKgHJz97DL61MsM0IjGIlBbbs7MM68KmSN1aS9zAXPq+gCKmEnR1B\/H0PGnG\/Kc8XAwDE4Xv8RRTWPERI8\/OncrytCmY+WM2u2mHOxWdVKfm05UanczGfFiUe4DHdVIH6gurbPmJuJn35bvTezzcx8EvUKAhgIh4S0AhJ7N9G4zCm8r6dlpPjbZip\/ICMO4EqljKV6iFerjfCSEn0wSHj+V0F1Nr4FbnaUzj8KPacQ4ftwJAHpGpaUPnNYj1JSuCKBwOk0AmDRbrT+4ABWmsjrzChsk6FRGTOOn8KxrTor4qf+beaC6SsrZ9ICg4CYGjY3xKnDN9Vmq1jBAIxqdB2rKbCgxszQUHCqt5fK8mK4KoH6lVTXZrcY4XDrLOcDk2NHZ1lAYhzZI0PUA6tkYnAquAfspWx7NrBgzCg\/G8QScxKR0hiWg96NiUX4SKVmj80D102K2pEDlCczD3YuuCKCwguLBI\/AkkrOfJujZtFBA\/In5KbyavPRVxrVaE965cQl8Ip+q2uSy0\/l4NHGNPZtrc0RNfWYQnaJoU6Ad5CIDNKJxgKq6gZbMvc8to33pmgAKptKA597NFqdv2wXoEBUJl6DBFmJzDZbVBpGcaDMCUJiWtPbZWB+XlGtzMsZ0Yk+\/Bts1DNCIUiLQs448z7D7U37sOP68MoAKUFEtR4XLUbCvU9u1TK09Q36i+tucw6w5jcmexWFl3Mz6SRbdPozkwJaIs8p+iRUIAzSiceMoYB5lC\/6Mbnd09L8bXRdABSpawwQY\/JhjUKTqCrbi3X419dmaw6w4kR6eRYWyYF3EzAL0hjol5cqWiPl+dreHxQCNKME4RzV5QtUIVKH2HH+OO8i7j+6gnv5njTQrnCMzRRiBOtsiwQ\/6xPLb72a9aJKfjTDCs3bczALGjqGSQvudi0qgDeM0qsQIFPWGwt1Gov9ta+xH5R6+QNt\/s2mA0jFMoFZSUSlQqGXS7P22CUb4JTBiZgFtHO9BOJsZZPkl0IRxWtWocY6mfWAiULRfk\/WhksZ\/lfNV937tNCufLyFFPAqPtsXjmny1er9tgRHxfsyEo5OOLCiBFozTrMaM44wm7GB2fIYSHORF91nlNOueLiVFZx4o2BTvWStRm\/xsgRGjzfXRo5MJmnnuBozTrsZH4YX+PIIJZ9ehBAd5+LxKwx2kWfVsSSk6TyLZLdNioi2pAUaMN9ejB89YUg0Yp12NAlR9HZspsUulOMj\/\/fj\/rZtm1bMlpRjSpazR566Va5ymNHdJbdo4cyvROFdVm4wq8ClTTQHUXdixco3TlOYuqU0bZ24lGueqapNRBT5liltFLBaLVSgGKIvFYhWKAcpisViFYoCyWCxWoRigLBaLVSgGKIvFYhWKAcpisViFYoCyWCxWoRigLBaLVSgGKIvFYhWKAcpisViFYoCyWCxWoRigLBaLVSgGKIvFYhWKAcpisViFYoCyWCxWoaoC9O2Xd08\/+aXmGVksFqtdVQHou+fDLzW9Gl4KfVP5Z+9YLBarUVUE6Ovu5tOffvpzd\/NNjXOyWCxW66oH0IfP5U8u1\/\/tehaLxWpS9QCq2vHizW3lX15msVisNlUfoPqTxWKxdq6KfaAvZOfnm9v3eCCexWJdgyoBtOse\/+6r277z8+HFWB\/our8c3YbYOBGxcSJi40Q0BqoZVCfNH7\/6qM\/\/0JDvRlrwaxu5DbFxImLjRMTGiSgVWPVUL8mHH7\/6xx6gz0Ya8KvcJ2j1WRmy4+dJb4rk9tSrPOG8DQsrYplBE649Ke28DZsS9Cz5P8eYOzfONG0boMkptlPS\/S1L+jAB0GFT5KZ2UipLOHfDwopYpteUa09IO3fDpgQ9a1jOMubOjTNNDNClJcN+khKjjQLp8TsFaMwyYtq1JySdu2Fbgp7Vf55O\/RcG6HQxQKvr0aP49gglk\/hZSJEVqkHcEmQIbq7f3Trp2ke1H0ZQNpe3JeNZmp+pxtyPcWbQPgBKzQNdrac3io1Irsbzu2uAOpZhgJaJBqijAaDDZ8op92OcGcQAra4YNrpwrhLyux+A+gNGrmXc4SQGaJo8m3v0ZIDW1D4AKn79OZ5iKwBF\/hzeFDh2TwClBowsPP2tDNA00QDlJvxc2glAx1JsB6DXNIgUsQRlBUhPfysPIiXJt7nbsDEhKA8iVRADtLrmi0C3No0poTMDrzFxJ2EHnsaUJMLmoFuEpzHV1qYB+uO\/qwn0D1\/+MTqVfrGrfARF5QMrvFGtcU+wmYn0QUOovk10rToyordq8UT6EQ227jr9X1vUsab8zxPpK2nDAP3+9uIQT\/7aL469jWmpq3w0AaDElpJsB2vGrNXATTVkiL7peKIHjExeYjeZubQHRjyiAOrbMhGgYIc9GGc2bRegr7vu6ccfynfRtwLQQYGGqxtggTV2DwgV5fF5eQ+3zeasBoFUXUvIvreT7IAzlwnH400dd8k6s\/bBCBB1CmhcY0snAo0gFJboPowzk7YL0Bfd7y9\/vx8Iug2Ami4+G3ihCMuJyjRlMwFq\/7rpBw6pAlAyVR+gw0WfqAgUXufS8edeGAHBif3ILiuvGxuRgyW6D+PMpM0C9N1z+SrQ1x14sXIwxQYAKqBDA4y6e3TufjlpRyb7zFgNQqm6ljjZa6KWYJYKrn2KdsKIzpW\/RmpsThgq0Z0YZx5tGKCKma+6937ZAEADngwYOr7HuNoCqHPmyAWi6yy89inaBSPG7evalQE6WZsF6MPn+pc4L2359gGai41CiLQM0MRKzYNIhUqwr2tXBuhkbRagqg9U9Cjt\/mvzAFXZ6PRQidOKhxQ1HwX80F3\/6wOUGiU7qQH40wldHXWdiddea2rTbhjhcxJ0vZsBpfB9VhmUAZqq7QL0za1+D\/27D7uRV9K3AVDDS6dvyo6gGJ8vjsDWGoW3f81ZiVEyO3xkjSGo60y89mqT6\/fCiGC46XwNjTWe8B2YB5FGtV2Aircfamo+fNsSQEMynmy\/ddF1nQugBLUzjYm6AQwrnElM1HWmXnu1xzv\/\/\/bOhstt4zrDWFuyyfXqWGotOSdpVUvHqdKoJyu7Pa3beCO7sSNys9Jq8f9\/TDnf984XBkOQGHDf50hLEgQxwMXMw\/kCeCKOGBKnJZVNbEAxjamQBQuUcvd\/bVyJlN0HOl\/Hz+hkDSbQkQadpwkfb0pH\/bnpTDXUNiyj05iCZfFU+WM9p+EI8p1k6\/ARe\/ZdaiI9CSgm0pdxIgIdSrGBM207BK04wnzdhwIdt+\/zDCJFN+p\/PQSj6+aLhIRF7wtflgYC5bh+50CkQWaLEg\/oaQTnQECgx8TsRzpPO4P0bLeHu\/pYo2xugcZKa9fpK5GoQL09iD1LA4GGOIkGfe3D+jT5BwItBgI9JswPvKLZ8zzv1UCHR0s2TQmUHiBdRi7lHKh3QqB1pGqh5oSoExD7JMlBEGgxEOg8xGufyT7Q4dESs8Ysl3JGtxpWd\/QCe0FSXc8nAYNIaeJ1T5KbfNT0JTqJyW4pmcTE+7xAINCZoFmaGJQuc28NV7XcGvIkBw4AACAASURBVHOMwsc3GzQXo5dyep8Y409MY8ox0qC66hkJ6CkGZzIg0CnQUz+Hfo\/T4eVo8yfFWIHGk0zuS+lehwzNeWUOTZZoM5wUfmQITKQ3iDMh\/pMmfNqgSYEmplMk0lxMcA4IBDoFYwUayCI9XDpaoOk0x75RQPbGKZ4N0wU6UuDrd6mK5TvCE2guN+UEGntv+cE5IBDoFIyugQqIPXoqGfvgTFJbA6UvjlsD7XWD3U9JfR+Qo2NDR6PdiRqogQs0blF7NDxm\/Noj1EBHAYFOQY1AaY3AaMPmc78uNmIQiSiUvTi2QM0v57KUaFm2j3TUeJxB0QdqUQIdnP8ZyUcbkmnQBzoWCHQKKgTqySS2jLxVPo2JlhD24tgCZV8AdFnyUk4ejBIwCm\/RAvW+nwJ\/RvKR99WLUfhRQKBTwAQ6rNHdGrrixSxDlxmBMoNmNxrOA+UN\/6MJVC1zB0NT4l8RvN5Jl5WBeaAOI1An0YC+i13C6c3fYMsUyw\/OATldgXqZ51B8GmPwM9FxE9pzZQU67gwdUaDJA5avyI+b2Xcjh5tYVrgLEKiEnoiYNG2faPRoaBBxKedoIND9iPqzQKDhHppaqPs7dHIitdLjCTR9wKoupCs0u0fzbvz7IiLQYiBQQdaffJDOEdY2IdAqTlegLMXmmvACUgWzb40QaLo\/q4UmPO1To2n53xXxZWVAoI6gCc\/mhPbekZBzA4HuBQQ6BXUCVbNORo6bOKIjKA0MIullu2R3zyL+9A43tqwUDCJZrECL4kkDl\/prWX5wDggEOgXVArXtrPE7GK8tNDCNKV0DJQ337LJiMI3JEpnGlF7Za6jQ6RuYxjQOCHQKrBHDjkHPrR6yxkB3sHxPE+1Xlv\/pi2MMIrFlovfTzM92PRNyXXLMiT66QqbR59IdsYupn6v0n08\/ZWNH5gnPOzSIsYAuOzgHBgKdgmqB6hxevKd2op43Y6mAIwwi+cvEf7u79nN+ulNJcB+W7YjI1zLLXp5AgybKwOaXHZwDA4FOQawJHxeoqYW5SSau+pWbbKLYcPSysn2cvBiY+qT\/edOENwK1s7c7UgN19c7JmuH7sGxHmC8rejmnqekH05howKMDfQHLDs6BgUAnZ0igXShQY9Fw7jnHNrnoi8LdOoBAzZHw5f4gkrgVSid+CLLTn7DjRvJZbLDp6CzbEb5AzTIzwcHkNJW7TJvA\/B3MQ8sOzoGBQOPsUZ7zAhU52QrUZW69m96kJn+nbMNLP4ypuk1fDDo9acZbbAWqd0+bU3m0s1dh6b+uplq5F5OwQEeQeCUF2tMspolVPfPBX2BwjgcEGmWfJmWsozPspRogsVds58a1fKcuBnI3zZHoZewY5e6Ro92kQqDXtl2pM7A8R+hTn8ljfd\/F2Mh7YZnvNrOxXFLLC84RgUBj7NUpd0SBjtmtiYuBcR\/d3fzRJkMAgY5H59BcHov7Uws0N3HeZ3HBOSYQaIT9hjUGmvC7vTFjo6bnkzfgU\/psS6ByB8SRBHvhPGiHk2zJtco1HaE9mvA18BwqZOnuPNCZZRKapeTj8JVHPksLzlGBQCPo5k1lkR4SKLtjTk+zd2EnaFnXv8\/0xWCjjmRIoLoTVNZ8nEDtkWIQaTy8Aa4F6ibT62UC+qWsHwevPPJZWHCOy+IF+v73F4+evxtKcVSSOm\/uObVm9CDScA00Oo2plMmLwcY2CvnyiEDtNCZ+7L0qz5jGNJKNzaHqtRGoek732Pue1i0BF3BMY9qXxQr049NP\/rx7uJJ54uzFQIpjkrRf7vuV6tHTmPSC3DQmNpF+5P5MXQw2bnf5rvgCNTehVMcaTGPCRPqxbIw8TdySAuVf0vZ0kYCXBH9RwTk2CxfodXf2zS+\/fNed\/Smf4ogk96jkMUZPpNcWPdQ5mbgYiAql+0\/fCQVqJ827Cd5uGfvEXCzJEWEGzQjUzBkjE+lHH9GSgnN0li3Qu5edrHtedZ\/nU5xJoJ3t8\/Oa8KSpbveNmDS\/c3X7M7lAVas8DFPQhO\/dsanr44k76XpdhJpdq2BJjuAZtOv4bat5E55lqNrMs6TgHJ1lC1S34\/ubc\/WYTHGcQL3RmjqsOZlA6bLxAt1H69ML1Hy2XKAbKVA9kcYTaEyfEGgEZU39Z4RAqzPPkoJzdE5DoOYxmeIMfaC0eerSjz3zFwyPwlfvzag38gQ9cYZkg9y09c1MxNRuZGJ0KBblCBP5zkaefNX4AqUfc39HsajgHJtlC7S\/VJ2fN+efZQfiDzEKv0m+MMsmF2jZtL0E04\/Ce2PBhqhAZXVVfS1Jg+Z2AwJNYHSpI+\/6nksEWp95lhGcmViwQLvuwZevzkXn593lhH2gfdk8UPZ2bN3Nxl1841pYMananRxquLYlUH82Yh\/cI9SpVAZIDziJ2zNBoBWYXOZmIrmvXNWS5+H3P80fy1lEcOZisQLtf371tcg1siHf5VvwNQId9qdbIbb2ZvNpVqBhZ58n0IhOGxNoECf\/Wk3V12tWlAIlQx\/J\/k4INIqNdddFw+hfyRl8nD+Ws4TgzMZyBSq4+\/nVb4RAHw\/MpB97lGX+dFkyXH\/3+pbS0xeffiofcgKNDqQcV6B8\/6PvyuP233VDQkagJkB87BgCHYXNZbt8cxtEkeat1Of5YzkLCM58LFugxSmOTbKo\/ukuTQ9a\/BtfoAwt0FvXd8UG3\/lIPN33ow4i8X2Ov2sOk77jOij0zX1dtMyzvCwh0Bg2l92aCqj05m4HxR+Wt1IbcH9HsYDgzAcEWgEbPiFy4Cvs8vVG\/Sr6prOSkQ\/yZiJdlUCHOxdSVAg0\/nzoXV+gzJ6m6IeJQ6BZXBClQPXdVYlAxUpdXqCVmacqOHcvWevi4tEfhq63Fvyaf\/uy67zR4ptzb9G1SI0tERcrvpD7Exlp3r3pLsL51W3zq4KdlUCgxaxWK\/VkQyfwbJhJ2Qquke7ytcjyt7JpK16PFehxJ9K7khgrk967dPbnigqURsuUYHf1Jz3OXLP+wDQrUJPpbIuHt9zVc2XRXp6JWBOe3pOgYh+mEKjgyZBC33+bHwuOCFSMJbMBkEuREl0idmTnyGGB2tTvoUBj80AnL4gkLydhK7huzttb0x0Y3hMz3Fe205MdQY1Ab+2zwXc9gbLDjHR9JrpBIVAPnelo7T0euV1eSw4i7Xmp7FQCjQmM8pfzgck0EYGKRfQ6biHUrute8CW7Dw0K1KUOgapUJi6Iu5wcZOa8QDeij1BYUmZuuRfeSKnas4w9JjyCimJgFBlvFPJ3bSFd7QS64ocZ6DMu0LrjmoRWBWoyHf0KCmKpDZoehW9FoHk\/CtONF6hoshPbCfnxhPQKQwIlqd9DgfYf8p0nkwlUZ+betdrdi54ItDfjSFqgoiv0Vu2FbGbpTitjyZ49hMumOIKaYkA7bgfeNYV0JQXqmvAuQBvZcNdXgLpraAp24\/A0LdAV6TVS\/hRNm02vL+XUOUbO9OiispxLoKRq+Mv3wmzZe\/7UCVTYjnxqJ8RP\/pWtdcUrpB4QaFmK+ycp3WmroJE+UNLBtDGv5TB1pyqiZi\/kSKnp9F+EQFOjEuxdJ1D5J9YHagW6ifeBlh\/L5DQqUJfpTB+oroBagXZaoLeid\/1W1kPDzTQgUF03zHmpTqC8ZilefX5NUxZLMrPEIdCyFCcSKGvEi4dd9UC9WKklemW7gnCnFqiuld0ageab637Tdh6B2qEJdeyr4N3dMi5QWV2SAu3EPNCVaXKKAJk7Uab6P\/c7vr1oSqAu0CbTrewMMClOWfHkQVQzmVoWqKwK5npB6wTKO0Gl+8SGrAAHtgqBlqW4d5I6T3vjSDJvu\/5PVgfVvaC3\/Mco5Zx68RDao02B3toKaEqgvGNXxqM3AtU\/5mH670hPHgSaxAbaZjqXyVTeMDdiJQKVBpWjlXxj2auTyphIoMJLuSsGKwUq+jhfkBe7RC\/Jhrw+Uh8ItCzFqQRqH40\/e1c7iF7eeev17WuxEIH6srQqCaY27UedI5xA7SAaQS7zxi5UfVNsVN66zlOkCkus4Q6BalygbQV05X\/x9PZWdnIHjUD7QKDJgaURTCRQPuPo\/bdf7Pb9weMf9OtLe2zGhj\/9VqzRXTz+b7uJmEBZJ6ha4YokZAzJmvp331\/stvzo9TvzNktdC\/Snr3ePZyT10TE4FAsUKGlU0cmgMq9vOOYj+qloWEnLEI+wSznbFmjvX4ZK+0NF\/dPEQ5ZOFwx6708HrUf5iUOgipUVqKuABhV3Vd8kAu3VXNDbVgeRei7Q98\/soXymFOoL9C\/n7mgfEssGAqVm1NVIYcAX3rt0Nbvthz8kBer2MH+d+GIF+vHrC8qj6e4HGsPVvWgtjMwwoQ\/sk06gK33BnbvurmeWZINIfbMCJQYVHaDGoEqgLBj6Gen5dM\/CxCFQhRs4shrl39AyB6kuT3k1Us8EGqMNgZIm\/A2xo16LC\/TusqMY78YEKhaa93VznnSC2pY5EegbkvZvEwL9kuxhdvrqYgV69200xIkU90xyxSCLZd4mlVDlU97S7brdekqgsklsxLgMgQp2e2oLMymjrJ4kCulKB0MFRASnp88wCl+AC6rNbxs1Rkkng4pcIi8VtgLN7WkbAnWDSNKfj0Tb+K\/fWoOyPlCx7oNvxNxENf9J6zAqUNIJatrubj37phOo2PbZ819FLwIRuNcHuuPJbpUPb1ydeHwMDsVESQ79EBJN8SACDeoGQTNeJ96RO7vJq5dlleHW7FmXwhtY2o99HGHrmSteASUPevgohxw53rhfiQ8PdzZaE6ieAGr8GQvkiPg1IdBrK0I5x\/4bvfitvZidKIx1l5Kaa1Sgrr4pJzHJtGzatjvUClRszuzY27RAzSpCtznPLFigu3AO\/JqxS\/EgRxnL2wpWBT0JgZqR+KACapqbO4EO+FOWe\/0EAk0QDsCfhEA\/\/GRu3tv7A+O2jkgUxie\/u4lKUYFabbrhc9sJ6uqd9hnb9lVSoC\/I1nPN2yUL9O7lwH2UXYqHOEqbtdUTU\/9aeQI1dxkzd2TSAtUm4o2vQ56NfRxhvbmritpldLbiRl5\/tJEDayYgYvqrumWoa7hrhm4XeHRaEWhkCuhK5yndh3xrn2TvNsho5lJOT2p2RWkuorBLJq2rvEBdLdOuyLbpaqfiszx18X5UoC75y9MVaP\/33\/17YYoHFejGVRLc9CYLE+jtQgVqDMoE6p5tVkagpA80JdB9bil1KNoRKHvG+kA3dBJDcLvZ3FZbEegT+Q6b5947\/yXngQ4J9DqcqWRWdG1586Y3yfMyIVC3I1d+X255DA7FAqcxRZCmsPLUD256k0XONheX5pirdqQzTY5fhEDlnq\/MX7vMjXLIUq6\/UVZm6GijVdqZZ\/IKeP\/WqW3QiED9vnbbC2okqmZ57AKpv5zMDg5UQfdjIoGe6W5PNvO9d5KLC\/Sv\/\/F1NyBQY2RiZrNNV300AvVSv04I1DkWAu0PJFCnCIepXdGheuUer2\/TzaT354Eeiv0EutKXbZpyTcu6CEJvBbqx17Bu9AWcDtRA86wSuKqnCaT6LQCTZQ7qz0kEevFPr80712HVNCbQu59\/\/9sLtkJKoKbBTtyoXeq6R61APR\/uZAmBFqR4gCQ3Gdhlj2bCp0PeN2dBAhXEL+pcSXXaGwK4L5OVNmh8In1zBm1EoBz9PeW+mPxAqlzUNyvQuHiuQoFK7zGBvv86NGxKoGKLYjHprdTmjMyoh0CrUtwjyR8N3vKsQL1GfPB42BwfZV9HhBd12shQgepLOUVvhS7kfTxWkxzUVBxfoKls5XBN+dR0j\/z9WidjBoG6dR48fj3UB6otyASsOlbJfZkg0L1SrE7yxx8zAlUjzityW9CNuXdjzKDkFu7H9+f+jri1\/pQCJZFRF2TJt1wvsDKoPuiNHXmnf9vh2AJNZysH6QyVAqUWVd9OA\/drnYrpBRp9gyhMtvLPvvzjf\/3KP5AQqPjkC1rdNGIk60Oge6W4l0D1o\/\/WRg+YrKwdiD8jAqU\/IrRsgco\/xpziwYyz00Hk8F6im8jPRzXCHALVj6lVTAPe3nBhZe86qwU6dL\/WqZhYoP4gksEpjM20LxCoWP4VN510qtiOMSEGkfZKcb8aqMvwDDWIROpUuhfQjaL2ur+Q3lZzLiodQXtz9QJVNyKRiY98hAe9wSi8JpmtSLbxx5GoQM2PIBwlY00sUO8e8hansNRUo6RARSfo3\/j0UuFUWidNTGMavp0dBNrvJ9A+2dayDSv5amNeuZaXXEkJdJZuT8a0Au13Al25PtC4QIOD3mxcW74pji\/QRLZKCnRlQrexDu2PlLEmFqh\/bc9lMA+U1xLdZPekQHfK++R\/nvpm\/OwtSSg+kd7tJQSaTXFckj+G9CmBSmN6r\/j9RnQVtHWBxjvlIgNG6p8QaG8jQwaG3PFHDrrFASTBDAJ1wSP5TUVXfyX15t\/KdrTb286aGC5QoN7l5bZCmhLoVWdfpgS6++jZq6BzU\/w4kk2HXcpp9XjdQaBFKY5JMqLPqEBNpjaVTWVQU0Mz62idzNLtycgXg8SoRmTASDbfVSk3DliZY+\/JEffRg27Tn7MKlAeXCJRcjLSiIWYxPELGmlqg8qeHjaHe2\/qlqxvenJPBn++6YYGKNy6Cn4M\/+4KI0G5dpq47WMltQ0jNFAINUxwrUNZLlWjC63YVuf+tsmnP7r+s\/yxBoH0fjGqQASP9rijhepkNjhnlWPXkiPv4QTfpz1mb8DS4OrS6\/qkFav7Y0NEYLlCgapD94eudrj6Qm9XJT7zu735Vg0gPxe3uPnz\/RRcVKKtHmsn5rGf1kswf7akg5briTvjqXnVEoCp1CDSS4ugaKBNodBAp1u1n+7DYnd78XsR5KKiBBsdp9p+8a4\/VNDnVMrN2S0c8gjkHkWhwRfC1QGN56yD7MsjkApX3sHM80Uv15M+v\/Bsu\/5sVWlKg6gNsbF96kvd26ldvybZdw5+nDoHyFMcJlPQHpmug5QJtwydDAo2Napj9p7VNJlC7zKze0hGPYM55oDS4qkckyikJlP6kx9m\/mIWyca3qkcSgT9459yUFKuus\/KZJchOfszWMTm9M6md\/clPtXeoQqEqFMeKDvGqQbsJ7N8Qkg+7esjZ0MihQMqqhsftP3tU9oj0XqFm\/qSMewcwC7d1z\/n3kqvUzGvQAAhX3oheN8zPxw27uM2\/OpTHFU3kD0bNHf9DjPvZ3P+IClQ123j0qnfqCvXQryK0\/eP6OXatkUodAVSoTCTQ2\/i7xRopMzdM84WNJlQcxIeMF6vY\/ItAf3TGtWCTMs6n3\/6DMeS28a797AjW5yfaFruaJapM3CmiF0xUoS3G\/Jnx8PWoQ0nQNnvVt6GR8E97tNRsw8qqdwU0svWeLYGaB8gppVKAzVkEh0AwQaAA3Z1Kg8Z6qJJMcxz6MHkQiO0\/eDY+p2SMewbwCjQa3nahCoBkg0IAfA6KrnaBA+dH6AjUVTwh0WhLBbSeqEGgGCDSgUKBLo2oivSYMyalERdOIQNuMLQSaAQK9L6AYZEBwMiA4GSDQ+wKKQQYEJwOCkwECvS+gGGRAcDIgOBkg0PsCikEGBCcDgpMBAr0voBhkQHAyIDgZIND7AopBBgQnA4KTAQK9L6AYZEBwMiA4GSDQ+wKKQQYEJwOCk2HxAn3\/+4tHz6N3qaYp4kyjGORAcDIgOBkWK9CPT+Xt\/9RtUM9iP5NKU8SZRjHIgeBkQHAyLFyg193ZN7\/88l32jn09zrQAxSADgpMBwcmwbIHevVS3TL2K\/tA0SRFnGsUgB4KTAcHJsGyB6nZ8f3POb+cfpFiR5HrtP1k2iywGxzoJtcExu3UieSTOInPOsTgNgZrHZIpVAl2zx6WzyGJwrJNQL9A1eThRFplzjsWyBdpfqs7Pm\/P4z0XbFGuSVKXiZMrGMovBkU5CdXDknp1MHomzzJxzJBYs0K578OWrc9H5eXd5kD5QUS5Op2wstBgc5yTUB2ctmXp\/mmKhOec4LFag\/c+vxC\/rdbIh3+Vb8LVHeVJlY6nF4CgnYY\/gnFIeibPUnHMUlitQwd3Pr34jBPp4YCb9PgI9lWGC5otBYsBoMQJdfA5J0XzOmZNlC7Q4xX2a8CcyTNB8MYgPGC2mCb\/8HJKi+ZwzJxBoElsu1v02Ujq2kY\/ElrVC+8WAi2gbWebYZp+VYj8xNjjmg1v7Jat3seUcUEv7OWdGINAUpEK03W5Df27DshJb1gwLKAa0tqlimZrG5CIde1aK+8TI4JgPbt2XrPZnyzmglgXknPk4DYHG5oF2jPHbdF1y221YLkqXtcMSioHr79SxTPSLukjHnpVCPjEuOOaDu+\/VtXwk\/mw4B9SyhJwzGxBoCltkRf3TLxfidcmyhlhCMdAClXV+Gfd4t6KLdOxZKfQTo4JjPmgyxlYKdNt8DqhlCTlnNk5DoP2HX\/Mp7tGEl+V4zYuFKbOxZa2WnwUUA9OEX9tYRgWadueY6LNPjAmO\/eDuUap+q5rw21iuOAUWkHPm40QEOpRi\/SCSKsXcoK7VGFvWaAFqvxjYDkVtzqDer8i13sujzz8xIjj8g2pnpfhjueIkaD\/nzAgEmkaOv8uyvGWF2T4NlrVcB22+GNgBI6ukqEH9UaNtZNkw3ifKg8Olreuguv3e+FdoLc3nnDlZtEDfv\/rdxcXF757\/MJhi7UR67c8tNWhapU234psvBqbDc6tGj6RPw1gy87nOyJEGpWuJ58XBoZaUyW5V232rOkRH7MJyaD7nzMmCBXrzzA4RPczfT7n6KNeku6t3snQrsGWmHLdZfhZTDFT47Lh29F39zKhryxeXpuFejBAoeeQGjeeQE2AxOWcOlivQm\/Pu4R9\/Efzns4o70tsLjNbuJbts0\/RryakqpogIEjVQWh\/a89AOwl7FYJoLWsvu7ilr\/WszO33rfcKrgTqLBu\/n2KMGaqcJiD+7\/3bKwMm24SHQDMsVKL0DU8XdmMh1RvQVf2tt59KQIprqA2W10PbYU6AkMtWkpsV7bF0faOQTfhuex7w0+t4nRvSBkl3bmtH3dd1A1kKAQDMsVqBs6mfNDZX1jEN2qaBZ5l7IKmi\/tZNUejFqodprqhGpt0aLT5vlZ79iwCJTTeFV4yrmdjRpyz\/hou896628YmfAW8Y\/MWYU3ly9ubb1T5tT9BbzR7c4INAM91eg+gI8evkgu\/+SLSMEsZw02La0GJLaUJMlaM9iQCKzBzzaybVswHk9VLON0zt\/Zgfv2QK9eNQ0Jlf\/tLvp+kFPz58QaI7FCtT8npzkuqu5I7257IWWT\/fC1DN6XkitOD2remZtj32LwRT+LLw5nTVTeH4k3tkwT4g\/Y4P3MYOahaOmMW3NN6\/LA2qeMN3iCQGBZlisQOUvGitr3r097\/I\/DE+P0q9t2nooqZPyF6qg2OLC7UkqMr5V22I2gdKAu8EhsizyjNTsTEuADECx6LNTIlaIaSyqNnKiBoLjvlR1u91kCzmQZB7XzvonBQSaYbkC7a\/EBKaLiwvx8NVAikygpIlOHNrHBNpTgdp+LuZJblBWFWqK2ZrwXsD7NdlU8hn1pz+ctI3htd\/5GYgtYwsGBeoSp1+r+q\/6vzZjjhDoPWLBAu0\/fP+FnAX64J+HZtKzo3R+pINIfJn\/lqxhMIH28RK7TZTV+ZlvEMkGsvTZNv+M9jubZzax0mWcoeCQ71RW\/1wbe+pbikww0NYeEGiGJQt0RIosSVMN6lk10zXmCW4ZqevQB7E9XgcdKqtzMeM0JmNHEtKcRbdsGhMZ8\/Yu7yRtgMg0Jv1eZFmEweDYHTL+1ANJW1sH3Zq+0ZoINQ0EmuE+CpQ0R31R9sEL7k9yWRJpqpNyPHpC4tGYcyK9jjexZ771brtOiEO1nzx\/bvnFC369k77nv08ZDo5KvLe3XiI76BI6SX9CoDnupUB5TYrXrmxRdstkLYPWd\/reSbPv7QP1Z3vTWWYtBi7gw89U4PSzrZ0Eqp+5sJIxJO9E2BX4d1qwgqMgOGt9y8+1nsBk65\/0Us5T9CcEmuMeCTQ22bMntSO\/0mnXIzVQ69FIDTRxuVIrzFkMwhpopi4qI+eq\/faz0RqoNz7k1TZpR0vwPmVEDXQbq4FuUQO9p9wrgbpS6io9xJTrENYHut6SMhn0gfbsaXP+nLMY+M5kwc32gUZ6Q2O9JIlnmR5Sj5I+UOVNY9CgD7RHH+h95B4JlA2\/84b7mj6s3QNZRi94jjXmNc2OIc1YDJgdS55t3TN3a2W6TG7WmTFWx3TajK\/HKRmFJ94036hB\/ROj8PeN+yRQOvzOJ+YQWfIKqH5rqwsyqXv2idmFrc5imq8YkIDHaqCJkaReXXVuY0w+4eIeOwOu3kkXDZyVonmgrt5JDcrmgfanaFAINMO9Eijv\/dS9cmZ5nxao1OaaX4JkmvB+qYwta4IZBWqfxPpAoyNJOorsmes15e5MnAF\/OCl7VsquRNICNZMDtv6VSN7xngoQaIZ7KNDsmrTeaaC+DAaRglIZW9YCbRSDWJUzBmt362fuE7F3vc\/6NdD8WSkLjv0y1TVi\/oV6srSRcxrlXgmUV3lisLalXUrqmraspFuFjRamJoqBOwND58JFkfizJwYN1vM+662SPytFwVmvzW\/HuclMrg\/0dGki57TKfRKoK7kp1nwQibzT7uBQKS0UA9+dY\/oLR39iO+KclQSH7oDtAk39dOgp0ULOaZb7ItAdu+zOHkP0O\/xBs93KP9vER5dALjhHgZyBwXOR+Wxpctsx52wwOHQH5H\/bR1u8Q4tl9pzTMhP4aSSzCVQfcUag+mEdrifK4bL9OX8xIGdg8FxkPluc3phzNhgcugPiuRtEgkDvNRP4aSTNVPwHD37\/FZayCTBEcQhLV5x8g3OuCI5IMycFAgXFQKCgEZo5KRAoKAYCBY3QzEmBQEExEChohGZOCgQKioFAQSM0c1IgUFAMBAoaoZmTAoGChILOqQAABbNJREFUYiBQ0AjNnBQIFBQDgYJGaOakQKCgGAgUNEIzJwUCBcVAoKARmjkpECgoBgIFjdDMSYFAQTEQKGiEZk4KBAqKgUBBI+CkAABAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVDK\/QC\/P\/uReXHcSuihLuP7YLfT9T1\/vVn\/+rnonPj7tNJ\/8uX4vwBiuXKjTfHhz3nUPvhlc7+773XqPfihM+rLgpJaf\/iDzRYllMdAEswv0imWzq5HiCdcfuwXzgc\/e+Uv2EejovQBjeFsikvf6vHw+sN7dS7Xei6Kkr0pOavHpDzNfFAi0WeYW6DXPZiVf75Rw\/bFbuDk\/+0YWNld+xm5CsSuH+24CFHH3XZFILrsnv+5cez5kxuvu4Q9im0Vuui76Viw9\/ZHMl4NlMdAEMwv05vzhM5LZ7l6O+4YN1x+7hV0xk3ny2lVURm9CcdV9Vb8XoJybZ93DZ8Px\/fhU1euuBqqgdy9VBiySnpdfk5ssPP1h5stCsxhog3kFustp\/\/uSZMiPT8tyUnr98VsImk9jN6G4OScbqtsEKOLy7PnfRnxB3ZwXnYu7lwUC9fNrgtLTH8l8OVgWA20wr0B33\/os4153T96cF3Sqp9cfu4Vd8br7tttrExLeuqraBCjjl3ejavhl1ba7NyW1QD+\/Jig9\/ZHMl9tFNOAbZFaBXu1yBMuQuk99sFM9vf7YLVx3\/\/B0z03o7dDVqzYBihkh0JvzglVvzrvuH4fPVZBfk+uVnf5I5suujezUHnMKVHb9sAx52T3+oe9\/Oi\/t6wnXH7sFMSjwer9NCLzaQc0mQDnlAr0ZHEOSa11cdN3jIT2F+TVB6emPZL40qIA2yYwCVV06sQw5trMnXL94C9d6UHWPTaRXRqfVgSgW6NvzbngeqNrk5VAbPp1fsx\/IkM58NVsDczCjQE1DJ5yTcsTBeJMt9xzPj3e0YTD+QBQG9u5Nd1Zca\/v4dGCb6fyaSn5oL9OZL5o8mjMNAoFOIdBEtQQCPRBlgd01eh+WXl9UsM15BTqi5guOyNwT6VnGMJWA0u7ycP2xW7A9S66BNHoTfTAfpWYTYARFAt2d2icF4Tcnq7CJXCCy4tMfZr7cRpGXWqQpgfaXssowfPFIev2xWxD9UN\/Ifvz6TYQzoSs2AUYwaZtXnazSEb+yQaTC0x9mvsyqmFrcIq0I9ONT8fDxmWojlfb20PXrttD3b9wV07WbIGW1ehNgBCUCddePD9cDVQ4onI1ZMJG++PSTzDcAukDbpC2B9nfiBjoPX5d\/2q1fuYVdTeELc8+e6k1c2SpE9SbACEoEet0VCrSXd2MquGuTTrrkiqXi0+8y3wBXaM00yewCBQCApQKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJRAoAABUAoECAEAlECgAAFQCgQIAQCUQKAAAVAKBAgBAJf8PpfQfYz26rfMAAAAASUVORK5CYII=\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u6211\u4eec\u770b\u5230\uff0c\u5206\u7c7b\u6570\u76ee\u8fc7\u591a\u5e26\u6765\u7684\u5f71\u54cd\u662f\u56fe\u5f62\u4e0d\u6613\u8fa8\u522b\uff0c\u4e14\u63cf\u8ff0\u4e0a\u4f1a\u66f4\u52a0\u590d\u6742\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"k--1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.2<\/span> <strong>K-\u4e2d\u5fc3\u70b9\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u540c\u4f7f\u7528K-\u5747\u503c\u7b97\u6cd5\u65f6\u4e00\u6837\uff0c\u6211\u4eec\u9996\u5148\u9009\u62e9\u7c7b\u522b\u6570\u4e3a3\u7684\u60c5\u51b5\u6765\u719f\u6089pam()\u51fd\u6570\u7684\u4f7f\u7528\u65b9\u5f0f\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(cluster) <span class=\"co\"># \u52a0\u8f7dcluster\u8f6f\u4ef6\u5305<\/span>\nfit_pam <-<span class=\"st\"> <\/span><span class=\"kw\">pam<\/span>(clu_data, <span class=\"dv\">3<\/span>) <span class=\"co\"># \u7528K-\u4e2d\u5fc3\u70b9\u65b9\u6cd5\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u805a\u7c7b<\/span>\nfit_pam<\/code><\/pre><\/div>\n<pre><code>## Medoids:\n## ID Sepal.Length Sepal.Width Petal.Length Petal.Width\n## [1,] 8 5.0 3.4 1.5 0.2\n## [2,] 79 6.0 2.9 4.5 1.5\n## [3,] 113 6.8 3.0 5.5 2.1\n## Clustering vector:\n## [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n## [36] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n## [71] 2 2 2 2 2 2 2 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 3 2 3 3 3\n## [106] 3 2 3 3 3 3 3 3 2 2 3 3 3 3 2 3 2 3 2 3 3 2 2 3 3 3 3 3 2 3 3 3 3 2 3\n## [141] 3 3 2 3 3 3 2 3 3 2\n## Objective function:\n## build swap \n## 0.6709391 0.6542077 \n## \n## Available components:\n## [1] "medoids" "id.med" "clustering" "objective" "isolation" \n## [6] "clusinfo" "silinfo" "diss" "call" "data"<\/code><\/pre>\n<p>\u2003\u2003\u4ece\u8f93\u51fa\u7ed3\u679c\u7684Medoids\u4e2d\u6211\u4eec\u770b\u5230\uff0c\u76f8\u5bf9\u4e8ekmeans\u51fd\u6570\uff0cpam\u51fd\u6570\u7684\u8f93\u51fa\u7ed3\u679c\u591a\u51fa\u4e86\u4e2d\u5fc3\u70b9ID\u8fd9\u4e00\u9879\uff0c\u8be5\u9879\u6307\u51fa\u4e86\u805a\u7c7b\u7ed3\u679c\u6240\u5bf9\u5e94\u7684\u4e2d\u5fc3\u70b9\u5206\u522b\u662f\u54ea\u51e0\u4e2a\u4e2d\u5fc3\u70b9\uff0c\u5b83\u7684\u53d8\u91cf\u53d6\u503c\u662f\u591a\u5c11\u3002\u672c\u4f8b\u4e2d\uff0c\u7b2c\u4e00\u7c7b\u7684\u4e2d\u5fc3\u70b9\u4e3a8\u53f7\u6837\u672c\uff0c\u7b2c\u4e8c\u7c7b\u7684\u4e2d\u5fc3\u70b9\u4e3a79\u53f7\u6837\u672c\uff0c\u7b2c\u4e09\u7c7b\u7684\u4e2d\u5fc3\u70b9\u4e3a113\u53f7\u6837\u672c\uff0c\u8fd9\u4e09\u4e2a\u6837\u672c\u53ef\u4ee5\u4f5c\u4e3a\u6240\u5728\u7c7b\u522b\u7684\u4ee3\u8868\u6837\u672c\uff0c\u8fd9\u4e00\u4fe1\u606f\u65e0\u6cd5\u4eceK-\u5747\u503c\u7b97\u6cd5\u4e2d\u5f97\u5230\u3002<\/p>\n<p>\u2003\u2003\u76ee\u6807\u65b9\u7a0b\u9879\uff08Objective function\uff09\u7ed9\u51fa\u4e86build\u548cswap\u8fc7\u7a0b\u4e2d\u76ee\u6807\u65b9\u7a0b\u7684\u503c\u3002\u5176\u4e2d\uff0cbuild\u8fc7\u7a0b\u7528\u4e8e\u5728\u6ca1\u6709\u6307\u5b9a\u521d\u59cb\u4e2d\u5fc3\u70b9\u60c5\u51b5\u4e0b\uff0c\u5bf9\u4e8e\u6700\u4f18\u521d\u59cb\u4e2d\u5fc3\u70b9\u7684\u5bfb\u627e\uff0cswap\u8fc7\u7a0b\u5219\u7528\u4e8e\u5728\u521d\u59cb\u4e2d\u5fc3\u70b9\u7684\u57fa\u7840\u4e0a\uff0c\u5bf9\u76ee\u6807\u65b9\u7a0b\u5bfb\u627e\u5176\u80fd\u8fbe\u5230\u5c40\u90e8\u6700\u4f18\u7c7b\u522b\u5212\u5206\u72b6\u6001\u3002<\/p>\n<p>\u2003\u2003\u9664\u6b64\u4e4b\u5916\uff0cpam()\u51fd\u6570\u8fd8\u53ef\u4ee5\u63d0\u4f9b\u4e00\u4e9b\u6570\u636e\u5904\u7406\u8fc7\u7a0b\u4e2d\u7684\u8f93\u51fa\u7ed3\u679c\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5f15\u7528\u201c$\u201d\u7b26\u53f7\u6765\u56de\u770b\u805a\u7c7b\u7ed3\u679c\u76f8\u5e94\u7684\u6570\u636e\u96c6\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7call\u6807\u7b7e\u6765\u67e5\u770b\u805a\u7c7b\u53c2\u6570\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">head<\/span>(fit_pam<span class=\"op\">$<\/span>data) <span class=\"co\"># \u56de\u770b\u4ea7\u751f\u8be5\u805a\u7c7b\u7ed3\u679c\u7684\u6570\u636e\u96c6<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## [1,] 5.1 3.5 1.4 0.2\n## [2,] 4.9 3.0 1.4 0.2\n## [3,] 4.7 3.2 1.3 0.2\n## [4,] 4.6 3.1 1.5 0.2\n## [5,] 5.0 3.6 1.4 0.2\n## [6,] 5.4 3.9 1.7 0.4<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_pam<span class=\"op\">$<\/span>call <span class=\"co\"># \u56de\u770bpam\u51fd\u6570\u7684\u53c2\u6570\u8bbe\u5b9a<\/span><\/code><\/pre><\/div>\n<pre><code>## pam(x = clu_data, k = 3)<\/code><\/pre>\n<p><\/font><\/p>\n<\/div>\n<div id=\"-1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.3<\/span> <strong>\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u4e0b\u9762\u4ecb\u7ecd\u7684\u662f\u5c42\u6b21\/\u7cfb\u8c31\u805a\u7c7b\u3002\u9996\u5148\u9700\u8981\u8ba1\u7b97\u6837\u672c\u70b9\u4e4b\u95f4\u7684\u8ddd\u79bb\u6784\u9020\u8ddd\u79bb\u77e9\u9635\uff0c\u8fd9\u91cc\u6211\u4eec\u4f7f\u7528dist()\u51fd\u6570\u4e2d\u9ed8\u8ba4\u7684\u6b27\u6c0f\u8ddd\u79bb\uff0c\u7136\u540e\u5728\u4f7f\u7528hcluster()\u51fd\u6570\u5c55\u5f00\u5c42\u6b21\u805a\u7c7b\uff0c\u5f97\u5230\u805a\u7c7b\u6811\u5f62\u56fe\u3002<\/p>\n<p>\u2003\u2003\u4e3a\u4e86\u4f5c\u56fe\u66f4\u52a0\u76f4\u89c2\uff0c\u6211\u4eec\u5c06\u6837\u672c\u8fdb\u884c\u5206\u5c42\u62bd\u6837\u3002\u8fd9\u91cc\u6211\u4eec\u6309\u7167\u6bcf\u79cd\u201cSpecies\u201d\u62bd\u53d63\/5\u4e2a\u6837\u672c\u8fdb\u884c\u62bd\u6837\uff0c\u4f7f\u7528\u7684\u662fsrswor\u65b9\u6cd5\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(sampling) <span class=\"co\"># \u52a0\u8f7d\u5206\u5c42\u62bd\u6837sampling\u8f6f\u4ef6\u5305<\/span><\/code><\/pre><\/div>\n<pre><code>## Warning: package 'sampling' was built under R version 3.4.4<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">n <-<span class=\"st\"> <\/span><span class=\"kw\">round<\/span>(<span class=\"dv\">3<\/span><span class=\"op\">\/<\/span><span class=\"dv\">5<\/span><span class=\"op\">*<\/span><span class=\"kw\">nrow<\/span>(iris)<span class=\"op\">\/<\/span><span class=\"dv\">3<\/span>) <span class=\"co\"># \u8ba1\u7b97\u6bcf\u4e00\u4e2a\u79cd\u7c7b\u7684\u62bd\u6837\u6570\u76ee<\/span>\nsub_train <-<span class=\"st\"> <\/span><span class=\"kw\">strata<\/span>(iris, <span class=\"dt\">stratanames=<\/span>(<span class=\"st\">"Species"<\/span>), <span class=\"dt\">size=<\/span><span class=\"kw\">rep<\/span>(n,<span class=\"dv\">3<\/span>), <span class=\"dt\">method=<\/span><span class=\"st\">"srswor"<\/span>) <span class=\"co\"># stratanames\u53c2\u6570\u662f\u62bd\u6837\u4f9d\u636e\u7684\u53d8\u91cf\uff0csize\u53c2\u6570\u662f\u6bcf\u4e2a\u79cd\u7c7b\u62bd\u6837\u7684\u6570\u76ee\uff0cn\u4e3a\u62bd\u6837\u6570\u76ee\uff0cmethod\u662fsrswor\u62bd\u6837\u65b9\u6cd5<\/span>\n<span class=\"kw\">head<\/span>(sub_train) <span class=\"co\"># \u663e\u793a\u524d6\u4e2a\u62bd\u6837\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## Species ID_unit Prob Stratum\n## 1 setosa 1 0.6 1\n## 3 setosa 3 0.6 1\n## 4 setosa 4 0.6 1\n## 5 setosa 5 0.6 1\n## 7 setosa 7 0.6 1\n## 9 setosa 9 0.6 1<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">samp_hc <-<span class=\"st\"> <\/span>clu_data[sub_train<span class=\"op\">$<\/span>ID_unit,] <span class=\"co\"># \u5c06\u5c42\u6b21\u805a\u7c7b\u4f7f\u7528\u7684\u6837\u672c\u5b9a\u4e49\u4e3asamp_hc<\/span>\n<span class=\"kw\">head<\/span>(samp_hc) <span class=\"co\"># \u663e\u793a\u524d6\u4e2a\u5f85\u5206\u7c7b\u6837\u672c<\/span><\/code><\/pre><\/div>\n<pre><code>## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## 1 5.1 3.5 1.4 0.2\n## 3 4.7 3.2 1.3 0.2\n## 4 4.6 3.1 1.5 0.2\n## 5 5.0 3.6 1.4 0.2\n## 7 4.6 3.4 1.4 0.3\n## 9 4.4 2.9 1.4 0.2<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_hc <-<span class=\"st\"> <\/span><span class=\"kw\">hclust<\/span>(<span class=\"kw\">dist<\/span>(samp_hc), <span class=\"dt\">method =<\/span> <span class=\"st\">"single"<\/span>) <span class=\"co\"># \u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u5c42\u6b21\u805a\u7c7b\uff0c\u9009\u62e9\u6700\u77ed\u8ddd\u79bb\u6cd5<\/span>\nfit_hc <span class=\"co\"># \u663e\u793a\u805a\u7c7b\u76f8\u5173\u4fe1\u606f<\/span><\/code><\/pre><\/div>\n<pre><code>## \n## Call:\n## hclust(d = dist(samp_hc), method = "single")\n## \n## Cluster method : single \n## Distance : euclidean \n## Number of objects: 90<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(fit_hc, <span class=\"dt\">hang =<\/span> <span class=\"op\">-<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">cex =<\/span> .<span class=\"dv\">5<\/span>) <span class=\"co\"># \u7ed8\u5236\u805a\u7c7b\u7ed3\u679c\u6811\u5f62\u56fe\uff0chang\u7b49\u4e8e\u6570\u503c\uff0c\u8868\u793a\u6807\u7b7e\u4e0e\u672b\u7aef\u6811\u6748\u7684\u8ddd\u79bb<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u6839\u636e\u4e0a\u9762\u7684\u6811\u5f62\u56fe\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u56fe\u7684\u6700\u4e0b\u9762\u6bcf\u4e00\u4e2a\u6837\u672c\u4ee3\u8868\u4e00\u4e2a\u5206\u7c7b\uff0c\u968f\u7740\u805a\u7c7b\u7684\u8fdb\u884c\uff0c\u6837\u672c\u9010\u6e10\u88ab\u5212\u5206\u4e3a\u4e0d\u540c\u7684\u7c7b\u522b\uff0c\u6700\u7ec8\u805a\u5408\u6210\u4e3a1\u7c7b\u3002\u56fe\u50cf\u7eb5\u5750\u6807\u8868\u793a\u4e3a\u6811\u5f62\u56fe\u7684\u9ad8\u5ea6\uff08Height\uff09\u3002<\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u5c06\u901a\u8fc7\u5c42\u6b21\u805a\u7c7b\u5c06\u6570\u636e\u96c6\u5212\u5206\u4e3a3\u7c7b\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">hc_k3 <-<span class=\"st\"> <\/span><span class=\"kw\">cutree<\/span>(fit_hc, <span class=\"dt\">k =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u5c06\u6811\u5f62\u56fe\u5212\u5206\u4e3a3\u7c7b<\/span>\nhc_k3 <span class=\"co\"># \u663e\u793a\u5206\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## 1 3 4 5 7 9 10 11 13 14 16 17 18 23 24 25 29 31 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 34 35 37 38 39 40 42 44 46 47 48 49 55 56 57 58 60 61 \n## 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 \n## 62 65 66 68 71 72 73 74 75 78 79 80 82 83 85 86 87 89 \n## 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 \n## 90 92 94 95 97 100 101 102 104 105 106 107 108 109 110 112 113 114 \n## 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 \n## 115 118 119 123 124 125 126 128 130 132 134 135 137 142 144 145 147 149 \n## 2 3 2 2 2 2 2 2 2 3 2 2 2 2 2 2 2 2<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">table<\/span>(hc_k3) <span class=\"co\"># \u663e\u793a\u6bcf\u4e00\u7ec4\u7684\u6837\u672c\u4e2a\u6570<\/span><\/code><\/pre><\/div>\n<pre><code>## hc_k3\n## 1 2 3 \n## 30 58 2<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">hc_h3 <-<span class=\"st\"> <\/span><span class=\"kw\">cutree<\/span>(fit_hc, <span class=\"dt\">h =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u5c06\u6811\u5f62\u56fe\u4ee5h=3\u5212\u5206\u805a\u7c7b<\/span>\nhc_h3 <span class=\"co\"># \u663e\u793a\u5206\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## 1 3 4 5 7 9 10 11 13 14 16 17 18 23 24 25 29 31 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 34 35 37 38 39 40 42 44 46 47 48 49 55 56 57 58 60 61 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 62 65 66 68 71 72 73 74 75 78 79 80 82 83 85 86 87 89 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 90 92 94 95 97 100 101 102 104 105 106 107 108 109 110 112 113 114 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n## 115 118 119 123 124 125 126 128 130 132 134 135 137 142 144 145 147 149 \n## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">table<\/span>(hc_h3) <span class=\"co\"># \u663e\u793a\u6bcf\u4e00\u7ec4\u7684\u6837\u672c\u4e2a\u6570<\/span><\/code><\/pre><\/div>\n<pre><code>## hc_h3\n## 1 \n## 90<\/code><\/pre>\n<p>\u2003\u2003\u4e0a\u8ff0\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7cutree()\u51fd\u6570\u5206\u522b\u6307\u5b9a\u4e86\u5206\u7c7b\u4e2a\u6570k\u4ee5\u53ca\u5206\u7c7b\u9ad8\u5ea6h\u6765\u786e\u5b9a\u805a\u7c7b\u4e2a\u6570\u3002\u6211\u4eec\u8fd8\u53ef\u4ee5\u901a\u8fc7rect.hclus()\u51fd\u6570\u6765\u67e5\u770b\u4e0d\u540c\u805a\u7c7b\u6570\u76ee\u7684\u805a\u7c7b\u7ed3\u679c\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(fit_hc, <span class=\"dt\">hang =<\/span> <span class=\"op\">-<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">cex =<\/span> .<span class=\"dv\">5<\/span>) <span class=\"co\"># \u5f97\u5230\u5c42\u6b21\u805a\u7c7b\u6811\u5f62\u56fe<\/span>\n<span class=\"kw\">rect.hclust<\/span>(fit_hc, <span class=\"dt\">k =<\/span> <span class=\"dv\">4<\/span>, <span class=\"dt\">border =<\/span> <span class=\"st\">"orange"<\/span>) <span class=\"co\"># \u5212\u5206\u4e3a4\u7c7b\u5e76\u7528\u6a58\u9ec4\u8272\u77e9\u5f62\u6846\u6807\u6ce8<\/span>\n<span class=\"kw\">rect.hclust<\/span>(fit_hc, <span class=\"dt\">k =<\/span> <span class=\"dv\">3<\/span>, <span class=\"dt\">border =<\/span> <span class=\"st\">"dark blue"<\/span>) <span class=\"co\"># \u5212\u5206\u4e3a3\u7c7b\u5e76\u7528\u6df1\u84dd\u8272\u77e9\u5f62\u6846\u6807\u6ce8<\/span>\n<span class=\"kw\">rect.hclust<\/span>(fit_hc, <span class=\"dt\">k =<\/span> <span class=\"dv\">7<\/span>, <span class=\"dt\">which =<\/span> <span class=\"kw\">c<\/span>(<span class=\"dv\">2<\/span>,<span class=\"dv\">5<\/span>), <span class=\"dt\">border =<\/span> <span class=\"st\">"green"<\/span>) <span class=\"co\"># \u5212\u5206\u4e3a7\u7c7b\u5e76\u7528\u7eff\u8272\u77e9\u5f62\u6846\u6807\u6ce8\u51fa\u7b2c2\u7c7b\u548c\u7b2c5\u7c7b<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e0a\u8ff0\u65b9\u6cd5\u4e2d\u6211\u4eec\u91c7\u7528\u7684\u662f\u51dd\u805a\u5c42\u6b21\u805a\u7c7b\uff0c\u5982\u679c\u60f3\u8981\u4f7f\u7528\u5206\u88c2\u5c42\u6b21\u805a\u7c7b\u5219\u9700\u8981\u4f7f\u7528diana()\u51fd\u6570\u6765\u5b8c\u6210\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">dv <-<span class=\"st\"> <\/span><span class=\"kw\">diana<\/span>(samp_hc, <span class=\"dt\">metric =<\/span> <span class=\"st\">"euclidean"<\/span>) <span class=\"co\"># \u4f7f\u7528\u5206\u88c2\u5c42\u6b21\u805a\u7c7b\uff0c\u8ddd\u79bb\u91c7\u7528\u6b27\u6c0f\u8ddd\u79bb<\/span>\n<span class=\"kw\">summary<\/span>(dv) <span class=\"co\"># \u8f93\u51fa\u6a21\u578b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## Merge:\n## [,1] [,2]\n## [1,] -1 -13\n## [2,] -7 -20\n## [3,] -8 -30\n## [4,] -4 -22\n## [5,] -34 -57\n## [6,] -6 -23\n## [7,] -3 -29\n## [8,] -17 -24\n## [9,] 1 8\n## [10,] 2 -18\n## [11,] -58 -60\n## [12,] -54 -59\n## [13,] -47 -56\n## [14,] -9 -27\n## [15,] -85 -90\n## [16,] -2 7\n## [17,] -62 -72\n## [18,] -15 -26\n## [19,] 10 14\n## [20,] -65 -76\n## [21,] -40 -50\n## [22,] -41 -80\n## [23,] -78 -87\n## [24,] -39 -53\n## [25,] 12 11\n## [26,] 16 -5\n## [27,] 3 -28\n## [28,] 6 -10\n## [29,] -79 -81\n## [30,] -48 -49\n## [31,] -43 -83\n## [32,] -11 -19\n## [33,] 31 -77\n## [34,] -33 -52\n## [35,] 9 4\n## [36,] -63 -70\n## [37,] -35 -55\n## [38,] -44 13\n## [39,] -37 -42\n## [40,] 23 -88\n## [41,] -32 -51\n## [42,] -74 -82\n## [43,] -31 24\n## [44,] 21 25\n## [45,] -71 -86\n## [46,] -64 40\n## [47,] 27 -12\n## [48,] 26 19\n## [49,] 17 -73\n## [50,] 38 -45\n## [51,] 20 -75\n## [52,] 37 -38\n## [53,] 47 -21\n## [54,] 39 44\n## [55,] 34 22\n## [56,] 35 18\n## [57,] 56 -16\n## [58,] -61 15\n## [59,] 43 -46\n## [60,] 49 -89\n## [61,] 28 -25\n## [62,] 58 46\n## [63,] 48 -14\n## [64,] -68 29\n## [65,] 59 33\n## [66,] 41 54\n## [67,] 55 50\n## [68,] -36 30\n## [69,] 51 -67\n## [70,] -69 42\n## [71,] 66 52\n## [72,] 57 63\n## [73,] 53 32\n## [74,] 65 67\n## [75,] 45 36\n## [76,] 62 75\n## [77,] 60 -84\n## [78,] 76 64\n## [79,] 69 70\n## [80,] 71 -66\n## [81,] 72 61\n## [82,] 74 77\n## [83,] 80 68\n## [84,] 78 79\n## [85,] 81 73\n## [86,] 82 83\n## [87,] 85 5\n## [88,] 86 84\n## [89,] 87 88\n## Order of objects:\n## [1] 1 18 29 40 5 38 24 44 25 3 4 48 7 10 35 31 13 \n## [18] 46 23 9 39 14 42 11 49 47 17 37 16 34 58 94 55 66 \n## [35] 87 78 73 134 124 57 86 71 128 74 79 92 75 102 114 115 147\n## [52] 135 56 85 62 72 68 83 89 97 95 100 60 90 65 107 61 80 \n## [69] 82 101 137 149 105 125 144 145 113 142 104 112 109 126 130 106 123\n## [86] 119 108 110 118 132\n## Height:\n## [1] 0.1000000 0.1732051 0.1414214 0.3741657 0.1414214 0.6164414 0.2645751\n## [8] 0.6403124 0.9591663 0.2449490 0.1414214 0.3316625 0.4898979 0.1000000\n## [15] 0.1732051 0.2645751 0.2000000 0.8062258 1.4000000 0.1414214 0.3464102\n## [22] 0.7810250 2.4289916 0.1000000 0.3316625 0.4795832 0.5830952 0.9643651\n## [29] 0.3605551 2.9154759 0.1414214 7.0851958 0.4242641 0.3162278 0.6782330\n## [36] 0.8831761 0.3605551 0.3741657 1.0344080 0.3741657 0.6082763 0.3000000\n## [43] 0.9165151 0.3872983 0.2000000 0.5196152 1.5459625 0.2645751 0.5196152\n## [50] 0.7745967 1.1747340 2.5748786 0.4123106 0.9055385 0.4000000 0.6000000\n## [57] 0.2828427 0.4690416 0.1732051 0.3162278 0.1732051 0.9486833 0.3872983\n## [64] 0.5744563 1.3928388 1.5968719 0.9219544 0.3464102 4.7127487 0.6480741\n## [71] 0.2449490 0.8062258 0.4795832 0.3162278 0.4000000 1.1180340 0.4690416\n## [78] 1.1180340 0.3872983 1.3453624 0.8831761 0.3464102 2.2671568 0.2645751\n## [85] 0.5477226 0.9273618 1.3892444 0.9327379 0.4123106\n## Divisive coefficient:\n## [1] 0.9469845\n## \n## 4005 dissimilarities, summarized :\n## Min. 1st Qu. Median Mean 3rd Qu. Max. \n## 0.100 1.123 2.494 2.644 3.903 7.085 \n## Metric : euclidean \n## Number of objects : 90\n## \n## Available components:\n## [1] "order" "height" "dc" "merge" "diss" "call" \n## [7] "order.lab" "data"<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(dv, <span class=\"dt\">which.plot=<\/span><span class=\"dv\">2<\/span>, <span class=\"dt\">hang =<\/span> <span class=\"op\">-<\/span><span class=\"dv\">1<\/span>, <span class=\"dt\">cex =<\/span> .<span class=\"dv\">5<\/span>) <span class=\"co\"># \u5f97\u5230\u5e26banner\u7684\u805a\u7c7b\u6570\u6811\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"-1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.4<\/span> <strong>\u5bc6\u5ea6\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<p>\u2003\u2003\u6211\u4eec\u9996\u5148\u4f7f\u7528dbscan()\u51fd\u6570\u7684\u4e24\u4e2a\u53c2\u6570eps\u548cMinPts\u968f\u610f\u53d6\u503c\uff0c\u901a\u8fc7\u67e5\u770b\u8f93\u51fa\u7ed3\u679c\uff0c\u518d\u8003\u8651\u5982\u4f55\u6839\u636e\u6570\u636e\u96c6\u7684\u7279\u5f81\u786e\u5b9a\u66f4\u52a0\u5408\u9002\u7684\u53c2\u6570\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(fpc) <span class=\"co\"># \u52a0\u8f7dfpc\u8f6f\u4ef6\u5305<\/span><\/code><\/pre><\/div>\n<pre><code>## Warning: package 'fpc' was built under R version 3.4.4<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds1 <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> <span class=\"fl\">1.0<\/span>, <span class=\"dt\">MinPts =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u53d6\u534a\u5f84\u53c2\u6570eps\u4e3a1.0\uff0c\u5bc6\u5ea6\u9608\u503cMinPits\u4e3a3<\/span>\nds2 <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> <span class=\"fl\">0.5<\/span>, <span class=\"dt\">MinPts =<\/span> <span class=\"dv\">3<\/span>) <span class=\"co\"># \u53d6\u534a\u5f84\u53c2\u6570eps\u4e3a0.5\uff0c\u5bc6\u5ea6\u9608\u503cMinPits\u4e3a3<\/span>\nds3 <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> <span class=\"fl\">0.5<\/span>, <span class=\"dt\">MinPts =<\/span> <span class=\"dv\">5<\/span>) <span class=\"co\"># \u53d6\u534a\u5f84\u53c2\u6570eps\u4e3a0.5\uff0c\u5bc6\u5ea6\u9608\u503cMinPits\u4e3a5<\/span>\nds4 <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> <span class=\"fl\">1.0<\/span>, <span class=\"dt\">MinPts =<\/span> <span class=\"dv\">5<\/span>) <span class=\"co\"># \u53d6\u534a\u5f84\u53c2\u6570eps\u4e3a1.0\uff0c\u5bc6\u5ea6\u9608\u503cMinPits\u4e3a5<\/span><\/code><\/pre><\/div>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds1 <span class=\"co\"># \u8f93\u51fa\u7b2c1\u79cd\u53c2\u6570\u53d6\u503c\u60c5\u51b5\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=3 eps=1\n## 1 2\n## seed 50 100\n## total 50 100<\/code><\/pre>\n<p>\u2003\u2003\u6839\u636e\u7ed3\u679c\uff0c\u5728MinPts=3\uff0ceps=1\u65f6\uff0c\u6837\u672c\u88ab\u5206\u4e3a2\u7c7b\uff0c\u5176\u4e2d\u7b2c1\u7c7b\u542b\u670950\u4e2a\u6837\u672c\uff0c\u5373\u4ee5\u4e0a\u8f93\u51fa\u7ed3\u679c\u4e2d\u6807\u53f7\u4e3a1\u6240\u5bf9\u5e94\u7684\u5217\uff0cseed\u6240\u5bf9\u5e94\u7684\u884c\u4e5f\u5c31\u662f\u6211\u4eec\u5728\u6982\u8ff0\u4e2d\u6240\u8bf4\u7684\u76f8\u4e92\u5bc6\u5ea6\u53ef\u8fbe\u7684\u6838\u5fc3\u5bf9\u8c61\u6240\u6784\u6210\u7684\u7c7b\u522b\uff0c\u5373\u4e3a\u7c7b\u522bA\uff1b\u7b2c2\u7c7b\u542b\u6709100\u4e2a\u6837\u672c\uff0c\u5373\u4ee5\u4e0a\u8f93\u51fa\u7ed3\u679c\u4e2d\u6807\u53f7\u4e3a2\u6240\u5bf9\u5e94\u7684\u5217\uff0cseed\u6240\u5bf9\u5e94\u7684\u884c\u4e5f\u5c31\u662f\u6211\u4eec\u5728\u6982\u8ff0\u4e2d\u6240\u8bf4\u7684\u76f8\u4e92\u5bc6\u5ea6\u53ef\u8fbe\u7684\u6838\u5fc3\u5bf9\u8c61\u6240\u6784\u6210\u7684\u7c7b\u522b\uff0c\u5373\u4e3a\u7c7b\u522bB\u3002<\/p>\n<p>\u2003\u2003\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u534a\u5f84\u8bbe\u4e3a1.0\uff0c\u9608\u503c\u8bbe\u4e3a3\u65f6\uff0cDBSCAN\u7b97\u6cd5\u5c06\u5168\u90e8\u6837\u672c\u70b9\u5b8c\u6574\u5212\u5206\u4e3a2\u7c7b\uff0c\u805a\u7c7b\u7ed3\u679c\u5982\u4e0b\u56fe\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(ds1, clu_data, <span class=\"dt\">main =<\/span> <span class=\"st\">"1: MinPts = 3, eps = 1.0"<\/span>) <span class=\"co\"># \u7ed8\u5236MinPts=5\uff0ceps=1.0\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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ligHKYrFYmWKAslgsVqYYoCwWi5UpBmidatILJv2UOs9gLaNFynL3LsbuXad246sM0FrFAC0hdu86tRtfZYDWKgZoCbF716nd+CoDtFYxQEuI3btO7cZXGaC1igFaQuzedWo3vsoArVUM0BJi965Tu\/FVBmitYoCWELt3ndqNrzJAaxUDtITYvevUbnyVAVqrGKAlxO5dp3bjqwzQWsUALSF27zq1G19lgNYqBmgJrZB2w3Jbfe2M1SA2jkdsHI8mcSlPy6e5tpHr0B6N07bdvwLao3FiFTTizo0zzYkK8ClRawB08SSrk6caLJqPsmrb7t9k7dM4seqN6Lbi3o3TTnGiNWjKAF1Du6wGvd8XIOgujROrkBH3bpxJTsQAPRXtshowQAtosJ\/bijs3Tujy\/eIu\/Klo5mpA9QFj901IdFr\/S2nnjKCkCmL81F\/NjZ0bx+FE2lG9Lhtrg48\/XNx98j4rg3aaZaJJSXEXJT1NDFCPds4ISiZANUhPC6DdVc4I0M8Pv\/jHzcdV38E\/ezYlpzrNIrEkpbiHkp6oeasBhbHYfRMTLRHlvhlBSVnN4ATcPx7atXFahxPpHX7\/igPodXP29N27n5qzH6fnmAG6jmatBq5bOLGvYBOUAZqt1gboWDjjjHx7MgAFDNWtTWif6QA9Pm\/6tudVc6dEnhmga2hmgAphuhm9ryBBW6hpUe2aEZRU4bSm1H4ZatfGMa9dA9T+QyoKoGM\/Xnw4Hz4nigG6huasBtREJr0vsOQwMVUGaKZ04RgEUa0uUHp7No59+QCY6kZSCqDyc6IYoGtofoBiN6P3DQAt1Ymn0sjSnhlBiTYcaILCADs3DrjUFgMUD4TSihsDvRwGPz+cf1liIp4BuoZmrAbmfK57Hxpnmi4GaJ6owpHDga0VYN\/GgZeKp9HAjWQKQJvm1tcvzrvBz+Mlj4FuV\/NVA7jgI7APdRAni0gjU\/tmhCmqcIQsF9mv1wF2bRxoC+2e9goml4sFbfDbi8fdCqa+I98U6cEzQFfRnACN3QJTnCXEAM0TVTiq5XVyANVbtnvSloKKssHxtxf\/0gH0XpmV9AzQNTRbNbAmcRP2lUt4WlS7ZoQpR0G0Du3WOHJA3u+oARfjRzlPRQxQj\/bKCFJ0QVg0YYAyQFWK2y7pIlq+GrTGCuRwf2g17ZURbpmF4ymdnRqnjHsyQE9Fi1eDFk9nlm+BFtROGeGWLpwWTJ3QpbMv48iraw2AZrpn0uvseB3ohrUCQIW6mTNAK5MunNMFqEBtTQaoL8UtlnRhLV0N4IJCq79Ym\/bFiLB04UQUza6M01rPGk1Tmg0+\/TE1vT7NEpGkpbjBki6tdQAqV8U41m6793minEG7YoRbeERF0mS\/ALWvTLUvYTt0Ssw8BnoqWrgaQGCanXk7bJwbz9fz3y4jkoTH\/9SDRwGzbtc4tsPIHrrvfp4UMwP0VLRsNdCuK0eU9FAbETbKjWccOt0uI1Kki0I2xPYNUNth7FHOPJdqowH6+fH\/KPQeei0G6BpaGqB6yxi1J1oFcW4840jqZhmRJDD+16Leu9+smzWO7TCtms0EYSbFHPEs\/NnLnCQ8YoCuoUWrATWlObZ4iFZBnBvHhsvRZhmRIl0AZuHsE6C2w6hmt3PGPa6TA2KOeZlIc++XtJwHxABdQ6sDVPhcNsJvY8PlaKuMSJE0NIUPr1k3ahzbseT1TgUojDli5dJ\/Pm+a+yX78QzQNbRWNcCd+dZ6oXLsepJS605IbZQRSQLjn7opho45tFHj2A6jG9yu640bJYIxRy39fHPeNHd\/jshznBiga2ilamC3eLD7msucPBHBj8LaKCNEwsoEe\/4Il437zE0Yx7oCe57d3e6EkcTeysfPuLXzx9c3CG3uPvk7rwPdrCoBqDB8PRagU9ed+LUJRpDKAKhggDoBKiI8LAOgN\/r9+\/G1oNPFAF1D61cDqgelqnLIbyeuOwlofeNkKnplgtkATZiU24JxLDtQ8+yhufe4USIcS8rTm5\/+\/Yfv+Cc9tqr1q4ECJ2iIqnZQwG+nrjsJaH3j5EkbDttWUNtwAlrsEaCqZdhmA5TyRKO5mg\/QUmKArqHVq4HZg2rb1toXd3L5vK1unEzpPmcAoOZISooxN2Ac1Pd2OVboul2jSTiwEQsD9FS0ejUwPM\/ycl9dTq3zqVrdOHlCfXEJETjYAbb3D1D9l77GwHUrp7QHA\/CgfRJA5xADdA2tXw1Q36fVVb4t+lPHWVrfOFlSrU43QHGrzDgxTvUbR9shdiadjqQlABqIL+l1doXEAF1DK1QDX99HV\/f52pXxqp8RlGDTSqBWqDoqDYsGQBPNXb9x5N1BDX5meJPLOgFzMUBPRbUBVO8K+egCqp8RhNoIgIpW79otQOXgpQCOlREJaR3pnq7TuAt\/Klq+GlB9H6uSA4TOlI0YVc8ISmhsb9zQB8AtiurrJ6h64+jLapEJ0uOxR5OofVAM0FPRLNXAh72WntAEfS17snQtjFbPCCTZqiQa9Po4bOMjc+8OoJQTEY5nbbnjce0jYmGAnopWAKiwWgK2nzNA00UB1FzKpLqyprlFcvOsduOQTmQ7nrXlicaxjwF6wpqjGviaM9RgVKubQarfpVtK\/vhmVe2MQIJWkpUbjgCiJhNohAIOJKW3AePAy6PGKfQOt4tBK9H7qFgYoKeiGapB6wMeGowCmPSLARoUxGOGhhNTEqzYOF5D4GDaEemrp851uWfLAD09zQJQ4ayM2geHv0Snk\/b5VQhaMSMsQVONlTpJ4hQBav8horLOdZkOxMIAPRWVrwa+1oz2X9xd1\/V9DIU6o+74ZlbFjDAlbYi77\/oeBYrFGAdFgRNSrNc4aOyiRY5lBBOGRcjI4GiSvY+OhQF6KpoLoK77udCj+S0EKLrHtzCcL76ZVS8jLCFYmK0iNRqoKrqyMCLongCqFxfoOzS+QDRwaR0VtgNSTtmiWFS0DNBTUfFqgDvp5jGi72Pz09FvysvPFNXLCFO0NWELCbdPnYpPslrjkJawxzmhs9GjoC1xe6f26VhUvAzQU1HpaqDrIFEZ6ZpNe6NVp1cgaLWMMOWwprLfuGFVfjJwpKo1Du1Y6p8KBUaJrKNjPJZ1qH12fCcL0I8vLrp37N+6+5fiP9p82TRfmpF2P81X\/q1WWuMPBXy4uaYHrjDlAWpvGQEinjqCHfxAfHOqWkaYUrbTthS4Wyn3o\/YZwEy6eWs1DtG79rsTdVQI8gx\/LGDrJAH68RF4\/L\/wT46uANCP398ZNpYEqLs5g6q4Go1LmyzOydEU1coIUyk29Ng8LdFajRMarJChXEdb5aieYCELnyJAr\/ALVM6eFU1rcYD+et7UCFBQfQMAJY7k5GiKamWEqdTq7dqfpEqNoxjovPoxmOtoqxyVCBZp6lME6LXxBqrCBF0aoF3cKwDUKdh5lN0rPaY0BmmJcEVzkahKGWFJgQFuwMPQ1i0oA7X4JmOApFLj6E42Gu\/0uhM8ao0wCdop\/aMepwfQDjjN2b2fO8h9evu42E\/lSe0WoJRT2vvA7T1491bhlMfr+JYlaqWMsOQwpNCz7y0AqLatCgYabtGq0zhB7xL2dcKj+lMe08P20ClbAFDCPU\/vfaBdB\/62HvfsoOOmToYYoJHSgQVcneNJbT7VyQhLAVbI\/3DERJgAVUOH0arTOJH+5ToFwXQ8KiinxK1UBujx+U3780dwrOvRW8SboL0ClOrJ2Puwb5pbKJTQrQC5R8fn7zcVV52MsIStpttKxkocRVEEUB1JonGrNY70K7QHOJt5nTlOKbfGv5Z7nlwXHvBmUEfUknDbGUDbVt98zVpH7DNu7h6p4HgvPODLV1lVywgkr2kT2v47ASh2JbSHvM4Ik1HhYMde38JSAPrxxbcXFxffPim13qcugHZ9etAk\/fj9V90CUbC46bo\/fnzd7b94itn49ptub3Nx72e1KxWgdoI3HOwS7Mdnz0DMNzq+vhhzcT3EeKk6D88UQN8+PrdOLABQ+QceM\/eNThhThVV4Y6\/RjVpGtTICy0fJpBl6kTSXVKtxTGdyu5PnqLnH2glHRoX1J8IGH\/Siyds\/hgJHafUuvLsxCFaIfimJ1gNUHTh7qkP\/eq4HP9SwahpAqQR7gL5Rcd\/TsakEz350AlTHeA9lI68a4EEgc0jJ3CedUDlfi7dAOGpLx9cmD9RNU62MQGrR9JDuRqIGEpgias1iUNGIPQAUXhrah67X1cGHI0fqKLmlzS7jgzEHbXBTKW\/\/9V2nf3+EBw+ztf4k0h3HmOcHQER1sR1A\/\/dDvV92ko+XDZQEZBJAyQQ7gH4D9qvoXoGw3zoA+vU5caJpA6dxTMmbLxj7gQfBh7qhy\/Mo6XBGHPhcPRDgzllZVcqIQcgwZvvI2AYV3L6NyejgR4SqM06rnE1fGdyHbhjOJiiIygiIttoWAVTft4aPoA0uQYf30uj8ZqqKZUzUeESPs7td1\/f37zXQxnWj3Rkfvx9R1akj8a2n3VOU716DqfwUgNIJjlS9fxP1p1dGgmdPbuJ++wgg2xgDpU60bOA0jimJO6PyoW04LBSSP5yKT9UGd87KqjpGQLW4We82LqjrbgNTRelXdcaRjmReO0VI4xbtc7ugfVU4EHPIBp8fgoqPvuRr7YX0Yxvt7hNjlLDr3Teyh951oQcQXsN25xsELmWODl3jlwSAOhLsOSibo1cN3P3FwP2h8UsDFJ4I73c51QDUXLRn3Av2SScO+aA3nI4Zt2fnV3WMANKdAJ9RWxoiloGpogyoNuPQtwmida6Cyw2f2\/nsZsQHYz5BgMJR3Vt\/Ai3R6wZOYl\/LFtw17Lf3XHqGNnpdKnIlANSRYM9BGbUes4WTXT16aYDaJ1I2EBEHYF\/Q2GNtqbEitQ9WbbklcCAqLYEHApxZK6vaGAGF+ozqZuWo8HqQzuj322OfGweogB6GTSOcLgtd0TzqTMwTX9gGN9VQU+K6zILJtQEqjq\/BQGHfKe73Pkfo6772YLpuIIkUry4Rn64yAOpKEDRnhUYzXj5w7QIoOnEiQOkutzxm19xY0WnFhy2v2hgBBOwQb2EFXX8hxeVgVePYuaSb49Q+4zr9R13JB84N2uC6ORuX7hxvOplFnhpfHaCiW5r1lULoOIHekQiuorwaAXSN+8KXZGMyB6CuBDsO3oF7+5i7vc\/QuSRA7ROdNggdaNMAOo2gOd5dTpsAaNQgiWE5c1eOcU8YoOFzwzbo3110cXGBOrKTVANAO\/3++jGc\/r5u8KzL9XjA2G9wqY\/ob4+bDIC6EsTr4WV6RrqXDoDaJ3pt4DtAdc3dIcFfOdYpiJngmOVJKlHuwutBY6I1BDvzKqDZVW+N7+la0zi2E8A7A7FlDFqgk6ErRidvbWFF2ODT66\/s8cIpqgWgnYZ59Z541luaNEAhiCD2jr\/98M0FCpwKUCpBJ0BhFPMDNPo2DWp2\/Gy8kZIzYV+65bQBgCZIEIU3wZSrA9TwjvHDdhPCEvBcnwu6Ug+ecXKPclrqF553RLyyedbvdwL042MbfikAdSVIc9AYOriqFqDWqXQVxyk5E\/alW07VApTkYYR5bXNvEqBy6MLYM2zYbkK4GTjZ54Ku5INnnBpA7Sc51chhKkB1+Fv3XuaMgVYOUGFP3PpCDVu6407t67ctZyT66nbFmVe1A1R10+Fey666Gw8jsLcStTZAjWakf0ubgDqXdsApOkWAGnyTk+HE4GYvB0D7DvjZ13\/9e\/+DRJkAJROMAugCY6Cgu+QMoQ6rdo\/QlVjvG4LR\/gvJkJSuU4fDIfGMBOOkRz5B0KCAjRKguHEKR0d1BNRmmpI8p6h50Kiu3ANmN+U+AqAt4USGA6ZjlDjDaAD5z9\/BOlDrbXYaoOacjhQ9iYQWwecB1JVgLZNIqGvultnPUT7qlZGKY5zLl65b+wIotq2912tdl9FTtDpArSZm8OLB1brOZYCmpKiTNB\/Q0Y1SvAhICy93l+QyXh2Xs5DelSDNQYxb5zKmorPw+h7vCDIGg34ZhU+rYeQa5\/Kk69RNFU6txfHGyYg8XxQZoiFCR5ChFM8pah7pTdoTYy8d20BQJ1MjR1H5wUrrwn\/6IylBh1YFaP+0zlN48HJEqvnoziVYB6qRKHll8yxrIT2VIM3ByIX0hZcxmVvOoNDXzS0dSPVArVTIca5TByjqdAKAGofHTUiIkplIBmgp+yA\/MnbTV0i5mMMBrWgjsjMZoGW07ix8\/xj5PyvEHX9SE+i4carah9cNZOUlGALVAL3SYRIe5XQk6ODgJQCi+1HOZWfhgUcmSseAP83IHJlWsqtrvyOqEutzo42DI5cRlGSGMTxsWi3VvgWUNL4hlHkOlpkS5bgg+N24UL8xiL10NM78CPuefnoA7d\/GJH9VbniP0gig\/ogE0EfVprwGa5T0uz0+nGtQ9hDOAKgjQQcHwctEhhfbDTGCB0JXAyjdbfdWdhyBcI5VOTKtxAD12reEUgGq\/s4IUDYK28IAACAASURBVD0a7D7DPJfYmQJQYqxJRAH0+Peb6vnxh4u7T4p04NcGqHobk5ZkW4\/K2y\/fdw8P6BfUDevdz7qXxIGXzvVtwNvd+5zkgwYWQK9UFJ8fmkmCxq2VoIuD6nV2v8PX2fXTYi\/F8Y8ZZuFDko48urTu4uiv8rbdwodD6P5VTg7sHrViWsq5scbBkcsIynXrcSdRGQwTFAa0bjvjZpHcjEoa31Af2ij55oE+RO2z+tR+dyI781Q0jsxQEcc8ynlTUYcli2d\/DqYSo7UX0n8wCKp\/o\/MNOnJ\/2NlR7kLvBa89Bjv\/TbErBaB0gk4OXoI8\/0\/F\/XE56YPlAYpaRfCbVefjGgUZWZgM0CHYBIAeCg78KdPJr4K0n2F5UgVyI5UMUIGNkm8e7VcC9Hb0PvNS\/SagHdCOxZUX\/Dkq5mUi99\/f\/Pnzu3c\/0atukrU2QMURvNpdv42pE\/iFDXW36Ec7Fek0bQFB77\/XHekkgJIJujmolt5\/+V4vCx0jv7MWQJX\/aa82Drkr+NRKb3fXQb8x4dxI4+DIUUOrEECF0Toizaebm5Rlc23pVNr4xrBxQBbKNA\/hV2ifdal+E5BHtRGDedFnAEW9zk6+0+5qJ6+zu7mst8Mz7LfuvTSO\/N7\/xtvZ3ZfqSofpok+vrF9qG3\/27e5fuqBwricBoFSCHg4OwwV3X6Kh1mOXtRuILw1QWIXVd9VJxxVcY7VoB3MyQMe\/+QAVhwOMaJJw7xz33tXmcMS0Ix5CWakLr00AjZJvHuNyVXNR7pNmMc8KX7858hF2StfgQNTST7n+cw\/rQNPlWu++qtTLQ6M1GaDwHgx9OErC+JMgT\/fP7q4foLyxoHPjjHMwhCIuBdCgJeGQCTjVDlZK8eMbhHEShlRMxTuXcVYQoA73jD4DHGCABlUJQHHz0nyXaFjFARrt3yg4iihK8wJ0+JwAUGF+Zssc43Pa0rajfcrEvEBNAKiwzRSvJPcCZwmzlRiMWQSd0pleVBf+pr84\/rjFXrrwKaoEoPgp\/vRMTQWovrETnXSwbwgR2orPt2cON767bseC19ikGWeYFVG91EJrmVpV9aVhfU1SgezYqtCFu++dMp5EIlYwZZgH+RXla\/oDniNSjJDnlFoxk0g\/3rR+urmTjw\/LvFGZAZoj9PA9\/vGOKE0EKKyhlgPDfTK0Y0v+Dwm2XOyqB+YohNzw1lBrJhiO16UDFDS0dINrMkDlX5uTgBXgmLKjGh8U6wN0NIreYZVWtJRTCWgAch8+J+EZI+ieqfnrFLOMqbn17eOmufgqddTNmWaRWJJS3AFAh0Wj\/SzWu1fn6XmaDFDjj0MydEih9NDQolX3xtVDqMfoA6gVi9HdTH1fhkuhq\/LIZacYOybaNlFpb1rxKS1d+6rC7tS2Igmgkw0XUXveypU2aMHPBDFA83SJpvFTOwPTAAqbR8OW15MDtT7sq6oVQwJ0OIrrpqerT8wETwSoixSBq\/LJMI\/8GwNQM9SEXFBKfFXVjAANuZ3uCcUSNMkpKcWh5d1v\/\/EfPxd6DokBmq1f9crT2+byq6BKABQNhLbUlhHe3GpjvdtYXmnUPQqWPoAGZ4LTe6kaFQUX0uP7lG5NAVKqAdIWDUoLvFFUKQvpR6sYe3PNExwQklvghGgXQ0mIXOOd3rPwyaoHoOL4t8fn5OrVCE0CKGxZ6i3z1u1sH7ibDA4peJLoo9oz3mG24ExwIkDNUVBf1ClKMaC2Y4Jds5QGUKtsJpgn3tnc+0IpTDSesbw7I4aMNBdJBaW4wm2iNk0BaAvaOIsClJ5nTwVoeCY4eZjPXi9VgqApBtR2nMqAkBIW0mvbwL36b5qg1wWczb0vlMRE4zFAT0XTAJq65Y0nZgR0+CABSnUUvZ10PCdMKXmYb6SF0CQv04fvBCfUWwAR\/Ddlqnma0gAKVniNO+FHknLcLtbFSom78KeiCQBNaxG57+S6oRBIcBw1c8xAJAD0YM3W0\/U4p5dqRlmKoAHbTm0ypSvCOB4755snye1aeINhgJZOkQFaAUBbozXllFqU5KiRctmn1cwhZpuWAGiZhfRS8QBdCBOTABoePnEqA6DRLlZMDNBT0RzvA6XkrtfRXX21KElNceOj0QD1Lm2CSurCq1wY\/dVynXgl0phTJ45TFTaOPapBDJrMYB4ttWgB7FhEDNBT0SwAtVub7oaR2ZqiRLQ7zWaj0cxxt1RFwgKaiS3QYAuXktMIKIwdLMaORRUJUNMOVKs0vRmq5b3Yllgwm51Sihigp6LFACoct\/88gFpYSgBo\/AKaSgFKGrM+gKoewWoAtVcjMECLpsgAnQWgdmsTD+WnSnW5dWWzq52\/g29EJ+IImmwcmxYo\/xGKGcKcZs1SigMoWsSkC0gIcitdXnutZygG6KloBoAS3fVJq0gUiVRFpGbcowGasIAm1TjO5lYiQP1mWnpJjkMh46BRYQxQfVsxttLls9eKhmKAnorCjAjU55juengVCVWBDkYVFAhMumdMdAonPX+kNfVxb7lyIC61TobtWsUAe03j2gSNBKhr6MUoqMQ1Cy2EYwCgaxiKAXoqKg9Qu98UsYrEA1A1Y0TVRNmdjwcomJkP1tXJ78vQqwJSACqAvWyAWgdXUsA40M6mVeDcPB5SyQKoc3rSCLygGKCnoiAjAoNyMd318CoSqpNrddwP1BYMZ0RF10W9tyRAHXwHy6qiyGDYThoXGXn5NTm0YgFq3v7skRihwscOdgDDCBEE6AqGYoCeiuIA6hmmb0F1lz7dGjU+NAmqWo0CddxRS8UlydFIgJqA82oyQA86FykAVQ2rwWDInH5rLtjY8hsnVGBwazhN3QwjDKUtI7+7wvjn3mczFwP0VBRihHeQSRjtgBb\/UWHiAIpHwayBMr+orjlVFecBKDGIYKUSAQaj0ykthspg6wAVVqmOp+l9waSRYcYdrkAM0BlTZIDGATQwTK\/+turBj5jVOEqyNTJsww65BpCr+gn9X8emtmJz4NBqAJXtePkGZeG7ieEIFiNo1pNIVLEKFTx2uFgZZmInfT5zMUBPRYFqEFgJAg5rpw7d9i0B0gA44kM+BdmVq1iA+vkZnRvDeBigMVW9rQ2gqRpPC6SsDZPhbDie+QDKr7M7DcUBNDBMr3rsWT4N649GonnMW+tykRXQqgBtVT9eHg3mNzDeUlYRC+mTJU\/0p9xSvpYFUDGXuRigpyJ\/NfCvBGnhYdXPTOhx9hqrjq5ECDZ4S\/6zx80md9cpRQJUzhVZODjgYYkkaZNGEzTV8tMUA1C7VIkSFGrT3kfJtkye5jQXd+FPRZEAdcxz6i3dz4zvcQ6iASrU+k4QjgSoOlheEwGq12EtCdClCBpeSE8MrsjiI7BJblHSvlYCoPOYKxYtH3+4uFvoRzkZoKvIWw38fSTqaEJ1H0X04iwQxSn94kOKA2goV7Fzy0h2dz7Ii1TLT1QEQEXKyEZsYU7tuOt48GdRhdDy+eEX\/xD9j8N3v2tc5rfVGKBrqDBAUbc+KgNEZYpnZmSdy1URgMZOLWOlAzTZ8hMVXEgfXZjDabGFWQig85orDqDXzdnTd+9+as5+LJJmiUjSUmSAFnqZCNXVT2mCqg24iN7q+BKztOWWLFFKM46q+hKcCJ3pBLW3yp4wUWGAivFTmeOQaQusMhc6r7miAHp8Pvyu71Vzp0iaJSJJS5EBWgagdHMpzjGjWicyqInVyEZLriKMcwAIJ7OfsAwUKtmQpXq20cpbSG+ObKerzIXObK4ogI79ePHhfPicmmaBOBJTZIBWDFDQIpUhqYmlugF6OGS2kfcO0PzS2h9A5efUNAvEkZgiA3SO94EmCk++qolaiVAUUP0T5u5ZFP2wjcAZP8DhP5DPXSnrZSLSYHszhqm4MdDLYfDzw\/mXJSbiGaBraDJApzb9nA03E6Cu1uaaAD1AgIY1Ty5XUu7LRHZpDFNhgDbNra9fnHeDn8dLHgPdrioGqLAflSZqX9YioUhFABT8OTFmMEA9Ctae31487lYw9R35pkgPngG6iqYCtGz7z+z6GhWNguWaAAXT7GB84aD7qHvGRMKbVtCCJrNQd6mo2nP87cW\/dAC9V2YlPQN0DU0E6GESQHVNOiDgOJoq1CKYIgtjXIoDqL\/1OUe+qlD8iwIMg+zaKqP4Uc5T0WSAign0MgGql\/xsAqBghRID1HnAtseuzTKIAXoqmgbQaR1VYgpbHSFm3KkFQZmLhCIVHOaDieM21uSx4eqV0IXHoxunQFAG6KmoBEAz6aW7\/4o7IN7DBgCq0j7ghtZpr9QxF8nqu+NB+cv+jZPwOjteB7phTQIo6MNmCE5h+6SCx+0rKK9xjEx6cr5PxQI0UKz7FAP0VDQFoIdJ7T\/d\/ffzcxsAPUVGhA6Ajjsbx6dPfxRJs0QkaSkyQCcC1N6KF57CJlcsrd0Pjn0bE1i7dJi0LGFLin9Mi+i4791EPAZ6KpoA0GkNCjzjbo6LTRscKKUo49ht6N3joVf8UwaBxRV7FAP0VLQWQPUZ8mzcQJl1cihWMcbRmYcA3TceekUDlB5w2beFotHy+fHdIo8hCQboOlrrZSIIltbalkr6enEAHf4eQJPrJJqg0U8ZVFKYiyoeoGUmkPo0C8WTkCIDdC2A+mcWammqRE00jx\/0lexYCQA9JbMMCk68P74Y9FXT3Lq4KNIKZYCuIQaoRwxQj2JfZ3diZhkUBOhztMyJlzFtVrW9D7QqRU00W1snooT3gS6Sn6oUrD3H580\/d+8Q4S78xsUA9YgB6lHkY1onaBkRVXuumu41ygzQjWt1gNbcw4uYaK4383Mr5X2gS+arCsXUng\/nZz9uHaAsTzVYRrimLZVqrALGqTvzc8tjnMNpW6aJex\/o8+YBA3TzYuN4xMbxiI3jUQyAjq+aW2V+kbO3e6F4WCwWaxN6c17o9zwEA5TFYp2aPv7wXZkf9GCAslgsVrYYoCwWi5UpBiiLxWJligHKYrFYmWKAslgsVqYYoCwWi5UpBiiLxWJligHKYrFYmWKAslgsVqYYoCwWi5UpBiiLxWJligHKYrFYmWKAslgsVqYYoCwWi5UpBiiLxWJligHKYrFYmWKAslgsVqYYoCwWi5UpBiiLxWJligHKYrFYmWKAslgsVqZWAOjavx1dg9g4HrFxPGLjeDSJS3laPs1FLHk4HG7+L5JUntY0TvXKMU5f4DWXeClN85ydm6kAnxK1BkAXSORwkH+qlKcaLJqPKpVlnMoLvJgmes6+zcQALaXBRep1FAaoR\/kArbjES6kEQHdrJgZoKY0eUq2jMEA9yjFO7QVeTNM8Z+dmYoAWknSQah2FAerRBIDWW+KlVASgezUTA7SMDso\/anUUBqhHGcYBBV5piZfSJM\/Zu5kYoGWkvaNWP2GAejQFoNWWeCmVAehOzcQAnaSDGuGBmimxaWKAepRunA2UeCklGccwxu7NxACdJAboPsQA9YgB6hEDdIpuXGIzXsEA9SgHoNsp+olKMc4JmWXQpgH68cW3FxcX3z75JZjinADdiL8wQD3KBOhGin6ikgF6GmYZtGGAfniknqa6\/WMgxXmuclPPWDBAPUo2zqaKfqISjHNKZhm0XYB+OG9u\/\/Vdp39\/1Jz5CVrkKu0766aesWCAepQH0BNpbEUYR88F6L+noe0C9LK5Q26TKc4C0G09Y8EA9SjVOHrucKYM1aR4gG6rRhTRZgH6+eEX\/6C\/UCkWSNIeHt\/WMxYMUI\/yALrXmWVDYePIurGtGlFEDNBYWcPjG3vGggHqUaJx0OK1ufJUjSIBethajSiizQL0+Lx5pr5cN1++96Y4PUl7eHxjz1gwQD3KAmj39xRQETSOrBsbqxFFtFmA3kDz7OlAzeObcwBTMsVCAIWO4VwiXGmdYoB6lDTRbGrmvK2uOICahlkoc2truwAVV90CpouLi+7jQSDFyUnaw+MM0B2JAepRyDjk03i7t8qoDQNUfHr9Vb8K9NafQivpiwE0om9S67MYDFCP4o2ji\/dkZkwiAToOaezfHkhbBmhCilOTTBger\/VZDAaoRxkAPZ0Zk4BxkCFq9f7ZxACNUvzweLXPYjBAPYo2ji7e05kxiQWoGHvue7cHEgM0RsTojus+W+2zGAxQj1IBelIDoX7jEHawnzjZr3n2AVBqHWjJ3x6NB2i9z2IwQD2KNQ49X8IANesGDrdn8zBA8+QaLK93ZoEB6lEaQO11FxWWdzklDRCjT\/Vtv+bZB0DFpz\/8KZZO8uBwiopnFhigHkUaBzZA8e76yruc0sY3ho2TMc9OABpKsTxABdnKrHhmgQHqURJAByAc8N7qyruc0gGKrLFv8zBAI2TdPx0zRXUMi7VtS31hgHoUZxyreA8jS1WHZKMtLegyyH16xY9vIPMcUHu9asPY10zvI7R9gH5+fNf7IpE+xVkASg2WM0A3qRyAHhRA9YgOA9QC6MF40UiNOm2ABt7E1Kc4KUmr+B0zRXW4yU2566IHXxigHqUYR989cftT\/ducoMsg9xmUaBxkn3FxaN2GIa6Z3EdpswD9\/Phi0FdNc+viwt8KnXSV1v1TNzOs3et7SYtrAwM0SknPwqsNBFDYk9+Yei9p7e1RyQA1Wp7KPEUzXU4tAUtqH6ntAvQ5WqY04\/tArUFwx0xRHYPlfamD2qC+MEA9ygSo6rYCcqzuAcmCXoLcZ1SqcdAfNVpcr2Goa6b2kdosQLsXgv5z9zq7ubvw8v6pv9MDnY6JpYU1lDmsDQzQCKUsdfRJrO8B6YJuglxmVOqrqsR4QxHuylKTqEum9tHaLkC799l1r1FeBqC45+YG6Nr1h0Ln8MEA9aggQNf2gGQRbc9cgKJu+7BjKwDF10zagdSWASo+nJ\/9ODdA9RgO\/B49sbSwqL47AzSsHONIKMj2Vh0ekC7oJthlRqXdXczqcsBIrU7UJZNmoLVpgHbd+AfzAtRyAOUhURNLC0sP\/6O5gH6DAepRhnHAzJGeS5JHNiQ444hmH5VSFtKbE0YHYl9VMmqJc59L2waoOL5qbp1PBChVsqo3hhZjCIG+REwslZe3SMn1SwzQsCKMY5YrRKcQ2wOo3coCABWJAD2oeqFb5epI1ZNI1CXTZqBP2zhAhXhzHpiB71OcAFA8hCMdRQhUUZYb6vGt723dYoB6Fc0IAb56NGtmy6iV4+RulxkVaxy\/Seo0C3XJDjOY5w0bmweo+PjDd95f5OxT9CRJ3RvVyJZZ\/nimyDU1n3EVsXIXqWCA5itsHLNct0YKU9KRigAU9tO3ZZZMgOoD2wdoVIq5ANXtDtjoPFgAXUyx63ttMUA9imWElgZCjVwIK8GR4o3T28Sw1LYGNiKlrXfyAKXW7oGBTn3bNBa36YBLCs6UJooB6lHQOHCaffiuOFFlyyqkFEeKMg6YfEeNTTSdtBcB6zFAfQA9AIrqTgickl\/YK6IfkLDFAPUoZJwDdhPYK62zaxpQm+JISQCVRrFsZlSyLVpNClrv1AFKNSXhgqW6xnXiH5CwxQD1KAxQ\/VcQA6ALZLGokhwpzjjWjCtodhBm2qDRlKD1GKDjhz1qE0PPhStP\/AMSthigHgWMY4zjrXsXLaCEheIiF6DUxJI+tdplTRFC1jtxgKIRTrypbqPKFey7JrVvRqX5vSEGqEc5ABWaE1tDQVGAolFOaZZQ3dik2UYxQLWoERoEUDAwjgLpkCsANIugDFCP\/MYxfAOCU7JiU4pYKA4VC1BdV8AWraVrTklh6502QAk2HhQ\/qZ4achZzZIwUWkmm197lXEWi3xvKAujHFxfnTdPcuvuX4FrbVF02\/btggD6cG7uuuxcVoj1XNzuedU\/wmueOB89+lF\/+0HE+CGcmFaDCdAvDe+ZXjA+1asiHeFebseVRvHFw09yzTiGm5hRQZkVzxtLixQsMUGKExqamE6DUBJSlogANPiDhUQZAPz4Cb1y990tykl7ZAP380Hiv66X5pteOnDeMDAP04\/d3ho0SALV8gHCLLQE05kkbqBBAnXXFCdComlNAcwDUsN5+ARrxu\/Bmkdu7UKWBI9+41rhzYT6TPt7Ccgo21e8NpQP0Cpvw7Flymj7ZAO126SbkANS+xYn23JwUBOiv582SAAXes1S\/NMaHZBgzbFGAuvgJ6ottlZiaU0D5T53QsVj4PHWA9kLD2fquqeeNtCsgzuLBc4daG6BtoXJNVTJAr5tmToISAO1SBLTr4HejO1aAEEA7zhYEKJaeILEIelgMoG00QFv9mau8tzGZWzic3JjTWlFGSoiFjG+\/AEUpxi6kB99UnUAfYPTmgM8ihdYrj18mLIafolSA9u2\/s3s\/d6D69PZx+HdTEkUAtKMdwOUNEL\/4VxTqCjdIDS0JUKNJCiaTFiFojA+h1udCALUnkfQWDGdvzaAyFU3HQsbHAIXD2eCLr2tiVyKHH+D1yuo+5uk6lRm1oZQK0A5Wt\/W4Z98cjEBRtAiA4pZl9+3ONezVd3s8EF8EoB6\/WGhmRCC\/cjuMdjf4OR5K8bJY40SY5RBbcwpIdrgTT2rNHfIvqsz8MpFReDgbfBQEqGl6X9+iGoCO8zVa1+aM+EQRAMWDoD37OhYqAAIwUqoDoEsQFPiV51Y8fqjPtQA6HhyDLAzQxCaoA6B4IFQwQJXQcDYe2+5Ldyxk7AexY+Bm03P8Mt4aHWfMRdBEgFqwCjT\/kkUB9Bp20YfG5yXIxrW\/EbxMF77XQfkF3h6OhdObJuBXvlsx+oSNsUQvS7u7CFhd0NaSk2zaOEn1ybKMtqIxECePnDhAjdkjOKhJTCKR4dxCHosd2eHCZYa9aU0FKF5mKT5+\/1W3QBQsbhqAd3zd7b94itn49ptub3Nx72e1iwIoGgQdAlwBbMscoK7+8fXFTcx3X76Xhy\/VrNczBdC3j8\/7AV2HCVKN45qLV0dnFVpW43IYo+bDYaNUL8ubRJK7jPnZOducUK23orlPwsHxCia5BcMxQPUWHts+6O6GseozdgxcF4UFUMedcc75pYwuvLvBCVaIfikR2gNUHTh7qkP\/eq6n8tWwKgVQSMaR4B0BnxlHYTAV9+1fnADVub3nGINIBijonoBuqTzqiKyQoF85HcYCqHa5VC\/LmkTS++yjS0jPniUBVGDL4Cpsxtx9O02AahpOljNNc8UYKYFGXVRXXw\/8CxxiwiBpziTSHQdvPgAiqmZpB9D\/\/VDvlz3n42UDJalMAbTbKY+P3XkwCKoaxQCgr0A+vnEA9GuQW8cobtIs\/BSvKCCXI6mjzkDK3\/ApIU2eRMJ2mcc6Lb6tOKwj6AqkjKb\/yv1OOzJARaUA1e69KkDHZUzU80c9P+92\/eHfv9cEHdeNdmd8\/L7Ro5kdiW897R6tfPcaTOWTAL1Gp\/Us1eHUQQ3QLu6zJ3\/IFOkx0Bvdvwny6RXIVL5xpnlFAdlOFA\/QVuEloQlaDqBjsNQrjlE5gOIWvhugQ7iTBKjZx6DHt\/sSzy720ODU6PkwnDlGhT8C0QaVvpB+bLjdfWIMHXb8amQP\/Y16gP0atjvfqLYmekCz49n4hQSobm\/2i5jGaEdCq+FQBdAuOtkAfuMGqAzSN6qTbEDNk8BZo\/nB4JDskitWwP3C9BMdUI8NlgconESigs85xIGrERgyM6sLVYESz0DhNg3Qjy++vbi4+PZJ8CltfJUHG6BEsYMaIr+nyGgYwP1yQwPUaGjqNoLVWlgQoOKDHui89SdgYzwZrtqF17Dfrte848XveqESCVCFTT19rgZBdbtTbaG4r5wAfQZip8d1MwGKmlYzNzyRQCPLA1A41wRhi+\/bQU2ZRMJH5UZ5Q+FqZFw9CmdfeOIZONyGAQrq9+0f\/UFNgArjdjiWOCrYYV8uQKUX0wdACB0OoVU2EdoWxeSMNqyMl4kcX4PRw7MnI+6MBylhUxHgSUHsEkHryg9Q3cpUAVX8uHXanYtz0h0nAaqTv5wMULhuSS3YWb4JCluZVq8SQFSFVs4kSZHQBJ00iQSP2lulZFYjeHUG\/cw9yWfgcNsF6E3VuP3Xd53+\/RFe8k2kCJPEQ9mqMSFU7RACNi7yRrYMJoL91HAKqAdqrxVAfS4GUNE18r\/St6mhFYrWtgvNvGvcQaZhFQLotb1SSQbUfXl50FjkeekAqM4UXokVYwMPQCd6yAS1AIfYk0ADU1CDgYTvhRVhnINtFzPwrIbSV01eMggnrAtXtgqfYRt0wwC9BBXj0veAiiABqjmK2xBlAAobBMYBqnBpgMLeA+JoFkHzANrp99eP4Xw7Wu0uNNiM\/QSsfv\/b4yYAUElnQGkZvyayBKiR4rUDoJqxkwEa4OfaAFU+46rvOwUoqCvaBG4cEk1Mu\/5RZ+wJoJ8fgvYN+kKlCJLEQ9mHAxzoHL+pvhkMnyTUYnQEaM2leUIV17BpB1gHoJ2GWW7ZEjQlAQrpBOl2\/O2Hby5QYBdAZYcdnD2yVA+PKoAaPLyB5TIABYvCtcMsJ3jflfVY\/4WH9XftOPB\/nMLGkRZYxRxC1RX8SYazj5qdO6t5qs+wjooNd+FzAarvfnru\/QAJqveBcIkCo0+0myrfBrc2gQasW1wZsM\/nEHQaQMe18x3TrmyA9vudAP342KatC6Bd7N1uMAAwkpNYUb84QEeXwQ0u56zJTFJA1M0guOUAKOzgJxI0EqD2Sx+XErhuo16Z4eyjLaxUrXkiOsM62mmzAL2pRLr3dh14zQUCKNw6yB47HBlV+8wzogXLxxVAddtBuHHfsLkqQIn3dsjhxFSA6vC37r0MjYGOFETJD4OsIPrKALpwm6vVbci21V6EOSm0M7Wq4uu2aFmA6jrkm0SaT6iBCE1ghbOPoi1lN\/IM62inzQL0pkKdjQ9cH9+ce94S2aeob5VZIqI0ugGwHQnuhbA1gE8mhG+jAbmzRB\/MAKjBNwe2lBwA7Xv8Z1\/\/9e\/9rxQFAdol\/Aw2NyUYQfi1AJrsJOU0klC4fCdPVCq2Npb5zQAAIABJREFUIgCqG+LaHPOZRGez1TcS6upwQOrazVP0IfsMNJ1r2mBJFUqyb9lcXFyg5YeOFBmgiQC13mbnnLpRoieR0Kr7CIB2+x9g0vVM7eJRD4euNInEACUPqA78PgAKRtUocxkm2jBAxafXwxIbtMqbTlH3NYwul7EcVI3hGNPzloxxFNkncu2zRk9AAeoAYAjLKi9XRFaWXCESx0Dtp3Zko9R4b7yS8bK5cRTTtdTICdBuEPS\/8VLTjqmwTepYxhR+nd1kgKLeqobG7F1W6B74PiussU71IcAuMFCouqKWmzhcJwxQak5tPqvobJo9bPRJBERHrQipc6G5VWDCBotqvUc5USmPO+QR+vePHD7QIl8zfFPvAwWKDQ9vjYiccMBaBTDD+bJkJWXaIPJA\/wjPU7jnckSq+TzPJVgHipe1G9PpAi52dwL0JuEv\/t+HJhm\/fAMSpRfS60bzTAA9WACF7S5HBGWkChbDUjazCIDquzLcDW7YLoDavhMwjk1P2AKZQTqbxn0FXCuuClQNg\/HR9c+qwip5ywbLajWA6qUW5nJ67Qbq4SP1QUUob1Lwi2cfOiTgtqoCekZJOT8M6orIypIzROosfMfL5p81nn5SE+i4caoapNcNZOUlGALVAL3SYVwAvaHf2QtrcLP7cSSVJnqUU+HxupkdoEJAJwGeMnMTVCIP8s9kJAlQQBQdgSKI3RAjXScIUGoSCU\/ElpTOpm4qgkajrgdWQHTUipA6lzrj1AGqe+kxQ6K0DwCoCe2nCoEwhHX\/ByfYnk4LxCe3sQsYAYoAdPhR4fFX5Yb3KI1U6o9IKn1UbcprsEapR5t634ea\/PmpCQO0O3Bh\/Rz82VcAhAqgfU7GZjJ4bQhomRYEKPAe0nMcMaTLKlsR4SNRArdqGa3VtLJ9x28cd9URs703RACTeAyjww1b1kEUH3WuJ2Jog4VVPklqHSheZ9Pt0d32g7saWF5A+UALxydRgx97oXmILhjc1yLLCyWIexRUljLaEbauzxtD8FWdze2X77thaP2CumGB\/Vn35jjwlrt+Eul29z4nOWRtARS1I2U8aJT1ErIZArIP271Ab3hXHUjz7KU4\/jEDQPESpmUAGuEicZIttBa4iUrN6Tp5AO1DzABQWAd0tXLUGxVw2LIOogipcz0RAxssrHUBKhuWRNnCKgI+rHBmMxM3NPERqw0qBPzQBQXOtT1ZhwPBiSxR5yp7WLsCBz4YBNW\/0fkGHbk\/7OxgdqH3SlLhly\/\/mwKaE6DDCWiev+ckHu0cv70BceuO\/7j09EFJgOrpRvA+EXMusoSssjUboBZMAUr0Tdxoeqnv4H6sKKRSgZ+EDegDwDIHPQwq0LFy0tnEtpBbYI8KB7ZARbPj8205srMPgIpPf\/hTHG6VQuBSNkJpYoIxUMIHtP01DmEh4l4BPmRtqYCygQpaseawi3ILC6CArHntCFLHV5B9T0CHG\/ykx9mfx339aKdCq6YtIOj995p9ToD2bVZ8Q+yjuINCSJyqd3Kd\/agXog7DD\/L5pSIAPUCAWpNHBRug9M0xoo+iAaqJK2NUHqa+qsSMThPRAA5PIg1ClgH7igpl06InvqHogGoLVFLiqHeLzs9OABpKEQJUtyGMULCLbz6dBIXBpvxXeafVt8eH8BchXAA10hHgkGpiuAKUAegNqt4Oz7DfuvfSOPJ7\/6NyZ92PuY0apos+vbJ+vu34tn+HyN2\/jPM+A8OcAO077Hh4tGfqM\/RVB+hjv3WDd\/isUpeLG16XBKjaUC+xA6QoCVBhFJ\/hZfqm7AWoaj7B04WwAGonmQtQNImk92XawSGEvjHfcAtfu3lG4GjUFtbpADQ4bOUazDHDkU2AaAliyxPamaI1BOA4F9nAaZwSci2w34LiHrbxq0xOjOagmOpvQQlriMD0ncxJpMKGKW0Mdc9JPIOywcIqm+RNG+m7mIX09QAU9z4CZeZKUe52Z4mwgdM4JcQALSG7B5HraZEaU\/P4DgMUnkHZYGEVSvLj983Z03G+IPZRTmE8e1RCrS4I1RmXR1SAFv61FzdZw\/iuHgMORoVzncwA9SjVOLPNkRiuM2622q9038Os3qAbi2MEXVuBYyVxndqFB5pv6ggK9cSRddCn88zxKLp8z5adMNR2ATpMFPzp4e2f38W\/TASOahcqZbsQ5Y1Kf6BDrSO4wEOZToKi4FY4mqqCAepVonFmmyOxXEEgXApPE8wBUOR2OCGwy0wNZSraOPNNHSHBPpxBT1SviBONWqfrqXsLnb4ngF42d94f\/9cwKXAV\/0b64sPbgxtC\/zYGslTTAQSkggt0ng+gOmU7nPNkBqhHuQAt3dZCINMb0meG7+gmrKkBWmYoRhKs0vuo1Ez3SQforE1QfT3UFmicUmfqo\/pK\/X\/shJE2C9DPDzt0fjgfn0iJfaHyhNEZulHobg042wpeCWoewZ2gGc59LgPUozTjzDbEZ7kCvD3HOA90opaOcUzIOogPBG1AHJjFLK3ly+hKvdYwTiaNBS+Z2oKn2\/s2DdCOmZ8f7g+guuHqygYVXB11ncwA9ahmgEZ7ktD\/cwFKuk9dANXXGVOVAgAFLXPHFkrY2rdhgB6f9533T\/81PHAd\/Ub6bJmdIHBA9yJU7wDc0bVztig4OAvFjBsD3gylnMsA9Wh242SqBd6CMYf\/G1ygJoii3IQ8sKZx7FqnL4\/eUucRJzvO1PFaW+hca5\/YMEDFlV5LfXwemIYvBlDnwIq65eFyafVZsF2KylCG0\/HJDS9BqXAt2GmGr5URVahW40AoKq\/SrSfrKASJDKyjEtamBSc7cAUAbc0dTnqiK2tNgDrO0keJLeHZ12m7AL2h5thv\/\/ywue3twZe4SuyN6IDmIuaoUO2DcdMAqAoucEnZW84MJZxbKyOqUKXGMXwFMBE2PEEwCVjtrUluQh9Y0Th2rdPXRm+BM62T9T60BdNK2uq0XYCK4+u7EqD3vB34cgC1uNT6RPSv\/MHtGH35STy3UkbUoWqM01q0sNwk3puswFSsvuSG3asCtMXNyLiLxzbIOhdE0jrsuJANbK30LPwkWQ1FuTtgegboJlSNcVC50W4S702bB6jdD4+7eJh91AvPEANUFASoQVDdfUDdLbP7IHeCGOziLaW2pSOthhE1qhbjmLQY\/kr30aNDdNe7NT51tynDzfRZawLUvly9D98Q7HD4E++j67MjE75QDNAoKQvi209rDkLrsqUO6ZioG2QZta7yroURVaoS4+DCA3fmVo7Y2Z1agbiAPoU8zXDbxKysZhxUm9z7WjqcPkzts486M8EALQhQ+4aGiqIFLmuepJoDKoAZXwnhPAFVwog6VYlxbIfSHU+5p7VL2AlQ1W5NdzNw1ooABbUpeV\/qljMT3lAMUFJmQ5MeAWkTpEqCOuRKOF2Q0liVMKJOrWEcu6hx4fl8SUC\/CTgeiDXeu2BW1vIc6zramCpHj1na+8yjzkzov5QYoKTaGIB6yoQqJeFyAHfC6XK3axmgHtUEUKPr7nCYNhagMNJ474JnMUA9BGWAUsLDHq5BkLFYZeFIoMpz4Pnmp6s8\/OMtURm3kh\/FAPVoBePYRU0UnmKHeVCTEcRGOg\/2ukjvQqmtOguvPmXmQ\/vIq2zhkJlny5sDUgxQSvJ+N36h7auRCT9Umx82EPQZ+kQ63WkAtZICYoB6tBZAjX6OPqT3Ae\/SgdpogEI3jvYunJU1J5F0fswrdO+zr1Lv828ROXBXqEEMUEIt8k90j7NDAReHDQNYCfCWKz7\/ociM21tSDFCPljeOUdSoDrfgoTXpV9B51OgRik0GJNIZt6K9C\/vRqgCVudYVTR+1G5xmkxREFPOHzIG5hcUAJYSKCjmuGcgrKpzwlZcrqaR8G8krMUA9WgmgRvvQKD\/CoUgPEx6A0t4XzBs6qY4xUNIkVLBhH45I\/vVvBXJAZnK\/AMW\/aZ5ypiqq8Rv8wKH8osK54\/MklZJxZ3kzQD1a3DhGUYedSToPWcagkWq1vczgEd5lnFQLQKk7ChVs2Ikikh\/+rUAOyEwyQG2NhYWbio4+vOq0kyVHx+6Oz5lUATFAPVoLoHY9Fvq79EMLjJajuAHqOSlaq7+NSRh1Uh9Dn+F9\/q2sDO4XoCjFlCQ1EVs8lxQIF0dQb3yuQyXEAPVoaePArrugCQnaPdgRbUdRp3sIOsG7KngbE6pr8Niw4TaNsc+\/lZPDkwYo\/d5sVViO8oLhVCvB3xVAZzlGq4QnqRJigHqUaJzJL1zHZW31EeVO6SnYX6xWUxxA7a1IZXpOibfS6xqm66Q+Bu8\/et\/0rRQxQE2ZQyquQZDYcJ7YPfGlXmFYDFCPFgaoUdbUvdrtV9a+GP+b4l3rAbRVi6wjzBC1z6+MLJ4yQG8KmCjjWPvmlUNsfOnXGBID1KM049COkyDLYVowa7kTgE42ktCt8CgzRO3zKyOLJwzQg6OI0fCIx6hE0yFO\/mjnEgPUo4UBitUqTsjv6D8eAA26ZXlNAOjUhrqqYfRApWmaFXTSABXkD1jj8WV3+YzFmuzOxrDNUmKAepRkHJfjZEo6kMKEMaRpusvi\/pPlOSWMRNWwVS1B6HQBOhSuXcRosN5TPqpY\/U1Qq\/HAAK1Q6wIU+5H2Ot2VtwhCOt1MrbF8gE6zkurfwYu1AGpXpUUbpacOULuIzVERV2lEjp64el+LE5QB6lGKcVyOkynLj8jBOYsglQO0hJFCI5WumsQALZ+isxpYRWwVlqM0HIVqB8O+r8IyQGtSRQB14BMOkMqzrJjm8aoJAJ1iJRc\/rcaoNRu7ZOXaNEA\/vvj24uLi2ye\/BFO0ktTj264idoxbkwF846QWQAPRziUGqEcJxgk6Tqq8LmHOo+iPqgEKjDTBSsQkEj4qN1q0mwEapw+P1IOat38MpOiuBgUA6p1oEsadkgFao9YFqL0FDuJ5FN1\/sagy29j6FIBOspJ58eZRe0vMaAZa2wXoh\/Pm9l\/fdfr3R82Zn6DWVR6QqFOCHfSYLjwe5bY6aN48lxYD1KN44wQdJ1VePwr0742wohaAhqtXjPw1zHHUMbE0m7YL0MvmDrlNprgqQGGhMkCr1EYBarW8ZkHHBgG6HEE3C9DPD7\/4B\/2FSnEdRuBRbseY91JigHpUr3EoryE9qSaAllJ6lVm8kjFA55O+MaLZ\/KWbnqPqZUQFqtY4lNdgv7IDls7DasZJrzKkaWbVZgF6fN48U1+umy\/fe1NcCaBwK2bOaU5Vy4gaVK1xKK8hPWnXAI2+qOUr2WYBegPNs6cDNY9vzgFMyRQzk5zUWDTHq1Yb\/RxULSNqUDXGMXyD8hrSk+b0rrWMk15lVqhk2wWouOoWMF1cXHQfDwIpMkDrYUSNqsY4DFAtBqgrzULxfHr9Vb8K9NafQivpM69y2SW5M6saRtSoWoxTpcetaZwqDQK1ZYAmpMgArYYRVaoS47RVetzqAK3OIkAMULcWfqZhZlXCiDpViXHq9LgVjVOnQaAYoG7VX3opqoQRdaoO4yz9FE2k1gZofRYB2gdAqXWg+T9rPGrpZxpmVh2MqFR1GKdSj1t9IX1tBoFigDq1gdJLUR2MqFRVGGflR9WcWh2g1VkEaB8AFZ\/+8KeYkeTizzTMrCoYUatqME5bq8etv5C+4nmknQA0lCIDtApGVKsajLP2o2pOrQ\/Q2iwCxAB1aO1178VVAyOqVQXGWf1JC6e2s5B+BW0aoL\/9x\/gE\/PGH7wLPwicLFV7G+RWqnHF2qNWN01bscesYp2aLAEWhqqgKJfnm\/Cb3t\/uHkMJvY2JVwIiaxcbxiI3jUSSuCqrUy0Sau9+O76IPAZTFYrF2ojIAvezfIPKmJygDlMVinYiKAPTzw+F3kK6bG3YyQFks1omoEEBHZl41X75ngLJYrBNRoTfSy1\/ivOnLM0BZLNaJqOQYqOh\/3OOfGKAsFus0VAagH86bkZqfHzUNA5TFYp2ECq2c+vhIUvP4igHKYrFOQzMsPT3+l\/dJJBaLxdqJ+NlrFovFyhQDlMVisTLFAGWxWKxMMUBZLBYrUwxQFovFyhQDlMVisTLFAGWxWKxMMUBZLBYrUwxQFovFyhQDlMVisTLFAGWxWKxMMUBZLBYrUwxQFovFyhQDlMVinYQ+P\/4fxV8UxwBlsVgnoc8Pm7OXheNc46foWW6rr52xGsTG8YiN41GAPDcAbZp7v4QAlaTlAbq2kRdU27Y3\/8lDMxrHk+pGxJ7j0SkbJ+jafvR8fvjFfz5vmvsl+\/FrAHTxJNdSO8g+4KkGJVKVf4y8TI86mHKJNGY1zta1f+NQTiT30a6tFKJp\/4PBb86b5u7PxbLLAJ1PNyW9AkCH9Big+9T+jeMBqMO1laIAKo6vbxDa3H3y9z9KZJcBOo\/akZ6CJOj8ADXdrM8JlcmCItNI1\/4ZMUG7Nw5wolZvoLan08kiuvDD713+\/n0H2CI\/fskAnUet7L4vDVDgdDg7DNA9aO\/GaQmAyn20awNFA\/RGn\/79h+9KjIUyQGcR6L1TBJ2vGujEUKrk4FEh4HnTyNDeGTFJezcOcCLlnqoaka4NlALQUmKAziHY9FwaoPaWY\/CIbpVOTJoBOq92bhxMTIxT2rWhGKB7kWyAKo17ZcHPVg2IVMf8gA+4sxxBh2suEOHOGTFNOzcOcCLlnrr2UK4NtYYNGKAzaCj2egBKDh6FpjTTk2aAzq99G2esOKj3DkZEGaB9insoaSSrPI2xT93+k3uWrQbG4BFaE1KMoMrtJ0e4b0ZM1L6MY9ScFjgRaHeqo6HoGKDblAlQc9BGfV8NoGhLzm2ZBycnwgCdX\/syjgVQzVBzKRMDVKW4xZL2yYSGnnxHPQ6IrUWrgZETw0MLETTcv4rWvhhRWLsyjlFzqE56RMddiwG6RVkDf7oBCkse9ZtXBGhrthMZoFvSnoxj1hwGaFyK2ytplzQZQZvOwpUMCz5WqAYtzACdxaz4wA74MUF7YkRx7ck4sE\/WGgPzLvekvFXtY4BuTPoWGgQo\/lwPoFTzmAG6He3IOCYyBawlDFB3inWV9IQeJyxfszsiQ4AZJLVrjWogc4LboWSWW2vLEx\/cYWzkakeMKK8dGUdPGekpyJATUS6rKyEDdAVNBqiOhmiUoafRhNpavBrInMCGsIv5DNCKtR\/jQBdsIwfmKZdtGaBrioSIEcLRaUDMbCGeQOTKUVCXZAWACnirlrd\/u\/8O29Qey6AOlzpvypCA1n4YMYN2YxzNTN0KNZzI9iTKv0A1ZIAur6IAJRtlNQBUj3zqPRKhRkC5i26foggZoMtrN8bRHXjgcQGAUi4rHbnbZoAuLgMEuHBkq5K4EZqlrYrcipzsjsxSDTzkUjmhs43jAPcCz1CU8Byept0wYg5t1zhW3bJ80LqZgxEn3QJorYjUXwbo4ooEqONOaHsBbpThT6CFAQr80A9QfTvXrWdPhAzQxbVd4\/gAKveZ4c3+nQ1QjVbBAF1eBghwaxNjERSbUZqw5YlCuadV5qgG7i43lZMW5R\/vbVXXyhGj58oKaLuMWECbNY7tTNoBSXcCbNVdffOmr+747TAylvALc4XEABUGQAELcQnGADSwJTVDNXDjzpEnAqAtcFNfjAzQ1bRV49jORDig0X\/T7Rc9VmoDFIw7MUCXEeozyCKQBWwCVG3jLnnrFjrdKPBRswBUZx4naOYEYhLuQ1A150eFK8Lc\/Lq1VUYsok0Yh3ALYoDLU3ngcToo6cbchV9GbesBKIAQKFF9uFKAmnnHlxvyPBug+rZvxccAXVGbMI7tFsg9ZRhqJgEeVv5IhiPcmAG6iAAqzVJpNSdhAev5JCGoc5OzMBdA1Y2e8mAdBPSHIDodIuObUZtgxFragnEIf4HuOW55KxBVM2VIWSPtQAzQJaQhSQMUtDC3A1CzTW07MHyoFHCTuJEzQCvWFowj3QvtQZ\/ZAJXHSLdlgC4i3UgjYClg2ZglJPGESz6HLaWrgfZB3es2Ahh\/wlLnuZx8Lm2BEatpA8ax\/Q+5p96nK5odBVHNqH24bcsAXUCqGekCKHg6YkMA1Vv2cBNsOzva3g5+MkBr0waMYzsgdE+9FQ9QYpeuxSBiBugCUncssCQ3xBL4T0VjwSZBhasBxT7dYRfgooXriqVD6749jFqbagFtgBHrqX7jIP8bN+3KYu4z\/As5pemluOKCZBmg8wsUIGit+YcBYe9ex2P5RIJmBajcNx4R6KJJ\/9XXiEZ7dUAGaC2q3zhx453mvjYKoHq3CgaTZYDOLmx62DkQunS8TdIi2ZivGugctnKqErcn9RYciReha16QoPUzYkVVbxzC1xzhQF8Qd8btVXbyhMA+BujswsULyaGH+vzt0SLZmBOgYKu12816qwW+Ou5hgFav6o1DORsdDgOTARqd4pJJajiMH2ER3VvN2ELZmq0aRF2h80LBFZMRTstbrKpnxJqq3ThEzdFHnOGAf6V4sOmUDNDiatMBSgxdbxagGe5oOKVhiCVUOyNWVe3GIWqOPuIMh4bgUz1WiwFaUC0YWoEjm+NBHcpVKtTeUgzJrAZ+hllHlWcKNMgkD7kuHXslGlNdRLUzYlVtzDioyrk76braeRAJ3LO1HLoXA7SgtJXx07TjQRDMVZJEX35TAIU4NDPv5icDtGptyzi6yrVxAHVURhiZ+ssAnUetbnHB6Q9td6KU5Imgz4HpY5XmNOVVAz\/BzdxRjmmFJ00BQ5a\/9qC2xYiFtS3jQJ+Sf7QbY99y+KNyO9JRcXKxNvj4w8XdJ+\/LXOJOAarphwZAIwCqANzWBtDWC1Ard9grvXw1Lg+GLH\/tQW2LEQtrU8bRfqPQCdwYQzMVoCo+oJANPj\/84h83H1f920LPnhW5xt0BVPbYhbKvavDDwnJ1JCB4BOo2GF3bScoEqLB9BhzFr3Dw+SJxmLrBr6RNMWJpbcI4bQuaJKrCCSEUS13DnajyWZFa\/mkEiwPodXP29N27n5qzH6df6V4Bim5QZBG5AWq2XttKAErfdPVRBugpaBPGgZUHdY1A793d4owCqIoPKgqgx+dN3\/a8au5Mu8oxzRKRpKU4a5JGL1wYxehkhqcHoUqsHFryAeoiaAsuXO2BuUaXEbr7W5EtqU0wYi1VZxzCS0ZHM\/xO7dNhtCPCfY5qRh7FwUI\/6dEDdOzHiw\/nw+dE7RSgw6Yeatk+QB03XXUUDvfKXfZQvQOghj8zQKtVdcZxok4gxwJzEyCM2T41PJWI1Tg6AaDyc6J2BlDQ9AwTMXActMeM3ZOVXg1cPqOOtlYw52VFSRS61HRVx4iaVJtxgJcAH\/Q6VkygNgRQMlzcGOjlMPj54fzLEhPxDFDX4bYygNpb8KjhxDEeGhQDtD7VZhww8t5uAKBNc+vrF+fd4Ofx8mTGQAljukIQWKR20oWhbqfWARR\/CawkV4MU39I7icMOPzQjwZcaLoGSqo0RVaky4xgjZqr5QnsZ4XVRYIxV0Aa\/vXjc9e37jnxTpAfPADVCUkfhcKLYEEDpwy5nRaZRlUJGkH2p6Yo3zvE5GvO6uPuXmE7ZH\/7Dl01j9e26pkuZ+kZrzNKH86Z54A9ZI0B1v09WNcLlqF1jFG6fTFSUDY6\/vfiXDqD3yqykrx+g4a4k3XDUtX\/4G2LIWGhWkVttswIEnfwkEnYw0\/NofzUvLHBUG2\/hznw2QDvdD1WLj98Hem7LA1RlaXMAVS0Oa1rdW8PsJsoYm70vSfwoJyXYhXYEiAJogKGwmTkWIP7U5boSQME1LQBQGbPYFkBt+GH9eh4a+locoDpLWwUoUbtcbVDaOWVs9r4kMUAJhZEFR17AF9Sz8MtodLkRA1OcoqlPIhFIcx+Nun6HTwOTZl1ojqYB1M\/HjoSVARRkaWsAVVXO41pC4C2yVhbKDwOUEBqM8wWQ5ShU+ywaoKgcdUz0cX9u4jTxSaS2tQDqOWpeBH1pjmutHqDggbx3r8+bxv+EHgO0pBQ9nbVsCOXasirWRDFAbaF+eDBEqwdlEEbkF1c5Sx8QZBAVR7Ein\/gkEoE0x1Gfc0cLJrCAsgE6EMiLIAZoQVXnTgxQW2gwLhxAD+G1BkBDzdHaAQquk2iUu462PoDG1gBhJTerJgC0f9GObxSUAVpQke7jqE0zZIgBagm1IekAoONN9lYFmIeiAAL\/2mU9DzemPYlkI811NMmptXfjqO1982oKQDsE+UjHAJ0iqxI6aw7tYdhRy+ePAWopOO4I24dgBh18CDdABQjkKPV6AKq37Ju442gcPYEJ7fg2BlBMuo\/ff3XTIr1175fx+6WaaZLvgnz7zVf9CtJ7P6soUgFqJtJz8CZXx7fdou0zEHOX49cXXXJP34vrIUaUpRGgbx+fWyc6bRA8UFBtAYAKa6ucGKCmyEJwB3CUXco4oOoBy\/SW7WvELqRv1WCn72gbeeV0LPbOghbwqBRAPz7Sa5sGupkA\/fVcT97fBpRNAKidyAjQNypusGJbJXj2oxOgOkZqqfeaALV8IMGd3OEKigFqKmjwGDy0WQAV2wdo9JXTsdg7C1rAo0Jd+A+AjmMoDNDjZQMlAZkEUCKRAaDfgP0qulcg7LcOgH59TpyYY5zyspxA15mgO7ndrqAYoNFqg7dCuFeFEappZp017HD15AtrwpNIzqx5PbXV53oDl7rAKSozidSj7W7XDf79ew03OAbahb31tHuKclj\/NI4+pgCUTmSk6v2bqD+90u3dPsGz7rd43j4CyDbGQKkTs4xTXK0aCUO3aK\/GwHNnbRQDNFptCKBorz5H9Wuts4YdNQO09QKU9l\/wgRoQXodfWRMAeq1A2K+xfzru7rrTAxQBrRAUQcs1AaCORD7A5agY6V8M3fyh8UsDFJ5oz3etD1BZdeLbmAzQsikWSFL3sMEuTA2BpojGEOFh7+l5i9HEJ5Hg9FYLPlt4FCGUmEIzzq9HuQD99PaxxtJ1Aye0r2VrDtDqCrXwLlVMCQB1JNKGvi7HAAAgAElEQVRzUEbd5XE49QpktkcvDVD7RK8NggdKSfmQUKOh2MOgZ6mBpPHUmfM2igEaK9CZ0LvcAFXtzfCtc3reYjTtSSS9JZSbymvVRzFA4T50qVsHqKVn8gjAYPe1hxSg1SXi01UGQF2J4LVUEs14BdW1C6DoxPoAao+vOwAKmzirV6s501w+xelJwhaY2hUlwJ3JuZigaU8iwUuQKNR\/6VFOap+B0lo0DaD3+yMdleCKyqsRRs51oDkAdSXScfAO3NvH3O19hs4lAWqf6LdB8EAhaSw6sQn9aRUXM1xhmTQXSQWlWAigmIGxAG23ClA4eqn3SO9sQRtThzP91+PwFWkKQM\/GEUnVnRbqO9EMlPr9b4+bDIC6EsHr4SUHDR5eOgBqn+i3QfBAIanKEwdQurszsxigcSIYGC5UkzCrYmPik0hqC7UJxoNBWNqWKnRVhZQN0IvvXsoj13bTlALo8bcfvrlAAVIBSiXiBCiMYmMAteuS4XWmO63hVdyFjxMxuxcBUHnKVgFKbYGrVrvQwf0DlH750pVjcBQB9ONjG34pAHUlQnPQGNK82jpAw92dWTNEiQHqk10yblrE9einXkm+wtXAyJ73IgIXaJlm5fGLkJYCqA5z697LnDHQ0wUosYtyu1lzRIgB6lNr39oYoNRwE+HJlnXmurASKgRQ8gCgVd8BP\/v6r3\/\/A5+QBFAykSiAbroLT+2z6hUDdKYU85JU9d5RWN6mWG3ECFaDKMqp67L56L58YgVDZSoBUHN+R0rTCi2CzwOoK5FdTiKJ0bW8VWzlWscA9egEARrKdOtrYzoun1jAUJtKABQvCNLStDJeHZezkN6VCM1BjFvnMqZNA3SVuXctBiipVi+ecJWIWWxt5e2sUDUIZt92ZnjMc3INU2gBlQCo+RjPpbUO1OZZ1kJ6KhGag5EL6WsFaKBhUoVfMUBJZQF02Dstp\/MpCqC+\/HsA6j13xSnSaJUAqPEkuWorugB61aivCY9yOhJxcPASZNb9KGflAHW1MatwLAYoJb1Qx01QugVaLyYC1SB4Ow930umTdbhqTVMIoB2WFIw+qvalfvryw7kG5fGnJgugjkQcHAQvExlebDfECB4IrRigru6OOqzDzZoPrxiglDIAKgNWS4k4gHr64W6Aes8lFjDUpyIAHSbZb7+8IdMn8LK6\/oyX4vjH0Aa83b2J7tPrrxoSoFfqtJ6UWHfcibg4qF5n9zt8nZ3O0h4AuqpjMUAJqdkh\/eEJaxRyrZjwV4Pg7VyPclrjnd42ZqAWVKIyABX6lfCd7o97x7WbD8x3If+bYlcKQOlEnBy81EFv\/0\/VpsVZqhSgsApW61gMUEKnDFBH\/vW12VfpPbcSPw+oEEDhr22c\/VnuHFHY4Q8Q9P573ZFOAiiZiJuDaun9l+\/1slCdpQ0AlK6DlTgWA9QWtTwpeEoVpemTtxoE869HOdF4Z+uZmd+SSgG0e0181zk\/u\/sSjGkeX533xOw2h599u\/uX7guc60kAKJWIh4PDcMHdl2ioVWWpYoAajlWnczFAbTFALcHVn3DP6QF0w1IvD00UA9QjBqgl1cRqISTmyNaimlINtO\/CLdgg3bh2ClDcvDTfJRqrFbvwaqPa9ylE2+DtNxff\/RIOFpVmmWhSUswCqGCAjqJGOVvzHeBb1k4B2iFTr49yPQYa0voAFRKg9Tlb2AYfv2\/Ono5D0Tn3LyLNIrEkpZiQZEuo3qmheE2oBpRJVId9+5YRuwUoevge\/3hHgurowlfqa0EbDGPZf3p4++d3b86zbmB2miUiSUuRAToLQIeDRbO5jnYK0GHR6L1u5em7V+eZDdCKAFqhswVtcNnceX\/8X\/LlLjlj0HaaJSJJS3FCksFHdDai8tVgL5YR+wUoXAaa3YOswTjV+pqxUMI6\/vlhh84P5\/1IyueHWV0AK80CcSSmmJ9k6Amdzah4NdiNZUQdjJhHv+qVp7dfhoNTqsE41TpbGKAdMz8\/PFWA4lnnLat0NdiPZUQdjJhJx7897hh6614mPqswTvBBudUUssHxed95\/\/RfHUDHhujkNAvEkZjiBIDaW9tUeYDaW5tVBYyoVxUYp15nC9rgSq+DOD4vMw2\/IYDaw9ibVeFqsCPLiCoYUa\/WN07Fzha0wQ019fOzt0v04Bmgq4gB6tH6jKhY6xunYmcL2+D4+q4E6L0SHfhNAXRHWr8aVCw2jkdsHI\/4Uc5TEVcDj9g4HrFxPGKAnoq4GnjExvGIjeMRA\/RUxNXAIzaOR2wcjxigpyKuBh6xcTxi43jEAD0VcTXwiI3jERvHIwboqYirgUdsHI\/YOB4xQE9FXA08YuN4xMbxiAF6KuJq4BEbxyM2jkcM0FMRVwOP2DgesXE8YoAaOhwOUfs2p41Vg1iblymbjRlnWSUZZ7f1xyEGqKHdOsDGGMEArUYMUI8YoFg3RW2VNrVve9oWI2JtXqhstmWchZVinP3WH4cYoEgHorCpfRvUthjBAK1HyQC1KtCO26AMUKS+nI3CPgyyQm6sq7IJRkgL0jYnwx\/AOdnpbsI4aynBOFR5lCqjOhX6SY9Z0lwkFZRiZJJD8eJCHu6fDNBFxACtUKkAVdXo4Ny3HzFApcZSRh32g6SnVZu3N9ZTCSMOyLjGlrQgsrmn0sFwk6xfiXHqVLxxqPJwlNFeUMpdeKmxkE2AHqADwMBbGyuthBE+gB4YoDUqA6AHPfJJ7RMM0ElpLp+iL0lQ\/8Y2qFB10pAKTjdK7X0VqQ5GaMxpY4EOnvyGKh1hVKt8yNHrUDXVR+swTqWKMI6jvuCyPIAyqruxkSAGKAQo6Md7AUqNizrGSqtRFYw4AFgaBkVViwFakfIBau0ZwoodzcyfJkBh2an6Fyz9g+6FgMMwHgF3VKZVGSHNom12UFXIMC1ldrPbRxWYPICT9Y25gaMMUI\/CxnHWF7oU6dUu2xQD1MdLwgVcANX7lrusJNUAUN1Kl9YC+w5qBNpd9XIA6hxzA0cZoB5FAjSm9oyh4ZDNxnWSAJWFKSvxwdwwayfcZ7mLGWWlXjGZEROuTHexgUGFxUsERnL0zOoEqljV4DRO1jPmBltBDFCPgsaB1SfMT11Haq0qKTpFgIIaaXIzGqCo3gvtFAxQx5nWnWc8YFi5PEBhaCNX+i8D1KNYgPqEKobarLWuJOhEAQrrqkBjOEJC0OEF9NSSvac6TWUE0YaLFTIRGvoIVDt4hm4xBs6FAwYCnoKzj1pBDFCPQsYhq0CoTMGZm9YJAhTU4lSAOu61pwDQQz5AcWtTQBPFVTb5V2QB1Gi54lyNnwxQj+IAmkbQMYY6q0qKTgygB9WVg1UtutThXysKlUSdbjEZoCLX3+Nbm\/5w6qiK1zysOIl68+BcK1NjyTFAPQoYR9YporjIErTHZras0wPoQd0vRRGAmmNvxGhbFZrGCKIJF6v41mYgnDoqyIDCBVByzA0VGAPUp0iAUt2wiAJe5BLm02kB9AAGsxUKjeIM1fKIE6psgpYAaM6FHQzgkUZXNyUdjra0r+cu0HgncdTKizrKAPXIbxxXeTjLaF86RYCOm6UAap9R5djOJEYQTbhYoYYgaXR5DIeji2YaQAUDNEMMUI9OCqAkMrMkXB2R\/Jba3JrCiINNoFj561K29a1UQHJmRkMnC+7CezUVoENgl+k3LgZobg2mq+WEptrMmgZQeytSwVqVaX5HBtVhBmgxlQFohVWihE4JoHEd9PEUd6WLchJXTV1PExgRQaAIUbEEYraNTCc\/ub4yQD0KL2MaP2Lr1p7EAHWi0FXw\/rOEtVWJGKAeMUA9igRofN3ak0IO8vnxBdTdf5RIs0AciSkOfY3xGyxJ55hlVsHX7C7rM4KAW4LB4kaXMwtgfeNUrOAypvFrzd4\/m0I\/6XH8Hh3\/Yg8ApZYDWgXOAC0uogAYoBsQA9Sj8G8iXTV3SqdZOL6IFBtH8VY8ZllaqzNiWv2ady5idePUrJRJpOHA\/muTUoSDXDbPCqdZNrqYFIMArW\/MsrRWZwQDdKNKB+j+a5NShIMcnxfpuIM0i8YWlaIjyVPqdGybETMX1LaNM7NijXNKtUkpxkH+v2\/\/77JpFo0tKkWHcJG7Qu1FicapSrMX1JaNM7vijHNatUmpAJ8SVQ9AT0tsHI\/YOB6xcTwqwKdEca+IxWKxMsUAZbFYrEwxQFksFitTDFAWi8XKFAOUxWKxMsUAZbFYrEwxQFksFitTDFAWi8XKFAOUxWKxMsUAZbFYrEwxQFksFitTDFAWi8XKFAOUxWKxMsUAZbFYrEwxQFksFitTRQH68YeLu0\/el4yRxWKx6lURgH5+2P\/QyFX\/TtOzwr\/axGKxWJWqIECvm7On79791Jz9WCJOFovFql3lAHp8PvxiaPmfXmaxWKwqVQ6gYz9efDgv\/MOhLBaLVafKA1R+slgs1s5VcAz0chj8\/HD+JU\/Es1isU1AhgDbNra9fnHeDn8dLHgNlsVinoTLrQH978bhbwdR35JtQD37N342uRWwcj9g4HrFxPAqCqrzKpXn87cW\/dAC9F+jAr21krLbt\/qUeigzgUf3G8V\/dlGsPqn7jTBM0Xr+dYsy9G2eSIllVUMsnucp9wqW2Hf6nHYoM4JanGmTFN4P8Vzfh2oPagHGmCRpPbscac\/fGmSIGaHG1AcdsB7mPeE7vj+VRZIVq4LeEdbSFV2efO+Hag9oPIyibS6caDnXbw45IY+7HODOIAVpcAYCO7ksD1HlIBRB7Bqj+GzhaWvthhAugw6f8ywAtpX0AlFoHutZARU9B73HVAiDP9BFUwSUjX8tXA78lrKOwh0mcO+Xag9oNIyib65sy7LzHE3Q3xplDDNDSGhjoP+wCqJOt6lz0maTFq0HrBah91A\/QSdce1G4Y4QQoaHwyQAtqHwAVn\/7wp7jcVYZG6tRwFDXG5zoE40YbCVoBoMKTU+uo3taGMMMLc28p7YURlM1bcK+CXfdogu7FOLNoJwANpbgwQF2OqX2ZmC5S7U\/QYCAbYcGZevLozNUgdsxSt4Vgz7K1AGqYJ\/Lac7UXRmj3kf81NOVffQv3G1PZfy\/GmUUM0LLyj9S1ptzHxl3Os31ZqAigliUQQIW+TvPyjS5+5LXnaieMAOBUALV8zu2CZmQM0LA2DdDf\/mNcQH\/84TvvUvrFAUoT1PJd3MYyHdsbwJcD8ui81SB2zHIMh0aCbXxKhIJmJwM0Qspu4BaUC1BdojsxzjzaMEDfnDdNc\/uXbjP0NqbFrhKM1BGeqXpVMgTRBNVscaIwkIM1AEpdjNqyw1GXikKJ3MvP1D4YgYip2vXjIXlTlnew8GIRBmiEtgvQ66a5++2j4V309QGU8k7Z3KK+CXMSSbfOMnJAnTUzQIV1MdaWDocu1c6xunYGaJK050iACg1QbOygc4EA+zDOTNouQC+bBzd\/3\/QErQWg\/s4ROSIFXByfmwdQ2QKxj8xZDVpzwshhCEdnXZjw9RjRTroEZHfBCMq0DmPbRoexCFyiuzDOXNosQD8\/HF4Fet2AFys7U6wBoKpVZTk4ea5uOqTlwNU7mx+gqNnpAahlBHwuAzRTBD1pgMJ2KRWLwCW6C+PMpQ0DdGTmVfPl+1oA6pX0VtCLUn4OA+hmAjwrOg048gU1YzUwLgBnhsydPoM8N\/7mUWigdCeMaFt1kxL6v7I32NDh7ShMl9yJcebRZgF6fC5\/ifOmL78FgILBT2IWRUBiKr9H50WlAaI1NF81aMGlGbutoU10xa5z6fgcaTNAlQAz5YinboPqiSTXbUvugS3\/bmMfxplJmwXoOAYqOpQ2\/7QlgMKbvPRsEEABFO+OTcOoIVpzAtTekl\/gHip35LnxALXSyNQ+GGEBVN2KcVvUA1BZQPD7Powzk7YL0A\/n8j30nx81gVfSV1DS1mAUHJYC7k0HEDGDfdRZWrNVA0eqRlPGe4GwaieNgTJAgcIGdjoXiMGKaB\/GmUvbBaj4+EhS8\/iKAWonYRxdB6CoiRmuy20aQOPHSgPaBSPCBnY6l47BjmgfxplLGwYo1PG\/KnkSKVZqLBAjAIyLGuN74cE+OLZIBF24GhgXaO+jLih1RJMB6pMeANW9d6NXYJ5g+mOvXRqnlHYC0FCKtZW08ms10Kk+FGUIgPpA0aIQS46BOnJDXEJrXaB5UuqQr7GRq10yggKot1mvD6IwuzROKTFAVxEc1pc75F\/dUhAaDeHBPtUDBvFBLQ1QAS\/D3kddUOqIJgPUJzAaIgBJhZOgulywRfdonGJigJYQdd8OhKcGo6zWqAFQHyjsYVSYMzFTNfDVRSMn1BAtzmTwGn2J5F9Dp+0zolWt+ha4DulotrX0PZsKs33jzCgGaAnNA1ChP8KDfZsEqOeK4xJngEpZAPXxkxo7sQKro9s3zoxigBaQ6pCnVH75GfUkkhHEG59j6mmOauC5Yqq7qPeZIxP69pHYH0+xuUebZ4SBT2BS8\/8Y2jpZ38xMg27eOHOKAVpACgzRlVk7qepxAWKq9sD4HQ72OVt8YIv8MkM18FzxSEmD5nqfcfnmvoQsMEA7WQA1G6FyQwW3Tla3b9PJNm+cOcUAnS41gCSiKz8motmDRc1ZBFA3r4zM2F9mAagzRzL7sDYm7CuQgyRtnREjKtV\/YQPUbvnDk8Ht27pLb904s4oBOl2GA7paifAEY7AJenpQOCIiQnr8tHw1kM0a++qsDBFXjQ+7rzGUBQaosBwo0pvAyb4C2LpxZtV+AbrYzxojWpFIsc8ggBfl8kbkrQOgVptWzAdQi19tDkDJM2JyAD4maOOMUF0WOCAS60nBO9jGjTOvGKCTpRxQyM9AhYad9JyJEzMiKy9UR758NdA1lcoUdZS62kkWYIAOsm7A4fu49h1YAmRpbNw482q\/AEUpzpgkuIHL71G+i0gb3+iyIqJapMahfqN0NVA11RxQg1Pt6KiRIee+hCzkn4u1bUbo2zHEp9entPdBH6T9cdvGmVkM0KkCY5\/DRhuo0GrIaSI+iAFACCb8ZQ6AwisxM0Udjd1KyUL2uVjbZgQ1AhS4KWvfQTczsjS2bZyZxQCdKHpsSTcA0UcLXZ0cdgo2RUF8RgvCO4xavBoQeR9zQ9vDHhel9uVnIecatDbNCG+xt7AvYngZBV7Cops2ztxigE6Uy22dANW9d8phgyjQ8dkDgN6atCRAo2BJ7cvPQs41aG2aEd5ibz0ApW93lkU3bZy5xQAtK+iqiqR62FOPDeoPYfInED8GdHT\/dZFJJOMi5VF9Wf6t1bRpRphu1QLX0LdroQ2tQii39GrTxplbDNCiAqNyBkeEsdXiffCsQAKoTojoCaglJpEwOc2LFiKwtZ62zAhITr0hDxmL63WvHQbwJ7Bl48wuBmhRYaqp9pfqv4PZI\/QNnu7zZxyFmahXS0wioX3WVvDPetoyI5Snoc4NOiY3hO676JtX0PhbNs7sYoCSimzVEacBYS\/VTDWlPFhVAk8CdEQReVtgDJS6OHW4beEFon2CAZosYHThHwaVBldeaJUNAzRfDFBScUyiTnOAUcQD1OPPIL7NARR359E+cGkraXuMQAD18FM6FCgGu2z8xt+ecRYUA5TS5FE5fbcXuAUKevJgH+hdoS6xM1rwLVZLTSKNn44to48Jt\/JyUUabY4TyUMNzMA9h5900NGx7MkCztXmAfvzh4u4T7y\/KiUyATqjRsLcEOq2qsWDsgxMBPniDaMH3SC00ieTf0gwljmZlo4y2xgjZrpTdGqFaluNh9WEeQ7esOONvzTiLarMA\/fyw\/yXjq\/5J97NngRTTkowZGApHIP1XkRPvQAAF+zxNUBVtHQC1sxvcijpjBW2NEcpDtasSXXLd8GSAzqWNA\/S6OXv67t1PzdmP\/hQzADqhRlMDUYmKjTY+U2uOgUZfdAuq9JJA3RgjVB\/G60CpxndpY8ZZVtsG6PF507c9r5o7\/hSTksxp3xkRTFZstPGZYoB6tDFGtNTzXlaJpBrfpY0ZZ1ltG6BjP158OB8+nSnmALRIp5Ia0XSNcsak6xkhDWiOSST0qXd7hiBa7yyZOaSxmLbFCGBHczzHy8JMo27LOAtrHwCVn84UU5Is2QhqEwAKW1++zFUCUEd2yStWh3Cdp6JkgAYF7ajspOzmuz0xQItr2wAVl8Pg54fzL70T8XkALVCF9Ri\/f19suq5zIzTDJJK1Jbw5DM6SwRkRZyyzaFOMgHY0jOVt4OcadVPGWVobBmjT3Pr6xXk3+Hm8LDgGGjkyhI5RAUEjoUXhVMxqpMqVrh3t8gB1w440k9kcArGYZ+Cj+FwGKCFlJmL8MsJrUdGkaBPGWUubBaj47cXjbgVT35Fv\/D34lQEqDI7AjzSAouGuRC0JUD0gB2KJBKg1rLeENsEIF0CFZVxXBwB8JGgTxllL2wVop+NvL\/6lA+i9wEr68leJhpOcA53GpIlydDwciPnji3Z5gPqHzayj4EqJKSFkD+qoESkDFMo0WAt8yfpOno4+47UF46ymbQM0OsXSSaJ2pQegmpJ6n\/Z\/sBUVLQiXnuWsatBSl+Y+Cq8EHEU1HF8+OkrFsoy2wAjYZwEtenVPQt+Js7ONmmWc43P0o44Xd\/8Selyw0x\/+w5dNY0x2fDg3dl13qaE93bM2z\/r8EBMlNwf1GvI\/dJwPIjLbiwGaJdmGsr+AALIzJZsE8Iv+ECYY3dGuAVBfatZRG\/7wj97nOKrOZYDaQgZT7gX8DH2nTze2IlUCoJ3uhxD68Xv\/VAYB0G4qBI3fXY7jeigjN4wMA1SlzgC1UyyRZGv6YACg1FAV3glH\/2ArTYzHhAKxzAA8N1E51QBfp\/doa1+xrtmWLYJH868zS9UC1LyZOK3lHJUW1KhpkkoBlAIY1K\/ngblgAqDdLvgYYgfUvsWJ9tycFASoTv0EAUqtAy3+u\/DA8RQ0rC8gAAkD2+nH4C3s2ba6GwY6t9PAkg9QF0ENK5AAFcZlxR7Nv84s1Q9Q5A6UnTx2m2jUYgD187EjXTpAuy47oF0HP5zQGCAEUJA6A3RIpTBAwdAS\/nQBFPbdMQYFICdqv6E2qKZmka5sRjUwr9dz1CC+\/FCVO2Ir+8oKqFaAIrPqPQQywU2Y7A1NyEQ2QEHT8N3rjmzeV1bkAbSjHTjrBohf\/CsKdYUbpIYYoIM++UefiwEUUU9gbwVOqrkJm2dC7UTdVx1AVwSUxloAbalLo4+2xpUkkVNd9HqqGqDGMLlLY5HYBEXulKESAB3bhj4u5QEUtyy7b3euYcrdHs8iRwZoXIrTkwRurJ3R8FzlpjocRClsXUJ0CFAthGy3YngVoEsOQNFWa1VLXWV1JmGTyL8lYPNa224VVQXQ1ix7dYfyDhe7ADrZgcoAtG8K+kZB8wCKB0F79nURKQAGYmWAxqVYCKBCgdLtxSIQIkPrAJSsno6j8IYx5TrXUs0AzTMojE7\/zVIhgHZc8j3wkgnQa9hFHxqflyCia3+7lwEal+LkJMFIlM9rJ3i8vzJMp8tUgBq9bKq+tnhFYs51rqSaAAqHe4a\/k2yJ4spSIYDiFUcfv\/\/qBm237v0yfr9U0xWShm+\/+apfQXrvZxUFBVA0CDoEuAIJSUKirv7x9cVNzHdfvpeHUeojQN8+vvk8A6kn22AubRig9OiSHrYk3VQCqHUGVwHGLzopOt0cTWQEdXVyH7wMBFDPlj5DbmVcUzFVBFBgaAhQ1IFHUKWGPVF8+DNdMwD04yO9tmlAqAnQX8\/1DPBtQFkLoJCMYzOyI+Az4ygMpuK+\/YsToDqH\/sccGaBRAp0qs3M0MkB9EOfCEFRwfYSYWDJzkKvJALUzoQc91Q59dYEtfQaMbC1VBVD0BzbrtQ0RSb0EpT03SeW78B8AHcdQGKDHywZKcpcCaLdTHh+782AQVPXMAUBfgbS\/cQD0a5BD7\/LVzQL08+MLqLsFX6hMSDuf1Y0Vigr\/f3tnw+O2kR5g7XnvVsgGF7cxnOLS+hwDObg9F7h10qLItQsnuPisvbUt\/v8\/U5ESOe98cviSEofS8yCxuNRwhnpn5tHMkJKsv+1Utj66f5MCtSfNMws0tJAmT74y7w7uWPPGpLMCUdk5ItAGEWhpyjCm6fQLVB\/gyS8iNf78sp4b\/+17c3OTXAOt0z55Wd9as7\/\/6aDDoEDFImg7dzfpuieNQOu8r168r1cRhMCdNdAdT3dJPr2ViwpDY3AsJily+33wPSpS4sgi3Wbb7nXmW0aiiWOt6VlGJ\/HL1TGFQO1O2O2bilGvbxSlCbS6ufHi2h\/oYHbjAzyNQB86ETb32L887H7XfZhdKMxaLhUj16BAzXizuYmpKasru1sO7QRaZ9ee2Lu4QNsktW5Tl7YWK9D+H0KSJR5JoEKYoo27mrGP7ZIfnl2EQEMLaWbfVIx6faMoRqAi0JPEb4oATyDQTz9\/Y4Y59oXxbowoFGbf\/G5uVAoKtNOmuXzeLYKacWe3ZeV9HxXodyL31OhswQLdhbPn14xNicd4lTf2neCHh3YkKtOJpyzRHnKR61RHOM8DYxxxEzhDa9+NEwx7yxwhAlEUpQjUDXSPL0\/zxjPdRzkdqXUJG3MJhd1Z0rpPC9SMMruEVp5mdFofa5dePx8UqCn+7nwFun3V8z3KpsTjCLRdqRJWaBu2lU6Y00m+GIH2bJnXHtoKpSuLcgRqbXWqjAv0BNGcTKBPm2es+9wr47\/ofaB9An3w71RqE5q5fPukc5PnXUSg5kTu3bXc\/Bgci8mK\/Me3\/5lZ4rgig020Z2iQky587JEY4YhYv3VOu4zXqWIOgQaCMLCtnCiYEwn06rDsad35XhnJhQX6t\/\/6ZtUj0NbIwsxtnmb42ArUKf0hIlDj2HMWaH6JCPQEAh30Uqd8aeNZuECPG80pBHr7r2\/aZx78oWlIoNtf\/vSHWytBTKDthF248eBSszzaCdTx4U6WCDSjxFFFxhbtbm7MKp9wSHuMPN7bd2LbGIQAABGuSURBVHqmc4S1\/iDfLkxXllvWgd6+MphBoL1LwcaOdozN44niOdFtTC33kcVRS6Afv\/ENGxNonWO9W6xWHswZuKMegapKHFPkTaSpuxeRzL7KGl6YzVnFMZkjbqwX6V4mCmxViX2FMJdAU3EIDjPt96jTxHMGgZo0T75607cGerCgJeD9wqr4XiYEOqrEcQKtgk300IDDAu257jIDEwrU+af3ElNiqxBOL9BYqxIJzPgzJlArs6MxvUCDTwiFNbP8q9\/\/+X\/e2wdEBFof+Z0cbrZiFOkR6KgSh89S5RCrCjXRzIWpUy5WJenvBsHT8waVbX\/OutNGvuhSAhFiJoFWbnDl4zCOdJo1EwvUvYjUYhRm3WmfIdB6\/9e26Rqn1vm0JuQi0qgSRwvUN2hmmz5dO+9hWoFaY+28zl1KIEKcXKBuq7q5HIE63yHfYRQWu9UoKtB6EfTv9u2ltVPlmDRyG1P\/19kh0Eo1Sz0MsUT3D6QyozF5SUmm7b1UcDJ6u0HwVEMXjKw5pZmM2umWxVwCdYNmHmVrav+YiYkF6n625867D9QeJZqb3aMC3SnvN3995prxt+9EQeEb6c1ZItBkiRqBehdIQons5anKP6gYneQJ1DlXc\/43bm+2IuOlWxinFqgz8myD1gXPDCu7EeZ8o\/aJBep8vLwbkMYEer\/q\/owJdHfo1WtvcbP+caSuHOujnJ0eH1YINKvEYUV2LTd55bhr4XI9q9tn5aQ+8Qnp6wbBUzU7TUxEdLpEXrqpz\/7IzCZQO2jmsTOmaYVnI9Dmp4dbQ33sxpdmbPi4Fhd\/flj1C7R+4tb7OfirL4QIu9yb0g8LrOJrQ8TIFIH6JSoEWnUT9PA6U3ghqhuNWhlN8BJGkyVQ51zNPrNMEV+Ck+mO8xqOxokF6sROrAFV5ipdoG0d41z6mVqg+4vs1292uvokvqyuOeJNtX2\/v4h0XX\/d3acfv1gFBWqNI9ub862V1Ttx\/2glBdmkrb8Jf\/9ddUKg+9IRaKDEQUUK+00i0DJ80tMNgqfqLWsmBWovhC6KEgRa3SSDfEYCbb7DzvD0sPdw8+fX7hcu\/0cntKhA9wdY1\/YbT9qrnYe\/3om8zcTfLh2BVvadukOOtNtzvNm2z8hZ6400iJVgbvIEap2r2RfaSqeb4IxPyKxfJuIGzWtD8v8ZmF6g8ic9rv7Y7mwm1\/txpDDo0w\/GfVGBNmNW+6uFmix+Z6VodfrYln71F3OrvSkdge5L0QpUjgPE37F03Vz\/sM+a\/7tJZyTdDZyrGs5meCudbvwZn5A5BSoHntaOtjV1a6HuJOhEHEGg9XfR15Pzq\/qH3cwxb9eNMevN5gtEr77898N1n+53P8ICbSbs9vJo49TvrD9Ngib3Jy8+WJ9VaktHoH6JKoH2LOj5V1HCW4ksTkmmQCffWgTzCrR9TAl0xiFoKd\/1VyQI1CW6wpeRLsFUL0VNshuEzjX3NRX7igcwoyPKb0cINAECdcltteU3fBsEmgCBJkCgCRDopUA3SEBwEhCcBAj0UqAbJCA4CQhOAgR6KdANEhCcBAQnAQK9FOgGCQhOAoKTAIFeCnSDBAQnAcFJgEAvBbpBAoKTgOAkWLxAP\/7p9ssXwW9okSVS03SDFAQnAcFJsFiBfn7WfPR1\/xUAV6GfCJAlUtN0gxQEJwHBSbBwgT6srl7++usPyU+rVvpXudlsdAcWyGK7wSkqYURwzqmNhFlsyzkFyxbo9tX+6wLugz+yIkpEoMvtBgh0Zhbbck7BsgV6mMdXj2v7q6y8EnVF7rrG+fSOpXaDk1SCPjhn1UbCLLXlnITzEGj7GC0RgS62GyxBoGfTSIIsteWchGULtLrbL34+rsM\/ldKVqCqy6Rdn0zkW2g1OUwnq4JxXGwmz0JZzGhYs0NXqye9fr+vFz+3dUdZAu85xFkOMRXQDP9JLEOh5NJAoi2g5c7FYgVa\/vK6\/VXrVTORX6Rm87lUeOsW5zNEW0Q28SJtKOCra4HSndwYNJMoiWs5cLFegNdtfXv9LLdCveu6kHyfQ81gKXUI38CO9CIFuNmdt0CW0nNlYtkCzS1QU2XUJBHoq\/EiLSjhqycrgiPfYM2ghMRbQcuYDgcaw++7y+8cCuoEf6UUI9GyWySMsoOXMBwKNsHHxnw8dozzBE1B+NzA6qg6xjFbAxpofuFv5BbZHDAzORkzdrRMsugVoKb\/lzMh5CDR0H6j+d+Eb3M7hX91AoBNjrXci0GIov+XMCAJNcLgAv3\/wLm6E7rgpuP8U3w3a2LUT+UQszbOhrQEFtkcMC0574KFhdG2k8BagpfiWMyfnIdDq0\/t0iWMEugn0jNiYtODuU3o3kEPJEwp0f8gEAo3MVM6A0lvOrJyJQPtKVN9IL+Zm3sWN0B035faf0ruBiZzwUyJp9J9BBWoEKofI3ey9s3G5LUBL6S1nVi5aoKF1q43syP4iV\/uM+Vfs85bqSmJ0N5jmtcVy8YLdxdI\/QhrTvMNVGoEe\/h0o0ChDz2ERINAEixbox9ff3t7efvvip94SNQIVE7OwQN1ZfdmT+GUJVMTSO8Kas2+sBZYBp2gdMSQ4XaFe+wi9r54BCDTBggX6+Ly7RHSd\/j7l6LVUf+Ff\/LUxXcSZwZsUfmbFdp+x3WCaN4e8XGTM\/SOkQM0\/8qnMMzGPwwRqqVMsg9oZnw0INMFyBfq4Xl3\/+dea\/36u+kZ6M3aRo07nooTpHNbUvtsS+7x0ZTGyG0wzus7LxXpn845wK8upwOwzEbkMCY5sF6EB6PkZFIEmWK5A5TcwDf02Jm8RbSP+DPWPynQQMzCSl5babi47UlmMFmg1Qg3OqN7a52\/JYb9\/hFVZXd30naZbK3aZGcGRLyHGyCgVCgJNsFiBWrd+Dv1CZdMp5cjRqDPWS8wRzqgjtK8wxnWDkct7XewqK2b2s+1WLPLxZ52koRpw9jmHZAk0WP2xczgjEGiCixRo08TFeLJr9uYhOkcLd5YFdKApBKo1qB0mf\/RubwVCLI7ol1eoAtyFAOeQ\/uDEajpyDucEAk2wWIG2vyfX8LAa9I30YtWs7Z6b8BjUepBLctYy3SHPNsMy53CjusHI5T0naO1E11jZ2TIelEZMpQuU1rtPkCNQa93Al7bTHs4IBJpgsQJtftF4b83tu\/Uq\/cPw9qsUs7zDcEFaUj5UkX2V+cOMZNvMN2rPHJUx3cAoSvXKuqCJ8Jkw+VsiXfIIqzrc0rwzSJ17b3BkkcERp3lUBKhsEGiC5Qq0uq9vYLq9va0fvu4pUUzEWsVFBBrqF5XsOJVQpxSoKKHIXjROoP5WPm4EvQhX8k1NjjitgMs\/vXTuyXZD1Y23L0RfcFIvoRPnpq+UhYJAEyxYoNWnH79o7gJ98m99d9I7As1dyfL7iTXcFJ0z0J1KY0Q3cF\/dQMR7lR1LESq5lYj+JprOK609c+uv2Cn2CzR9auIsCqz6kSDQBEsW6IASzUSsbeVqKjl8bR\/cJJvyutFsAhWLGzKXLmrm2VA69yAzYY+clTPmDI1HB8Rg\/0SwxEjjOD+DItAEFyrQypvpdVq1\/rUmb4F9JqfK3iyvF83WDRwxGg0lBBrcShwRKq3q6ru\/VrIEaizpvGXa667lVf1IEGiCixKoPTYUjb7tnWY6nrXPnxqGtgphrm5ghcS889jvQU66TWhLvJP5z\/rFidFnf62kg+MMQAPLEY7ZI5ktFASa4BIFatq5EKA99BQP3X\/+Pk+goY5cCiUIVI7k5B43XXArqdz4EdbEfYxA4\/5EoJfLJQk02PYnYl9OaF8pzNQNjhXwcAWEaiCcMDMG9RP6szkPEGgCBDoN1b6AgnvRRQhUWysINAECTXBBAg2sndls2qmaP\/frPbZ85u8Gm0AUs8M56ojeQ7I+ymny7ZZvNpvNgptEJvO3nIK5RIHG+qB1RamKHLHY3jJ\/NxgVzhECzTgk66OcZsusf4uV8LNl\/pZTMJcj0N45VvbM8KSnPhmzd4NR092RR\/QdkvFRzsuZsrvM3nJK5lIEulrZLX7lE+wZoacCxy6CRHBOQUw+ww9WFNebvCc4PQLNOqPlMnPLKZsJ\/DSQeQQKBCcBwUlAcBJM4KeBFDPw733x4xMsJQvoIzuEuQknz3DOhHBCiqkUBArZIFAohGIqBYFCNggUCqGYSkGgkA0ChUIoplIQKGSDQKEQiqkUBArZIFAohGIqBYFCNggUCqGYSkGgkA0ChUIoplIQKGSDQKEQiqkUBArZIFAohGIqBYFCNggUCqGYSkGgkA0ChUIoplIQKGSDQKEQqBQAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQAkCBQBQgkABAJQgUAAAJQgUAEAJAgUAUIJAAQCUIFAAACUIFABACQIFAFCCQAEAlCBQAAAlCBQAQMn8Ar27+ov542HVIHcl8dMPzaGqfv5ml\/zFB\/VJfH62OvCb\/9OfBQzh3oQ6zqe369XqycvedNsfd+m+\/Cmz6LuMSs2vfq\/xBQk1MSiC2QV6bzWz+4Hi8dMPzaE94Lcf3D1jBDr4LGAI73JE8vFQL7\/rSbd9tU\/3XVbR9zmVml39fuMLgkCLZW6BPtjNLOftXeKnH5rD4\/rqZdPZTP8ZmsWeXT8cmwVksf0hSyR3q6fvd65d95nxYXX9U51nlpsest4Vc6s\/0PhSWE0MimBmgT6ur5+LxrZ9Newd1k8\/NIddN2va5IMZqAzOYs\/96mv9WUA+j89X18\/74\/v52X5cd98zBN2+2jfALOk57TWaZWb1+40viWxiUAbzCnTX0v73lWiQn5\/ltaR4+uE5eNOnoVnseVyLjHRZQBZ3Vy\/+PuAN6nGdVRfbVxkCddtrhNzqDzS+FFYTgzKYV6C7d32r4T6snr5dZyyqx9MPzWHXvbbfr0Zl0WDPrlRZQB6\/fhg0ws8btm3f5owC3fYaIbf6A40vdYpM4AtkVoHe71qE1SAPa+q9i+rx9ENzeFj907ORWRzykclVWUA2AwT6uM5I+rherf65v6689hpNl1f9gcaXTE1zKo85Bdos\/VgN8m711U9V9fM6d63HTz80h\/qiwJtxWdQ4owNNFpBPvkAfe68hNalub1err\/r05LfXCLnVH2h8cRiAFsmMAt0v6YQa5NDFHj99dg4Ph4uqI7KIJ2bR6khkC\/TdetV\/H+g+y7u+OXy8vSYPSBBvfJrcYA5mFGg70fHvSTnhxfi2WY68nh9eaONi\/JHIDOz27eoqe9T2+VlPnvH2Giu+7yzjjS9YPNOZAkGgUwg0MixBoEciL7C7Se917ueLMvKcV6ADRr5wQua+kd5qGO0gIHe53E8\/NIduZclMkAZnUXn3o2iygAFkCXRXtU8zwt9WVuYUOUNk2dXvN75UprSlEilKoNVdM2To\/\/BIPP3QHOp1qJfNOr4+C\/9OaEUWMIBJ57z7ysq94pd3ESmz+v3Gl0jKrcUlUopAPz+rHz4\/38+Rcld7ZHpdDlX11nxiWpuF6KvqLGAAOQI1nx\/vHwfuW0Dm3ZgZN9JnV79ofD2wBFomZQm02tZfoHP9Jv9ok16Zw26k8EX7nT3qLO67IYQ6CxhAjkAfVpkC3X8bU8a3Nh2KzvnEUnb1m8bXwz2zmSKZXaAAAEsFgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKAEgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKAEgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKAEgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKAEgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAIASBAoAoASBAgAoQaAAAEoQKACAEgQKAKAEgQIAKEGgAABKECgAgBIECgCgBIECAChBoAAAShAoAICS\/weLisuAnMEFHQAAAABJRU5ErkJggg==\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds2 <span class=\"co\"># \u8f93\u51fa\u7b2c2\u79cd\u53c2\u6570\u53d6\u503c\u60c5\u51b5\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=3 eps=0.5\n## 0 1 2 3 4\n## border 10 2 6 0 2\n## seed 0 47 78 4 1\n## total 10 49 84 4 3<\/code><\/pre>\n<p>\u2003\u2003\u7531\u4ee5\u4e0a\u5206\u6790\u7ed3\u679c\uff0c\u6211\u4eec\u5c1d\u8bd5\u51cf\u5c0f\u534a\u5f84\uff0c\u9608\u503c\u4e0d\u505a\u6539\u53d8\uff0c\u4ecd\u8bbe\u4e3a3\uff0c\u53ef\u4ee5\u60f3\u8c61\uff0c\u5982\u6b64\u4e00\u6765\u4f1a\u6709\u4e00\u4e9b\u6837\u672c\u88ab\u5212\u5206\u4e3a\u4e0d\u540c\u7684\u5206\u7c7b\u3002\u5728MinPts=3\uff0ceps=0.5\u65f6\uff0c\u4ece\u8f93\u51fa\u7ed3\u679c\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u6709\uff0c\u6837\u672c\u88ab\u5206\u4e3a4\u7c7b\uff0c\u5176\u4e2d\u7b2c1\u7c7b\u603b\u5171\u542b\u670949\u4e2a\u6837\u672c\uff0c\u5176\u4e2dseed\u5bf9\u5e94\u768447\u4e3a\u76f8\u4e92\u5bc6\u5ea6\u53ef\u8fbe\u7684\u6838\u5fc3\u5bf9\u8c61\u6240\u6784\u6210\u7684\u7c7b\u522b\uff08\u8be6\u89c1\u524d\u9762\u6982\u8ff0\u90e8\u5206\u6982\u5ff5\uff09\uff0c\u53e6\u5916\u76842\u4e2a\u6837\u672c\u70b9\uff0c\u5373border\u6240\u5bf9\u5e94\u884c\u4e2d\u7684\u6570\u5b572\uff0c\u4e5f\u5c31\u662f\u4e0e\u7b2c\u4e00\u7c7bseed\u4e2d\u5bc6\u5ea6\u76f8\u8fde\u7684\u8fb9\u7f18\u70b9\u3002\u4ee5\u6b64\u7c7b\u63a8\uff0c\u7b2c2\u7c7b\u542b\u670984\u4e2a\u6837\u672c\uff0c\u5176\u4e2dseed\u70b978\u4e2a\uff0cborder\u70b96\u4e2a\uff1b\u7b2c3\u7c7b\u542b\u67094\u4e2a\u6837\u672c\uff0c\u5176\u4e2dseed\u70b94\u4e2a\uff0c\u6ca1\u6709border\u70b9\uff1b\u7b2c4\u7c7b\u542b\u67093\u4e2a\u6837\u672c\uff0c\u5176\u4e2dseed\u70b91\u4e2a\uff0cborder\u70b92\u4e2a\uff1b\u6807\u53f70\u6240\u5bf9\u5e94\u7684\u5217\u4e3a\u566a\u58f0\u70b9\u7684\u4e2a\u6570\uff0c\u6b64\u5904\u4e3a10\u3002 \u2003\u2003\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u534a\u5f84\u8bbe\u4e3a0.5\uff0c\u9608\u503c\u8bbe\u4e3a3\u65f6\uff0cDBSCAN\u7b97\u6cd5\u7684\u7ed3\u679c\u53d1\u751f\u53d8\u5316\uff0c\u56fe\u4e2d\u7684\u566a\u58f0\u70b9\u7528\u9ed1\u8272\u5c0f\u5706\u5708\u8868\u793a\u3002\u805a\u7c7b\u7ed3\u679c\u5982\u4e0b\u56fe\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(ds2, clu_data, <span class=\"dt\">main =<\/span> <span class=\"st\">"2: MinPts = 3, eps = 0.5"<\/span>) <span class=\"co\"># \u7ed8\u5236MinPts=3\uff0ceps=0.5\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds3 <span class=\"co\"># \u8f93\u51fa\u7b2c3\u79cd\u53c2\u6570\u53d6\u503c\u60c5\u51b5\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=5 eps=0.5\n## 0 1 2\n## border 17 4 12\n## seed 0 45 72\n## total 17 49 84<\/code><\/pre>\n<p>\u2003\u2003\u8fd9\u4e00\u6b21\uff0c\u6211\u4eec\u5c1d\u8bd5\u4e0d\u6539\u53d8\u534a\u5f84\uff0c\u800c\u5c06\u9608\u503c\u4ece3\u589e\u5927\u52305\u3002\u4ece\u8f93\u51fa\u7ed3\u679c\u4e2d\uff0c\u6211\u4eec\u770b\u5230\u6837\u672c\u88ab\u5212\u5206\u4e3a2\u7c7b\u3002\u566a\u58f0\u70b9\u4e2a\u6570\u53d8\u4e3a17\u4e2a\u3002 \u2003\u2003\u7b2c\u4e09\u79cd\u805a\u7c7b\u7ed3\u679c\u5982\u4e0b\u56fe\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(ds3, clu_data, <span class=\"dt\">main =<\/span> <span class=\"st\">"3: MinPts = 5, eps = 0.5"<\/span>) <span class=\"co\"># \u7ed8\u5236MinPts=5\uff0ceps=0.5\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">ds4 <span class=\"co\"># \u8f93\u51fa\u7b2c4\u79cd\u53c2\u6570\u53d6\u503c\u60c5\u51b5\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=5 eps=1\n## 1 2\n## border 0 1\n## seed 50 99\n## total 50 100<\/code><\/pre>\n<p>\u2003\u2003\u6700\u540e\uff0c\u6211\u4eec\u4fdd\u6301\u9608\u503c\u4e0d\u53d8\u4e3a5\uff0c\u4f46\u662f\u628a\u534a\u5f84\u7ffb\u500d\u4e3a8\uff0c\u7531\u4e8e\u6838\u5fc3\u5bf9\u8c61\u3001\u5bc6\u5ea6\u53ef\u8fbe\u7b49\u6982\u5ff5\u7684\u5224\u5b9a\u6761\u4ef6\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u88ab\u653e\u677e\uff0c\u6240\u4ee5\u6211\u4eec\u53ef\u4ee5\u9884\u5224\uff0c\u4f1a\u6709\u5927\u91cf\u7684\u6837\u672c\u70b9\u88ab\u5f52\u4e3a\u540c\u4e00\u7c7b\u4e2d\u3002\u7531\u8f93\u51fa\u7ed3\u679c\uff0c\u5728\u603b\u5171\u7684150\u4e2a\u6837\u672c\u4e2d\uff0c50\u4e2a\u88ab\u805a\u7c7b\u4e3a\u7b2c1\u7c7b\uff0c100\u4e2a\u88ab\u805a\u7c7b\u4e3a\u7b2c2\u7c7b\uff0c\u5176\u4e2d\u67091\u4e2a\u6837\u672c\u70b9\u4e0e\u7b2c\u4e8c\u7c7b\u7684seed\u6784\u6210border\u70b9\u3002\u7b2c\u56db\u6b21\u5206\u7c7b\u4e2d\u6ca1\u6709\u566a\u58f0\u70b9\u3002 \u2003\u2003\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\uff0c\u5728\u534a\u5f84\u8bbe\u4e3a1.0\uff0c\u9608\u503c\u8bbe\u4e3a5\u65f6\uff0c\u805a\u7c7b\u7ed3\u679c\u5982\u4e0b\u56fe\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(ds4, clu_data, <span class=\"dt\">main =<\/span> <span class=\"st\">"4: MinPts = 5, eps = 1.0"<\/span>) <span class=\"co\"># \u7ed8\u5236MinPts=5\uff0ceps=1.0\u805a\u7c7b\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u6839\u636e\u4ee5\u4e0a\u8fc7\u7a0b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u51faDBSCAN\u7b97\u6cd5\u53c2\u6570\u53d6\u503c\u7684\u89c4\u5f8b\uff1a\u534a\u5f84\u53c2\u6570\u4e0e\u9608\u503c\u53c2\u6570\u7684\u53d6\u503c\u5dee\u8ddd\u8d8a\u5927\uff0c\u6240\u5f97\u7c7b\u522b\u603b\u6570\u8d8a\u5c0f\uff1b\u5177\u4f53\u7684\u3002\u534a\u5f84\u53c2\u6570\u76f8\u5bf9\u4e8e\u9608\u503c\u53c2\u6570\u8f83\u5c0f\u65f6\uff0c\u8d8a\u591a\u7684\u6837\u672c\u88ab\u5224\u5b9a\u4e3a\u566a\u58f0\u70b9\u6216\u8fb9\u7f18\u70b9\u3002<\/p>\n<p>\u2003\u2003\u638c\u63e1\u53c2\u6570\u53d6\u503c\u89c4\u5f8b\u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u7814\u7a76\u9700\u8981\u6765\u8bbe\u7f6e\u534a\u5f84\u4e0e\u9608\u503c\u8fd9\u4e24\u4e2a\u6838\u5fc3\u53c2\u6570\uff0c\u4ece\u800c\u83b7\u5f97\u7406\u60f3\u7684\u805a\u7c7b\u7ed3\u679c\u3002\u4f46\u5728\u8bbe\u7f6e\u53c2\u6570\u4e4b\u524d\uff0c\u6211\u4eec\u6709\u5fc5\u8981\u4ece\u6570\u636e\u96c6\u672c\u8eab\u6027\u8d28\u51fa\u53d1\uff0c\u4e8b\u5148\u83b7\u77e5\u53c2\u6570\u7684\u5408\u9002\u53d6\u503c\u8303\u56f4\uff0c\u5426\u5219\u5c06\u4f1a\u65e0\u4ece\u4e0b\u624b\u3002<\/p>\n<p>\u2003\u2003\u56e0\u6b64\uff0c\u6211\u4eec\u8003\u8651\u67e5\u770b\u5927\u591a\u6570\u6837\u672c\u95f4\u7684\u8ddd\u79bb\u662f\u5728\u600e\u6837\u7684\u4e00\u4e2a\u8303\u56f4\uff0c\u518d\u4ee5\u6b64\u8ddd\u79bb\u4f5c\u4e3a\u534a\u5f84\u53c2\u6570\u7684\u53d6\u503c\uff0c\u8fd9\u6837\u5219\u53ef\u4ee5\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4fdd\u8bc1\u5927\u90e8\u5206\u6837\u672c\u88ab\u805a\u4e8e\u7c7b\u522b\u5185\uff0c\u800c\u4e0d\u88ab\u8ba4\u4e3a\u662f\u566a\u58f0\u70b9\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">d <-<span class=\"st\"> <\/span><span class=\"kw\">dist<\/span>(clu_data) <span class=\"co\"># \u8ba1\u7b97\u6570\u636e\u96c6\u7684\u8ddd\u79bb\u77e9\u9635d<\/span>\n<span class=\"kw\">max<\/span>(d); <span class=\"kw\">min<\/span>(d) <span class=\"co\"># \u67e5\u770b\u6837\u672c\u95f4\u8ddd\u79bb\u7684\u6700\u5927\u503c\u4e0e\u6700\u5c0f\u503c<\/span><\/code><\/pre><\/div>\n<pre><code>## [1] 7.085196<\/code><\/pre>\n<pre><code>## [1] 0<\/code><\/pre>\n<p>\u2003\u2003\u5bf9\u5404\u6837\u672c\u4e4b\u95f4\u7684\u8ddd\u79bb\u8fdb\u884c\u5206\u6bb5\u5904\u7406\uff0c\u7ed3\u5408\u6700\u5927\u503c\u548c\u6700\u5c0f\u503c\u76f8\u5dee7\u5de6\u53f3\uff0c\u53d6\u5206\u6bb5\u6570\u4e3a7\uff0c\u627e\u5230\u6837\u672c\u70b9\u6700\u96c6\u4e2d\u7684\u5206\u533a\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(ggplot2) <span class=\"co\"># \u4e3a\u4f7f\u7528\u6570\u636e\u5206\u6bb5\u51fd\u6570cut_interval(),\u52a0\u8f7dggplot2\u8f6f\u4ef6\u5305<\/span>\ninterval <-<span class=\"st\"> <\/span><span class=\"kw\">cut_interval<\/span>(d, <span class=\"dv\">35<\/span>) <span class=\"co\"># \u5c06\u8ddd\u79bb\u5206\u4e3a35\u6bb5<\/span>\n<span class=\"kw\">table<\/span>(interval) <span class=\"co\"># \u5c55\u793a\u6570\u636e\u5206\u6bb5\u7ed3\u679c<\/span><\/code><\/pre><\/div>\n<pre><code>## interval\n## [0,0.202] (0.202,0.405] (0.405,0.607] (0.607,0.81] (0.81,1.01] \n## 65 371 703 784 758 \n## (1.01,1.21] (1.21,1.42] (1.42,1.62] (1.62,1.82] (1.82,2.02] \n## 697 581 477 338 311 \n## (2.02,2.23] (2.23,2.43] (2.43,2.63] (2.63,2.83] (2.83,3.04] \n## 328 278 274 365 393 \n## (3.04,3.24] (3.24,3.44] (3.44,3.64] (3.64,3.85] (3.85,4.05] \n## 395 376 429 391 425 \n## (4.05,4.25] (4.25,4.45] (4.45,4.66] (4.66,4.86] (4.86,5.06] \n## 426 303 321 301 260 \n## (5.06,5.26] (5.26,5.47] (5.47,5.67] (5.67,5.87] (5.87,6.07] \n## 225 138 123 86 77 \n## (6.07,6.28] (6.28,6.48] (6.48,6.68] (6.68,6.88] (6.88,7.09] \n## 79 53 28 13 3<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">which.max<\/span>(<span class=\"kw\">table<\/span>(interval)) <span class=\"co\"># \u627e\u51fa\u6240\u542b\u6837\u672c\u70b9\u6700\u591a\u7684\u533a\u95f4<\/span><\/code><\/pre><\/div>\n<pre><code>## (0.607,0.81] \n## 4<\/code><\/pre>\n<p>\u2003\u2003\u6839\u636e\u7ed3\u679c\uff0c\u6211\u4eec\u53d1\u73b0\u6837\u672c\u70b9\u7684\u8ddd\u79bb\u5927\u591a\u96c6\u4e2d\u57280.607\u81f30.81\u4e4b\u95f4\uff0c\u56e0\u6b64\u6211\u4eec\u8003\u8651\u534a\u5f84\u53c2\u6570\u4e3a0.7\u4e0e0.8\u3001\u5bc6\u5ea6\u9608\u503c\u4e3a1\u81f37\uff0c\u4f5c\u53cc\u91cd\u5faa\u73af\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"cf\">for<\/span>(i <span class=\"cf\">in<\/span> <span class=\"kw\">c<\/span>(<span class=\"fl\">0.7<\/span>, <span class=\"fl\">0.8<\/span>)) <span class=\"co\"># \u534a\u5f84\u53c2\u6570\u53d60.7\u4e0e0.8<\/span>\n{ <span class=\"cf\">for<\/span>(j <span class=\"cf\">in<\/span> <span class=\"dv\">1<\/span><span class=\"op\">:<\/span><span class=\"dv\">7<\/span>) <span class=\"co\"># \u5bc6\u5ea6\u9608\u503c\u53d61\u81f37<\/span>\n {\n ds <-<span class=\"st\"> <\/span><span class=\"kw\">dbscan<\/span>(clu_data, <span class=\"dt\">eps =<\/span> i, <span class=\"dt\">MinPts =<\/span> j) <span class=\"co\"># \u5728\u534a\u5f84\u4e3ai\uff0c\u9608\u503c\u4e3aj\u65f6\uff0c\u4f5cDBSCAN\u8ddd\u79bb<\/span>\n <span class=\"kw\">print<\/span>(ds) <span class=\"co\"># \u8f93\u51fa\u6bcf\u4e00\u6b21\u7684\u805a\u7c7b\u7ed3\u679c<\/span>\n }}<\/code><\/pre><\/div>\n<pre><code>## dbscan Pts=150 MinPts=1 eps=0.7\n## 1 2 3 4\n## seed 50 97 1 2\n## total 50 97 1 2\n## dbscan Pts=150 MinPts=2 eps=0.7\n## 0 1 2 3\n## border 1 0 0 0\n## seed 0 50 97 2\n## total 1 50 97 2\n## dbscan Pts=150 MinPts=3 eps=0.7\n## 0 1 2\n## border 3 1 0\n## seed 0 49 97\n## total 3 50 97\n## dbscan Pts=150 MinPts=4 eps=0.7\n## 0 1 2\n## border 3 1 3\n## seed 0 49 94\n## total 3 50 97\n## dbscan Pts=150 MinPts=5 eps=0.7\n## 0 1 2\n## border 3 1 5\n## seed 0 49 92\n## total 3 50 97\n## dbscan Pts=150 MinPts=6 eps=0.7\n## 0 1 2\n## border 5 1 9\n## seed 0 49 86\n## total 5 50 95\n## dbscan Pts=150 MinPts=7 eps=0.7\n## 0 1 2\n## border 6 1 10\n## seed 0 49 84\n## total 6 50 94\n## dbscan Pts=150 MinPts=1 eps=0.8\n## 1 2 3\n## seed 50 98 2\n## total 50 98 2\n## dbscan Pts=150 MinPts=2 eps=0.8\n## 1 2 3\n## seed 50 98 2\n## total 50 98 2\n## dbscan Pts=150 MinPts=3 eps=0.8\n## 0 1 2\n## border 2 0 0\n## seed 0 50 98\n## total 2 50 98\n## dbscan Pts=150 MinPts=4 eps=0.8\n## 0 1 2\n## border 2 0 1\n## seed 0 50 97\n## total 2 50 98\n## dbscan Pts=150 MinPts=5 eps=0.8\n## 0 1 2\n## border 2 0 2\n## seed 0 50 96\n## total 2 50 98\n## dbscan Pts=150 MinPts=6 eps=0.8\n## 0 1 2\n## border 2 0 4\n## seed 0 50 94\n## total 2 50 98\n## dbscan Pts=150 MinPts=7 eps=0.8\n## 0 1 2\n## border 3 1 7\n## seed 0 49 90\n## total 3 50 97<\/code><\/pre>\n<p>\u7531\u4e8e\u5171\u670914\u4e2aDBSCAN\u805a\u7c7b\u7ed3\u679c\uff0c\u6240\u4ee5\u5c06\u5404\u53c2\u6570\u4e0b\u7684\u805a\u7c7b\u7ed3\u679c\u6c47\u603b\u4e8e\u4e0b\u8868\u4e2d\uff1a<\/p>\n<div class=\"figure\">\n<img decoding=\"async\" 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TjAyM1PZeEfA2o2cV3Z+GtBmt5RlHXTouf8Ax3gg8EHkEVpalKhvYrW0uLO31mWF2tpLm2Mo8sMnmAAMpPVeAw7HBxVfwgyHw+qpklLidJJNwYSyCVt7ggAYZsnpxnHahAxn\/CCeD\/8AoVND\/wDBdD\/8TR\/wgng\/\/oVND\/8ABdD\/APE10FFAHP8A\/CCeD\/8AoVND\/wDBdD\/8TWHoXgzwrNrHidJfDOjOkOpokStYREIv2S3bC\/LwNzMcDuSe9d5XP+Hv+Q54s\/7Cqf8ApFa0AH\/CCeD\/APoVND\/8F0P\/AMTR\/wAIJ4P\/AOhU0P8A8F0P\/wATXQUUAc\/\/AMIJ4P8A+hU0P\/wXQ\/8AxNUNU8O+AtHSNrzwxo+6ViscUGjrNI5HJ2pGhY4HXA47119Zmp3UVrPbmK1juNUlDx2qkAHBwXJbGVQYUsfYDBOAQDKsvCXgbUbOO7s\/DWgzQSZ2uunRdjgg\/LwQQQQeQRg1Y\/4QTwf\/ANCpof8A4Lof\/ia0tI00aVp623meZI0kk0smMBpJHLuQOw3McDJwPWr1DA5\/\/hBPB\/8A0Kmh\/wDguh\/+Jo\/4QTwf\/wBCpof\/AILof\/ia6CigDg9C8GeFZtY8TpL4Z0Z0h1NEiVrCIhF+yW7YX5eBuZjgdyT3rc\/4QTwf\/wBCpof\/AILof\/iaPD3\/ACHPFn\/YVT\/0ita6CgDn\/wDhBPB\/\/QqaH\/4Lof8A4mj\/AIQTwf8A9Cpof\/guh\/8Aia6CigDkNU8O+AtHSNrzwxo+6ViscUGjrNI5HJ2pGhY4HXA471PZeEvA2o2cd3Z+GtBmgkztddOi7HBB+Xggggg8gjBrV1O6itZ7cxWsdxqkoeO1UgA4OC5LYyqDClj7AYJwDLpGmjStPW28zzJGkkmlkxgNJI5dyB2G5jgZOB60IGZv\/CCeD\/8AoVND\/wDBdD\/8TR\/wgng\/\/oVND\/8ABdD\/APE10FFAHP8A\/CCeD\/8AoVND\/wDBdD\/8TXMfCeytIYPGEEVrAkMPie9jjjWMBUUBAFA7ADsK9Hrz\/wCFn\/M6\/wDY133\/ALJQBnaHDrUvxc+IH9mahYWzD+zvNNzYvOG\/cHG3bKm3HOc5zkdMc9j9j8Yf9B3Q\/wDwTTf\/ACVXP+Ev+SvfEX\/uG\/8Aohq9AoA5\/wCx+MP+g7of\/gmm\/wDkqj7H4w\/6Duh\/+Cab\/wCSq6CigDn\/ALH4w\/6Duh\/+Cab\/AOSqPsfjD\/oO6H\/4Jpv\/AJKroKKAOf8AsfjD\/oO6H\/4Jpv8A5KqpqPh7X9Xtxb6ne+Gb2ANuEdzoEkig+uGuSM11dZmtXMyQR2Vo5S8vCY43H\/LJQMvJ\/wABHT\/aKjvSk7K40Z8WneLIIkih1nQI40UKiJosoCgdAB9q4FP+x+MP+g7of\/gmm\/8AkqpvB80tx4L0OaeWSaaSxhZ5JGLM5KDJJPJJ9a2qqSs2hHP\/AGPxh\/0HdD\/8E03\/AMlUfY\/GH\/Qd0P8A8E03\/wAlV0FFIDn\/ALH4w\/6Duh\/+Cab\/AOSqPsfjD\/oO6H\/4Jpv\/AJKroKKAOf8AsfjD\/oO6H\/4Jpv8A5KrD0K18VHWPE4i1nRlcamglLaTKwZvslvyo+0jaNu0YJPIJzzgd5XP+Hv8AkOeLP+wqn\/pFa0AH2Pxh\/wBB3Q\/\/AATTf\/JVH2Pxh\/0HdD\/8E03\/AMlV0FFAHP8A2Pxh\/wBB3Q\/\/AATTf\/JVZ+p+FdX1oxnVZ\/Cl\/wCVny\/tXh15dmeuN1ycZwPyrsKyNcsEvI45LvU57PTrdXkuFgna3LnjBMqMGVV+bIB5yM9MFMaM2x0PxHpdotpp+o+G7S2QkrDb6DJGi5OThRcgdas\/Y\/GH\/Qd0P\/wTTf8AyVVrw2L0aHF9ueZ5N8hjM4\/eeTvbyt\/fds25zznrzmtaqYjn\/sfjD\/oO6H\/4Jpv\/AJKo+x+MP+g7of8A4Jpv\/kqugopAcHoVr4qOseJxFrOjK41NBKW0mVgzfZLflR9pG0bdowSeQTnnA3PsfjD\/AKDuh\/8Agmm\/+SqPD3\/Ic8Wf9hVP\/SK1roKAOf8AsfjD\/oO6H\/4Jpv8A5Ko+x+MP+g7of\/gmm\/8AkqugooA5TUfD2v6vbi31O98M3sAbcI7nQJJFB9cNckZqxFp3iyCJIodZ0CONFCoiaLKAoHQAfauBVnxDbJLAk13d6ilhED5sGnLP50jkgKd0H7zA54HBzk8Cl8Kyzz+G7WS4nadyX2u7hn2b22ByOC4XAb3B70IGQfY\/GH\/Qd0P\/AME03\/yVR9j8Yf8AQd0P\/wAE03\/yVXQUUAc\/9j8Yf9B3Q\/8AwTTf\/JVYehWvio6x4nEWs6MrjU0EpbSZWDN9kt+VH2kbRt2jBJ5BOecDvK5\/w9\/yHPFn\/YVT\/wBIrWgA+x+MP+g7of8A4Jpv\/kqj7H4w\/wCg7of\/AIJpv\/kqugooA5\/7H4w\/6Duh\/wDgmm\/+Sqz9T8K6vrRjOqz+FL\/ys+X9q8OvLsz1xuuTjOB+VdhWRrlgl5HHJd6nPZ6dbq8lwsE7W5c8YJlRgyqvzZAPORnpgpjRm2Oh+I9LtFtNP1Hw3aWyElYbfQZI0XJycKLkDrVn7H4w\/wCg7of\/AIJpv\/kqrXhsXo0OL7c8zyb5DGZx+88ne3lb++7ZtznnPXnNa1UxHP8A2Pxh\/wBB3Q\/\/AATTf\/JVH2Pxh\/0HdD\/8E03\/AMlV0FFIDg9CtfFR1jxOItZ0ZXGpoJS2kysGb7Jb8qPtI2jbtGCTyCc84G59j8Yf9B3Q\/wDwTTf\/ACVR4e\/5Dniz\/sKp\/wCkVrXQUAc\/9j8Yf9B3Q\/8AwTTf\/JVH2Pxh\/wBB3Q\/\/AATTf\/JVdBRQBx+p+FdX1oxnVZ\/Cl\/5WfL+1eHXl2Z643XJxnA\/Kp7HQ\/Eel2i2mn6j4btLZCSsNvoMkaLk5OFFyB1rS1ywS8jjku9Tns9Ot1eS4WCdrcueMEyowZVX5sgHnIz0wV8Ni9GhxfbnmeTfIYzOP3nk728rf33bNuc85685oQMq\/Y\/GH\/Qd0P\/wTTf8AyVR9j8Yf9B3Q\/wDwTTf\/ACVXQUUAc\/8AY\/GH\/Qd0P\/wTTf8AyVXMfCdLsQeMBLPA0w8T3okZYSqs2EyQNxwM9iTj1Nej15\/8LP8Amdf+xrvv\/ZKAM7Q9btNL+LnxAa4iv3Ev9nbfs2nz3BGIDnd5aNt68ZxnnHQ12P8AwmWl\/wDPrrn\/AIIb3\/4zXP8AhL\/kr3xF\/wC4b\/6IavQKAOf\/AOEy0v8A59dc\/wDBDe\/\/ABmj\/hMtL\/59dc\/8EN7\/APGa6CigDn\/+Ey0v\/n11z\/wQ3v8A8Zo\/4TLS\/wDn11z\/AMEN7\/8AGa6CigDn\/wDhMtL\/AOfXXP8AwQ3v\/wAZrK1PUPDmr3Udzc2\/ipJ44zGr2tjqlv8AKTkg+Wi55x1rtayNY1O\/s7qytNMsba7ubnecXNy0CKqAZO5Y355Axik7dQMLw5q+keHfD9lpMaeIZxbRKhll0XUGLEDkjdGSo9FBwOgrU\/4TLS\/+fXXP\/BDe\/wDxmtmza6e0ja9hhhuSPnjhlMqKfZiqk\/8AfIqeqbbeoHP\/APCZaX\/z665\/4Ib3\/wCM0f8ACZaX\/wA+uuf+CG9\/+M10FFIDn\/8AhMtL\/wCfXXP\/AAQ3v\/xmj\/hMtL\/59dc\/8EN7\/wDGa6CigDn\/APhMtL\/59dc\/8EN7\/wDGaw9C8WadFrHid2ttZIl1NHXbot4xA+yW6\/MBFlTlTwcHGD0IJ7yuf8Pf8hzxZ\/2FU\/8ASK1oAP8AhMtL\/wCfXXP\/AAQ3v\/xmj\/hMtL\/59dc\/8EN7\/wDGa6CigDn\/APhMtL\/59dc\/8EN7\/wDGaxNe1walcWMljNqNvHbOZGhuvC2oTpI\/GxiFCcryRnIyQeoBru6zNVv9QtpLe30zTReXEwZszSmGGNVxndIFYgnIwApJ57AmgDJsfF8Edoq6guq3FyCd0lv4bv4UPPGFKORx\/tGrP\/CZaX\/z665\/4Ib3\/wCM1o6NqY1fThdeQ0DiSSGSJmDbXjcowBHUblOD3HpV+hgc\/wD8Jlpf\/Prrn\/ghvf8A4zR\/wmWl\/wDPrrn\/AIIb3\/4zXQUUAcHoXizTotY8Tu1trJEupo67dFvGIH2S3X5gIsqcqeDg4wehBO5\/wmWl\/wDPrrn\/AIIb3\/4zR4e\/5Dniz\/sKp\/6RWtdBQBz\/APwmWl\/8+uuf+CG9\/wDjNH\/CZaX\/AM+uuf8Aghvf\/jNdBRQBxeqeI1uLiC60u51qzmiVkaOfw3fzwSK2DkoEQ7hjghh1PXNTaR4g0vSrHyDHr00jyPNLKdAvV3u7FmIAh4GScDsPXrW5ql9qFvLDb6Zpy3dxIrPunmaGFFXGd0gRyGOeBtOcHpin6NqQ1fTI7vyGgcs8ckTMG2OjFGGR1GVOD3FCBmd\/wmWl\/wDPrrn\/AIIb3\/4zR\/wmWl\/8+uuf+CG9\/wDjNdBRQBz\/APwmWl\/8+uuf+CG9\/wDjNYeheLNOi1jxO7W2skS6mjrt0W8YgfZLdfmAiypyp4ODjB6EE95XP+Hv+Q54s\/7Cqf8ApFa0AH\/CZaX\/AM+uuf8Aghvf\/jNH\/CZaX\/z665\/4Ib3\/AOM10FFAHP8A\/CZaX\/z665\/4Ib3\/AOM1ia9rg1K4sZLGbUbeO2cyNDdeFtQnSR+NjEKE5XkjORkg9QDXd1marf6hbSW9vpmmi8uJgzZmlMMMarjO6QKxBORgBSTz2BNAGT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\" \/>\n\n<\/div>\n<p>\u2003\u2003\u4e0b\u9762\uff0c\u6211\u4eec\u6839\u636e\u5982\u4e0a\u6c47\u603b\u7ed3\u679c\u6765\u9009\u53d6\u5408\u9002\u7684\u53c2\u6570\u503c\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u7c7b\u522b\u6570\u5e94\u8be5\u81f3\u5c11\u9ad8\u4e8e2\u7c7b\uff0c\u5426\u5219\u8fdb\u884c\u805a\u7c7b\u7684\u610f\u4e49\u4e0d\u5927\uff1b\u800c\u4e14\u566a\u58f0\u70b9\u4e0d\u5e94\u592a\u591a\uff0c\u82e5\u592a\u591a\u5219\u8bf4\u660e\u53c2\u6570\u6761\u4ef6\u4e0d\u5408\u9002\uff0c\u53c2\u4e0e\u6709\u6548\u805a\u7c7b\u7684\u6837\u672c\u70b9\u5c11\u3002<\/p>\n<p>\u2003\u2003\u9488\u5bf9\u672c\u6570\u636e\u96c6\u7684\u60c5\u51b5\uff0c\u6211\u4eec\u9009\u51fa\u7c7b\u522b\u6570\u591a\u4e8e2\uff0c\u4e14\u566a\u58f0\u70b9\u4e3a1\u62160\u7684\u5404\u7ec4\u53c2\u6570\uff0c\u8be6\u89c1\u8868\u4e2d\u9634\u5f71\u90e8\u5206\u3002<\/p>\n<p><\/font><\/p>\n<\/div>\n<div id=\"-1\" class=\"section level2\">\n<h2><span class=\"header-section-number\">3.5<\/span> <strong>\u671f\u671b\u6700\u5927\u5316\u805a\u7c7b<\/strong><\/h2>\n<p><font size=\"4\" face=\"\u5fae\u8f6f\u96c5\u9ed1\"><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">library<\/span>(mclust) <span class=\"co\"># \u52a0\u8f7dmclust\u5305<\/span><\/code><\/pre><\/div>\n<pre><code>## Warning: package 'mclust' was built under R version 3.4.4<\/code><\/pre>\n<pre><code>## Package 'mclust' version 5.4\n## Type 'citation("mclust")' for citing this R package in publications.<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">fit_EM <-<span class=\"st\"> <\/span><span class=\"kw\">Mclust<\/span>(clu_data) <span class=\"co\"># \u5bf9\u6570\u636e\u96c6\u8fdb\u884cEM\u805a\u7c7b<\/span>\n<span class=\"kw\">summary<\/span>(fit_EM) <span class=\"co\"># \u83b7\u53d6EM\u805a\u7c7b\u7ed3\u679c\u7684\u4fe1\u606f\u6c47\u603b<\/span><\/code><\/pre><\/div>\n<pre><code>## ----------------------------------------------------\n## Gaussian finite mixture model fitted by EM algorithm \n## ----------------------------------------------------\n## \n## Mclust VEV (ellipsoidal, equal shape) model with 2 components:\n## \n## log.likelihood n df BIC ICL\n## -215.726 150 26 -561.7285 -561.7289\n## \n## Clustering table:\n## 1 2 \n## 50 100<\/code><\/pre>\n<p>\u2003\u2003\u6839\u636e\u4ee5\u4e0a\u7ed3\u679c\uff0c\u6211\u4eec\u770b\u5230\uff0c\u6839\u636eBIC\u9009\u62e9\u51fa\u7684\u6700\u4f73\u6a21\u578b\u7c7b\u578b\u4e3aVEV\uff0c\u6700\u4f18\u7c7b\u522b\u6570\u4e3a2\uff0c\u4e14\u5404\u7c7b\u5206\u522b\u542b\u670950\u4e2a\u548c100\u4e2a\u6837\u672c\u3002\u5f31\u9879\u83b7\u5f97\u5305\u62ec\u53c2\u6570\u4f30\u8ba1\u503c\u5728\u5185\u7684\u66f4\u591a\u5177\u4f53\u4fe1\u606f\u53ef\u4ee5\u8fd0\u884c\u5982\u4e0b\u4ee3\u7801\uff1a<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">summary<\/span>(fit_EM, <span class=\"dt\">parameters =<\/span> <span class=\"ot\">TRUE<\/span>) <span class=\"co\"># \u83b7\u53d6EM\u805a\u7c7b\u7ed3\u679c\u7684\u7ec6\u8282\u4fe1\u606f<\/span><\/code><\/pre><\/div>\n<pre><code>## ----------------------------------------------------\n## Gaussian finite mixture model fitted by EM algorithm \n## ----------------------------------------------------\n## \n## Mclust VEV (ellipsoidal, equal shape) model with 2 components:\n## \n## log.likelihood n df BIC ICL\n## -215.726 150 26 -561.7285 -561.7289\n## \n## Clustering table:\n## 1 2 \n## 50 100 \n## \n## Mixing probabilities:\n## 1 2 \n## 0.3333319 0.6666681 \n## \n## Means:\n## [,1] [,2]\n## Sepal.Length 5.0060022 6.261996\n## Sepal.Width 3.4280049 2.871999\n## Petal.Length 1.4620007 4.905992\n## Petal.Width 0.2459998 1.675997\n## \n## Variances:\n## [,,1]\n## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## Sepal.Length 0.15065114 0.13080115 0.02084463 0.01309107\n## Sepal.Width 0.13080115 0.17604529 0.01603245 0.01221458\n## Petal.Length 0.02084463 0.01603245 0.02808260 0.00601568\n## Petal.Width 0.01309107 0.01221458 0.00601568 0.01042365\n## [,,2]\n## Sepal.Length Sepal.Width Petal.Length Petal.Width\n## Sepal.Length 0.4000438 0.10865444 0.3994018 0.14368256\n## Sepal.Width 0.1086544 0.10928077 0.1238904 0.07284384\n## Petal.Length 0.3994018 0.12389040 0.6109024 0.25738990\n## Petal.Width 0.1436826 0.07284384 0.2573899 0.16808182<\/code><\/pre>\n<p>\u2003\u2003\u5f53\u5bf9Mclust\u7684\u805a\u7c7b\u7ed3\u679c\u76f4\u63a5\u4f5c\u56fe\uff0c\u53ef\u4ee5\u5f97\u52304\u5f20\u8fde\u7eed\u56fe\u5f62\uff0c\u5206\u522b\u4e3aBIC\u56fe\u3001\u5206\u7c7b\u56fe\uff08Classification\uff09\u3001\u6982\u7387\u56fe\uff08Classification Uncertainty\uff09\u4ee5\u53ca\u5bc6\u5ea6\u56fe\uff08log Density Contour Plot\uff09\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(fit_EM)<\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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gJt9sHmTK3Rp+UdiWQkOja1AY92T6N4SrEIgEMEaylSPWUi+0N3iGrvf\/Ypcn6u9PaLP2ZmKwJ1vIazIJpAW92fxhZcPv5dVCsRGyp9oG4CdcIq\/waTefTpU9M9icbQFqlBYIpA1b\/8sfRo+XQ5hap+0k2EK6EyZ51nHM6FvCIILMtX2lP8PEegU5GYQK3CT0lHYLZZtN53P4GKCLjKvhBoXwmm0uiYiUB9dDyqeYb8FUqgJZZjU7lA1VkAEQQq\/Xk45BvzZi4LkNtTejRC9gi0j0gCtfen7OjMGi+i\/SIa8Taj4G7veC+5QNXCHGuBtrtLa8J7NLw3GkU0t+wnEmjBkEeFQM+z\/edZ\/uc3LYFqGgxTIKwpv8Di+PMovSnb7zGu5ESgvUQRaLP5rtOnYh0p0PJStiGBBlRnjhRo\/WczAtUOOilM1qofh7G1rgSk6q6maKcpk1GkmUD38krS59KjxmvxBdOYtIg\/c4NOkP4Qecs9U2felp89fwTaRwyBDoafjXot\/LnfS4Hu91dGgQZXZ8G+PT7f7oMdsmhLWAGL5kyPOc3MI1BB9mJqIlE57n5TXIu\/b1yLXxbKd4qpHWX8uY9k0Hzs6OpqLzpjo63qt7M1BQKdmoY\/DeFn41p00wSjgqnUach\/Xz9UNyGHLTo6HN0PPqOHEZm\/fl01XLONiQSqHb\/Lycfdc6vum9fit74QTCId6VMZf+5FfCsM6puKP9mrf3q6zwS6P40xhpWz2720VAUCnZih5nu7hvcIdGJ1FuybMafhKU2LGtuSPiYbo96x2i4EmtfbkAI9L1HUeV5TP1H2eu5Ps4\/N6f7QFGjx3LZHi1T7dXo470XN5ZDLM09SfxLBaWSS+VMKdH8aTaCnGQhUw9wCHQo\/i3quilLqUX6A2p6cWp0FtTUHO9laFjWObzh4ra0Hy0L7HaUhE+gxr9GiYjsIdNgSene2BNJeEd+cg06kdR5uPlVyORTuPO8Y1MeMljRyyfy5v5L5RxLoaYHNc1MVqCczC3TAn7U+2wJ9mgl0FlvqKDVoPUjRsajepFaOkw\/s98+fyySGVRjMnAVCoNKg8n9DoP5+6Gmyt2nfk6nxkG7cyfCNs28y4NM6k0NrKv\/s6\/HLV0tOoxK\/m48YrRs0\/9MyA5s+BAQ6IWrz3VKf8VfDOZbmdBzk1VpUZ4x+44k9eyFQmX+PEUObs0AK9FhUUCeB6tNzcKfk5iZL6iZfVE9sNB4ycjSH7vsu3QH9Kg\/NlVDWL10YhEDzaQDnAwKdxqeOqSLQ6RgOP7v6XIRApbsc\/ZljtGjHHyb9KebMPdphInMW5AItW\/ENgbouTuKozpybm9PzfPpnPo3J\/DwjhpdHa9IWS7gSqvSnNGjfEyfyqQg9JVapINCpUJvv9vpchkCPjrW+SXMIrL\/e6gWqtOS7z53InAU9Eaj9yiSuYadCPpH+IvvAXLQmOPUeNChTQ+lahVzAlVD75gkoj5z2Esqn8tllisPdoAh0Inqb7\/lH2mKaUrT7Yo\/wZ053IoFNBCQXFN4flbs7Nx6a0pwFA6uPDEp0hDsl0hq5Ei6sBdpNwWRTQ1nLPcqVUOedK6F6+07daNvPXPq9+aAxPjXmX\/SBlikMngkCnYa+8LNPn0sRaBj007F6TWrqypuKdnwyINDmc5q7R6ozpy0Q5SGNJlxT0yesnMIh73lVr4SqTmZgIKpXqQO6qwsgpS3mombvigiHfV9LN58qBwp5nhcWPT9\/OZQPAp2Cmx5\/9utzXQKVmGfd2wh0f5wKUwPv4uIiHzbPNsxHNyQ6NuxUcBOoWUXtm4dlWNh0L699ErNQq7uS9i2naKVUzfel8Qu0uDjr9PRwyM5FRqDKK6o5J08GBHpaRKnn54O+QKATcFM33131uUKBSswWbVI22qtfk13vbeocK\/x5Lg3a34Sr41Rfd2oiyYuL2oZNg3c9YKVUnUDa65WWWUiBHnJ1CY01BGZjQk+lNvIXWVeFUAQezp8dlBc5b96f73OPDgoDgYZnIPzs1edaBSoZtqgYNnrVYHxM12RwXKHw5\/mwQWXVtx9ZamBqwrYFqn5ebUzgFKUeux0lUqC5vEQY2NeEtszEqeEvuhB28obSB1GEY6MLQWdcG14a0D45F+j5\/rA\/R6Bd5hBo7U9bfa5NlL30WnTfWczkGE6gg+6UXFyU9VMYdHh2p\/hTI9ELJ+rjdtkfpYNeZgId\/YF1U+qufSXUvi5ATxeAbR+rpEegQtkHORVA\/j8YlvPTRq9NXKSpsJMCPReR9F72gQ69AQg0MObmu\/xgmuZ9Tl2shWGy6L68C1PxgM0tTSyy62uytxECrTK8aD5yIe1a0XBgHYq6ubMr0KyeS32+DCLQLhYClQqUv3e+AvWybaHMfDLVoSVQBcNHYe9nTYW8ezTviZBXkiLQBpML1Bh+1p2fjedvUp8FOovuS3HWAq0fc6I4yMWdkotGjuojRndqJVodZnKV2iZXdkmBFmSpzHvtnBhp2suRHOFQsbHzLIC\/QLMX\/eXLbF8mvr3FPNSB998N8V6U\/hQGbXWQao\/wyqgvxdAJhmTqj6PJn336nLZES6cdhuYL6Mkbm1R\/9eKl1f70juV6kM0DLFOoJGqM8noGMYRAL2p\/vowg0FPpz+dyDlFDoDPML9sd2l0Ih0OVf7vd3w01R7tUCjT353ll0IEjfM\/VmGLoBEMy8cexar5rwk\/DRe+TlidB5B2ZxI9iwyuR8+b6HS5eLf7I683F3i+SOW1ItNjZO\/irPOdCNNzVjfLBIsz1bJxakglUmDMT6L4RGx57b+scKvddpwvhUJ9\/HbD2DkTleLtU+lPOQ5UGHS6x80kOpRg6wZBMKtC+8BN9WlIJtLCo6\/H9TfZBge5F61x+TrJ\/2ZajQdWIs27PD3qzohRnwU4n0I5Fffv7tEhBFathtQTaYCqbynH3sgvhMLSYisXAvmsjX0zFEjX4KH4Mv\/sINBiVPzWt95Y+sacRMe5e9386CdRihpJ58CZHVCshLiHAnXzc0qCd5nruvoZErU4ib7orluw7CaNG\/ZVq6p3sJaBM87H3LPoUFj3o89d2ova4tK6QNi2Qwp3Ho5VBEWgo9M33JPVp0ssciBcq7\/kU9rQU6MBI0bA4S2R9aT5toAq1zKlrp\/fOFG1Lzs5\/xnMZrVQvgTYw29SmRDc3L\/MuhH2nC2G4sI3hqCGfGlogh4ZABw2KQAOhDT+N+pyqFEEY9syESGvu5XJ6VgIduKjIzpsVsi6dlk8\/PfZEoEPmbD5bN99eJxAn3VmdmqNSe0JIq5Sa9DT0jQKVLfNMoPlkJvPZq\/SYNMcqPs392eokGDAoAg2Cvvne1efig8+jrJatjTl59eo8+yfDgvOBCz+N6nQXZ0WWbaMprvFnvzl70lYkauVHO9xPdEDS4u9iHmr3AXu6+Vp1m46MgAdNmmMUqGZB6X1vhgg0BGXzfQX6VLUZR6CvXl3I+eoXF2aB6t05QpwVTYM2\/NlnTuv0K4ka3fm6gWWyI89aYdCDYbAVqG8BLE3aIo8\/K6\/eDM9DRaAB0IWfBn1OkX1Y1AoYwaCFQHM0AtU12UOIs0I1aDP+1JjTLelSSn12fP3aS6A5IV6DmQRqotPSH5ugk0nra6AKfyLQJpMItPBnrz6TCD4l8QVaLuHRFmjbnR1vBintaW3QVvvd15uCjpJMimz+7XNb5XGviEVTfEpePn\/+RFD9Ugpg7Jy1w8akQprlJP7nNwi0wwQC1TTfE9bnEgTaXEykplTnNOIsOa0MKn4H+LyYZaST6HiB5vi+PJEFemwLtPGQRR+qBX0mlVdC3RST+G+eD99UD4GORB9+dvUZOt\/JWK5AJ\/Vmye60NKj8Oe7zYuOhiQSa4\/xqWY0GTUlmzvyX+NkU6BOFIDbVhaJy3P2mXgtg6K4lCHQcXX+29JlS8CkxC7Qb+fUxKv8q1tTm75u0DbvSoNKf\/h8YXwOFFahk6u+coAiBZuV8\/lwU1ixQ1aXBJ\/IXU1D3e8NEfhUEOoqbtekznEB9bZv\/kXdzzl\/hsw\/I6emTJ3Ia1RMpUPdPzKjobQKB5jhoNKZtM4FelAK9eGIyoMGlRfA6xqay11MaNJ8TOvR8BDqCm7Y\/dfoMmeEcKBVnTBUaJ1BtBDoH4gMiaqLwp6yPbp+Y8S3fyQQqMb3ohieFzVxLLb4cZ+n1udSjoZ\/fUrocP0KgLYKebt58N+kzweAzp6o4E9cgwzVEIlOxR\/yfoQrvGkvNiSH2rPKJIFT8f+Iw5h6o17BQZiGA0ALN6bfoXO+\/6r5636g2eJ9LrSfyXzw5FH2ghwsE2iLk6Xb9uQZ9HieNQM4NNHIvdmQ\/Z+juPG0LVGpTCFRs2gk05IiLUGZd8acRaI6xBTDHhRQ6d1aZVg+NKMBQm8cs0OYo\/FA+CNSXG7M+U7bnUQZ+ZbWyXMV9KMVBaypcCIPmx01XgXcaeRbkVfrJk5fVdh\/BR6uzD5UilykFKjF0oWi2w2GWZ51n\/liEPvj2PNChk0GgfrTCz6T12fwEqYYzWm4YJ2m2i5M\/92LotsJe7HrkKbAW6DQzfV6\/lmLJ\/z9pCNTn2iR3JhVovzsH8vd1ojZ\/bSP\/WExtEhX6kG8PnREC9UL606zPMJnMQvfj5io806GeiUhxFowQuI7dkDwFxqqlMOEsSSHQY6FuvUAn9ugyZmHo8g9Mj0AdLqBHoD40mu+KPlMLPrVf1pXy7PTl1kC3SS90F4KguAZzQJ4Cs0BN4ctQUONEJtA8L\/lT48mpNboZgepBoL2EOV01\/ExXn1p71hdMHvssGNqaU7Kzl6dAqOvly6wJn0WXTQ26CdTTtoMCrZ43kUdDC8z1KyWyQO3modYgUGcazfeWPsenPhMGex7zoK\/s\/2waMSFpFuza8hyy51Gq62Uh0JfNSu\/UZvcXqIsaJ9BoQIG5urPIM+pyij1XQmlBoK7cdMLPY2rBp9mex6LVXJjRLNAZSjmOnY88BU+kO4sf05ZRh9dydiE9GkhgXvJsFsD4EZ0S13moCNQRJfxMU5+99jyW0ixb8XOVKiQ7F3l2K7k0aP4\/gkCrWQD1T1sCaXS0wPzdWeU79CGdDgTay+jTLfx5VDo\/E7KnzQczk2b1+U9OoOpax7by7NT0evfsywkf+wRqKabRGh0jsLHybBRgRBJjcDoHBOpC3Xwv9ZlQ8Gn5sTw\/rz9A8QTqvohHY534QXn2VBIZeub+nH9BdlmyYzWNqf2Iue+0zZhw1E9gQdy5CFzOA4E6oISfqenTvkqcS3Hm\/5+kIdDmPTYcJnrqHs6HivJBpHgGLSbSG59haVIfjfocsx55FlifCAK1p\/Knqs9gRZsQp4BC+vNctt\/jVYfsfbJ7q1r3JxqQp03sFnU5YYm9jWxN6uBE50Gs1bnTDQRqTVOfyQSfrs0x6U\/5DRzRoDYCbd\/bzVqevalGXpBd4m4kK5NamfH1a\/V+AAMC3bg8BQjUkjL8TEufHp1ZUqDn5c+pCtaPfJt63qvOfTH75elSz5cg0KPr+Lt63KBJ+z1a7CkmN5sFijtzEKgduT9VfQYt1yT4jWXaNAknZlcIVPdmde8p3CtP1zPp+DOWQccyZFKTRvPl9MSn3LycHvKsWbVAdxo8k8rDz4T0GWAiSkSBqr+U3d13sXdZJcuTSNeSNvSbVCfQJ0KgT6RBOwLFnS0QqIH23fhUfQYuZnjGzKMTa7HnK7KLn4ELZkX1JrXerfYbaCXPocySDjOdsGjdH4vl9IQ8xf\/mtfjIU8OqBdrF+nQPnftBJ6NPD3uq12aaBTpX\/TEJVMXcbnep5tuxp0qvSeVyejL6FD+6Ap29tAsHgWo5HDoGTUOfPrFn8+L2J9KdxY\/G82wCmAAo75H+7TLK061o27SnikGg2Uf9+CT\/OfnyzcmDQDuYutfXac9je22Q0yfKTdWGBmamMGl5JdFR93aZ5OlaGOxpoBaoCEFjCHTMNVTzg0BbOE8kXgp+\/Z7dpZWkOAv6VzCaRqTKVeyt92tYnpZZYE8zmUBl7+cT2QvasyL+RFUjtfqHQFu8fi1uCP1UNNgPh5vlv4E5nqNGupXpTmuDtlx1qids215dQun02B00aj7bI0vs2Ysi0CetifRtt02iOtt5qEsBgbYQAr15mg8Y3aQhUN8xd\/3Cnrm68kEkK4HWhBCp6k9pUNMTfbJJe2rnLIgrkY7FRP6WQF81mcanCDR5gR4yg7569fzVq5sEBDpi5S\/TusjN6HIQG5GaEuxOLpMNeLUHQfeO+Skae9qgCvQ4dCnnBD7Nn5mVQRZj8fUPgbbJBPpU+FMK9Gn21xzF8mTMuonmZeUdBWpgQKQtqsNEAKo+v\/OOeYa3yNOSkYHkaJ8i0LQFenj9+unTrAV\/8\/xGNOLl9ZvLZNSis+3We8NHIfzZoCPSjknLZ4oe0CfqLAA1PPXuGsCe9gTv2XT0qdyW8hQ\/EOjCGDrdQybQPPiUzfjn5fqfS2Pckt2dzs+WlAL7s2qpd0WqeeYTdR6qRqCumZxTEFcAACAASURBVGNPJ1odna+myQKB9qQYOsGQ2Ar0eSZQ8WuRAh15w4MhfQqEPse\/kcbraPtEGvRSUuzpg2egHwShzELb2S8EujBsBJo14J\/e5CHo0+UJdOztYrT61ESCYz4Z1gsQTCtQ7OlPtGs2EWjSAj3mAhXxpzTowvpAR99sqztzSRtpDK3HaSDI0lcDjXxbsGeaZMqs+g0GF3ReAAi0hZjGIfz5\/Gkh0DmK1UI\/uj7+VoWW+uxdj1NHqDUDqyKNFSj2TJYegYYa1goKAm2RC\/RpJlBh0Chv18WF1qAj7ambN18bqjFiZFiPs43\/WoF9ZCUqm\/B+DUnsmTLFPNScviuh5i+aFgTaInsDM39KgT6NI9DKkyOF2WRAn6pAh5aTm0acdamOckWT06NPTxz2TJwegZZPWJRGEWiL4PPgXFG0GU6gBn1q\/TmwoPFE3lTLddTfF30Q7Jk+tvVvKR5FoC0WIFD99gh0F70b9Wlej3NacaolG7gvuhbsuQrc6l98jSJQHYeDZkXlmQgv0F59dvxZvEYv68258RhBwp5rwWsif0SPIlAt8fwZXKAGfRrCz8qfLxdgUMunY08QRNEoAtUTb\/58WIH2t961\/mwKNNLbaWtPlliCFvNqFIEujZACddanEoDGDEEtwZ5gYq5wFIEujXAC1S6YbOXPWqDLfcWQJwzio1G3YxDo0gg1jclHn40AdMkhKPYEBxyc6DoLB4EujiAT6Y36HPKnBu9CjKFHjtgTfLAyo+stRRDo8jBcyumA\/m5H6sC2YbXPxQjUKEjsCePo92i5Ij4C1ZKEQEfdquNoqc+e1ZJf1niWYDz6vGOXClaDSaOutxRBoGvDrE+zP5th5gIEqssce0Jw9AIV8kSgOlYvUL0++8PPVjv95cv4BjUJNEphYEO43lIEga4JC31qLn03xp8tZb3UE\/gclJwmSBmgl3pFfASqYd0CNdyquCf81IwSOQs0vFdjx7+wXVxvKYJAV4OFPjsLf3YH2Z1FOIFWESjEQlkRH4F2Wa9Ae1rvhvBTP0UpVCQ5wqvjMwfwxPWeTAh0FRj02RN+GmZ4+gaNliBQWDbqivgItMM6BRpMn4tgMnsDDDJ4S5EWCQr0\/ue\/v3jx4q8\/\/+Jx7GKtMYI+fer9uWR99gxiAUxOJtD6jxUK9M0XyjWGH3zvevhyveGLSZ+tOxanok8EClEREWjN2gT67uPWZdoPvnZLYMnm8MFen4U\/Iy4PYsekXbAAA6x6Naa7M1H7H13m\/EH8cfK5UwqLdsfRdQE7oz5N\/ly8PhEoxGXNAv3to0yYXyk7fsqE+ru\/uSSxcHs4CdRPn2NKNwMTzwIACEtKAr3t6FIo9bFLEgsXiIM\/+\/Wp8We\/PvEUgAcJCfT+2W7XbrDf7XbvuYzGr0WgZn0aws8hfSJQAA8SEmgWbnba67p9fSxboE7+1D\/Suhtw4c+Bxjv+BPADgS4IS4H267MbfqJPgIlISKBZE\/6kPWtpVU14O39at94Lfw4NHeFPAG8SEujxumNL0S360CWJ5AXqqM\/heUvoE8CflAT69iwz6A\/KjneZPztBaS9LFqiFP3v0qfOnlT7xJ4A3KQlUzGPKjHn55QvBd\/lMeqdZTGkL1EGfx1Kf\/SniT4BRJCXQ449nrUs5Tz5zS2DBAh3y55A+deHnQJboE2AcaQn0eP+tqtCTT11XZEpboKaHNOHnqZU+8SfAKBITaMb9mxffXl5efvrie4\/17JYrUO+7wHvqE38CjCc9gY4iAYFmgeZ5gfxjgHbrvfDn0GHoEyAACHQZ1AHoeZOB4\/z0iT8BgpCgQFe5Ir3Sgq+sOezPtj530p\/DuaFPgCCkJtCVrkjf9GfhTVd\/7lo3fTdB+AkQiLQEutoV6RsCLcw51IJv6xN\/AsxNUgJd7Yr06hB8PnZ0Xvw3HtIaPEKfABFISaDrXZG+LdDj4CB8W5\/4EyACKQl0tSvSN+aA5tIsW\/H6Azr63Nnpk9EjgKAkJND1rkjfFWhvBNpove92hJ8AsUhIoKtdULl5EdJgH2hHn\/gTIBIIND5tgZ7Xo\/DdJ3f0ebTUJ813gOAkJNC1rkjfvgq+dx6o4s9iuTrCT4BoJCTQta5IrxOo4UpOb33iT4ApSEmg61yRvsefrRhUGTwqF0sm\/ASISUoCXeeK9F2BGv7w1if+BJiIpAS6xhXpbdcB7eqT0SOA2KQl0BWuSO8gUPFr56NP\/AkwDYkJ9Li2FelN\/tQvKV\/rE38CLID0BDqKpAWq3mYTfQIsAAQaFb0\/nxQ0drb0iT8B4pOgQNe0Ir1WoE+e6AyqxKSMHgEsg9QEuq4V6U3+3O0yee7aMWgB4SfAUkhLoGtbkV4nUOlPKdCdVqD4E2AxJCVQ1xXpdxqmK507hgBUvCnCnTqDok+ABZGSQJ1XpE9OoOLCIxGASo0ej12B4k+AJZGSQNe2In03AM0F2kB92FafjB4BzENCAl3divTaALRHoISfAAsjIYGubUFlfQAqmvDHogl\/VP3pEn7iT4BZQKDR0AegDXXmMpXQfAdYHgkJdGUr0mv8KQRazP4sfqgXH1mlSvgJMCMJCXRlK9IbAtBdbtD8\/xPXAuNPgDlJSaCrWpHe6M\/WpZwuJUafAPOSkkBXtSJ9j0Abi4k4lBh\/AsxMUgJd0Yr0Rn\/mnD55cuo69x99AsxNWgJdz4r0mlvJiV+FPk+FQE9PXQRK+AkwP4kJ9LiSFekNAWjOaYV9gvgT5kR3lfSWUF6I4C9t6ARDslSB6v1pbVD0CXMSW1\/xUV6K4C9u6ARDshCBWgagtgLFnzArC6lG0UCgkbENQFl4HpbIQqpRNBBoXKwDUBuBEn7C3CyjGsUDgcalLwB1FSj+hNlZRjWKBwKNimEKU4GbQNEnzM8iqlFEEGhUegNQp0Ekwk+IwSKqUUTSFKhYfl5DcsvZmf2ZX7xpL1D8CVFYQjWKCQKNyZBAbSfSo0+IxBKqUUzSFGj3psZJCnTQn7VBe9PBnxCLBVSjqCQqULn8p9vqS20W8M63BFqPID3Jb2Ust62a7xMUDsCCBVSjqKQqUO195ZyI\/84PBKAsHQLLJ341ikuyAnW+B1Kb+O98JwAtt1yW\/8SfEJP41Sgu6QpU3ARpTCM++jtvDEAd1p9HnxCX6NUoMgkLNGvEjwlBo7\/zAQJQ\/AmRiV6NIpOwQI9vLy\/\/1f\/o2O98zwiS+Gnpz9ClAnAidjWKTcoCHUfsd94UgFrfAInwE+ITuxrFBoFGYqABP1w8\/AkLAIHqNkMlHjrBkCxUoA7+DF8oAEcQqG4zVOKhEwxJ3Hd+oAE\/VDrCT1gGCFS3GSrx0Alq+e2TR+97jMYvSaDtEaTjrv\/qI\/wJCwGB6jZDJR46QS2eM+qjvvMDDfh+gaJPWAwIVLcZKvHQCWpJX6DdBjz+hDRAoLrNUImHTlBLggIdCkB71w9Bn7AcEKhuM1TioRPUkrxAh\/yJMGGxIFDdZqjEQyeoJT2BDowgHVv+JOSExYJAdZuhEg+doJb0BVps1P5sFA2BwnJBoLrNUImHTlBLcgIdGEFqN+AZNILlgkB1m6ESD52glvUINP\/dDUARKCyVhQp0P1dGKxCoJ9HeeQ9\/YlBYKP3VaOBze9u6qdlDsTMLiN77pbHhzn6\/d8z3usi94u2ZyF1bQhUEOjsNgVYjSEoDXi3Yy5cYFBZMbzUa+txOJdD9vt+gmnwzXzbbsddyvXYEaiSWQIcDUAQKybBEgQp79hpUk2\/7LpVZ5idfL1Cgv5Yb33z6j9DZubEIgVr7E4PCIumrRoOf21vdjSFHCzR3Z59Bdflm+9Tc7nJZakuoMq9Afzwrw+Tsxdl96NnBEYZIAtUHoGoDHoFCOvRUo+EP7hQCrVrvPQbV5VuEnCXX+VMWJVARJZdlfHuWxcMPfgidowNLEGg7AO3xJwaFJbI0gSq9n2aDavO9Vtvw5dSeJQlU+LOW\/Lsvsr9G3Zd4JHEEagpA89+np41ivXyJQWHZmKuRxec2vEAb0jQaVJvvndqGL2\/5uySBZobf\/bPygoggtNMnOx8LEGi3AX80B6AIFBaIsRrZfG6DC7SlTJNBtflmAV4V3lXbCxKo8GWzLHe7Rq\/DzEQRqGkKk\/x12h+AYlBYHhYCNX9uQwu0I0yDQfVavK3b8PkkUOMzFeYT6G033rxuzhyYlyUINP+triGCQCEpTNXI6oPbmiTU8qazQDW61BtUm686FbTypv6ZCrMJVPSAtl1+pyvRXMQQ6FADvt+fGBQWx7IEarfPpMXrUlGZrAqVLkeguivWO7P\/52RBApW\/TtsCBVg+hk+s3Tf\/siLQcu6nFNPD3mfWRBWo5zIgYYjgKqcGPEAC6D+ylm2nZfWB1j6qH19OHygCbQq0HEFSG\/AIFFJjUQIdNQpf789a8GXGyxGoOkmgpBrrisH8sqIBD6tD+5m17b5f1DzQY9V0v6sHt5cjUN2Qu2Zgfj7iClTnTwQKyTHqM7uoK5GO1eDRdR3rLUig3SH39gIo8zK7rXQBaKMBj0AhOZYmUO9r4SUy9szyfTj4zJL5BCqWD2nq8nZbE+l7A9AoJQIYy+IE6rsaU533nfLoggQqZwQ8bv29oUs59SNI8tcpAoVEWaBArdYDNWhRtN6vlaHtJQlULiby4Kv8Jbn\/8Q\/aaVXzEVeg8hcNeEidJQrUZkV6gxbfnu3++JES5y1JoLlBs2b7o0ePzuTWg4iLMc3tq8EGPAKFBBkr0CZCVhHuiVRLsrlkXN8zC2ZdUPn+G7UoJ\/8cMf5cgkBbtzFGoJAeyxSoT771Q0quyxLo8fjrN2dFQX7\/aVR9zu2rwQY8\/oQUWZtAW4vGLU2gGfdvXrz468+hs3InmkA7I0j68rB0CCTA1r\/3uSvnLHg04BEoJAAC1W2GSjx0giGJJdBmA\/7UFIAiUEgBBKrbDJV46ARDMuc73xeAGkqDPyEFEKhuM1TioRMMSSSB6v2JQCFNEKhuM1TiyvZvnzzS8f4WlrMzjiCdGgWKPyEJEKhuM1Tiyra4FF7DJtYDJQCFtYJAdZuhEle2NyzQnhEkU2HwJ6QBAtVthkpc\/ePXn3X8I3Se1sz2zl+YAlBzAx6BQiIgUN1mqMRDJxiSGQVabRoa8ASgkCoIVLcZKvHQCYZkrne+O4I02IBHoJAKCFS3GSrx0An6o+t\/nSfn4QY8ASgkCwLVbYZK3PjIm79cXv7XH0Ln11eUWAK18CcChWRBoLrNUIm3\/v71\/1x+KZZXKRYG3T2YU6FtYgm004DHn5AuCFS3GSrx5p9yNdCTPykzmk76V3uelHneeXMAai4JAoVk6K1Gs\/WTxWNGgV4X1vxMrLH3\/pfffRJ1GmgsgdKAhzUxQqDX7XuivT0TC4CGWA\/06so93\/bSn\/I52p0q8wlUrFT64MsXX8jI8+tyT7wQdBaBWjTgESgkTF81yh7rezir\/80A6lredXJygRryXbpAS++LQLS4adNtzNtyzizQ82YAai4H\/oSEGCFQMRSi3qY3E6aIrCYXqCHfhQtUlFqGm3f1TZvy0DkScwjUogGPQCFleqqRfKivmt0278t7l\/tplEALczZ\/2eWrvQHncu7KWWi+EUBn+9Z9LbwagIqfeQO+4c92OfAnpIS5Gu0KgZrrWeWEnOsA90S6yp1Z\/tQLVJ\/v8gWay1Kx5toFagxAe4qBQCEl+gQ68ISy87GgtMG4JnwuzeKHqSGvzReBujGrQI3+JACFpDFWo+qBnop2p7al7wqrjewDldrM\/xs7QrX5IlA3phdoewTJogGPQCEtRgn0\/lndlq62xw4iCXHKf+aBJG2+CNSNeQUqfhKAwuowVSM7sdzWbelqRHn0KPxVQc9TdPkiUDcmF6iHPxEoJMY4gSojypWqRgj0Sodtvq0ZS5VVuzvdz9MTBJpjbMATgELiGKpRY3dPVbsu9ZW1pAsX+AtU6099IKrJd\/kCPfnyRcZ3Z8WG3FyvQG0CUAQKiaOvRruWQI117a6cm57FhMUk9fET6Qdb8Np8ly9QHRsQaDmCJLbxJ6wLk0AtniSoGqF1Z+McfaC6fJffB7opgdo04BEopI62GnV2mitbYaisJV3KcoZReG2+Cxfo\/d9f6PjrWi\/lVAJQ8RN\/wioZK9CiCX1XD4vPMA9Um+\/CBbo4phVoJwAVmy1\/IlBIHl010rY1DccXgzjX9cTMGa5E0uaLQN2YSaCNBnxvCfAnpMdYgeYxYObKap2j6a+F1+eLQN2YVKC6EaR2Ax6BQvqMrkZSk3eKp6ZfjUmfLwJ1Yy6BHk0N+FYJ8CckyPhqJFrR18po8uTrgRryRaBuTClQmwY8ASisgPHV6O3Z7o8fNVdHmkWg7XwRqBtzCvSoacATgMIKGF+N5D16lfU55xJoO9\/24vPlIqHdnSoIdAI8GvAIFJIkQDW6bV7iE0KgPvkiUDdmEGhjBKk\/f\/wJSRKgGrVuLjmbQFv5IlA3phOoVQMegcIamH5VyGWDQMNTB6DHYgQJf8JKQaC6zVCJh04wJJO989oAdCB7BAppgkB1m6ESD51gSCYXKP6E9YNAdZuhEg+dYEimeucbAaipAY9AYR0gUN1mqMRDJxiSqQVKAAobAIHqNkMlHjrBkEz0zjemMJn8iUBhJSBQ3WaoxEMnGJLJBdrTgG9mjj8hWRCobjNU4qETDMk077xVA54AFNYCAtVthko8dIIhmV6gRn8SgMJaQKC6zVCJh06wzf3P4kYhf\/3Z54KvSd55jwY8AoWEQaC6zVCJh06wwZsvlEtUP\/je9fApBVqNIGn9SQAKqwGB6jZDJR46QYV3H7eu8n\/w9fBBKlO88x4NeAQKKYNAdZuhEg+dYM3dmZDmo8ucP4g\/TvpXPm0zoUCVBvxgzvgTUgaB6jZDJR46wQpxl\/mTr5QdP5253mN+gne+HYDqG\/AIFNbDQgV6mCujRAV629GlUOpjw7O1TCfQ\/gY8\/oQVsUyBHg5zGTRNgYrV+NsN9rud2\/Kr4U9XGUHqacAjUFgRo6pRe7nih8adbosrHw59Br3e1fcylrw92733Z93OX\/SFUUlToNnL2Wmv6\/b1MaFAacDDVliiQA+HXoNmamyaIjPqY+1OQ2FUEGgw7BrwCBTWxAIFmtvTbFDRflV7+7K0T77W7lytQLOzPWnPWorehK8FSgMetkJfNTo1NMIq7O8k7CDQ3J59\/aC3TVXcSS9qd672tsbXHVuKb5DO10MfoU\/XrgGPQGFVmKvRaUHPwVMI9JDL81j80FFElyXXMkPtztUKVNxQ770flB3vnu26QWkv0wg0H0Ey+7ORLf6E1DFWo9PTYYNOINCD4k6jQa\/V5nrZ96fduVaB5n0TJ5dfvhB8l8+kd5rFFPp07RrwBKCwLkzV6PTUwqDhBXpQ1WlsxDe6++4Kc2h3rlagxx\/PWt27J5+5JTCJQOsGvEWu+BOSZ1kCLZVZ\/dIbVB1Dqba1O9cr0OP9t6pCTz51XZEp7OmqAahlAx6BQvoYqtHpqY1BQwu0Emb9W2\/Q27q9ms\/3NO1csUAz7t+8+Pby8vLTF997rGc3hUCHGvAEoLAyxgpUpXJWd6eVQA9adM9UZn3WitTt1BbGcP7pCXQUQU+3PYJkkycChfRJU6DlILtsrFfTxzU7EaiRSQTa34AnAIW1sTCBVludXU3uykmPWdj5sGfnygW6lBXpLRvwCBTWxqIGkaz7QOvrFtXcNDvX3Ae6oBXpWwGoTZb4E9bAogRqOwpf55I11pV0uzvXK9AlrUhv2YBHoLA6FjaR3m4e6LFqpd81po93d65WoItakV4KtBhBwp+wJZZ2KedBvZSzZ1HQYpzounH9YnfnWgW6qBXpLRvwCBTWx+IWEzkMLyYikWFmluzD3p1rFeiiVqQvAlA5goQ\/YVOMXc4u\/GpMg8vZKSnetfLq7FypQBe1Ir0agPZ95SJQWB8LFOjQgsoFoqF+3Y7D2jtXKtBFLahcB6C9DXg1Q\/wJK2GJAh24pUfB27PdHz9qt1rbOxGokVCnWwagAw14AlBYI0FXpC+X4OzudBOo1U3lRDO2swRme6e2MCppCnRJK9IrAWhvnzkBKKyQZQrUOvdOoq2dKxXoglakL6cwOfgTgcJqSFigYlX2Tvu8tXOtAl3OivSFQIca8AgUVkl4a6RFogJdzIr0jQa8ZXb4E1YDAtVthko8dIIKC1mRvgpA+xvwBKCwThCobjNU4qETVFnEivS2DXgCUFgnCFS3GSrx0Am2iL8ivRBoOYJkmxkChfWAQHWboRIPnWBIQpyubQOeABRWCgLVbYZKPHSCIQklUMcGPAKFNYFAdZuhEg+doIH7v7\/4q3MjPsDpqgGobV74E9YEAtVthko8dIIGXK\/ilAQSqE0DHoHCWkGgus1QiYdO0EAkgVYNePwJWwWB6jZDJR46wYpff1Z5kwn0++z3P3qKomFsIZQAtP+JCBTWCgLVbYZKPHSCJWL1ZA09YegEAsWfAAhUtxkq8dAJlrgLVFO4IAK1aMAjUFgvCFS3GSrx0AlWiAs5Ty5L\/uVsd\/JP2e\/\/MudydgSgAAg0TYHK1ZcelMsxRRlEygRq5U8ECisGgeo2QyUeOkGVf8\/Czj\/lmzEEat2AVzLCn7A2RlSj6\/YKvm\/PxKKf7SU45XPCrgeqzUKz01BClXQFenz3cbkmaCSBEoDC5hlRjTIbNavttVySckECNZRQJWGBHu\/\/rVjELoJAiwB02J8EoLBmRlQjcRMJVUdZNRZroo8T6PMm+ifZCtRQQpWUBZp9Q2RB6Ae\/RBKoawMegcL6MFSj83OxSplE\/qHltnljnrvcZGPuyvm8jTFju7uB6kuokrZAj\/ffZEHoV\/MLtGjAD\/uTABRWjVGgDfTHtgK66+qeSCME2vg9WqD6EqokLtB8QtM\/tbsqbBgtUMcGPAKFFWKqRpU1zf5sdSmWYdCSBKovoUryApUTmhzn0EvGnG7VgHfIBX\/CCumLQMst48GNW5HfFa5alEC1JVRJX6ByQlMUgVo04BEorJvePtCjalIN98\/qFnK1vSiBakuosgaBHt\/9xe0iJMmI07VuwONPWDlmgUqD5v+NR9\/WMV01xXJRAtWWUGUVAvVilEDzESSXTBAorJEegR4HBuGPjYmWlb9a04lyZwUfhe9mod2pLaHh\/BGoJTTgAQr6BFq14s2HV+PaWfu4ENWyBKoroQoCdScLQO1GkBAorJ1xEWg9szKL9IopluME2vgdQqCaEqogUGfKANQlC\/wJ62RcH2g9M6huHy+rD1RXQhUE6owMQG0a8AgUVk\/vRPpj\/zRQQaGlrH1cCnJhAtWUUAWBupIFoJYN+DoL\/AkrpWci\/fA80GPVMFamWC5NoN0SqqQp0Jgr0hcBqFMOCBRWSp9AB67klBRDM9f1FMulCbRbQhUE6oi9PwlAYf0MXws\/EIPKyC6r0NUAzZIWE9GXUCVNgcq1QGMJ1LkBj0BhtfROY9L90Uaq8U6R1+IE2imhSqIC7azU547f6RKAAiiMt4ZoG18rwc8YgVriJtBOCVVSFag0qOF87fAVqK0\/EShsgPHWeHu2++NHSjS0PIG2S6iSrED9VlFW8Dpd+wY8\/oQtMN4aIhRSB2jaK8NLrU17S49yHdLuTm0JVdIVqGlegS3eAiUABSgJYI3bXWPd9+UJtF1ClYQFqr821Rqf08WfAA0CWCNrIauN5wUKtFVClYQFenx7efmv\/kcjUIDRhLdGWqQs0HF4nC7+BGiCQHWboRIPnWBI\/ARq6U8ECtsAgeo2QyUeOsGQ+JxuFoA6po4\/YdUgUN1mqMRDJxgSr9MlAAVQQaC6zVCJh05Qy2+fPHrfYzR+0neeABS2AQLVbYZKPHSCWjxn1E\/5zhOAwkZAoLrNUImHTlDLggWKP2HlIFDdZqjEQyeoZXkCJQCFrYBAdZuhEg+doJblChR\/wtpBoLrNUImHTlALAgWIBQLVbYZKPHSCWhYnUPwJmwGB6jZDJR46QS3TCfT8\/HhRMLCstjZlBAqrB4HqNkMlHjpBLVMK9KJi4OaCmoTxJ6wfBKrbDJV46ARDYnO6mThPT8UCIsKgrgkjUFg\/CFS3GSrx0AmGxOJ0ZeApBXouGvFu6eJP2ACjrNFegvOhuP9Q6+6Xb8\/ESqAh1wM1ZGFfGBUE2kMWf2Yt90yg5+f2BkWgsCFCCzRTVLND7lreeCKkQA1Z2BdGBYH2IBrwQqCZP09dBYo\/YQuEFmj7druZOcXdiKwFetNE9xRDFvaFUUGgPchbyBVk207JIlDYAuZqVNacnoN1N8K8bd5+6C5vRVsK9KaNKVtNFvaFUUGgPYwQKP6ETWCsRnXVMR+sc1Yryrt2uidS05kmgeqzsC+MCgLtQTThxSj8+empbROeABQ2hakaSXHm\/80G1d6KvdHPWM5RdIlA1T\/0T9NmYV8YFQTagxSo7AN1FSj+hG1gqEa5NusferTOulObzeW9y60FWoed5ia8Pgv7wqgg0B4u5DC8HEQiAAXQYBRo+6cOrbPun9XN5mrbXqClQW+kTPVP02ZhXxgVBNqHnAgqpjFdEIACaAgvULG3DPSqeZcOAs0NWvwwZ9zJwr4wKgi0F+VSTpdEEShsBHMTXsVwcGvmUKEnZfZlJTUXgR6rAXijQHVZ2BdGBYH2UV8Mb3cpPP6EjTGBQOvB7qzRXNjLSaDV8JFRoLos7AujgkB7yK2Zv\/1WBkWgsDHGNuF1zqqmW2bhXzHvMrRANVnYF0YFgfaQO7N4\/y0Eij9ha0zQB1pPF6ofD9yE12VhXxgVBBo+SQQKmyH8NKZ6f9ZoLq0ZeBBJl4V9YVQQaPAU8Sdsh\/AT6Y9Va1mZdxl2GpM2C\/vCqCDQ4CkiUNgOwS\/lFBTjNdf1vMuwE+m1WdgXRgWBhk4Rf8KGCL6YiESGe5k0q1GbsJdyarOwL4wKAg2dIAKFDdFbjXrteexxlvTlnfJo0NWY9FnYF0YFgQZOkJoMAQAAF5VJREFUEH\/ClphGoLLBfK3Muwwv0E4W9oVRQaCB00OgsCXGLqhscNbbs90fP2ouhBRsRXpDFvaFUUGgYdPDn7Apgq5IXxtMrAWvjtpMINB2FvaFUUGgYdNDoLApJhKofEhR5gQCbWdhXxgVBBo2OQQKm2IqgWbNZrVFPYVAW1nYF0YFgQZNDn\/Ctpjggr6kQKBBU0OgsC0QqG4zVOKhEwzJFALFn7AxEKhuM1TioRMMSdDTJQCFbYJAdZuhEg+dYEgmECj+hK2BQHWboRIPnWBIECjAaBCobjNU4qETDEnI08WfsFEQqG4zVOKhEwwJAgUYDQLVbYZKPHSCIQl4uvgTtgoC1W2GSjx0giFBoACjQaC6zVCJh07Qn\/ZlWoJwaYuf+BM2CALVbYZKPHSC\/iBQgAlAoLrNUImHTjAkgQWKP2GLIFDdZqjEQycYkmCnSwAK2wWB6jZDJR46wZCEFSj+hE2CQHWboRIPnWBIQp0uAShsGASq2wyVeOgEQxJUoPgTtsmIanS9a90p+O3Z7r0\/63b+EnhB5fbayQ\/dCqOCQIMkg0Bhm4yoRpmNmne6zCT2WLsz9Ir0GoG6FEYFgYZIBn\/CRhlRjcS92lQdZZI8+Vq700Ggr5ron6QRqEthVBBoiGQQKGwUczW6KDAfe9u8VdudNJl2p61AX7UxZty5xZFDYVQQaIBU8CdsFWM1urgYNGgroLuWWtPutBdo+fuV+mcbnUAdCqOCQAOkgkBhq5iqUSXOPoM2uhQzWckOR+1ON4G+8hCoQ2FUEOj4RPAnbBZDNVK02SPQO7WFfFe4SrvTVaD5lpNA7QujgkDHJ4JAYbMYBarfbnL\/rG4hV9vanU4CFT\/dBWpfGBUEOjoN\/AnbZZRAhcnKmK6eYqnb6SzQ2qL6bLsCtS+MCgIdnQYChe0yTqDKRMtaarqdLgJthaEaWtOYipStC6OCQMemgT9hw4wTaD2unbWPqwEazU4Hgb5qdYRq0AvUujAqCHRsEggUNsxIgVYzK7NI72HPTieBVtuOArUtjAoCHZkE\/oQtM1Kg1cwgtX2s2Wkv0FqabhPpHQqjgkBHpoBAYcuMmsZ0rLSUtY8VQXZ3ziJQ28KoINBxKeBP2DSjJtIfq4Zxc4pld6fDpZyNv\/RPMwnUsjAqCHRcAggUNs2YSzkFxdDMdWOKZXfnPAK1LIwKAh2VAP6EbTNmMRGJjOwyPz7s3Tn9YiIOhVFBoKMSQKCwbUZXI6nGu5bROjtnEqhdYVQQ6Jjj8SdsnPHWEG3j6\/YUy\/bO4Asq6wVqVxgVBDrmeAQKG2e8Nd6e7f74UXuApr1zLoFaFUYFgY44HH\/C1hlvDbHse2eApr1z2lt61Dq1KowKAh1xOAKFrRPAGre7XdeOrZ1zCdSqMCoI1P9w\/AmbJ4A1shZyt0Xd2jmbQG0Ko4JA\/Y9GoLB5wlsjLRCo99H4EwCB6jZDJR46wZCMOl0CUAABAtVthko8dIIhGStQ\/AmAQBGo57EIFACBIlC\/Y\/EnAAJFoJ7HIlAABIpA\/Q7FnwBHBJq2QO9\/\/vuLFy\/++rPPFFsECjAaBKrbDJV46AQbvPlCuZTgg+9dD\/c\/XfwJUIBAdZuhEg+doMK7j1tXYz3QX+xvBIECjAaB6jZDJR46wZq7MyHNR5c5fxB\/nBiuVjXgfbr4E6AEgeo2QyUeOsGK3z7KhPmVsuOnTKj6FU9NIFCA0SBQ3WaoxEMnWHHb0aVQqn7JUwMjBIo\/AXIQqG4zVOKhEywRK5y2G+x3xiX79PieLgEoQAUC1W2GSjx0giVZuNlpr+v29eEvUPwJUDDKGu11OR+67fTkun3427Pde3+23tmM0hCoIwSgADUJCjSzYNMUmVEf2+9sJpamQLMmfOcWJTM14QlAAWqWJtDXTXRPER2Aqgaz0Ovka\/udzcTSFKj4JmjZUpyr09eS3+kSgAIoGKrR0wamg7V3x7Tf2eV1G1O2qj3upDnsdzZIVKDiJiXv\/aDsePfMeN88A74CxZ8AFUsTaN+fJa1A8lqmbb+zQaICzUP6k8svXwi+y2fSO81iQqAA40lRoM2uzHLwxH6nSqoCPf541uoVOfnMLQGv08WfACpJCrQxXnJXONJ+p0qyAj3ef6sq9ORT1xWZECjAaJIUqDoIXW3b71RJV6AZ929efHt5efnpi+891rPzOV38CdAgSYGK5MpYsp7aab9TIWmBjgKBAoxmrEBVcj3Z7+xiK1BlgmetZ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\" 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HCYBORE0D1MKnXFLc0HhlsX7GUWDD8M7bH2lBUUvmSgsaGSNYBeIhRXuCTvbqjOww3wDHZBylHcTsDrTDzC0Leq6XI1gAdCJqFqBaMVVKY7akFEeldJ7VT9dgKRdDa8lcaV5jYkSBhC2tZ2xiKf7oUgKUoacNTvoILnBqKwA6ETUKUNr9FAWQoGdozQ7ZUQvzJkFQALSCZMaIBxW0nmdlLu4SAtTFv0J0Gkc6d1JbAdCJqEmAUvjMS6hJz3yyvO4DxD1N4tDITcqDBEArS6v+wvXcVHv0lhigTvZ5slM92rmL2Frmm0i1BID2q+YAaja+A2sh32A24hUlXfWL9eSguLkJgNaVUfc3CYDKZ769iTIS4zjAV4ad6jmOHcRGAHQiagygavnKl5VfdSHH5R9\/dSWrucmT73m53op\/99aj1j3vggKgRbKq\/daq7XupAPUOefjGYemp7Nj7eL76zm2f4BzbiY1owk9EDQGUwqcopmp5VfGZH0xMe7qRLHwUqgwOQ30hBECLZCPEcPgfp+DMe0SXB6AWJp2bd4If\/X2EUPLRN\/NcejOxEQCdiJoBqMnPwPy9rO2lm\/DyiOjv4z8a5ARAS8tCRWboq8nEpXQ5HX7\/NvuCr8vJojRs49DeJwXVdF5C\/sUjzgT0PgB0ymoEoIYPqf4mJfb07XxfUoBNbOoMtUIQJ+u\/5nILGjYjikTjM9xbC\/7qg0A8xPBr4xT\/4AdtHBJ1NFTTSbBiYqx5OzdD8N0IgE5ETQDUcD+V37Qsnsvdm8Bqwmuh6CeH+Voo17Ty2jI\/h82IAhkWVkz++ObbP74issQ8yT+C4RqHBKBigL2P58GP8z7P3Uv\/HBoTEZwIdXCZOBIAnYgaAKje\/Db5uZU6OTo9Q7kpoE9Pf0L7BwD1kk4AFxHsDlL\/GAZrHOJatWK2O1+1+jyNT8A7LQaAQrpqA1QtZ3rjO92T3Nr\/lBZHUY4DW1YI5l8AtIS0yu\/0pwiAlohjqMbh2jaJkhGzXf1VddH+H12xz6JC99kEgE5GdQHqdD\/zQru5ejVevJiT0m4i6W5p+mP+BUC9ZTr1bsfS7CQtE8sgjUNdrLEpa6xrL0ve+3L767nXC5MBUEhTTYAaNTX\/VVtMqp\/pqs9ycx5KSAM0AEB5aQbm6BkaBmSPtDVA4xCFy96SPfifD7vL7cYGkqAAKKSpFkBZ93Px9Qc\/vqIBVbyBXhyn01Tuyf9yXaFh6RpfXgNkRKG0Sl9kIaMZUCqi4RnH4X0a2zJQLsxeT+0TnPL8og0OuwGgE1EdgBLOoPQf9y4GP5oHZ+MCPP9INt1DjZ06QwOanQxAKyS6jIbHiEL5e5\/pIfSyj4ZmHPtqaQOI8Xbl\/Z7b6Xbq03p2mEVHpAJAJ6IaADXqav6b\/Fmsn74dLtRmu\/RN9YKtrHIA7aELdHCMKFSJ1nt6CL3spWEZx9F4Jzxs4XqK14CJAqm8FFULhV8HQCeu6gC1+SkRGRXP+P4u+Zl8ePOsyU7jfB+A6rGWTnQ5DYsRxQrc1qEsX6axb2tQxqHdT3o9e49K3BdKt4T00\/h1l+EA0ImoDkDlkuJAZitbp76KS2Tyxrp0HOniqbyM2mU2MIFZ0BNqLLakQTGiWESTQK4RhKjlgA7KOEX41K49dTVVm9yZk\/bJTuVWnYYDQCeiqgC1fZ1A5Wf2YuQD6YOK8mne9I3OU\/uPC6DtO6CDYkShlPqvsUCxsuWUUYu+Go5xiDsDcf\/IV9X30H6S9YM+vksGFJqW8W3BA6BTUUWA6rVVbsk3H8hVCdHQ3TNFslNBso2A9vk5IEYUS\/PmTXzKNf0MYtFbgzEOyU99jejNSN48u2X0exIELQCoy3IA6ERUGaByifA\/JTqv5kshPa4hXVDuTy8t+OEwoli6+6lsNZhJnVHNlkMxjlWkzEsm8Ln64fbv429x7f3mbnFo7jVqQyYAdCKqBFDbd5GuptiaOp1Jv+cfcu+Uul8HCiFLALQDfg6GEYWyGwRiq7MHr6b\/ORTjeLifxs5ow0H8WNw5YtJSWNDn6c1PAHQqqgJQsv2ebv7mH+L3\/MhGey6lNueb8jDyv\/of3XdVopNntathMKJYeoZQrmi+iVgkb2vFGoRxeH4adxCl2C1Mz1M5iFnlnV1V+KTHRFQBoA7\/M\/qb3NlXP8rpdxD9\/5N0P7NDFaqKUOg\/fbfgh8GIYvnik+h50TeW0hCMwzffCffTJ0hmlW\/fqwJAJ6JKAJVLev\/n+pnb8RNImb8Z\/\/loXcWnxk11yfpDNuO7dkAHwYhCkdC0W+\/pVuUke2M5DcA4he6nvsvrQjmA+jugaMJPReUBSrff47+788uh0kKXfqbKTy0k5ddsuBsteO2Eqt12ZTUARhQqsPIjNOERUvvtjSXVv3H8+RmYRY8L1BkFEZ8zGAA00f6nL65EHvjhl9+vHu\/+ydlTv1A33J\/Nnq8enNTDN7LgD71ZPZDSALVrYd5JKZ4+WjuVoW93brTerbDUAELD+eRa8J3wcwCMKBSJQkfNbpSfvRvHQqIbdt70DNk2u38DHgBNdW0l78V4ujJCWwLo\/rtpKB0D1O1\/5g\/HxZPoky33hCMp3E87MPljsVPjp4rRsCt+9s6IYrma7\/Sx1kl1PPmejVOOn2XC9QrTPNIUABompJPSIVhCLQFUhNItQK0Km7fRw+Q1DaLpflVtyId8n5wMQSzkK9K7NeOufMFlNHiAUtR081Oaz95WXv0ax0p5M\/5nCQzzoQKgYfjk+Gx25I3r0dLn70Wu6NPXq8W7TADVfBf5IzbvCH7GzxYf\/C8SrY67tbKPdj6dPaBlLrG6hg5QR\/en62D\/Y33UN0CNVWWDe6VkuKwbywfrYZWHr7909OjRl16p0T0YDhqgGwo0H0QEPVEt3uUCqFxS4Sedn8umG1mHn2oznvSgWtbAAUqQ0ImLUqz1Up\/GIbzBYfGz2CoPXsgbt0dq1N8hA\/SCSqaIps9Ui3eJAEp3gKqtx7XVjJ15\/2dY1CmnNOADg7w6g7tuwA8coAFhEY6fgXFsXTv2aBzzMhvq\/mTO5XtcCRVZJfLIjvzw81g\/e6FeBa5+atmYagE0uuAMoPvXjkZ3jWNvXJfbH744mx167nfi2EfvxUccOvZGerwPQPVAk1P23\/tOFMizuYMfRzI79v6T47FfLLpnT2QAvaYf66+SADWWVA8xWRLj7meVfkznzVq6r4NswA8eoHLJgqPz4ObuQ\/0Zh\/cG3SvlAjb4WZAEU0VWuaD4Yxeq+mZJRNVPLRtThSY84Sk+ECPzR97PVp\/JNgncbsih+5iHPgA1Ao1P+duVnJFaqN8jAPqXF9K1QydKXmI5gLr4qUNv9Z0gSF4GWsBPpXWvjCD58BMA1axQzM\/m2+9hj8Zh+dmK\/2kV4eKAC6zy5LjCBG2lrAYM0Jhq0q1UNqrj8tH6vzmZbUgJKvmZgtIDoGag+yeVMNJQ1RkBFkC\/U32qQAmAOhvwehP84yB9Ab3SgHeEJvYGauNdDc+IykhF+xouQLUmuXf7nWr1V1ZfxmFb0\/X6P31B7BEuABpmKDz03R8qEE1H5uMm90raKZqwL\/YbxYb4iAS7v30hdUGLAWoFmgD00KvX48me6cHJIVksqWOr9IFmx\/50VqFztRRA9SXpIapLhkfKOKB5GANtwA8YoBoI5WLBwY3ysy\/j8K3pNtrvVfhZZJWo1p7IV+5XnuETDhugciK96JyMsZVdbIS02Dd8kE9wipbiDffz0aZoQ0zOYoBagcZQzM7JBq82lFhsgD71vnpsKfkD1Kp8EnA0AVmAGj6s0ojXxu975edgARoQ9nC5W47ho\/pm7A2g5noj\/HS7rqXHjxIVWeV+4vTEit2mE97ptCOqfmrZmCo9yikmGxx6JblcZWApJViGzXSfDsaIhn4AtQKNoZgdEoUf8\/KC2hdqAVQ\/tpS8AWp5OnQD3txMFzel\/U424gP95H4a8IMFKOVJevGzqK1fSv0Yh6VZ9Q7QpvlZbJWkeXv06NFZlXajGlGNc0vGVDGq3773Yj4ilA6Bp0rH5RVo3VcdwEefvbYy8wOoHagyNSkNP2Ox3EBOY2oZoMZSDQeU4CfhiCpB9MPPgQJU8z8L2u8tNd9j9WIcogHvtVIqWDYYT+sVW+XRe+nQxeHv15pJP3yAxnr4g\/Q+EXdF6qM5cnpTvpi9gUQM6vgA1AiUAqhAo1jsGKA0Px3s1FvfZoGT+CzgZ8\/+50ABWoKfpNPZlBF7Aiizru\/0v0zdySzq\/vQLFo9yGko7NJXhchKgMb\/UY7wAagdqQVFBYz8Ateof7UOGciFU6q4WTg7OQHnjnbYgAw+oqLvTEAFKotDZT2LlQTPN91h9GMe\/Ae9fWALNJNpaYFrL33oAqNLtKFdtRFkeaOpPHj728g\/\/1bMP1A50cB6oXVV1flLsVJ0fdVF3Px38VFvxzdd9Xw0QoA7\/091PYh3ZlA17MA7Lz2oOqMFIC6Zs\/IwAUHNMeyMGqNIXmcnqA90Qs+G9B5HsQAfXB2o14E1QEuzUa22OSLFBHEExmGy\/l2iTNaVBApRYdPBTLrXhw3dvHCv1HDK9rrQUPktZT2tUFlhoSeeBZrOQMqWcioe8T7iOuiCfrEx037MJbwdqQVE5hBiFbx2gdq0VdAsd7LTOMvBJuZ48P7v3P4cIUJKfNixMr99abEB9AJRbt7zF4uBsfDra8mKDf1oB0ARaR\/IBso2Uhhv5pMvsSc8HK8JRTVEqefbwuCdA7UBtKObzQOMegh4BqnFNhV5IAZQqcIHSeqea7oNpv4cDBCjZgKdatho0Q2uxCXVunFIOaDFATUJaNLUP90xorFJWeWQ+71gmouqnlo2pyqOcs2d\/fl1MBxVPBCUzYB+9O8sn0s+efV8+RXQhxe5+\/ApRMSve40kkLVAbiuJJpE\/VJ5HEo\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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u5206\u6790\uff0c\u6bd4\u5982\u5c1d\u8bd5\u4f7f\u7528\u5176\u4ed6\u6a21\u578b\u6216\u7c7b\u522b\u6570k\u6765\u8fdb\u884c\u805a\u7c7b\uff0c\u6211\u4eec\u53ef\u4ee5\u9009\u62e9\u53cd\u590d\u6539\u53d8Mclust\u7684\u76f8\u5e94\u53c2\u6570\u6765\u89c2\u5bdf\u7ed3\u679c\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528mclustBIC()\u51fd\u6570\u6765\u5b9e\u73b0\u6bd4\u8f83\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">clu_BIC <-<span class=\"st\"> <\/span><span class=\"kw\">mclustBIC<\/span>(clu_data) <span class=\"co\"># \u83b7\u53d6\u6570\u636e\u96c6\u5728\u5404\u6a21\u578b\u548c\u7c7b\u522b\u6570\u4e0b\u7684BIC\u503c<\/span>\nclu_BICsum <-<span class=\"st\"> <\/span><span class=\"kw\">summary<\/span>(clu_BIC, <span class=\"dt\">data =<\/span> clu_data) <span class=\"co\"># \u83b7\u53d6\u6570\u636e\u96c6\u7684BIC\u6982\u51b5<\/span>\nclu_BICsum<\/code><\/pre><\/div>\n<pre><code>## Best BIC values:\n## VEV,2 VEV,3 VVV,2\n## BIC -561.7285 -562.5522369 -574.01783\n## BIC diff 0.0000 -0.8237748 -12.28937\n## \n## Classification table for model (VEV,2):\n## 1 2 \n## 50 100<\/code><\/pre>\n<p>\u2003\u2003\u5982\u4e0a\u6211\u4eec\u5f97\u5230BIC\u503c\u6700\u9ad8\u65f6\u7684\u6a21\u578b\u60c5\u51b5\u4ee5\u53caBIC\u53d6\u503c\uff0c\u5206\u522b\u4e3a2\u5206\u7c7b\u7684VEV\u6a21\u578b\u30013\u5206\u7c7b\u7684VEV\u6a21\u578b\u4ee5\u53ca2\u5206\u7c7b\u7684VVV\u6a21\u578b\u3002\u5177\u4f53\u7684\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8f93\u51faBIC\u77e9\u9635\u6216\u4ee5\u56fe\u5f62\u7684\u65b9\u5f0f\u663e\u793a\u5168\u90e8\u7684\u7ed3\u679c\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">clu_BIC <span class=\"co\"># \u8f93\u51faBIC\u77e9\u9635<\/span><\/code><\/pre><\/div>\n<pre><code>## Bayesian Information Criterion (BIC):\n## EII VII EEI VEI EVI VVI\n## 1 -1804.0854 -1804.0854 -1522.1202 -1522.1202 -1522.1202 -1522.1202\n## 2 -1123.4117 -1012.2352 -1042.9679 -956.2823 -1007.3082 -857.5515\n## 3 -878.7650 -853.8144 -813.0504 -779.1566 -797.8342 -744.6382\n## 4 -893.6140 -812.6048 -827.4036 -748.4529 -837.5452 -751.0198\n## 5 -782.6441 -742.6083 -741.9185 -688.3463 -766.8158 -711.4502\n## 6 -715.7136 -705.7811 -693.7908 -676.1697 -774.0673 -707.2901\n## 7 -731.8821 -698.5413 -713.1823 -680.7377 -813.5220 -766.6500\n## 8 -725.0805 -701.4806 -691.4133 -679.4640 -740.4068 -764.1969\n## 9 -694.5205 -700.0276 -696.2607 -702.0143 -767.8044 -755.8290\n## EEE EVE VEE VVE EEV VEV EVV\n## 1 -829.9782 -829.9782 -829.9782 -829.9782 -829.9782 -829.9782 -829.9782\n## 2 -688.0972 -657.2263 -656.3270 -605.1841 -644.5997 -561.7285 -658.3306\n## 3 -632.9647 -666.5491 -605.3982 -636.4259 -644.7810 -562.5522 -656.0359\n## 4 -646.0258 -705.5435 -604.8371 -639.7078 -699.8684 -602.0104 -725.2925\n## 5 -604.8131 -723.7199 NA -632.2056 -652.2959 -634.2890 NA\n## 6 -609.8543 -661.9497 -609.5584 -664.8224 -664.4537 -679.5116 NA\n## 7 -632.4947 -699.5102 NA -690.6108 -709.9530 -704.7699 -809.8276\n## 8 -639.2640 -700.4277 -654.8237 -709.9392 -735.4463 -712.8788 -831.7520\n## 9 -653.0878 -729.6651 NA -734.2997 -758.9348 -748.8237 -882.4391\n## VVV\n## 1 -829.9782\n## 2 -574.0178\n## 3 -580.8396\n## 4 -630.6000\n## 5 -676.6061\n## 6 -754.7938\n## 7 -806.9277\n## 8 -830.6373\n## 9 -883.6931\n## \n## Top 3 models based on the BIC criterion:\n## VEV,2 VEV,3 VVV,2 \n## -561.7285 -562.5522 -574.0178<\/code><\/pre>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_BIC, <span class=\"dt\">G =<\/span> <span class=\"dv\">1<\/span><span class=\"op\">:<\/span><span class=\"dv\">7<\/span>) <span class=\"co\"># \u5bf9\u6570\u636e\u96c6\u5728\u7c7b\u522b\u6570\u4e3a1\u81f37\u7684\u6761\u4ef6\u4e0b\u7684BIC\u503c\u4f5c\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<p>\u2003\u2003\u4e0b\u9762\u6211\u4eec\u5229\u7528densityMclust()\u51fd\u6570\u5bf9\u5404\u6837\u672c\u8fdb\u884c\u5bc6\u5ea6\u4f30\u8ba1\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u7ed8\u5236\u51fa2\u7ef4\u548c3\u7ef4\u5bc6\u5ea6\u56fe\uff0c\u5206\u522b\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\">clu_Dens <-<span class=\"st\"> <\/span><span class=\"kw\">densityMclust<\/span>(clu_data) <span class=\"co\"># \u5bf9\u6bcf\u4e00\u4e2a\u6837\u672c\u8fdb\u884c\u5bc6\u5ea6\u4f30\u8ba1<\/span>\n<span class=\"kw\">plot<\/span>(clu_Dens, clu_data) <span class=\"co\"># \u4f5c2\u7ef4\u5bc6\u5ea6\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" 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gJt9sHmTK3Rp+UdiWQkOja1AY92T6N4SrEIgEMEaylSPWUi+0N3iGrvf\/Ypcn6u9PaLP2ZmKwJ1vIazIJpAW92fxhZcPv5dVCsRGyp9oG4CdcIq\/waTefTpU9M9icbQFqlBYIpA1b\/8sfRo+XQ5hap+0k2EK6EyZ51nHM6FvCIILMtX2lP8PEegU5GYQK3CT0lHYLZZtN53P4GKCLjKvhBoXwmm0uiYiUB9dDyqeYb8FUqgJZZjU7lA1VkAEQQq\/Xk45BvzZi4LkNtTejRC9gi0j0gCtfen7OjMGi+i\/SIa8Taj4G7veC+5QNXCHGuBtrtLa8J7NLw3GkU0t+wnEmjBkEeFQM+z\/edZ\/uc3LYFqGgxTIKwpv8Di+PMovSnb7zGu5ESgvUQRaLP5rtOnYh0p0PJStiGBBlRnjhRo\/WczAtUOOilM1qofh7G1rgSk6q6maKcpk1GkmUD38krS59KjxmvxBdOYtIg\/c4NOkP4Qecs9U2felp89fwTaRwyBDoafjXot\/LnfS4Hu91dGgQZXZ8G+PT7f7oMdsmhLWAGL5kyPOc3MI1BB9mJqIlE57n5TXIu\/b1yLXxbKd4qpHWX8uY9k0Hzs6OpqLzpjo63qt7M1BQKdmoY\/DeFn41p00wSjgqnUach\/Xz9UNyGHLTo6HN0PPqOHEZm\/fl01XLONiQSqHb\/Lycfdc6vum9fit74QTCId6VMZf+5FfCsM6puKP9mrf3q6zwS6P40xhpWz2720VAUCnZih5nu7hvcIdGJ1FuybMafhKU2LGtuSPiYbo96x2i4EmtfbkAI9L1HUeV5TP1H2eu5Ps4\/N6f7QFGjx3LZHi1T7dXo470XN5ZDLM09SfxLBaWSS+VMKdH8aTaCnGQhUw9wCHQo\/i3quilLqUX6A2p6cWp0FtTUHO9laFjWObzh4ra0Hy0L7HaUhE+gxr9GiYjsIdNgSene2BNJeEd+cg06kdR5uPlVyORTuPO8Y1MeMljRyyfy5v5L5RxLoaYHNc1MVqCczC3TAn7U+2wJ9mgl0FlvqKDVoPUjRsajepFaOkw\/s98+fyySGVRjMnAVCoNKg8n9DoP5+6Gmyt2nfk6nxkG7cyfCNs28y4NM6k0NrKv\/s6\/HLV0tOoxK\/m48YrRs0\/9MyA5s+BAQ6IWrz3VKf8VfDOZbmdBzk1VpUZ4x+44k9eyFQmX+PEUObs0AK9FhUUCeB6tNzcKfk5iZL6iZfVE9sNB4ycjSH7vsu3QH9Kg\/NlVDWL10YhEDzaQDnAwKdxqeOqSLQ6RgOP7v6XIRApbsc\/ZljtGjHHyb9KebMPdphInMW5AItW\/ENgbouTuKozpybm9PzfPpnPo3J\/DwjhpdHa9IWS7gSqvSnNGjfEyfyqQg9JVapINCpUJvv9vpchkCPjrW+SXMIrL\/e6gWqtOS7z53InAU9Eaj9yiSuYadCPpH+IvvAXLQmOPUeNChTQ+lahVzAlVD75gkoj5z2Esqn8tllisPdoAh0Inqb7\/lH2mKaUrT7Yo\/wZ053IoFNBCQXFN4flbs7Nx6a0pwFA6uPDEp0hDsl0hq5Ei6sBdpNwWRTQ1nLPcqVUOedK6F6+07daNvPXPq9+aAxPjXmX\/SBlikMngkCnYa+8LNPn0sRaBj007F6TWrqypuKdnwyINDmc5q7R6ozpy0Q5SGNJlxT0yesnMIh73lVr4SqTmZgIKpXqQO6qwsgpS3mombvigiHfV9LN58qBwp5nhcWPT9\/OZQPAp2Cmx5\/9utzXQKVmGfd2wh0f5wKUwPv4uIiHzbPNsxHNyQ6NuxUcBOoWUXtm4dlWNh0L699ErNQq7uS9i2naKVUzfel8Qu0uDjr9PRwyM5FRqDKK6o5J08GBHpaRKnn54O+QKATcFM33131uUKBSswWbVI22qtfk13vbeocK\/x5Lg3a34Sr41Rfd2oiyYuL2oZNg3c9YKVUnUDa65WWWUiBHnJ1CY01BGZjQk+lNvIXWVeFUAQezp8dlBc5b96f73OPDgoDgYZnIPzs1edaBSoZtqgYNnrVYHxM12RwXKHw5\/mwQWXVtx9ZamBqwrYFqn5ebUzgFKUeux0lUqC5vEQY2NeEtszEqeEvuhB28obSB1GEY6MLQWdcG14a0D45F+j5\/rA\/R6Bd5hBo7U9bfa5NlL30WnTfWczkGE6gg+6UXFyU9VMYdHh2p\/hTI9ELJ+rjdtkfpYNeZgId\/YF1U+qufSXUvi5ATxeAbR+rpEegQtkHORVA\/j8YlvPTRq9NXKSpsJMCPReR9F72gQ69AQg0MObmu\/xgmuZ9Tl2shWGy6L68C1PxgM0tTSyy62uytxECrTK8aD5yIe1a0XBgHYq6ubMr0KyeS32+DCLQLhYClQqUv3e+AvWybaHMfDLVoSVQBcNHYe9nTYW8ezTviZBXkiLQBpML1Bh+1p2fjedvUp8FOovuS3HWAq0fc6I4yMWdkotGjuojRndqJVodZnKV2iZXdkmBFmSpzHvtnBhp2suRHOFQsbHzLIC\/QLMX\/eXLbF8mvr3FPNSB998N8V6U\/hQGbXWQao\/wyqgvxdAJhmTqj6PJn336nLZES6cdhuYL6Mkbm1R\/9eKl1f70juV6kM0DLFOoJGqM8noGMYRAL2p\/vowg0FPpz+dyDlFDoDPML9sd2l0Ih0OVf7vd3w01R7tUCjT353ll0IEjfM\/VmGLoBEMy8cexar5rwk\/DRe+TlidB5B2ZxI9iwyuR8+b6HS5eLf7I683F3i+SOW1ItNjZO\/irPOdCNNzVjfLBIsz1bJxakglUmDMT6L4RGx57b+scKvddpwvhUJ9\/HbD2DkTleLtU+lPOQ5UGHS6x80kOpRg6wZBMKtC+8BN9WlIJtLCo6\/H9TfZBge5F61x+TrJ\/2ZajQdWIs27PD3qzohRnwU4n0I5Fffv7tEhBFathtQTaYCqbynH3sgvhMLSYisXAvmsjX0zFEjX4KH4Mv\/sINBiVPzWt95Y+sacRMe5e9386CdRihpJ58CZHVCshLiHAnXzc0qCd5nruvoZErU4ib7orluw7CaNG\/ZVq6p3sJaBM87H3LPoUFj3o89d2ova4tK6QNi2Qwp3Ho5VBEWgo9M33JPVp0ssciBcq7\/kU9rQU6MBI0bA4S2R9aT5toAq1zKlrp\/fOFG1Lzs5\/xnMZrVQvgTYw29SmRDc3L\/MuhH2nC2G4sI3hqCGfGlogh4ZABw2KQAOhDT+N+pyqFEEY9syESGvu5XJ6VgIduKjIzpsVsi6dlk8\/PfZEoEPmbD5bN99eJxAn3VmdmqNSe0JIq5Sa9DT0jQKVLfNMoPlkJvPZq\/SYNMcqPs392eokGDAoAg2Cvvne1efig8+jrJatjTl59eo8+yfDgvOBCz+N6nQXZ0WWbaMprvFnvzl70lYkauVHO9xPdEDS4u9iHmr3AXu6+Vp1m46MgAdNmmMUqGZB6X1vhgg0BGXzfQX6VLUZR6CvXl3I+eoXF2aB6t05QpwVTYM2\/NlnTuv0K4ka3fm6gWWyI89aYdCDYbAVqG8BLE3aIo8\/K6\/eDM9DRaAB0IWfBn1OkX1Y1AoYwaCFQHM0AtU12UOIs0I1aDP+1JjTLelSSn12fP3aS6A5IV6DmQRqotPSH5ugk0nra6AKfyLQJpMItPBnrz6TCD4l8QVaLuHRFmjbnR1vBintaW3QVvvd15uCjpJMimz+7XNb5XGviEVTfEpePn\/+RFD9Ugpg7Jy1w8akQprlJP7nNwi0wwQC1TTfE9bnEgTaXEykplTnNOIsOa0MKn4H+LyYZaST6HiB5vi+PJEFemwLtPGQRR+qBX0mlVdC3RST+G+eD99UD4GORB9+dvUZOt\/JWK5AJ\/Vmye60NKj8Oe7zYuOhiQSa4\/xqWY0GTUlmzvyX+NkU6BOFIDbVhaJy3P2mXgtg6K4lCHQcXX+29JlS8CkxC7Qb+fUxKv8q1tTm75u0DbvSoNKf\/h8YXwOFFahk6u+coAiBZuV8\/lwU1ixQ1aXBJ\/IXU1D3e8NEfhUEOoqbtekznEB9bZv\/kXdzzl\/hsw\/I6emTJ3Ia1RMpUPdPzKjobQKB5jhoNKZtM4FelAK9eGIyoMGlRfA6xqay11MaNJ8TOvR8BDqCm7Y\/dfoMmeEcKBVnTBUaJ1BtBDoH4gMiaqLwp6yPbp+Y8S3fyQQqMb3ohieFzVxLLb4cZ+n1udSjoZ\/fUrocP0KgLYKebt58N+kzweAzp6o4E9cgwzVEIlOxR\/yfoQrvGkvNiSH2rPKJIFT8f+Iw5h6o17BQZiGA0ALN6bfoXO+\/6r5636g2eJ9LrSfyXzw5FH2ghwsE2iLk6Xb9uQZ9HieNQM4NNHIvdmQ\/Z+juPG0LVGpTCFRs2gk05IiLUGZd8acRaI6xBTDHhRQ6d1aZVg+NKMBQm8cs0OYo\/FA+CNSXG7M+U7bnUQZ+ZbWyXMV9KMVBaypcCIPmx01XgXcaeRbkVfrJk5fVdh\/BR6uzD5UilykFKjF0oWi2w2GWZ51n\/liEPvj2PNChk0GgfrTCz6T12fwEqYYzWm4YJ2m2i5M\/92LotsJe7HrkKbAW6DQzfV6\/lmLJ\/z9pCNTn2iR3JhVovzsH8vd1ojZ\/bSP\/WExtEhX6kG8PnREC9UL606zPMJnMQvfj5io806GeiUhxFowQuI7dkDwFxqqlMOEsSSHQY6FuvUAn9ugyZmHo8g9Mj0AdLqBHoD40mu+KPlMLPrVf1pXy7PTl1kC3SS90F4KguAZzQJ4Cs0BN4ctQUONEJtA8L\/lT48mpNboZgepBoL2EOV01\/ExXn1p71hdMHvssGNqaU7Kzl6dAqOvly6wJn0WXTQ26CdTTtoMCrZ43kUdDC8z1KyWyQO3modYgUGcazfeWPsenPhMGex7zoK\/s\/2waMSFpFuza8hyy51Gq62Uh0JfNSu\/UZvcXqIsaJ9BoQIG5urPIM+pyij1XQmlBoK7cdMLPY2rBp9mex6LVXJjRLNAZSjmOnY88BU+kO4sf05ZRh9dydiE9GkhgXvJsFsD4EZ0S13moCNQRJfxMU5+99jyW0ixb8XOVKiQ7F3l2K7k0aP4\/gkCrWQD1T1sCaXS0wPzdWeU79CGdDgTay+jTLfx5VDo\/E7KnzQczk2b1+U9OoOpax7by7NT0evfsywkf+wRqKabRGh0jsLHybBRgRBJjcDoHBOpC3Xwv9ZlQ8Gn5sTw\/rz9A8QTqvohHY534QXn2VBIZeub+nH9BdlmyYzWNqf2Iue+0zZhw1E9gQdy5CFzOA4E6oISfqenTvkqcS3Hm\/5+kIdDmPTYcJnrqHs6HivJBpHgGLSbSG59haVIfjfocsx55FlifCAK1p\/Knqs9gRZsQp4BC+vNctt\/jVYfsfbJ7q1r3JxqQp03sFnU5YYm9jWxN6uBE50Gs1bnTDQRqTVOfyQSfrs0x6U\/5DRzRoDYCbd\/bzVqevalGXpBd4m4kK5NamfH1a\/V+AAMC3bg8BQjUkjL8TEufHp1ZUqDn5c+pCtaPfJt63qvOfTH75elSz5cg0KPr+Lt63KBJ+z1a7CkmN5sFijtzEKgduT9VfQYt1yT4jWXaNAknZlcIVPdmde8p3CtP1zPp+DOWQccyZFKTRvPl9MSn3LycHvKsWbVAdxo8k8rDz4T0GWAiSkSBqr+U3d13sXdZJcuTSNeSNvSbVCfQJ0KgT6RBOwLFnS0QqIH23fhUfQYuZnjGzKMTa7HnK7KLn4ELZkX1JrXerfYbaCXPocySDjOdsGjdH4vl9IQ8xf\/mtfjIU8OqBdrF+nQPnftBJ6NPD3uq12aaBTpX\/TEJVMXcbnep5tuxp0qvSeVyejL6FD+6Ap29tAsHgWo5HDoGTUOfPrFn8+L2J9KdxY\/G82wCmAAo75H+7TLK061o27SnikGg2Uf9+CT\/OfnyzcmDQDuYutfXac9je22Q0yfKTdWGBmamMGl5JdFR93aZ5OlaGOxpoBaoCEFjCHTMNVTzg0BbOE8kXgp+\/Z7dpZWkOAv6VzCaRqTKVeyt92tYnpZZYE8zmUBl7+cT2QvasyL+RFUjtfqHQFu8fi1uCP1UNNgPh5vlv4E5nqNGupXpTmuDtlx1qids215dQun02B00aj7bI0vs2Ysi0CetifRtt02iOtt5qEsBgbYQAr15mg8Y3aQhUN8xd\/3Cnrm68kEkK4HWhBCp6k9pUNMTfbJJe2rnLIgrkY7FRP6WQF81mcanCDR5gR4yg7569fzVq5sEBDpi5S\/TusjN6HIQG5GaEuxOLpMNeLUHQfeO+Skae9qgCvQ4dCnnBD7Nn5mVQRZj8fUPgbbJBPpU+FMK9Gn21xzF8mTMuonmZeUdBWpgQKQtqsNEAKo+v\/OOeYa3yNOSkYHkaJ8i0LQFenj9+unTrAV\/8\/xGNOLl9ZvLZNSis+3We8NHIfzZoCPSjknLZ4oe0CfqLAA1PPXuGsCe9gTv2XT0qdyW8hQ\/EOjCGDrdQybQPPiUzfjn5fqfS2Pckt2dzs+WlAL7s2qpd0WqeeYTdR6qRqCumZxTEFcAACAASURBVGNPJ1odna+myQKB9qQYOsGQ2Ar0eSZQ8WuRAh15w4MhfQqEPse\/kcbraPtEGvRSUuzpg2egHwShzELb2S8EujBsBJo14J\/e5CHo0+UJdOztYrT61ESCYz4Z1gsQTCtQ7OlPtGs2EWjSAj3mAhXxpzTowvpAR99sqztzSRtpDK3HaSDI0lcDjXxbsGeaZMqs+g0GF3ReAAi0hZjGIfz5\/Gkh0DmK1UI\/uj7+VoWW+uxdj1NHqDUDqyKNFSj2TJYegYYa1goKAm2RC\/RpJlBh0Chv18WF1qAj7ambN18bqjFiZFiPs43\/WoF9ZCUqm\/B+DUnsmTLFPNScviuh5i+aFgTaInsDM39KgT6NI9DKkyOF2WRAn6pAh5aTm0acdamOckWT06NPTxz2TJwegZZPWJRGEWiL4PPgXFG0GU6gBn1q\/TmwoPFE3lTLddTfF30Q7Jk+tvVvKR5FoC0WIFD99gh0F70b9Wlej3NacaolG7gvuhbsuQrc6l98jSJQHYeDZkXlmQgv0F59dvxZvEYv68258RhBwp5rwWsif0SPIlAt8fwZXKAGfRrCz8qfLxdgUMunY08QRNEoAtUTb\/58WIH2t961\/mwKNNLbaWtPlliCFvNqFIEujZACddanEoDGDEEtwZ5gYq5wFIEujXAC1S6YbOXPWqDLfcWQJwzio1G3YxDo0gg1jclHn40AdMkhKPYEBxyc6DoLB4EujiAT6Y36HPKnBu9CjKFHjtgTfLAyo+stRRDo8jBcyumA\/m5H6sC2YbXPxQjUKEjsCePo92i5Ij4C1ZKEQEfdquNoqc+e1ZJf1niWYDz6vGOXClaDSaOutxRBoGvDrE+zP5th5gIEqssce0Jw9AIV8kSgOlYvUL0++8PPVjv95cv4BjUJNEphYEO43lIEga4JC31qLn03xp8tZb3UE\/gclJwmSBmgl3pFfASqYd0CNdyquCf81IwSOQs0vFdjx7+wXVxvKYJAV4OFPjsLf3YH2Z1FOIFWESjEQlkRH4F2Wa9Ae1rvhvBTP0UpVCQ5wqvjMwfwxPWeTAh0FRj02RN+GmZ4+gaNliBQWDbqivgItMM6BRpMn4tgMnsDDDJ4S5EWCQr0\/ue\/v3jx4q8\/\/+Jx7GKtMYI+fer9uWR99gxiAUxOJtD6jxUK9M0XyjWGH3zvevhyveGLSZ+tOxanok8EClEREWjN2gT67uPWZdoPvnZLYMnm8MFen4U\/Iy4PYsekXbAAA6x6Naa7M1H7H13m\/EH8cfK5UwqLdsfRdQE7oz5N\/ly8PhEoxGXNAv3to0yYXyk7fsqE+ru\/uSSxcHs4CdRPn2NKNwMTzwIACEtKAr3t6FIo9bFLEgsXiIM\/+\/Wp8We\/PvEUgAcJCfT+2W7XbrDf7XbvuYzGr0WgZn0aws8hfSJQAA8SEmgWbnba67p9fSxboE7+1D\/Suhtw4c+Bxjv+BPADgS4IS4H267MbfqJPgIlISKBZE\/6kPWtpVU14O39at94Lfw4NHeFPAG8SEujxumNL0S360CWJ5AXqqM\/heUvoE8CflAT69iwz6A\/KjneZPztBaS9LFqiFP3v0qfOnlT7xJ4A3KQlUzGPKjHn55QvBd\/lMeqdZTGkL1EGfx1Kf\/SniT4BRJCXQ449nrUs5Tz5zS2DBAh3y55A+deHnQJboE2AcaQn0eP+tqtCTT11XZEpboKaHNOHnqZU+8SfAKBITaMb9mxffXl5efvrie4\/17JYrUO+7wHvqE38CjCc9gY4iAYFmgeZ5gfxjgHbrvfDn0GHoEyAACHQZ1AHoeZOB4\/z0iT8BgpCgQFe5Ir3Sgq+sOezPtj530p\/DuaFPgCCkJtCVrkjf9GfhTVd\/7lo3fTdB+AkQiLQEutoV6RsCLcw51IJv6xN\/AsxNUgJd7Yr06hB8PnZ0Xvw3HtIaPEKfABFISaDrXZG+LdDj4CB8W5\/4EyACKQl0tSvSN+aA5tIsW\/H6Azr63Nnpk9EjgKAkJND1rkjfFWhvBNpove92hJ8AsUhIoKtdULl5EdJgH2hHn\/gTIBIIND5tgZ7Xo\/DdJ3f0ebTUJ813gOAkJNC1rkjfvgq+dx6o4s9iuTrCT4BoJCTQta5IrxOo4UpOb33iT4ApSEmg61yRvsefrRhUGTwqF0sm\/ASISUoCXeeK9F2BGv7w1if+BJiIpAS6xhXpbdcB7eqT0SOA2KQl0BWuSO8gUPFr56NP\/AkwDYkJ9Li2FelN\/tQvKV\/rE38CLID0BDqKpAWq3mYTfQIsAAQaFb0\/nxQ0drb0iT8B4pOgQNe0Ir1WoE+e6AyqxKSMHgEsg9QEuq4V6U3+3O0yee7aMWgB4SfAUkhLoGtbkV4nUOlPKdCdVqD4E2AxJCVQ1xXpdxqmK507hgBUvCnCnTqDok+ABZGSQJ1XpE9OoOLCIxGASo0ej12B4k+AJZGSQNe2In03AM0F2kB92FafjB4BzENCAl3divTaALRHoISfAAsjIYGubUFlfQAqmvDHogl\/VP3pEn7iT4BZQKDR0AegDXXmMpXQfAdYHgkJdGUr0mv8KQRazP4sfqgXH1mlSvgJMCMJCXRlK9IbAtBdbtD8\/xPXAuNPgDlJSaCrWpHe6M\/WpZwuJUafAPOSkkBXtSJ9j0Abi4k4lBh\/AsxMUgJd0Yr0Rn\/mnD55cuo69x99AsxNWgJdz4r0mlvJiV+FPk+FQE9PXQRK+AkwP4kJ9LiSFekNAWjOaYV9gvgT5kR3lfSWUF6I4C9t6ARDslSB6v1pbVD0CXMSW1\/xUV6K4C9u6ARDshCBWgagtgLFnzArC6lG0UCgkbENQFl4HpbIQqpRNBBoXKwDUBuBEn7C3CyjGsUDgcalLwB1FSj+hNlZRjWKBwKNimEKU4GbQNEnzM8iqlFEEGhUegNQp0Ekwk+IwSKqUUTSFKhYfl5DcsvZmf2ZX7xpL1D8CVFYQjWKCQKNyZBAbSfSo0+IxBKqUUzSFGj3psZJCnTQn7VBe9PBnxCLBVSjqCQqULn8p9vqS20W8M63BFqPID3Jb2Ust62a7xMUDsCCBVSjqKQqUO195ZyI\/84PBKAsHQLLJ341ikuyAnW+B1Kb+O98JwAtt1yW\/8SfEJP41Sgu6QpU3ARpTCM++jtvDEAd1p9HnxCX6NUoMgkLNGvEjwlBo7\/zAQJQ\/AmRiV6NIpOwQI9vLy\/\/1f\/o2O98zwiS+Gnpz9ClAnAidjWKTcoCHUfsd94UgFrfAInwE+ITuxrFBoFGYqABP1w8\/AkLAIHqNkMlHjrBkCxUoA7+DF8oAEcQqG4zVOKhEwxJ3Hd+oAE\/VDrCT1gGCFS3GSrx0Alq+e2TR+97jMYvSaDtEaTjrv\/qI\/wJCwGB6jZDJR46QS2eM+qjvvMDDfh+gaJPWAwIVLcZKvHQCWpJX6DdBjz+hDRAoLrNUImHTlBLggIdCkB71w9Bn7AcEKhuM1TioRPUkrxAh\/yJMGGxIFDdZqjEQyeoJT2BDowgHVv+JOSExYJAdZuhEg+doJb0BVps1P5sFA2BwnJBoLrNUImHTlBLcgIdGEFqN+AZNILlgkB1m6ESD52glvUINP\/dDUARKCyVhQp0P1dGKxCoJ9HeeQ9\/YlBYKP3VaOBze9u6qdlDsTMLiN77pbHhzn6\/d8z3usi94u2ZyF1bQhUEOjsNgVYjSEoDXi3Yy5cYFBZMbzUa+txOJdD9vt+gmnwzXzbbsddyvXYEaiSWQIcDUAQKybBEgQp79hpUk2\/7LpVZ5idfL1Cgv5Yb33z6j9DZubEIgVr7E4PCIumrRoOf21vdjSFHCzR3Z59Bdflm+9Tc7nJZakuoMq9Afzwrw+Tsxdl96NnBEYZIAtUHoGoDHoFCOvRUo+EP7hQCrVrvPQbV5VuEnCXX+VMWJVARJZdlfHuWxcMPfgidowNLEGg7AO3xJwaFJbI0gSq9n2aDavO9Vtvw5dSeJQlU+LOW\/Lsvsr9G3Zd4JHEEagpA89+np41ivXyJQWHZmKuRxec2vEAb0jQaVJvvndqGL2\/5uySBZobf\/bPygoggtNMnOx8LEGi3AX80B6AIFBaIsRrZfG6DC7SlTJNBtflmAV4V3lXbCxKo8GWzLHe7Rq\/DzEQRqGkKk\/x12h+AYlBYHhYCNX9uQwu0I0yDQfVavK3b8PkkUOMzFeYT6G033rxuzhyYlyUINP+triGCQCEpTNXI6oPbmiTU8qazQDW61BtUm686FbTypv6ZCrMJVPSAtl1+pyvRXMQQ6FADvt+fGBQWx7IEarfPpMXrUlGZrAqVLkeguivWO7P\/52RBApW\/TtsCBVg+hk+s3Tf\/siLQcu6nFNPD3mfWRBWo5zIgYYjgKqcGPEAC6D+ylm2nZfWB1j6qH19OHygCbQq0HEFSG\/AIFFJjUQIdNQpf789a8GXGyxGoOkmgpBrrisH8sqIBD6tD+5m17b5f1DzQY9V0v6sHt5cjUN2Qu2Zgfj7iClTnTwQKyTHqM7uoK5GO1eDRdR3rLUig3SH39gIo8zK7rXQBaKMBj0AhOZYmUO9r4SUy9szyfTj4zJL5BCqWD2nq8nZbE+l7A9AoJQIYy+IE6rsaU533nfLoggQqZwQ8bv29oUs59SNI8tcpAoVEWaBArdYDNWhRtN6vlaHtJQlULiby4Kv8Jbn\/8Q\/aaVXzEVeg8hcNeEidJQrUZkV6gxbfnu3++JES5y1JoLlBs2b7o0ePzuTWg4iLMc3tq8EGPAKFBBkr0CZCVhHuiVRLsrlkXN8zC2ZdUPn+G7UoJ\/8cMf5cgkBbtzFGoJAeyxSoT771Q0quyxLo8fjrN2dFQX7\/aVR9zu2rwQY8\/oQUWZtAW4vGLU2gGfdvXrz468+hs3InmkA7I0j68rB0CCTA1r\/3uSvnLHg04BEoJAAC1W2GSjx0giGJJdBmA\/7UFIAiUEgBBKrbDJV46ARDMuc73xeAGkqDPyEFEKhuM1TioRMMSSSB6v2JQCFNEKhuM1TiyvZvnzzS8f4WlrMzjiCdGgWKPyEJEKhuM1Tiyra4FF7DJtYDJQCFtYJAdZuhEle2NyzQnhEkU2HwJ6QBAtVthkpc\/ePXn3X8I3Se1sz2zl+YAlBzAx6BQiIgUN1mqMRDJxiSGQVabRoa8ASgkCoIVLcZKvHQCYZkrne+O4I02IBHoJAKCFS3GSrx0An6o+t\/nSfn4QY8ASgkCwLVbYZK3PjIm79cXv7XH0Ln11eUWAK18CcChWRBoLrNUIm3\/v71\/1x+KZZXKRYG3T2YU6FtYgm004DHn5AuCFS3GSrx5p9yNdCTPykzmk76V3uelHneeXMAai4JAoVk6K1Gs\/WTxWNGgV4X1vxMrLH3\/pfffRJ1GmgsgdKAhzUxQqDX7XuivT0TC4CGWA\/06so93\/bSn\/I52p0q8wlUrFT64MsXX8jI8+tyT7wQdBaBWjTgESgkTF81yh7rezir\/80A6lredXJygRryXbpAS++LQLS4adNtzNtyzizQ82YAai4H\/oSEGCFQMRSi3qY3E6aIrCYXqCHfhQtUlFqGm3f1TZvy0DkScwjUogGPQCFleqqRfKivmt0278t7l\/tplEALczZ\/2eWrvQHncu7KWWi+EUBn+9Z9LbwagIqfeQO+4c92OfAnpIS5Gu0KgZrrWeWEnOsA90S6yp1Z\/tQLVJ\/v8gWay1Kx5toFagxAe4qBQCEl+gQ68ISy87GgtMG4JnwuzeKHqSGvzReBujGrQI3+JACFpDFWo+qBnop2p7al7wqrjewDldrM\/xs7QrX5IlA3phdoewTJogGPQCEtRgn0\/lndlq62xw4iCXHKf+aBJG2+CNSNeQUqfhKAwuowVSM7sdzWbelqRHn0KPxVQc9TdPkiUDcmF6iHPxEoJMY4gSojypWqRgj0Sodtvq0ZS5VVuzvdz9MTBJpjbMATgELiGKpRY3dPVbsu9ZW1pAsX+AtU6099IKrJd\/kCPfnyRcZ3Z8WG3FyvQG0CUAQKiaOvRruWQI117a6cm57FhMUk9fET6Qdb8Np8ly9QHRsQaDmCJLbxJ6wLk0AtniSoGqF1Z+McfaC6fJffB7opgdo04BEopI62GnV2mitbYaisJV3KcoZReG2+Cxfo\/d9f6PjrWi\/lVAJQ8RN\/wioZK9CiCX1XD4vPMA9Um+\/CBbo4phVoJwAVmy1\/IlBIHl010rY1DccXgzjX9cTMGa5E0uaLQN2YSaCNBnxvCfAnpMdYgeYxYObKap2j6a+F1+eLQN2YVKC6EaR2Ax6BQvqMrkZSk3eKp6ZfjUmfLwJ1Yy6BHk0N+FYJ8CckyPhqJFrR18po8uTrgRryRaBuTClQmwY8ASisgPHV6O3Z7o8fNVdHmkWg7XwRqBtzCvSoacATgMIKGF+N5D16lfU55xJoO9\/24vPlIqHdnSoIdAI8GvAIFJIkQDW6bV7iE0KgPvkiUDdmEGhjBKk\/f\/wJSRKgGrVuLjmbQFv5IlA3phOoVQMegcIamH5VyGWDQMNTB6DHYgQJf8JKQaC6zVCJh04wJJO989oAdCB7BAppgkB1m6ESD51gSCYXKP6E9YNAdZuhEg+dYEimeucbAaipAY9AYR0gUN1mqMRDJxiSqQVKAAobAIHqNkMlHjrBkEz0zjemMJn8iUBhJSBQ3WaoxEMnGJLJBdrTgG9mjj8hWRCobjNU4qETDMk077xVA54AFNYCAtVthko8dIIhmV6gRn8SgMJaQKC6zVCJh06wzf3P4kYhf\/3Z54KvSd55jwY8AoWEQaC6zVCJh06wwZsvlEtUP\/je9fApBVqNIGn9SQAKqwGB6jZDJR46QYV3H7eu8n\/w9fBBKlO88x4NeAQKKYNAdZuhEg+dYM3dmZDmo8ucP4g\/TvpXPm0zoUCVBvxgzvgTUgaB6jZDJR46wQpxl\/mTr5QdP5253mN+gne+HYDqG\/AIFNbDQgV6mCujRAV629GlUOpjw7O1TCfQ\/gY8\/oQVsUyBHg5zGTRNgYrV+NsN9rud2\/Kr4U9XGUHqacAjUFgRo6pRe7nih8adbosrHw59Br3e1fcylrw92733Z93OX\/SFUUlToNnL2Wmv6\/b1MaFAacDDVliiQA+HXoNmamyaIjPqY+1OQ2FUEGgw7BrwCBTWxAIFmtvTbFDRflV7+7K0T77W7lytQLOzPWnPWorehK8FSgMetkJfNTo1NMIq7O8k7CDQ3J59\/aC3TVXcSS9qd672tsbXHVuKb5DO10MfoU\/XrgGPQGFVmKvRaUHPwVMI9JDL81j80FFElyXXMkPtztUKVNxQ770flB3vnu26QWkv0wg0H0Ey+7ORLf6E1DFWo9PTYYNOINCD4k6jQa\/V5nrZ96fduVaB5n0TJ5dfvhB8l8+kd5rFFPp07RrwBKCwLkzV6PTUwqDhBXpQ1WlsxDe6++4Kc2h3rlagxx\/PWt27J5+5JTCJQOsGvEWu+BOSZ1kCLZVZ\/dIbVB1Dqba1O9cr0OP9t6pCTz51XZEp7OmqAahlAx6BQvoYqtHpqY1BQwu0Emb9W2\/Q27q9ms\/3NO1csUAz7t+8+Pby8vLTF997rGc3hUCHGvAEoLAyxgpUpXJWd6eVQA9adM9UZn3WitTt1BbGcP7pCXQUQU+3PYJkkycChfRJU6DlILtsrFfTxzU7EaiRSQTa34AnAIW1sTCBVludXU3uykmPWdj5sGfnygW6lBXpLRvwCBTWxqIGkaz7QOvrFtXcNDvX3Ae6oBXpWwGoTZb4E9bAogRqOwpf55I11pV0uzvXK9AlrUhv2YBHoLA6FjaR3m4e6LFqpd81po93d65WoItakV4KtBhBwp+wJZZ2KedBvZSzZ1HQYpzounH9YnfnWgW6qBXpLRvwCBTWx+IWEzkMLyYikWFmluzD3p1rFeiiVqQvAlA5goQ\/YVOMXc4u\/GpMg8vZKSnetfLq7FypQBe1Ir0agPZ95SJQWB8LFOjQgsoFoqF+3Y7D2jtXKtBFLahcB6C9DXg1Q\/wJK2GJAh24pUfB27PdHz9qt1rbOxGokVCnWwagAw14AlBYI0FXpC+X4OzudBOo1U3lRDO2swRme6e2MCppCnRJK9IrAWhvnzkBKKyQZQrUOvdOoq2dKxXoglakL6cwOfgTgcJqSFigYlX2Tvu8tXOtAl3OivSFQIca8AgUVkl4a6RFogJdzIr0jQa8ZXb4E1YDAtVthko8dIIKC1mRvgpA+xvwBKCwThCobjNU4qETVFnEivS2DXgCUFgnCFS3GSrx0Am2iL8ivRBoOYJkmxkChfWAQHWboRIPnWBIQpyubQOeABRWCgLVbYZKPHSCIQklUMcGPAKFNYFAdZuhEg+doIH7v7\/4q3MjPsDpqgGobV74E9YEAtVthko8dIIGXK\/ilAQSqE0DHoHCWkGgus1QiYdO0EAkgVYNePwJWwWB6jZDJR46wYpff1Z5kwn0++z3P3qKomFsIZQAtP+JCBTWCgLVbYZKPHSCJWL1ZA09YegEAsWfAAhUtxkq8dAJlrgLVFO4IAK1aMAjUFgvCFS3GSrx0AlWiAs5Ty5L\/uVsd\/JP2e\/\/MudydgSgAAg0TYHK1ZcelMsxRRlEygRq5U8ECisGgeo2QyUeOkGVf8\/Czj\/lmzEEat2AVzLCn7A2RlSj6\/YKvm\/PxKKf7SU45XPCrgeqzUKz01BClXQFenz3cbkmaCSBEoDC5hlRjTIbNavttVySckECNZRQJWGBHu\/\/rVjELoJAiwB02J8EoLBmRlQjcRMJVUdZNRZroo8T6PMm+ifZCtRQQpWUBZp9Q2RB6Ae\/RBKoawMegcL6MFSj83OxSplE\/qHltnljnrvcZGPuyvm8jTFju7uB6kuokrZAj\/ffZEHoV\/MLtGjAD\/uTABRWjVGgDfTHtgK66+qeSCME2vg9WqD6EqokLtB8QtM\/tbsqbBgtUMcGPAKFFWKqRpU1zf5sdSmWYdCSBKovoUryApUTmhzn0EvGnG7VgHfIBX\/CCumLQMst48GNW5HfFa5alEC1JVRJX6ByQlMUgVo04BEorJvePtCjalIN98\/qFnK1vSiBakuosgaBHt\/9xe0iJMmI07VuwONPWDlmgUqD5v+NR9\/WMV01xXJRAtWWUGUVAvVilEDzESSXTBAorJEegR4HBuGPjYmWlb9a04lyZwUfhe9mod2pLaHh\/BGoJTTgAQr6BFq14s2HV+PaWfu4ENWyBKoroQoCdScLQO1GkBAorJ1xEWg9szKL9IopluME2vgdQqCaEqogUGfKANQlC\/wJ62RcH2g9M6huHy+rD1RXQhUE6owMQG0a8AgUVk\/vRPpj\/zRQQaGlrH1cCnJhAtWUUAWBupIFoJYN+DoL\/AkrpWci\/fA80GPVMFamWC5NoN0SqqQp0Jgr0hcBqFMOCBRWSp9AB67klBRDM9f1FMulCbRbQhUE6oi9PwlAYf0MXws\/EIPKyC6r0NUAzZIWE9GXUCVNgcq1QGMJ1LkBj0BhtfROY9L90Uaq8U6R1+IE2imhSqIC7azU547f6RKAAiiMt4ZoG18rwc8YgVriJtBOCVVSFag0qOF87fAVqK0\/EShsgPHWeHu2++NHSjS0PIG2S6iSrED9VlFW8Dpd+wY8\/oQtMN4aIhRSB2jaK8NLrU17S49yHdLuTm0JVdIVqGlegS3eAiUABSgJYI3bXWPd9+UJtF1ClYQFqr821Rqf08WfAA0CWCNrIauN5wUKtFVClYQFenx7efmv\/kcjUIDRhLdGWqQs0HF4nC7+BGiCQHWboRIPnWBI\/ARq6U8ECtsAgeo2QyUeOsGQ+JxuFoA6po4\/YdUgUN1mqMRDJxgSr9MlAAVQQaC6zVCJh05Qy2+fPHrfYzR+0neeABS2AQLVbYZKPHSCWjxn1E\/5zhOAwkZAoLrNUImHTlDLggWKP2HlIFDdZqjEQyeoZXkCJQCFrYBAdZuhEg+doJblChR\/wtpBoLrNUImHTlALAgWIBQLVbYZKPHSCWhYnUPwJmwGB6jZDJR46QS3TCfT8\/HhRMLCstjZlBAqrB4HqNkMlHjpBLVMK9KJi4OaCmoTxJ6wfBKrbDJV46ARDYnO6mThPT8UCIsKgrgkjUFg\/CFS3GSrx0AmGxOJ0ZeApBXouGvFu6eJP2ACjrNFegvOhuP9Q6+6Xb8\/ESqAh1wM1ZGFfGBUE2kMWf2Yt90yg5+f2BkWgsCFCCzRTVLND7lreeCKkQA1Z2BdGBYH2IBrwQqCZP09dBYo\/YQuEFmj7druZOcXdiKwFetNE9xRDFvaFUUGgPchbyBVk207JIlDYAuZqVNacnoN1N8K8bd5+6C5vRVsK9KaNKVtNFvaFUUGgPYwQKP6ETWCsRnXVMR+sc1Yryrt2uidS05kmgeqzsC+MCgLtQTThxSj8+empbROeABQ2hakaSXHm\/80G1d6KvdHPWM5RdIlA1T\/0T9NmYV8YFQTagxSo7AN1FSj+hG1gqEa5NusferTOulObzeW9y60FWoed5ia8Pgv7wqgg0B4u5DC8HEQiAAXQYBRo+6cOrbPun9XN5mrbXqClQW+kTPVP02ZhXxgVBNqHnAgqpjFdEIACaAgvULG3DPSqeZcOAs0NWvwwZ9zJwr4wKgi0F+VSTpdEEShsBHMTXsVwcGvmUKEnZfZlJTUXgR6rAXijQHVZ2BdGBYH2UV8Mb3cpPP6EjTGBQOvB7qzRXNjLSaDV8JFRoLos7AujgkB7yK2Zv\/1WBkWgsDHGNuF1zqqmW2bhXzHvMrRANVnYF0YFgfaQO7N4\/y0Eij9ha0zQB1pPF6ofD9yE12VhXxgVBBo+SQQKmyH8NKZ6f9ZoLq0ZeBBJl4V9YVQQaPAU8Sdsh\/AT6Y9Va1mZdxl2GpM2C\/vCqCDQ4CkiUNgOwS\/lFBTjNdf1vMuwE+m1WdgXRgWBhk4Rf8KGCL6YiESGe5k0q1GbsJdyarOwL4wKAg2dIAKFDdFbjXrteexxlvTlnfJo0NWY9FnYF0YFgQZOkJoMAQAAF5VJREFUEH\/ClphGoLLBfK3Muwwv0E4W9oVRQaCB00OgsCXGLqhscNbbs90fP2ouhBRsRXpDFvaFUUGgYdPDn7Apgq5IXxtMrAWvjtpMINB2FvaFUUGgYdNDoLApJhKofEhR5gQCbWdhXxgVBBo2OQQKm2IqgWbNZrVFPYVAW1nYF0YFgQZNDn\/Ctpjggr6kQKBBU0OgsC0QqG4zVOKhEwzJFALFn7AxEKhuM1TioRMMSdDTJQCFbYJAdZuhEg+dYEgmECj+hK2BQHWboRIPnWBIECjAaBCobjNU4qETDEnI08WfsFEQqG4zVOKhEwwJAgUYDQLVbYZKPHSCIQl4uvgTtgoC1W2GSjx0giFBoACjQaC6zVCJh07Qn\/ZlWoJwaYuf+BM2CALVbYZKPHSC\/iBQgAlAoLrNUImHTjAkgQWKP2GLIFDdZqjEQycYkmCnSwAK2wWB6jZDJR46wZCEFSj+hE2CQHWboRIPnWBIQp0uAShsGASq2wyVeOgEQxJUoPgTtsmIanS9a90p+O3Z7r0\/63b+EnhB5fbayQ\/dCqOCQIMkg0Bhm4yoRpmNmne6zCT2WLsz9Ir0GoG6FEYFgYZIBn\/CRhlRjcS92lQdZZI8+Vq700Ggr5ron6QRqEthVBBoiGQQKGwUczW6KDAfe9u8VdudNJl2p61AX7UxZty5xZFDYVQQaIBU8CdsFWM1urgYNGgroLuWWtPutBdo+fuV+mcbnUAdCqOCQAOkgkBhq5iqUSXOPoM2uhQzWckOR+1ON4G+8hCoQ2FUEOj4RPAnbBZDNVK02SPQO7WFfFe4SrvTVaD5lpNA7QujgkDHJ4JAYbMYBarfbnL\/rG4hV9vanU4CFT\/dBWpfGBUEOjoN\/AnbZZRAhcnKmK6eYqnb6SzQ2qL6bLsCtS+MCgIdnQYChe0yTqDKRMtaarqdLgJthaEaWtOYipStC6OCQMemgT9hw4wTaD2unbWPqwEazU4Hgb5qdYRq0AvUujAqCHRsEggUNsxIgVYzK7NI72HPTieBVtuOArUtjAoCHZkE\/oQtM1Kg1cwgtX2s2Wkv0FqabhPpHQqjgkBHpoBAYcuMmsZ0rLSUtY8VQXZ3ziJQ28KoINBxKeBP2DSjJtIfq4Zxc4pld6fDpZyNv\/RPMwnUsjAqCHRcAggUNs2YSzkFxdDMdWOKZXfnPAK1LIwKAh2VAP6EbTNmMRGJjOwyPz7s3Tn9YiIOhVFBoKMSQKCwbUZXI6nGu5bROjtnEqhdYVQQ6Jjj8SdsnPHWEG3j6\/YUy\/bO4Asq6wVqVxgVBDrmeAQKG2e8Nd6e7f74UXuApr1zLoFaFUYFgY44HH\/C1hlvDbHse2eApr1z2lt61Dq1KowKAh1xOAKFrRPAGre7XdeOrZ1zCdSqMCoI1P9w\/AmbJ4A1shZyt0Xd2jmbQG0Ko4JA\/Y9GoLB5wlsjLRCo99H4EwCB6jZDJR46wZCMOl0CUAABAtVthko8dIIhGStQ\/AmAQBGo57EIFACBIlC\/Y\/EnAAJFoJ7HIlAABIpA\/Q7FnwBHBJq2QO9\/\/vuLFy\/++rPPFFsECjAaBKrbDJV46AQbvPlCuZTgg+9dD\/c\/XfwJUIBAdZuhEg+doMK7j1tXYz3QX+xvBIECjAaB6jZDJR46wZq7MyHNR5c5fxB\/nBiuVjXgfbr4E6AEgeo2QyUeOsGK3z7KhPmVsuOnTKj6FU9NIFCA0SBQ3WaoxEMnWHHb0aVQqn7JUwMjBIo\/AXIQqG4zVOKhEywRK5y2G+x3xiX79PieLgEoQAUC1W2GSjx0giVZuNlpr+v29eEvUPwJUDDKGu11OR+67fTkun3427Pde3+23tmM0hCoIwSgADUJCjSzYNMUmVEf2+9sJpamQLMmfOcWJTM14QlAAWqWJtDXTXRPER2Aqgaz0Ovka\/udzcTSFKj4JmjZUpyr09eS3+kSgAIoGKrR0wamg7V3x7Tf2eV1G1O2qj3upDnsdzZIVKDiJiXv\/aDsePfMeN88A74CxZ8AFUsTaN+fJa1A8lqmbb+zQaICzUP6k8svXwi+y2fSO81iQqAA40lRoM2uzHLwxH6nSqoCPf541uoVOfnMLQGv08WfACpJCrQxXnJXONJ+p0qyAj3ef6sq9ORT1xWZECjAaJIUqDoIXW3b71RJV6AZ929efHt5efnpi+891rPzOV38CdAgSYGK5MpYsp7aab9TIWmBjgKBAoxmrEBVcj3Z7+xiK1BlgmetZ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XkiW7eDZIblLWu482SnPv3jghEhPFSPMv8LLTRNkxB4MHW3yIBJ5LsAoZhqgZBqTC1C3TUSfO3UBmuvrn3732\/yTHuuqwQDqe59CRZTpCaH54lrxNy+rdkoTUPFQ\/PjWf37rrbcPnDBJyhmgLXVHL80QSgCglYGsm3HwKKaZAxIBqNwv20X7mJkeQB2CtgZoNzFAp9UwAA203vERi9KMfpHedOcL2rC34ZCUm+7UgbRujKil+8VLiq+Wq7rLE9Bp2+91tG7GwQPuphzFuivyxvtt+fn2xQOL1\/1AkcSlnAG6SA0C0EDr3a7BEQxQfeaDvLxuG4yGA8YpZ4A218nO1vU7H6k5jcV9rZYEUGjikJ3BWzgsyuGFT1F3RgiguEA2Amh\/YoBOqwEAGuj7FHbV7AeA7pEXjtW+k\/LU6zYQf40HkdpJNUvVmzZgwv0tO4jU4Of76HL2Ct5foBBBa6iYYpcfOhSXyhOCAJXkiV5\/EKk\/MUCnVf8AjXifdr\/Tf49b8ND\/dijEFhpDEkGCDs7P9WNEtfTURj08ok14aDIjCzr+Qa2ZcSIf8EY7RUClQQ6SABWBoBigi1HfAPXwadeQGyrKxvdF01rHJbYohZ+9\/A4JKrTmbgygNWNE8pmibeVN0AGAmtPqx0WXM5JnBtJ35MuhJtqJXvxY3YldG05C28Q3FAN0WvULUFJMUWnUa6Q9b8aLLuHLM8clMEekt+Zu9K8ZMyKseK8G2NJ7x6Y4\/Wh7AwGKkpWgpw9OJyRVKJPfAA8noUF6u4gBOq16BWjY\/YTCielpnM2Mzg6hP9W5FyAoAzSu6JCIzRh4ucb2PFPabAJAHTPE6JlGpwnLdDNFzmCALlp9AjSET1NChbfH6wEt2\/VbNyQMleZuEmpQSWfF2+hf82VEWGGAEkaA67lnevTKbLhkT24W2RyNg80QBWQ1O3VYmZk6Gj4j5rpiNUh8UzFAp1V\/AMVljNISVswO2huqfVHkleppTEVzkwHaQJYcptqSkaFyAwCKarZ957uaKE5kczQOAmjkp19rsVOHBdfjK6qddgboQtQbQHH5wq13b4dA7PzdL68fSNuKpAC9v5u37tMuKAOUyAFoJr25NcjpR0cwQBtGNkfjgBmcuwR5ruf9d7e3XrkdCwsTNLA3CtD26W8kBui06gmgIXxCMcXlFePTnIw8BgDoR+UZ70jMYCnpimSAuoKKbRBC3neFZ5TmpzW97RHdCICiB4XXqRFouB+KH\/ynHKHBV9\/I9cJ68jhUBuiS1Q9AXX4Kd3mNHHWa8KismzbPg9855GSA1pD1O9UWBQjY+YaauIQA+oX+Bd8GLfg5Gwf4GRxPcm9RzUswv3hEj7uoFMG9wSR0v41aYoBOq14Aigud03q3rUVpH\/+oDSkkGnoXFqA4BAiYLt31ATRjRsRlDCgcgCpmlkffFBfhFNKf18SeMzaOvSXXgwzcoPr9OJgYa57qKCTPPnQvA3TJ6gOgkea7hOL4Ku57s2UU9dOpJAjUB6oCwaEHADowP+fMiLi0WZV7aQDi+PjXDyhAUyyIxkOX85HzEzLQd2GweP\/dbfEj0+d59NZ\/keYTyuXlCKEeQAN7GaBLVg8ARc\/1AD\/3xd\/avjdcjtGvKUBxDALUbcMzQJNCg++Wl9rq5JGlN4iPuhEAJR2\/+P71zR1tb3l9ns5PwJty6gBUMkBZVJ0BiptFtPmujuSP9iz7g\/J\/SBPeBahOB5R4FY79ywCtJ\/AsMwQQ4k\/BSfpBRQHaNCI5P+MEfvaAtt3LEbOjbfyx7v38+A+uu+EEAKpMxABlgboC1BYzx\/00hbaYcZivXjXlmLTgrZtk3FL7N9M9pzomSZaSAVqI1G\/cerfswKeQoTqLAWzo2hHT5SzkliwwAjqlaKyXe6+Z4\/L+J3c+3w59MLkaoM7DH85jgC5EHQEqUIFC3Z64v\/4I+Zp4FokLUINOYf6qw25LngGKRSq4yQjbRsedzTIIUGjTN2rAz9I4gXa3wz+pPkQVOm7G4XF4NQHqR8UAXYg6AVQAP23DyTqZq8\/f\/NF1mOhZVuXzCJ+4u9MOIklEzQw+mByZztS4xjfXDBnhigwzl4YDCxorklOkPazGj5DFm1lzfsYJPpoVUdFZOSiL7dUuGEn\/JT\/BCaoEqI3ANfMgt+iLATqtugAUqhwCqPFCi1+O+MG2uFQU6m1V2gCeThPe9lnZ3gAIDzCqYsMLZ3UYzY8RnlyA2ga7megZAKh0ASqbW3NuxrFtHluy\/In0ulM+X+471CM\/wQmqBVDJAF2uOgAUFVhdVaVpvufP8wu35co258H3hJItUDE3hRANGnkAnaALdHaMCMjWZbCszVK94UGEAlRC06FxzHQ5rXBXbxigUFxXu+fL7UN97zCSqeaDOoKJyigeSVjJAF242gPUNvlQx6UAT+CwmCZi+Vn+8OYl0h+Hq77AjfUkQFFDc\/AW\/MwYEZQD0MzM37HsUPiAPmppASoQQJsbc1bGEbhoGYBiqlkHtRjVzBdHRdFCU0FEyAQMUBTTHDJ6duoCULOWQRtdmpq4f\/7TokTulMXyqPh79bwgrXXSDsLNSPgDe4OTmeQIDui8GBGWsaJtvmseukBBhMiopGxjzDkZxzre9lGCH9OEjrmrafeqtW0RJyiEBDE5e92ozHWD3KgvBui0agtQ4glCcUT7D8vyeOK04SV64hM\/QS0DAJVRgA7vgM6KEREhgNpWLNg6Ay\/eUFKQi7rwc0bGgc4hSI0HUMrGkx37\/cRf6RMffGkDIgryE+91UGqv6\/suI2KATquWAEVFTQDgdPtd7T2xmxiwge+G4L5N\/Nq8\/SNILDYJ7e64gebDiKhQQx2oQXBBMIkfS6TbsM3DaDbG0beLAYqBmrm\/lKcf5sWPxO073wsFy6G9jildO8UsxwBdiFoD1K4hsjlYzf\/cMPVUO0OmrBuAItcSnyrxn0la8PNhRFymT8SAUpCHjOdomg0hvKm2LWKe3jjWrdZ\/\/TeRMnq6EFtv3\/nn4re47v+jexxgjJ85Wl5Q9DAVA3QhagVQfyQHeGncSd1yP29a7BL3OakoAaBo6IiOHKUAOgI\/Z8OIlMCIjjkLCTuh3gwVWcwIOgG3RcR0OY3Q48LcPylk1hmV4HzKk6v531fVp7ylpLdAewMIP639yNlBMUAXojYADbbf1e4\/\/l3xiXmn51O9g4QmygtbyjM69k4AijoFJmnBz4QRaYFBfYBCZ0kMoHIDAOr1VuDeX9riMfgstPoSrrF\/IcQGAI13fWRE3W4yKQbotGoB0Ij\/mf8tn+xb70jU8yn\/EHw3WeCybb8MSqk6dQt+HoxICBrgtlluO+nsyEp5DKxqK7UI4aNR5HQ5hQjAdNEiR3HRCwwR+eNNLkAt\/\/xTU4WQAboQtQKoXaP9n7sXbxdvIGn303hEiIrB1hUBAFwlMUANP0d1QGfBiJTAVmA\/6yCBr0UBmglcscHHWl+AUiI6rLK+qC56oSLjUTELATQLn5oae+Mm\/ELUHKDh9nvx92j7mjSDnHaOMu7tDPbv23pMAEpa8DpCPxFDagaMSMk+c9SW5YelBeal\/XwyfIGgi380vXFcfgqBmtjggZuiFywxiIrmsS5J0fQGPfGp8ULIAC11\/P4zp3ObPfrtN9rHe3wue+TneMfdLPtW++CsvnpJB3\/q++0DaQxQj5\/gIwrz9tHOeVV2c6KW3ZmIih5AzWYIoBD4NENIc2BEUuB0OuYkZEH8JAC1zmnbe5vaOC4S6XiRPojLU0gpgEq0M35qRAzQQu+dNuXv8dYIHQigx6+pUEYGqK1yyP\/UO4sPhZUgLfFny671ekg7yGDQ1G77CSYTgIpDXTM2PydnRIUy\/O0Q6+vjETpMS\/NlEcxUkwWNSTqxcTyXkhQtcl\/+EyZ0ESqlNhICUAPooBtAw2eAypJ0VhSCDTQQQCGUcQFKXxaEhd652j0P\/Z83RACgMgxQPPRuZjzRqCAkSAUDtBD+2Cf9BKgzhqFf9PQB6rT0G8ZOl+PKKwLueJHa6wHUSWwaoM4vbqPWvERwDYbPAJXy4dkse+ylD\/O1D17PXdHHP2wX7yYBFBUo1Ko2z+ZD4Oc2nlcTKqXSXGz5KKWp+WZ8Hhr2NI0j8XPuADVV1i4dP1OC1aWXA4q6hjP2b\/3I6XJcOUWADLgj55QUPSm91EaLJkRi9pHvUmNqwl8afg2rfPXis2fOnHn2uQ7dg3LWAL2JoHkvJ+gL7eLdTICaBrxEz2ZR\/AA8DP3YAhkrpSYIy09p+En9Uhu3HI+fcweoIFaV2iVNAFRKAlDMGfu3rqY0jut\/OvOK\/S5g2QagpjxKS2h0mZQk1IYAvfe0yYfHOtTfOQP0CiZTTtMn2sW7AQDFT2G1jQfgBQLozpZ2Qg+QB1kJUDvgDv8BnfS7I1KaSEfRrAGKqjQBKH5sSbTfPJ1QJkJYawZQt\/\/THXC3RxoBFM8Dk7ScOTF2B2jukT32vQ8K\/fTpbhW4\/aVNY+oE0PyGNUCP3zuTW+\/Jlz60+796JstOffO3cO7XrxdnnHryJXV+HYDSQMtLjl\/\/Rh7IU8bBLyLJnnzj4dnCL4bu2Rc0QN+j59ZXfYBmFKDlAWF8RQ3Qo21Fv0vIg0wDVJABd7RhXwANNvzH0MwBCvmCmClsZjkAldIcMplowlovgPr9n3bqkTPg3gygeBqUy8\/AZTa85gC9gvyxK219szKi9pc2jalFEz7gKd6DkfnH3tCbT+hdgNubkCuqB6AOQJ1Ai0v+Pex6gYb6pwGA\/rsrautU816GOgDF1CSFFAgIFbmk39YrQpQfAzXYDQMUdQIIzE4DUxuVg10GKHSSSFSX8Yx63FC3+ZXZkaRyJwoO2beuJjNOmJ8WoPgALjmhe4wfJ7F4\/LQzpiLXV1jl4VnEBLLRVDMGaEE161ainVrlXefb\/+qc3qEIavmpQFkDoG6gx+dQGCpUPCPAA+g3yNWN1AqgpAFv+jB18\/tdoT5AD+2cyCi8HcVXq04DnkSFi\/mI\/JwxQAUFqJQIoFK6ADWTIvVVaicOj7CjnqYyjjd\/yZ3yiQ\/gkhO6x+hxh58eQCUBqPSuZ4BKjcJTf\/I9BFE1Ml80uU+rTtGSfYXfCDuKM0rs\/uZp5YJWA9QLtAToqec\/LCZ7qpPLU3QsyrFFfaD63J9kLTpXGwEUdiB+Wg9S2tmfyI1MAFTX7XADHgdKnvgj8nOOALXPKttr5zDTnqaExtq1GVvgMpQSuhxJ3vR5wi9UynQnRzqJ6KI4Mj1i1+jxqLBKXmtta\/Fu6xk+ct4AtRPpoXOywJa+2RxphW94z0xwyteKHXfNaFO+oyBnNUC9QAso6mv04NVNFIsP0EfewOc2UhOA6k3nDSRJoJdBDZdpgAr8MUrjd5INGwR64o\/Jz9kC1DbJLUDR3HlzWnGSddhsvbdHO6WELkdSojfSuXvczI6FhspjbMgo4PF2B2hefQunp1DhNrWc4FNG1P7SpjG1iOr4fZhscOq58nbRwJIimMamOkbBmNOwHkC9QAso6lPy8AteXsF9oR5A6bmNVAegTp+Z4adw\/5CRH4PAEEAFGWX3GvHCXlxGFXYTBtf8AAqsFHpLmQXyp9zCSCH8NE835yOZXZIixzaO54CaW7GlDLeYKp4VqDzW56eoClXWsErZvD1zphg77jQpZ94ALfSb158pzVWwSQ2BK6lxeQStu9gB\/PrX3z2d1QOoHyiamqTC1yy2O4LTmIYFqNOAjzmgqkBjB9T3DfTQumEtmcWE2u\/Uh5Vj83OmALVDxa6\/6QMU49P0VddwoGompY9wGinRG+kDVEproohQecSRxDYgBZX8rGGVr19XQxeP\/nmnmfTzB2ihr76jnhNFVyRSjis7vcms6i+QFKoLUCfQEEABjbA6OkBhA\/PT675EHoF5gZ2+D+ezNMpPO1alrxmZn7MEKHZ+wB5hgNoiRfyoWi3QWkmhy8FFH+M4cn27UPQiAA1RzxZCo3T3Z90iOJ5VRoqn6y2pDk00XB4EaMEvfE4tgPqBelBEaJwMoLTSIsRh9HkAzWQYoOQT6vbz9U77HeIwZza8u46aOUDR6FAaoIHP1K8rQGlk4Y99QPFzLgpc7zyQpLKPCG7AjrqJrXlXXTVfgF6hL2+Wmz6iPA9U+ZOPPvnt7\/1TzT5QP9CZeaBm+ov0RpBsDyhu3JBZHgLNCMXUxJXb46cgpLZBNby7jpo3QL3RdXQQsgG2MD8rOwbrJoUuh1bmTHSXuFtXnQCreM38DT42XIBWd3\/WT+04mi9AnTHtmwVAUV+kltcHehNmw9ceRPIDnVkfaGgWUbAHVEI7S62ZqTbG00TUxK0nymC3\/R4p+yNo7gA1OwU6RFquGWoCSGPUPvg5AUDts1TLdOvqEwhKzUSFBED9l4QT+GzUg5QRpc\/d0HmgehaSluJUMeT9QuysK\/bNylJ3azbh\/UA9KKJTAqPwIwBUOgAN9IC6f+hV2sMEP5R6oGgcCcob6SmAqxreW2fNEaD6L66X2NL2ueT2OQdapD0kZVyA0tjc5rX0N4lTLiW5Hj\/QYZvys2XzHUe8YIAW0HrMDJDdVDS8aSZd6jc9750GR1Wh1PLsq7M1AeoH6kPRzAMteggmBGi4BzQGUOEFbL4XFOgDRSWaxhNqvY2i2QE0PJWzJkB7xef6A1Q4AKXmCbmfTazXyCpf\/7bByW5E7S9tGlPTqMrBnad+9iFMB4U3gsoZsF+\/lpmJ9NlTb9i3iK4o7B4XnxCFWfE13kQigfpQhDeR3sdvIsGr9iMOIoUd0OCfQE8bAbSI2sgAACAASURBVKQFKEKxmQaF+dlTp11zzQ2gIjyVE3cEImS4LlDPPcjTDyIlAYp6lDJvPEmAf2mOO3wM9H42sx73geZ6j7jhys\/E76QXGMyh9SietEQ\/Y48Bqt8ycs4oj7mBBqDovAsPY\/cvjAFQ+4p1bYCi7lDTaWof+bo1r4TcTwRQuARSOQU\/5wZQYzXH6ST5EwNov+6nHN84wi0EaX56HqYpRKY\/SVobkQa739XR3HlngBZCHz099Rd6310z6ah0I4uhdw23x5Sf+Rpc8dy5suOyBkDdQENQpF9jgg+OfGsEgNKiZRcixE5VSglAMTX11QUwFTrh4a+OqnanME3OQBJa6PO3aN37\/K233j4o1\/54K9d\/\/uVB5MIoIyYBOik2GKAoW8r+5c+2t8CCBiA9t99lEqBDmEeEAWp2Bm5PeDO2gJ3mXChv6rGNAOsGFE1X5F6r7\/\/4r\/O6+tV3zzz5XIcG\/MwBKuVvvlO8a3XqyX9rwXRcfu3zUX3b5dylArSPPg8nvP9MefxDPSxfB6BOoEEo6u+BmnlTx8Xk\/m+OAlB3FTmgQYBm1llyfgweSid0hOpXOQ2M0XBRX\/xc7YoLKAHl9pvi\/KdqtVC5HlIaoGMTlALUdutJBAZRovOQvquUDTKFtgqgPZuHlCK9h0QVukMBfe4Ci6TUDk+ioutGnTBe5F4rb\/9mUfOVV2ScszaaOUArheaBjqOeI+wKUGfV9mGihz+sCSpbtQ1UyW\/QCBNpp9q\/L97JsqPtS3CP+XbxA6KX8tWTnVfv5Io5oFFGuOMRowgGhUoTuTTRZFjtXjwgRyxAh0mPDJlhEPN40\/+F9cF1gQlfpQuZx05IK1gLO6MkiAp+0lTR\/XHdzU5988P8z1988MFPWv9aUBlR+0ubxrTOALWz+t1PlnRUNUADnmA1QOHhbwBq3ADThDcNe8xP2Ts\/FVPk3tYNdY\/Fdr7YK37D\/lBcS147J4CKAEC9kwxAL+kdyF3tW+MC1H9\/qhZAK3oTcL+AaRG5pySLX0uAlp+zg2\/a3dzYz9nV0HgAPVX8QkgxTt9h0pivOgD1Vl2A6lIonO+GQOvJuEGSAFLvE9B8t38dfja7H6fCaN8zZ6Xar3xPxc79gqLoTt0A6gEUWn49k8ptsBKAUizajT+W3rR6MNgm6YQANRnfsWPU\/WGs2Ch7oyAJHM0MOxxU5dO7JUDLqZ8w\/3ND54HW00gAxe\/L9+mAtgIoXli3kcxNktjvNDtxux294O44oaTYNnU\/UaDqwqPty0VS8gUA9LJZ7G39YluIVw9wVLiWNgBo5vfRdZSLiwBAs+CpuR9a9uoaUwxT9GsBVOBEdDFPXYDWjSDUHQqNJ1ygq4ofA7SjxuoDfY+O0\/emSoBGW\/DWDzVFL\/IbNLBT2EEifdUrt+2MpZ74iQYNyj2H4jKpW+W2AuhqV\/zg7d+9KS4agjoVIsoIn7K9s4rWTEsgTM\/8\/+qj4nYPSCLVLWKA9ZSmQAKDRQcihZzIMr8F3kyiGqBN7O93iAr8AIS\/dUpfxMB1mvB5u7Jswm\/uF+lraLRBJPX5wEe7zXnwVQOg3qoPUPMXsVLQlcx+BBTeRHqLti795nusYyuWUlth7d5DkhSjoiW\/+r9fKbtDFVLNvfhWCQNU4oOWGPUTnBRJCPLzKUBXu1tv31JdniZm44CG5v70pyqA0mlEgk68airaOwS7HIDW6q2AAuDvtKHDs6dO4YsYuCodd4u5M\/dOFy\/HfHW2i1O07gBdd\/UAUGGLrqkmBFbGN8BfrHdZB6UaF+7a\/ieKytyNqJS+WPeKygYAxRoHoOSI\/vZ8\/rfs7cx3XEaJ1D62\/yzpV1XGEQI\/MBs5iKHAvMaycBoMxuVNBhPAp7+nJotTqrz4Zu4NPftMlp35Rosf4sERdbi2YUwM0IA6A5S223E1QS0i45ba1S3iUZgy7PCzGqAUiFn2pR3w17J9nnYFV5qTHdSGbwlQoe+kZ4BaV85uEE90v3A2qW9WTjMAew9Y6tPGwc9OoZDfH0DV3XoANaWMpFIbJshOGcKna9BWqr7Y\/bWgthF1uLZhTAzQgDoAFLfhy5KrAnJW0U403mT7nA5UGMHmeyU+Sa1YffExHqQCPDo1R+Myd93yXX9b7CEeaKB7M1l0jrZ\/DFGiW+9DlpLa0OgpZY7soeEifV3ugK4+Q6cMpaRxjNFtfnRKDs0ZZBYUqtmLhcpD8Hkc3tnddLWu\/uDXf\/VXP+vYJ8cAnVZVAMXFy4KTtuHNs19KacurP42J9pHaGo7xWZufTp0gFYaeQKRngJb9hPlmwdJ9MxvU1EhqnFTRWe1ClNDRmkp0EyFcCDLlMUMqJ2JRVu6Ll4U1cF+pCaWPLrHA2pdQ77MpIm1EcsaaBX8PlJYnUxzM31gqA3t7ePiMRhsG6LRqA1C3DY8LNJxAAWo6RrPsuh2FV+8c2mJcl5+Eh8jFFDSxoO2t63feFZfd7fKci5\/c+UhYB9RrytFlSHtCcxhmEsRPbawYQIXuMSj6QFXvp3lPQCUo+CnBnhU2junH9h5c+Z\/Lra3jNMv1X2fvrd979+x2nOIQg\/zU2I1dVVsM0IWoKUCtm+U\/+42fgYI04wdCd3yaApr\/We1etNj1+BdJL3g0cA1UBO+1IjhydDWPuGysH5JtCArmgfrwSwLUeIHiXbFlnyh9EpR2IaOOZQPQkx21IwcpJPIP\/RCgZuJCAMWvSKDnWNEb3dY6jgdqfU2zc+W7jfdv\/T5iiDA8JRRCBmgwJgZoQK0Ain6DR13sFGjnN5GAmrtoQL48fohGTWvw0wA6uw2bpS6a129WdwLOD60sxfqDOzbZXwZvlRinAqCZiWFggNr+TwkAlXtqx8nOpSxbfaT6JaYDqLYCMQvJhNhzsUqkwPnlLd+55wK0eE56U2R1IuP0FPaWGKBOTAzQgBoC1FBRrQmnQCNn0x8\/EHZVx6n2Pjjw+vK98g01sDj\/R7+wlVPe3zl\/VX1N6TDCzABB4ZbxsHCoTqUAqgCWp+S8JegAbXj1ODLQJPZWSbhk0bJn7tR1xgZQwDjaCORtBt16vyXEfgfzkFF4p7yVO4+2HYCe7Gxdl6t\/9gwRoyfiZx\/mY4AuRE0AKq1r488qKSs67t9HowaGn7jhr1e\/eLMcD6dlmvaFIiLmwVyDj5SVHaA7Wzf2t24EnB0nTEJQuGUE0GCtqgNQ9RARn1\/VBB0ToFIbBDYemLsYnp9hgOoxGAJQY5jzHcxDv+5FH9jFzn135Ef16KzwLr9U4PDxge7my4g6BVUR0YBhOzExQANqC1C0ZpxREW47mmqkpmKudstPeGjAXhVbr3qFWrg9nFAKbd3UszpXv7LHXXrqnTRMiQCKBlrC1SoNUE03iEc5O60bqVHhefN+4zLLds7fNjH3HXc6XXQpEUCzQIagp2iLZIY+jyjR6t55aMjrC+7\/y211SJecwEMVBd677RigC1EPAKWrrvNhy63+kJx6U8bUs7cDRde50Lb2TfjFZE63cmb0GtRdS+5EBAAaqT4NAGo\/JjI2QI+20e33G3VFuuhSyeZGEKBZ226OCoCudl2AKq0AYAlC9k9POSJtGKDTqhFAUac9XrMdm+HxA7haT7g82dEValf84J1aU\/Qslk9C4YexjVxkcidmiZyD6JA\/XdJjRjDwLETog7xdJWxEJlovHeZ+x1PQOAiVXnbA33YdofRjH8YIetV+SZr+ukCWme+qxIId5rnDAF2IqgHquqAElXSnTPce6Vd+VJndzbKPr9f7YoOpfOBROPwkAC2qEuyU0EmmoiU3RG6gG0DhGWIJ0acsQE20XjrsA2M8RQGKnPP+AaqjdMubASj9eZb90Ci8k9xh3HYG6EJUBVDPBUWrqHsxWgyJE7oHwz2f5iU+q\/\/1HHDynMY9qpykxsKd6clUpkOVLsggfTjuikEklTIXpL1XyHSAJs45ADSYHQigsj1A0xfp7iHoJdI7303O5xqOntEoh4hopHgYoGG1B6izbuTvcWAl4AXuKr8p4L3UAij0m2qsADJ1kBAyiqPCOBGAvuUCFBIZv6NWSgUorA3XAaBCZUc7EyVpp8rUyc4lu+voKrxdEDLNoPhkgC5GNQDqTNDEEyoj0418dNozbsvPyCBSNGU+IWNRmBq7LYpvNFuCardQhYZuRmDMVxsnZB2Yd4hwQeLrUdE0GgNXWHIYBUfh4wA1r1h0AWj8OvXrLPhttMNt+52AQEhD0lMyQBejSoB6LqhDULccBsiJZuD9oWDcq6hGRaIMETLKT1Rj7xzYJJtmNaRap8qmrqoaxQFavoSaZfijKHieTr8KhUmsPAU\/2wFUdJormzBu+ZGt++pLW0dvvlqw9MJtGTBNsHz2LwboQtQUoN7EpnhZhLJLiuzq1q0v0+XXnh4CaAilEoYK6EA70JLyE9WoymoUB+jR\/3UDo8IkqjrMNhLWz4R0j8CACrnGcfIo9sTrAtCUdQ+3xQ+F+pHAozL2rbdv\/d79zerxDMcAXYiqAZomaMKNw7XIOT8RF2En9WnoGpLp6cItdIAm2UaTl2pUpDhAD7fCAB2oejpGmByehYIAzbBV+gdoKtdWv\/u76wduUoS4RC4dzXAM0IWoFkB9YpqN1W6wmgg6bwVfGi3EqIpFg4oMJwEVHaeT\/hFqLoyZ3FRdlxIe6LZJxxgAhbF2GMyegxzjwOTgoEWQOgK0zuAPPE\/vfHHr1q1PJHLZx7McA3QhqgHQgAtq9+yJd+T9IETNa8r4skQhhoOxoHyA4rvQ\/Ayj0\/ITvzVV2zgh6+yNC1BpsTBM6M3lAzRukR4BWgOhxFI46hHFAF2I6gDUL\/CmOKpfGKI99fevCvsrkbi\/MVqG7UGKTb9TjXY4orsAB9QcVTi1axqi4Cg1MU7IOic4XU5DnpqjTjR1zl9PgDqZqOjZ1EB+1CaToykTwz\/SUmKALkQ1ARojqJo9kqEasfpoWzgATRdj7JsQhTrVPOcG7oKeGvJ71NmN3tpJAJSA3SEoNke9aOqcP3+Ahprw3poBaIcbiWSyLTj271T9HQzQhagWQONtrj31q5DFQgexL1797+qVTVrMoyHDwUQ18AFqLtCph89QRvpIDfCb0a0xQPXM+sg1yVjqELSj49av6gwiIb+UZKeQXeojGjOMEXRySzFAF6K6AA0DUL06RwD64AB+QtjyMxFshJ51AGqH10PVFPWA2h4HCKuZceYE0LqBDq8a05isw09ypjeAxk+Y3FIM0IXIBWik7CFnDx8PAFSi32BPSkAlq+z4jABUrVDW+h6o7WBNsjxlHL\/oeOTsD6DO7c1XvnGoA1ju93POAWiDu0SWofHOUQzQhSgI0ARB6XEA6G5jgNqGVqj1FQGorZDSzOisAqjj5LYxzvgAzWQ8J+aiaoAKUROgdXukjWVovHMUA3QhcgCaKJslfpzj+us3Ti3wfh8zFBSeUIT5af5WAFTAqIVlMQWwcBvvzYcTYgDFQHDVsJtVBWfPNwaePSUCxvEAGhz+wzfc4C7RqXN\/tkgG6GJUH6ASUw\/2wYeVSHmuAKiGm+24bAFQeqo\/Waaz8xmwCt4fBagAgDaKxp6\/BIAiA3UAaL9307ecp+qAEQ0YthPTzE0+jRoA1E6gtKUYTWOyp6UBCixzq5kPUENsGys03mk1Dcn0eSKQtjSOaw8RBGg\/E2dMlWsC0EmA4hrHeYi5TzkyvOcEUhOg\/cFoeIMxQBeiRgCFX6xA7aidi7flfbVafgSnkKJqJATjFJpqRnsz0XTsIEBDHmqcnq2dz4BVqBXiAG0ZGUTVFqBjF+8gQP3eaw+gci4AHdRg3IRfiByAVhUt278HRX9b\/DDLlBsKH26IApTgzQUP7cOU5DeL9Co6XumBCjR7vqNxPIBG2+89ArRBJZ+mte8YJwu9iSS9\/HJf5Gxyl71hbwSDMUAXoiBAk+er+mAK4erW38MqfDosBlCDFyGcAVohJAYofPcjs5UU8OSs+QB1X6rvwTh1ASq6x+gCtEEy5wdQaeaq4ZwLALRmfAzQUEQjxcMADcsFaC2Bw2ga8zSIB7cOIleZq6UkHqgFELTxMYgCQ0OC+q2O0yn7oKdMAFRCEsgt6AR06mFrU7dnAlCTiRZ1Xs51+JRIj3fJAG0VEwM0oFYANW89g8dRHQTxPoX06WMcT0tZDEufoIk58324gviWagIUmvBdPKVNAmgw5xLvBdeJjwHqRjRSPAzQsFoCVOJBA9RxGRPhJ30PEjXmkeNZwUq\/bvbZdLe3SJfmZhyAGnBofgauaRBnc\/p2IXZr1QJo+CnXNsLe7nJ4g9UM\/avvnnnyuQ87RdTl4mYxMUAD6gjQcg210yLnCux9aoiahh5p8gU+PZoEKKqWPdNTNgKoTWAfAB3hms6q0YQP5FxrB7TXuxzeYBXBPzz7yM\/zxc0yIade6BJRh2sbxsQADag9QH1F2GV2W9S5XwCBKabh3s4IQIlTMwA+EwDF\/C6mH1gfujNA10b+IBIAM+qBdugBXTfVAujd7NTzH3zwk+zU9ztE1P7SpjFteolupT4BGv5qE+anNENIdIqg2pbkBff6AB2GnrIOQDUkGKASsi8FUMEA1SoBenwuK33Pm9kTHSJqf2nTmDa9RLdSvwD1q4dlmuEn7IRahruk4K9H0JBj6tOz58qZasIjVOBeXHo7myzXOLgrw10nGTVdkkdUHYDqdry8d1ot20XU+srGMW18kW6jgQFqoGYxR+cxCfVhHqhkEV8zxU8IfYCaWQ+gaF6otLfTe2LmpiBA0eOOzOs13ucQ2TRHNQEoLNtF1PrKxjFtfpluoWEBit1PzE97yANopA0f7BlVnBqInjLCCN8DtbBYin9VyH+6kIwJAFQspwVfrw\/0iur8vHf68fYD8QzQaTUoQDE\/JWWmxGjNDJlSACUdac7OflLvKtxKDQLUdPgNk5IZKuCexwBK5ppNlNyRVQnQLHv0T148XXR+Hl\/hPtD1Va8AFUl+UnKiY2ROfgigwYa93dlH0oMKjZNI\/T63oX5mJ9IvBg+FagHUGYVfjoGqKtSvX3ymMFHZkM86tOAZoBOr52lMzqZwlmphjurVrOonxYPTsU2zeThVA1Qt8auci1EbgC7HQHXK5fGvX\/w3BUCf6jKTngE6rZoCFDoeA6L8MFsOPwMvaxIPNOBrCjPfEjN5hNlCKYBKAlABe5ej0AhbID\/RA3FB\/ByPNgzQadUKoOGTXf\/TWUE7hD0JV7jQmyu0RqKLxphuGQeo6a7VTXgGqDRvaMkQQOWiGvAM0MWoIUAT1KLuBYake1y4Ql5KcAxJ2FqopVIR94b7UXQQSX99z8z\/zJbHz8QoPMpE7IEuyj4M0IWoN4C6\/PT9TdfxdPjorbonmMtMWgbmZ2wakwwAlKRsEQr2gUonE5F5ltSAl\/jRWllKeR7oGqtHgIa30H6LQh1WpuYuhVnqvF00BaEiE+nR60bWI12WgyVjfaCSZqLyzKHXY5qETiIG6ELUF0C9GfR2jTieVa11yyRDTIE3RlU9gELrfVGASA0ikSa8\/rs08zSizde\/7RBR+0ubxsQADainQSThOqAifCg04O4OyMNZdsB9quZxHYDCt1CW1UKV4Sa87R62+WseMYsyD\/eBLkQ9TWOKOqCSNr6NB3uyk7m\/C5\/vu0Q83AnRiVMbsA7q\/tS4X5qHFesDVXmq9qPW\/OLMwwBdiHqaSO8B1Ceo8TADUwTVeavdiwag07XbkUIABSLA9Hk7r2maNE6m4Aibm8nGNV+YA1q7Qj185skOryFJBujU6gegXvUI7YgAFJ20d14Ncs9lUDsK0Aw+ZJqVH9RfICBic7xsD4zu2VgmP+sDtMsAUhlRp6sbxcQADagvgPp7wlUGoLm3FQDo\/pYdf+iUnp4UAKhpnuJheLlABzT+lgEeRFoqP6sq1MNnzih9I8sePXOmgxfKAJ1WQwGUzkHC8Sni7HsABRe1ctbHeEoBVCycnyGAkpEj1AezPH5WAvRchsXTmNZWgwE0OnNT7dpXQw1HLkA7JaNvJQFKzpxZwsdQBKDkHJ2jC7ZOTMfnsj8rviHCTfg1V0+DSI11qOraCYn4ZOfSyMlIKwHQSdIzK0Wa8JOlZ16qNsTNrPiMMgN0zTUVQMspS4UuHtidq128Nb3ig0jTpGdWCg8iTZeeeamGJe6dPvV9Bui6ayqArnbPlxWu9DlXt26rvXvnPx05HUlFATpNcualIECnS87MVMcUeTP+WwzQNddUAM3b8Nfyv0fbl2XRIXp57OhrKTqRnsXGSauWVY5fyx7t8oucZUSdrm4UEysoNk5CXHQSYuOkVAtK753u9HsekgE6vdg4CXHRSYiNk1I9Kn313W93+UGPMQHKYrFYGyYGKIvFYrUUA5TFYrFaigHKYrFYLcUAZbFYrJZigLJYLFZLjQjQqec1zFNsnIS46CTExklpNKqNFRHnc0RsnIS46CTExklpLKyNFA+\/chbWZK9yroP4bcWE2DgpMUA7xjXeI6ibGKAJ1WPE+mR2r2oK0GWZiQHaMa51KS0M0IQaAHR59msF0MWYiQHaPaq1KC0M0IRqMWKNMrtXNQTowszEAO0e1VoUFgZoQgzQhBigKTFAu0e1FoWFAZoQAzQhBmhKDNDuUa1FYWGAJsQATYgBmhIDtL3QD2OPFGMHMUAT4kGkhHgQKSUGaEuhXzef3a\/0hsQATYinMSXE05hSYoA2lwDRPQPH2lEM0IR4rnhCbJyUGKAN5dMT9g4Za3cxQBNiRiTExkmJAdpMcV9z5gRlgCbEjEiIjZMSA7SBki31mfugDNCE6jNi\/k2N3sUATYkBWl922ChyeKB4exEDNKFKRphcX4Pe7r6VMA6pDAszixYDtK50zUlM0ph1zWKAJlQPoPrg0ghaBVD7YFmYYUqtEUC\/evHZM2fOPPvcG1UxDXBLpnikpgnPuvwwQBOqAijN9YWBIm4cYxaBNG7iJtfaAPTe0+YLpo99Px1T77eESkYReNGODw\/F9x1xj2KAJsQATagaoKYmLJCg6wLQe6ezx773QaGfPp2dShK091vCpUKVFgNQQc\/rOeI+xQBNqBlAZ57TfasOQO2+pRF0XQB6JXsiuB6KqddbwpgEdGJfhJSdPiPuWQzQhKoB+uqXDNA4QPHOhRF0TQD68OwjPw9vBGLq65bc9zTtKDyqSeR9pJ4iHkIM0IRqDiKZnJ91Tvct1zioAuhPQagNqAuLMg4DNBlQgJXuIDwi6KxLDgM0oQYAXR5BgwDN7Gq5hnu0lmScdQHo8bnsBbNxN3v8w1RMPd0SdHfK9CQNBuj6q3qu+N75T1B5mHdW9yzHOO6AmvpbVg9dRxbViF8TgObQPPW8oubxe6cRTEMx9QlQNElD737w8X8hp+Emfj8RDyIGaELVAD08\/6kZP5Qzz+qelQJobpCXX8a+p1iqdYaPqOP1N4vWwpkzZ4rFt9Ix9XNLuqrQr9WtPv6hEJedExmg664aAN26UZSEz7bzvwdy5nndr9IA3Xorrx4H5uTFEXRtACq\/fv0bZZfLo39eMZO+l1syjTU8SeP+1bzAvP2ld6q7MkcxQBOqBqj84kv7QJUzz+t+lQCoEOc\/LfyLy7aVlv85+bsFWmf4iEaKp59bEqr17nxu\/mTn4m18jlnCeH33iAcTAzShKEDJG5x69GThAEVD7\/p74qtd\/BqSEFe3Fmid4SMaKZ4+bgkPuOOisNq9RM4yy8w7dXZigCaUBii0VmF9YQQNAlRYgGYS94E++Ei5pdOkdXwxQH3ZCW2mHKwO0KeUxSdwml66L6rMUQzQhGIARRlLf39gyQAtBPy8WHoPQnwKu5UOlmed4SPqL6jAPNCMqFPoGJ9QDE4E1av6TL1ggK65qgGKJ+gwQLUFzLyEiwe21hwclROaJknqBGKAOgq4n7aDZz9n54H7ygXMFZ03mxigCVUC1JDTNN+XhwgCUAkALcr9DuoDFeJwUeZZR4DKr3+bjKlLVD4+VbXZulGsHopLeo+dyiIYoGuvGgCVqmzAhPHlECIGUNV4N34oPF4ELCZK7dhaS4BWxNQhKuNiEH7ui7fEZdV3Xs54W6lOH+uH9tBzMLQYoAlVDCKpAcKiIPzotjC\/ZT16KidSHKAC5qkI06qHnYvxQhmgSLj5vvX2gcQDR6awFCfsoYFYA9A+0j6cGKAJVQO0bMWvdouGCCkJC1DEOIiVW6gBb8wjl0HQdQPow2eeTH1IpIypbVTI\/bzw92\/qnnHLTxV2cUox8U1igMr5FxYGaEJRgJ7sXMyy1ee6u0\/KOxJa9DOftdajwsYpm+mq83MbNeHRyNL860QfWjuApr\/EVMbULirsfhY9nfu2TyffOsIA\/cyOJaBO01axjiYGaEJRgJavwJvxEpXLDFBJmmamv0tVF9MxygDtN6JOVz985ozSN7Ls0TNnkl5ou1tC7uehuAY7bL+4qkHl4\/WH4lUMUH15m0hHFAM0oShA9xFA1VuLaOhk9GROowhA1b9t03YvBlZVC54BOkhEna5+eI7MU+r\/e6B49D0HqPAE32bKm3OvfCJdgM7eAWWAphT3QMU1cDiP4GHKAJXGA3U9UW7CDxdRt8uPz2V\/VnzObpgmPHqMSvOuGm2gHMFIO5oJKMzo0UyKCh3MIlsM0ISiAF3tinfMUDOdbIxyf53lFJLADYXfRNKwNDXFrtoxtpnUioQiN9wgW9cFoMX37IrPKA8CUNR8VwEQgqpzVnY2C3oXxY7QNo1zENHpVGSLAZpQFKDy5KpGg4wBdM0N6hSSwA2F30RyWWlrwtoBNDz1onYIfacpFlHnEO6dPvX9QQBK8SnNl8etW1qs7Itr5hUU8ELJF86ml33zMLbFAA0qDlC5+ijP\/Ouqc08ahpZtVGrg9RS5h\/ANheeB6u5OqCnQw2VfT1oHgAZvuFm2rhFAi2b8twYAqMNP24njaPsyAageU5LwdwZigLZUAqBSPigy\/weqC6dcvAAAIABJREFURDBAS+nOT1RTwPnEO2fTMItqYQCVx69lj57uG6DGzwQuugD9VJ8lCTwFA3RzlAQoHh1hgBbyxovUD317AJ29C7o0gEr53un0CHwZU6OojP9p3nXGAC1eOroGJzoAlU1tPbgYoC1VAVD1kC0OAkDlwgEqCUAlargzQAdST\/F89d1vp36Rs4ypSVQCo9PpGsebuu4Ih6MzG0bgQaR2quWBOoNI88v9Vmo1iARGQTXFrhrzzB+gyxpEqh1Tg6is\/4k6O3VZ+CHZtAPucLoZcZxPKaE579AUL1hELQBqhuVHTWj\/8h+5\/hl0Wch1Ncxr8esI0Fo74yH0m6J4RCPF0+SWBOGnLRW4CS8zPZE6E3qAiY7Fz7+QKDFAE6rdB1p2eCutS8Z3VhygpglvusDEejXhe9CSAUr5KXBFgXkZUgNUGJ\/D9oCuy0ucSgzQhOIARWXDGVxcl4zvrGqA4trDAB0qopHiqX9LBp\/OC2nOcxXGFw1Adf0xDuh6FBIGaEJRgEYerEsHaJCVzsgSA7TniEaKpwlA4S\/hJ5oTLCxJMzNPwwzB2+H7dRADNKEEQE3hUAcZoIU8V0OKCFWnSfKIWhxAoYdYGH4K8yIvXmTGNdWbduzAThodsIisPn755bfV9+\/\/v7cKdRyxYIAm5DLC2Nq6VXb0aO0B2rAkBY0jkFmcZpwdWVpfEyUVGpwdIdaR4qkFUOc1TYeRugCo8126QtURPTugFpilTna2\/vIX4kIxif9omxTWlmKAJhRkhHrMugA1DZX1pUPDkhQ2DmWlB1CoXwMkf3IR+y0NoDBLFk+fl2b+mm2CmAvsvHnzzzihPZYQBMxSe8WPRxyKy7L8pBpKeNsIGKAJOYywtjaNENUBjtv0a0uHpiXJNw7UEjMvQZLODvOIWVsTJUXtt1iAykC\/N3mLFw2yw7soqFj03QGKgFnoZKf8+c+98zlR98tfBGWADqgEQG0BkXYEceEAha5gAGix26UnA7TvaEeKpw5AYTYS1AcXoGagXQaerGbaaJ\/lAwOz0NF2idKSncXOO8h1bhcpAzShGEBtqxQAKnE5mCy9ndQzQMtXOWWIoAzQXqMdKZ6aAJXYt3QASvBoKoupNH2OIEEIGJiFVLO9XKx2L\/xCCIEAauneQAzQhOIARU0UadsmDFAA6NtfQp\/XOgM04D7Hq9iyAWp6gEmeBwaRJLydJik\/0QhTt+JBsgkBk25fzp1T8aN\/vPWuHUSqyuDYfeMFiyg2iCT87yjTocS11CCDSHSEzY4XkEh7vIkeFMZmNUgXPYgEGUlNhAfagaMSFw\/nVNOF2k5+5iBg4u3CMT351dvF6h4tgY0ZygBNKDaNKQJQcLkmS283NWRZ5TQmIW77lSUI0LkUvkpG+iehA+ROFgdQNPxjXUsoDrq+qFAUZ+3UT+2ASilsF0BjRTINATO4XaxeCgZVN2IGaEKx9pgwn2hTz1UJD9q1BmhDBYxjK8w1ZY0tNDYfBGjXMdCeVI3N+DXhoxsCUOogJE4Uwkzi9B5DpisUQtTERPwUUFCa+5\/JnHOBqVdMkz4EUNmIoQzQhBigCaUAulP+ffDRtvda\/NwAGkPn6o9\/\/\/uD+GX08sCBhQHU8DMkGCrAAA1+KkE6c0VrqOKpF0kRugY5o\/6FNRLAAE1oEwF6505PAfnGsZXhY6GbYzMHaLT6lW+pwNBtodWtW7eCQI0EsCEAJTElAar\/miymcCwvNwAlZQI6xNTUtwa1J4XONDiJcC57YVSnggGa0OYB9A85GLbe6SWoFEDl\/AGaqn7yZOf8bXl\/57x5gWW\/PPfVVFB037IAakfRBXrPHRE0g1pSwJT0i0t3ZzIF4AbbOGjXs4fHciL9avciPPyOtreuf3G1bMHvo9Nit1VdmRmgCcUBakqFq0k+qFw3wvK8L3bdBD5oGSldotKLGny2stgKMtEgEsQkKiuO7iOzL7AcirwGrszP+GCDZ9AmpYEtCqCGg2ZCH2GkA9DgQVQ8UimIhhrrjEHAPBRFb+fRVeNCfFZ4E8miUIOgDNCEWgB0kp\/0qBuhOm+1S8\/fjzZiKgKjy0KVAPU+xjSiqWj1S1YM9eaKfo1F6hcC821wZLwb9OrawgAqoQ+TTpCGLXV5Bp8QgT5QiU6tMQPUDN8LYd50y\/DOUK4eCUfhG0gcSSWJAZpUEqCQ+fYpqJvxozdLKyI0hSPLig7zIp2f2vNX\/yxsS7V5rCGAmjdPcBPevs83UScHeiM7IFK9dJPPtvz+eItsI4OjVUEfDMPchafpASpM76XhmN2CKUoKdfo5aguJ995vOgEWxwigoWx1qRmQfxfB6KsIygBNKAJQ00k+e4DS4lJML1IAtV9R+Dxv0fQGUPxcmRtABa1++IhXrbTribrOSpkZL2GAkrq2HIAKAKikVDRbBHXeIJJ577eSVdavNcmB90Rt2ipJWXUkcH91rNIhv4\/ff+Z0fhuPfvuN1kHI43PkZ6nvnc4etz+yeiUP\/Vtm62aWPeGeL+XDs3DFVy\/pAE99v316tNYboF45ybKiJVqk03zH62j7wj86mGgWawuAVj3TB5Bht2OlSGUKA3S1q\/s6cFDE9gsFqJR2Hqf5TJlpwhNfURIPFNzTyhn0UK5wMpzZpU3n8gbPbEHQzgB977Tp\/nu8NUIdIOY4tPjLNwpmgnKcvhAH6PFrirUM0EA5yrLC1yQe6INPLCYagq0mQKGfCwO04f11Vaj6xdjpHrMHV7tmTIneoAxl9mIAChOYaA+zGQ\/QTZ\/ymK0j5lQ8YlA5l1OiU20cNGLnMtrtHcBlDYSm60VXgN7NkCjUGsgFYklJHIM5mpMyX48C9G42JkBDA0k4n8eSiVAvY2DQ5+3Z1ErtbpmC1iRSupS4bxgMgCqLMc+40xSsKSBVVfWJCJIv718VdvqXvhccqjMethSAKht6qNL20QYOAZSeKmOcIvkUutCWsDt33oVHHD3Hfe1eeJx1toP3mLZK2\/wu3MPHXirQ9cHruSuKGt6N5ALxLmq0X8lOPWt5mrfun5C+5gfQzpE3Sieuw1kEn+Y8BNAMAzSLXReJlC5lHKC4vBOnY2DR6uJUJn3OKoRN5ZQXL6mQi9C9Z3YwODN1CN3VQgAqRPwFJNNZo\/iYuXOCNazArpERHBF8ytkN6C0o0AmNKXOO1z4IMdSPwk9GpVXa5vdNBM2cbdZvbCYXoKgTtHA5\/\/1pw9ObuD\/UahqAmikYtmRov2QaVSVBzc5RxcyULYUJvdGAoHWa8OFqNUofh1dRoLPNdz+8KqVnduV\/IaneGXC13XJ76Hq+n5gmBajQ\/qeuE1Az9Kp1QO1wj8DPd3O1lGFuBelJt8Ds5RTdPTQeSuokDcjNcCeiQEZXWqVtfl\/BnLqZBb3DGnIBirZzJD6Rb2qexsDIAJXeMKV3GFS+\/RsGaIMh8pYAlaMA1OedOwpvU+TOglV7b8vPti8ZwxQT6f0KHRh3XxRA6\/HTDvcggEpzoUBBkaDD1MPr2Mn8Upbd1FSu0+tCU+AN57a8+0xapReA2ub18Xtncns9+dKHdv9Xz2TZqW\/+Fs79+vXijFNPvqTOd\/s0bSdouXYTotGgtOd\/9Z0i2A\/VfuiQfUED9L1v5Aefaj87oBZAxUwAKkSETAGKlee+rfzQ4q0bAtCaN1ADoKF4RwCoV\/dIW09ii8g9YT\/ME7SSePPV\/KKtt2\/lCgYMq8sDqID+z1hGpwEKF+qwnJAdS6MdNooLt5HZAwlwyrUbqLMRXg\/v8KzSoQkfaFHfg5H5x97Qm0\/oXYDbm6YTTg2euwA1naDqyF3gqd5vztfhPP5PAYD+uytq61TLfoVaAJVzAaiKvFgjqaUl6lCIly0aFE8cgNZ2QdMAlfS5jxIR43xvClEOjHPfGa892v5P5nNmpIphK9lbuZToMFsiQOFv0AE1x2Eox\/YnFy1tgRmLS12Ac3YHbByKV+98vg2zSpxctaXN620ngZOIUgQdDqAFF61biXZqlZjLt\/\/VOb1DEdTy0wEiyMzrVF5tvql8W+2ZwvkmnP8tANBvkES0Uc1BJIE+oBB50WVgQUkg5YUAQevBx2\/98rY6Cufuw+RQuLDmHVQOIgnfNdF1yyvWPSpMT5VQU9PM0f3z\/+9OchosXLS6U+hAui462iJ3tfkA1XcL\/NR2UgsAKC4PePQ9Bx\/lp3TQZ6OxAeCDqh+\/eLPBCZzQ1Nkr8ZYJHLZwrOMBVCHs1J98D0FUjcwX7fjTqlO0BGrhjMKO4owSu795OnOa5FrYxSyIeUVtwm69LGPS4Xp9oHmynv9QHv8kCw871VEUoBmWMEiYhp+oROA0oRIkTXFHgvPsjZjwat1DFUDJHgRzMdw0BS9+khTIn6Ntg8yTHZQUlEq7NwBdchxZi9zVQgBqn5J60+6V9uHllEmxd\/5TgTtAJS0oKBI\/ALX\/ZOcyvsj4A8EJHk7iHDfDbE0DUDuRHno8C4jpIR89If6emeCUrxU77prRpnxHQUIPoABOGAzSm9DLqs+\/icL1AfrIGxBSy6GtmgDNbPY1GIPpS7bwSgRQM+4Ih\/yCBeeRG9FB1om40gOVAX4OaiFT\/XT8gaSUzfV90+15uOXWbecGcNBoAx8P388aAfSrF589c+bMs89VjRW4xUfAX+iwUVOVpNOPRftBDvLTcvfR5WfA9ZQGn7qHUz8TyyPFyKeTYzrfpNmwQRrvAs4xHfH2PmSKoEMCVB6\/\/7Suf6eeK2mGBpYUzzQ21THqDqp58QGA3lMzl2A+k97UHNXno6H2mwGAfsuE1HZ6agygmDvlUTzu3C6qthKmZJXJUPAQgqYcaju+D3tEPeHR4a4AhVoU4OeAALXVD2oImMbMY9FfH9fvtON6RytvaPYLXs\/wW6FrDtB7UHvzxlx63ooLUPUXfRAZACZRQ8wzcn7kZKf4u3Jx6cgC1c8lKE0nPkBJVKhAqkJuAGrSqJZTArTQb15\/psyCglT2tXTwGBHC7mJ38Otff\/d0FgGo7vWEQSodKLBZna\/pqyOKTWMaAaBiKoDSB6yEdDUEqPAAWucm0oNIfikWaHihd9naJhH\/CAqlIedqt2xCmiM\/cEs\/xi5BAYpgQwCa147HvvdBoZ8+XTHzj7rkxo9zAIYBqu3nTgA9qs1PvQb2Vru8UmWdzozkjAnIdLOpJDcGaCqp\/QC0UDGhqKBX+e66VQ4v9PaQaYOrL5AUCgNU9XpaDpboNGw2AEXT7ZcHUChjHkBxynW5MmUYLsYAFRSg9W4iDVDzMbMAQ3sXAZ29aboq4SMhNi37F7Lshz7rrUEjQwsbBNAr5DMTyb6uKECBmUIigKIMx+3q8tp8cT\/JT5SftmLp7gIIlSrmgeqUC1PIZWbaD7Z7oBKglVbpJb9VhyYagw8CtKAZPicC0LsFAS387haN97t0chN9X2kigIrJAIrKh\/orYKTRVm4foO5Fmf4EtOwZoFJZw+XnEAYi9DRdcPrJYHrqpBq7RTVrtRtxljEgceC2j2BTAPrwLKp3ZCMQE4pKmH5gYTpBy1Km92bQELILzM8bRwl+2gwyayYuQk\/0KAxMlRJQ8u3vheDEmboKW5MA9Ap9ebPc9IHleaDKSX30yW9\/759ifaCq1\/Mm7sn8lp1PP7EH6gwiGd0YEaBQHG3swk2XKUEZPo2KHLFh10iAaxxUcm0JHR6g9pFgtnAtglV0tBiHv0xqmJu9aK+ugeYIutfMrvrJ2myACgFTKQzHtKFJoSLgQvzc+o9xfhp6mlXDQVOCCm1fUkvbGWNjxGlGqXLPQRVIx4fvjySp0iot89sZ4S7HeFDPpJbXB3oTptjHB5GKXU+g8ajibc7\/Zs6auA80BtBLowHUljITuSnUGdplqnokxTgAXD9qJCEIUFVN7KoH0GRhbGkH4W6Zuzer+DBJj7UdvTe4iFomBlC\/9qwJQPN6Yj2gu+mK4hUQeB6aDhvTEraNZfxGhb5U7It4KaD0lDZPCT1had\/dDDYlbNuMdnfaOPCCAJSmqdoqLfNbz0LSUtQqBsBfiJ11xb5nWeputAmfU\/aR\/4BYrDbhVVEYhYeYAqPwQwJUmnpYdgPtq0pY\/FSGELv\/Z6vvEzeSLYGkiOC2vNC9oij9GKTCrw8yuh2UYxzTTwWdVT5Bex9DIvTETrnyWiQZRCp0snMREvPFr26447s0OFIDzT59r4YWgVELYp3B1TGeu+Vs6ULFtO3kO3vuLWmOSWF+llhAt3GwRxJmbspo+51gNo5Nt1jhGOkhWzsEjEJJ1NE2PUALhD1m5o\/dzGB2pp6CqZvg906Do6pQaun21dk4QPOsfRE5uGrzBRMvmQda9AlMBFCJAXpNCPtTjoMJ13MECwQxNKyE0k8AKgYFqLA\/KeaW9ZY37SuCT0JN1B2KUlG8fAU1TNczmkoToKmBsMtEYAEq1xmg6k2YM2fOFIv0Cyd+T4euCg5AZRigO+KytBgMRUD5aZY2V4L8NBnpJRHthZpaD6A0fZHUUqu0ze9yNOipn30I00GLLChoVj7Wvn4tMxPps6fesK8mXVHYPS4+IVqeEQJoHswZ5MuWm3ASfhPpZ1K+j99EgpfrRwSoACRdzh3Qdr8w1ECk\/JFhZrMxEUAlAmjAA+0XoMQMiHxk1gukCp309h1S7\/CtSIfKSwCo\/Pp19c7zo39eMZPerwVQFaQLMNuEB5pKNftTyNWvPg2WAWR4gk+SI7YUFXqAyhUtczbJwiAT\/3pIJUC9G62ySuv8fo90qSl\/8S7ao2fDP4onLdHP2GOAkt\/yuAKn203wR+F8E9CfnjUT7jOnl2AQgNqHIQHoRf2tuCFFH4ikCWnKCwIo4asFqBwUoNYLGQqgBJ9O7TNJwc8XfcoJSou0Nd0J2qwuAKD1Y8Kd3fBmrGEoPJfROWZMXF2hpn\/u0Zwzwend5umu3Fe1\/wKO0ix0NppHoY0KNk0PNd3S+Yh3Skn4KWji7DlRq7TPb\/Qmw6m\/0PvumllKZaOgGHrXqHtMAfE1uOK5c6WTGQTozYwMUd3MbBvDeKz6RVL9NSb9Dnx+2nAA1eUmOJC0v9X2Jy5ry5aVDDhVT6bIoKslXg+UJLLXlWscHY1NoIZZZmtCb\/zEBMxgDMiumnvyB+SFPQHXOwfH\/vXUEtZooWF8bJXBNRFAzZwggQFq\/ApyjjXyxQO\/\/Y4sLCnxILh\/jgWHHRmdDXCMhoMXRSw2P\/GkpoAD6pwTt0qX\/P7Nd4oOlFNP\/luLqePya5+PPvfbcqucu1SA9tHn4YT3nymPf6iH5YMAdb5wj14IJd8DPW2\/B1ocKabzf3NogGZhchXP2EvhoHqS9nlBoj5AM+EM0lOiSoIdYoNI2YkB1JhGUkDpVllvVnBiNasWag4g7W0j2KP0oQ4BuGkfoA41LWudu9tcgJqnre0tgda8BKCZbNAmvqZaBHvimotP1TEpbCHSljbNcvXx72sSdamaK5xsw4lDb23aBUqlbUbYoXkdBnFAVa9poJ0StMpAivyO0fwVAKhpHmYZ\/Ma1ajIL9QLGlvt9814loOmoiogeLiqTYSGoFmXNlvp\/BuXFtllxSLTflJTJeNnxm\/DaBAJKL2xDL5jsCaCkhAuofnboKrOzAFATHg1t2b329gQNVd8RasJnZgiCXEUT5llncPUYT2AeKH0G6136QBCgcJlGnV5s3SjNfbTt8RPnoFnawNVvq+DgZIbKlMDUNuFI9PSTIYAKClBpaoeUpHTZc+yNu2KAJlQBUAFoMoYe2AEVhoEEew5AdVkLAFSgup8CqGeCugA11JKCAuygPwdUhEo49HlKGB4TtA8UvCJDeGNHews2YB+gxjIUoPHRhg0HqPUDEUBx17EhnrTEC77\/jnIQPXvBySw\/nIWCA0cUnoeIneD6ijBAjc8qTQs+BlA\/cQzQdqoLUJNvQnw5YHJ08asHUOkBVNYDqGgNUPBIUKvI8UC7A9Rra5u2nskZUwuBosIcNwm0dkS3UAVQ7cEiv5TcT8BzH0F9xvP1b5Mx+QCVCKCScsx4fhqgB5nTtlHCzzX0wANbH\/3ydplp28ShpU1494EKrzMj1xMBVKVU2ky2bQyp7wLfMjmnyipDaaMB+ru3CEAHTA1krcGeRACVCKBSdgOob4JGAMXUtKv6FrrbQOAthDJbS6AWkZ2mbpKbordXCVDzWJDSM1XowTOCxooHZzgULe1iwq1bgMJBuhDo96eUNBAz4Gfgu8jFgR+HglNxmK9z40XmJNLsxY9xN3HqFK98kevjVmGAhhQAKNgSj94I8Sqs9NwDivPNZm3WSmTsMcuig0h0XCRedlzjgAlInTCr+ha6mcPFp62peJAHxY+SL1ClRGklt+dYWJrw6U4SK0pNyDqDayKAUhs4GWtopE8x1r7snGZsaRCsQ0XZJpzfCwly1Btox5sGsgLhXjiJC+SpMFUBF5KwVRigIUUBKswDTOe+qXB9J8DkHKqgWRtJF6AZ3jDBShcq0bITBGhZ3E0AwtYdfQ+drOE03y0goWuD3oCwuWRZLkmqIgBVe9+x1dvulF6lN6kJWmdw9RTP+\/\/7mW\/Xn0iP+mn8nIVWNf5bLl\/5hISHctOQzTwAv5SmXW\/CMZlr+zelu9BpQS0PAk3p7oC0maYlSV8Nw40B0LVVCKCFdL9Pbm71s4CFrYufWO0boKRUEHcH8CehI7bYMH2ykeBsC9W2fqWbajzEUiNx9ERhvw2pW+\/lnp0iitXvO9rHdz\/JbjKIBHUR9bChC\/GzSNhbsJwXV4v8DHqYTqVHd060NgD96jvZqef1rzPWfpUTA9Tt\/7TcNPBz2w46DJwlEtrz+qkmLtyQ8DyG8EwHpxD1AeryE1Md8dOtFHX5yQBNKQ5Q4QL0s+3ylwaHiB\/cHhy9YWZLgMIjV7pVX+AhlhqJcwGKawHUoaOSn7s1S2RMYX7aqgAuhP24L9pJEkhuggDUnLP1Tjg+n9v+hg64w602Ucd41Jcl\/\/zsYz\/7oMHHRDyAEoJSnErf6mQXIq5+1BWflvh4G2ZzCPE\/bxd\/z39aD6A2HAFdqygChHWaONRFDqmqZUAGaEIxgCpPqyxE18C\/Ud+YHCJ+t2\/AZHRDgJrk2fFk6dZ9e6AVQKWwpTBDH4sU8v5VcbmLeUiBJhizzgtglA7NJ6sFAihmpLgWjtDlNrppJ73rAtAr2RMfHv8f8MuN9b9Ij43snAfcTOAznIMqVPVTqcU7t9pzKGeP5llimhN0aNwBqAkHnqEuP1HzHS1opajPTwZoSimA6qdw7qrop\/Depb75aVBGclNAg0MXJd3dWPxNAtQGYsaTZYifHQBqejZsslVtunG0vfVOl+dLmJ+Ia9jpsL4o9Sv8WoG6K3BYJzvqa70\/eMdESJYxnCOtCUAfnlVf+ynf1WvwRXppupz9EoQzRUbMY3eZs9RfHapa3LDdzhduC3eEKbSAjm48eAkXQpoMOGlKcDhuWxJ3lIetwgANqQqgkGvlvr0ugIgmwB2tyHwFd0KO26z3AgnudQ47R2ja6FIas6BRcPV\/6z9ulx+Qa20H\/wkC8dl6AskWoaFz915NSHAcVsGByfWXv9gWl93wveRE6tbaAFR91awtQIsV4Qr2wUEvJJyDiLZCOAB1MAiZTc4JARQN\/KsYTIE0vbIO5aWBLIrSudewpRmgCVUAFHL0wvV812cD8FOaYkD3EAV3OodonSeTRNygZYAJwfITBKjABR127AtvSKaZXH4if9AmDdU2b6c+3w2UVi29iq66v7MVCMrAIW6btQHo8bmy8f71f1WfMqv7RfpShIKWnic714gbGuRnqP0ObYWyCa+zUcp9QUqqsD1E3gK9ekT7PFF\/LdoraVkS5ibJWJK983CWMkATSgBUmAJ0\/92isbctXh0AoCYumyL0\/hMcyOB34Qw4AYS4E8A2mnB\/kSBBhwtCuPyEjANt9lduvbutvp9b\/D\/avngQ8P\/aWYBWvgwPuEuJBpHQTtNb4QQqBLIPDaroBc1XD0lQpnPNyZCQ1dYEoPKm\/dLO8bn0MHzQjfC1bx8wQXwm2u86jv3MdHMeyBWajCR1o0Olxllo\/9VkonU0zeQop\/uTlCV7k4IB2peiAJU6H9TG6vNfvfyX17u4WCmRYGFWMNRcSF41QFF4CKBO0N0BavqY7gt42Et5y7uPJoryU6KufzzgbqHmAJQKjuA3lSCo\/VcOitUTOh4lHVM6EYSsM7g6xmO\/a\/bwLHxsMhZTwI0QcvXxyy+\/chvvsvkVBqjrf0pEszKOE+NIZjcI+GQMoMICVC2EgGe5NNt2Wgh1P3GKbSnw75wB2liVABXurv5Fg4VeGuCd3qkaoDGACnQuOFT1UdAQoEIeIkYVfz4N3EcDhfkpAYAEcHQUHj8rIHWUn9RZFWLrbwkrw+\/ak9SsO0Dl8etPAkCfSn\/1MVQLhNgVf\/mLbfgGmbJs+pO4AX7aymRwqBvk10zG2qsjrqcAjkKuWrlj8mjh98gEWhQM0JaqAKgcHaCiDUBxi0TY5ysFaGr+fH2AlskFgB5tb5XLSwfSfdg0UJSfAFBpDAC1y\/jSlS8FmKqlTl3p1\/aL81dfmgF9qQf03d4x\/DByQ14bgDaIKRCVcLVz\/vZ+8pOOwgzXIKfS5qwqwLtqcWg6mCG3MzuIFByTh52kC5S8UOy4n175CvZpRzq6kVUYoCHFARog6OAAzTzFj5jjsKJLECqIGaW\/SJSSSKGiSxOS6vLMVZBUnvzygN5G09un9+\/sxlXDphLWhD8gT4PGr+2rOTPZDRtAAX9kKscKQjixBq0zuKYF6Mrh5+rvDvJsv+afCLIFjfDT\/FXHTsq\/qz1jXGxrGGHHC4pT3cSwfyFC8DYxPnHnlqW7e+uRmsEATaoJQId3QMOEjByBggTnkUJroWBiEalSEilUdGmD0h\/dMSvOfTSR8O6f7BZBgHpzk7zrbWedMdSWvqqEP+z88QEyFbGCafhFrLbZADWZcrJzSS0u2t\/yPtrwUJsoAAAgAElEQVSOfxSXNIDMHvsX3PyTq\/meH2b2lTl8oZcq1IS3zXMkiVia5mdrqzBAQ6oEKN4eBKDEAdNNVNyMj0Rv+uusRxZoyndLfMA4tk8JBFWppXkoPwWuTeowqlP2ONpJ7SfBilCvbB+oMN2d1yBmWtcaVrYNByjcPJBzDzXbCU0d2Q5GCM11QKXpTRE\/QgCN9TebASLbme2CE+elDimAz7ZFlAGaUAKgLkHHcEB1aQoBNNAVbmCrzhbCAtSp\/u2KTgigtmCWUax2dVVq+3jBl6Hufcs0B6BSkj5QiasTGYq1PQBm0AGC0j985te1RpVt0wGq7x9yeB832\/eio0jCZiFtS3gABZfTllovB2m2+sew20m9z8DgUeUTscIqDNCQJgeoqA1Q6viFAYqZQi9sk7YgQHVQ+6KsV6vdS3CgTQz0sgy\/tg7HUWUkADWOjvRsgj1KU2HLL1ioWNTIlzhw65pJi6hjsc0GqC2YGpaH+FOf8VEkYbPQlEWyQC0lQbYkcjYjADVNeJU\/CJw2B23eefhsWYEZoAnVB2hr+6dFPbAkQCX1tvQVuAlvW7WO+9np0RuuVx+Vn\/cDv6RlFCICUFQHogD15vKRlqP\/pCkmH34qwXeXh9uXInWtZmXbcICakqmzmPR7HjofTnavIp3ZsNCdzfoY2TL2xgfVZcIdRELYNE14m4PkiYiTVdkhExseYICmlAKodHJggMidkZ7Ml4zlLT1s3x9WZQVd0yzlOLKgcUxof9gWW9tQkfpwQMkLqPY4qox2NcPppIlH7otU7g2ceohr60kMn9AKjVYoE1mrW26uiQAK0rDUg0lK0VEkbUhS\/GARJKeTZeoUZy8u4CIq2alBES5Q2CoM0JAqAIqbAENE7mRakJ8pWJgVw0xddBCKmqUcR5Y0jpQPPn4ZvkDeDz\/RMwCdoCuTSRxKJq0ZtIpJqEbkhjL8Cgvuz7WBCN0KrSLoUgCqR4yOtnOO3v9YNd1N17crbEiyJE0J1LVtJ\/QioZY8akvQVrrfarcZSQt9PX5G758BmlKaEQLV5CEcUNz\/A\/E47dB03rrVH4qOuaY5P1FkFQAliWgSSeQy9HoQAqhz++j+3L4y7Iu41c5cnCv3nhx8kiRRA8a1FIDqNnz5dx9aHB+90g6gpt\/aAlSQOiDsNh0vwj2euK\/TXbbr+2SAtlQFI1DNGybuNEAlLk3B5PnVX9qzUd9SkzS1AWizWMKXpQGKHmWEqg44zTm4Xtm1j4TY+jE6N1bZGKBWJztbf3vns\/LdiaN\/uB06w8jnpw9QKKG6daGKOH0C0r2eDxpbqnhIUajJTwZoW1UC1Kuc\/cZdAdBVFKAxatigYQZP4zQ1BWhr6\/gteB0b5pt9Fth9Zm5SICnYLqF6FToqvU0GKFI55924nKkqEQeodDLSDK3bjQBAacteR7uC6N1l0KNocucM0MaqYsSA\/AwClH7x4yNSmkKFyUloMui6aWoI0NbmEdUAlbQ5h3bGbYIrlVevkJkcC9LbYIASPbjj4VNbj3YV+4NHiKR4EMn0Yic6+N1BJKwDSRIQo2f9ksmDSO1Uu5XaNZpQ7qQGkYrNffHjg\/u7W2YfKULkTI9i5lDlWEgiTbWM0xaffgveDn2hkR8yuyA4iERMY9IE9cquSWwM94Vor67xIJIrQW0sEb\/MZaREmtP0CgYo\/TSI9wC0e20JCLijJqOzSHuiftFMZDcDNKExARp+zgrvNDhXTRwpv96ttbv1jlz9s3p70u4NFBXLh2oQBNJk1ulSBno72\/MzBlCJqRlmKUkmvUP6fKFrcD1aRdfE7RDWsgDq4lPtczx1+oKYvRIOqizW2DMXelw08UBW2r9izzkh0ECR4RxtLQZoQuMANNEg9NqNiqnFqv7mTfEmCARwGXZIaAVByXICbdCXV5VsB6Buu7sDPz2AOjGb6mX2mprkn+q6MGJLnQoerSCVzau\/zdO\/IQDNiLzDDtLcg3GAev2hTq+nO\/weiZQANOBY2ux1rm9gggoxQBOaJ0DVk12\/L1d8xQECKMdAy\/0YoG6IqPj0DVAHe10KasCZRTFjV4Y8DWIv+qFqvoffP0I1FZwfYe3SwVXZcIAKR6FrAwAVCKDUBzV9MzpWmm1hmRHDokacV\/v+x0fb4oJ5k9QHcfscjYgBmtAMACroaRnUdXgJeR8BtPi72lUeqGqGOi80uqW9d4Da8tmBPTqg+A7yqqaJyN5MAKD6Ryfw3hsGoGBazFKzo2X6NwSgJCba1KjO4BRAiQsKu0XmOKIRcOIUoDZE2YTfeusX2+YNYu+l3t75yQBNaXKAyihAFSipB1r8\/azsAwWAev6hO5gUj7lmst3LvZLeUqnuVFotcE3ybqZ81Ogmu01Wvjd\/\/ljzZPhzdtLW5g43sNkArSfalwzurD1q1wR9lTM2\/C79cX7Uiy2LgdXi5w+Otou6oQsFCqd\/ekoGaFLjAJQWLK+t5DSj9HF4XU53ecJFn6nPIEl8qg3KKz3Rclor1XSJ4+leUP0AvFF2N0qoSf5FGapxTgDoeJaIoLEYoBGAoqNkyB4DtPLN9lxfSpztt1V9+PyXqllmcttG2f2ZHhYDNKExAUo2SDEL8RMACi12vfMjzU+JT9XBhEpPF04Maxw\/te4ou\/siVbjS2Z3oC0H\/v4NKp7KRN+RbigFqriClGR3FJVJ4vZUxcBbHVu72Af0IqV\/aB6KnZIAmNRJA\/ShxQVItTbc5rgsM+QrO\/avi1dhLyP2Xn4GN4yXXNrHTXZROfdNPGvKZ9Pv\/cOfj7a1rkb68XozFAJWBwiw9S9tTFUDTtg\/RVMv8EtOY9JQM0KTmAFAZAagahcefXjza3nonFORAxWcKgDo\/2VGnZpi+Ducrv0fbsZrWi7EYoOUVaOJSKce61trpYSNP0vtoXvE9KHPY80aHwicDNKmZADQ0IKRcqvs7ZVE5evPHRQm64H3LIehh9ZrSAQHqTV5X\/RnERhF3BAlG28iPTgSv6dVYDFDpjruXcgxsTI7LfRqcRUk3U6D9kIT44l1xje5qmu5m94gXLKI5A1QebosfCuVWFQ\/jk52tt2\/duXPHHK8iSz8pHc44bsKLeOzsdxtvVXXbAxtddk9H9a93Sy0HoKn+YjwyBPsizy116nXSBbX6OPjbILq1rhe461uNH\/3gOgp3UHpKBmhSSUZ0H2iIxOmGSwaP0NEH\/\/LWPxyoHXcOyh9hL2V+hmjg0lMPoB2s5LugUFV8G8ngIFK5H\/\/oBDpCWoD9G2thAI2kIoMnvzsw6tha0NlIINxqQDmkn4U6B+FC+CWm8ssmo7BTqujxgkVUDdD+zZYAaPCw3ZG7n7du\/e6td8Z99NYBaGuCOrNWVVCxQfJIVKRzrAjyUFz4ZPX5tukTHcRYiwGo32QiUs8755RA+az37pG6Ro+croS5pAgcmhhjuZ4m4XjBIkoxoqLgdIsyECw0dJzDZIdf1gZULYB2shK9i0DPZ42onAp4\/19ybH5WjB8VHcYDGosBqhUqtAGEZpl6p+5QxGTPLbq1zW4T+Mmvro\/U7UnEAE1oTgCFh7ktNOT8MdGJYx4SoIFXWSM9n95xv\/Yd6p+eKN2UL35\/MHBlY4Aahd8RcxiaZcVsiSyzPSt7F64f4oE\/fJXW+U\/lXmD0qcE9dRcDNKF5AVQdsBgVmKjjF50xAEpnCrpBUUZGGoGFw7L1zp3Pt9WPn719G1\/ZNlnVYoAaicBgvDpAHn9FuzzL7MTmO\/QH5v1HotzPAfo\/HQ+i5b21FwM0oTkCVEoZAmjPyaihUQAamCloDj34+K1\/PLAnxR8l94sfnbjwKQ5x8Mq2GIDW6eWOn4IJWp5DXnhwAWqC2VOfHEMjVBPhkwGa1DwGkdKHyRCTf2rv6UPB02XsrI6pwAQlQaFpXImo1D740YlR2KnjHTwKHdFI8aQBWnVlVvllFh1MFKDmnCKuo+2t619ocmp+1rmDIcQATagaoEPEmQw2DlDvooEIb4Ony9hZ3dOgkUfv52i7fJHAVrdV2gjjOJ4o3lGimQFA66nS9LrtTt5NdgCK2iBHV0mLo0PCuooBmlA9RoypYJM43E4eqI\/BCX8U40ATHccGr7LCMMPnV8XL\/phDcbrzQeVxtEYA\/erFZ8+cOfPsc29UxdQtqooMaATQaTuviBigCTFAK5MylnHcCqNfcTeDtqvdC9f3HYDSjtExUmm1NgC997Rpwjz2\/XRMnW8pxVCToeirWQGA2qfh0OW7phigCTFAK5MynnEMC8stz2Ghg7ZkjG2K\/FsXgN47nT32vQ8K\/fTp7FSSoH3cUqIfReUeYaYziESfhgzQ+YsBWpmUMQGKYzMADY85QC2drJatC0CvZE8E10Mx9XNLgsjuLz+Go35Q4fDlV8tdRYbik2kv+MB9\/DXFAE1ofgBNDDXPcxCp1wjR\/ei2e3LQ1rtoRK0JQB+efeTn4Y1ATD3ekmgu6Y5IzoKfDNCU5grQWjvnMY2p1wjR\/dQYc\/AvGlEM0FqqB845iwGa0AwBOh9Na5y6AJ1KawLQ43PZC2bjbvb4h6mYuBYExABNiAGa0LTGqTFoO6nWBKA5NE89r6h5\/N5pBNNQTFwLAmKAJsQATWhi4yha7sUGbafWugBU3iz6OM6cOVMsvpWOiWtBQAzQhBigCU1snMig7Vy0NgCVX7\/+jbKj+NE\/r5hJz7UgJAZoQgzQhKY2TvmrcK8U7fhD\/RV+BuiwMbWOah7j5cOIAZrQpIyYe6mbdhS+0Be\/\/5Ke4WxOKQYouXLmZbmDGKAJTQ\/QGWfLtPNA5y4GqHvh2mRdMzFAE5oSoLMvddO+iTR3rSNAA\/NAM6KW4a5XzjUUAzQhBmhCDNCUGKA4EPt348QATYgBmhADNKV1BKj8+rfJmBigATFAE2KAJsQATWktAVoREw8iBcQATYgHkRLiQaSUGKDkyvXJuKZigCY0PUAniLeupp\/GNGetEUB\/\/Vf6Dfjj7347\/S48KyQ2TkJcdBJi46TUGWz11DWe907naX2sfAmp8mtMrJDYOAlx0UmIjZNSR7DVVcd47mbZk8\/qb9FXAJTFYrE2TB0BeqX8gsh7JUEZoCwWa1nqBtCHZ9XvIN3NcnYyQFks1rLUFaCamTezxz9kgLJYrGWpG0CPz8EvceZteQYoi8ValnrpA5Xlj3v8KQOUxWKtgR4+869TUy4bqCNA753ONDUfPp1laYBOPa9hnmLjJMRFJyE2Tkppbj08m516qS30KNU6Xv\/V00DN49fSAJ3aonMVGychLjoJsXFSSmIrB2iWPVXxGxq11Od80+P\/yr\/K2VT8KmdCU\/9qxazFxkmpEqCP\/M25LPtm93b8OrwLv\/ZKPBH7Bmj1w3eNxIxIaMnGqS7lFd5oOeBdvEX55M+6JqXj9Q1iWmBGayXaFIMAdFMsvWRGVGrJxqku5XUAKo9fL15Ef\/K5v05+h7MiKe0vbRrTAjNaKfUlxZ4Bul4fbazSkhlRqQUbp0Ypr27Cq\/Ga33ynAGyH6UMM0OHFAG2pBTOiWgs2To8AzfX1T9OfkatIS+srG8e0vIzWYoC21IIZUa0FG6dfgHZMSz\/B1IlpeRmtlZpYMQpAR+wX7TWqBTOiWptsnGApsjsZoAvT1INII44s9RrVJjOiszbZOFWluM4g0lBpcyMaKZ7NzOgqqXwe0QMNPrsjD+whqNpvF8ImM6KzNtg4qBSF3c4605gGTSGKaKR4NjKjK4XROQ5A43GM4pcyQEfTBhvHBWjm7KwdxAhigA4o87i0G+FTpgDoIONNDNDRtMHGsaWIoNQeqhvECGKADigGaB+hLbLoVGuDjcMADca0eRldJdRhM9YgUiSS+j2jQ0TVPjC6ZCFtsnFMKfI6PuveLAN0E0QAivairfEAGkvcCFG1D4wuWUibbJxgx2ejosUA3QhVTyoaBaBhDTK5iT3QsbTJxsFDR+3KEwN0I1TddJ4aoL2Haf\/2Fdoyi06lNtg47ih86yBGEAO0J9XO6WkBOgQ1SfD2b1+hbXzRaafNMM5QvUsM0HVT7bbGDAA6XGQM0NG0GcYZanyTAbpmqp\/nkwJ0mJGjocLfDEYMpI0wTri8MECDMa1zRleqQZ5POYgUS6Yg6hQBDyKNo40wTqQ8di9FDNA1U1OA0uumA6iIq2UEPI1pHG2EcVIA7SHgEcQAbaAHH7\/1jwd4x+rjGzqv8aSLQKd4tDyMAlAbPyqwotwbomVNig48HiU3hBFDaSOMgwHaoDxV1zIG6Ax1uC1+KLZuoD374lpmCFouq2d+uofwYiCh+DOLzYp2UiVCBx6PkhvCiKG0GcbximbTqyI7GaBjqX6uHW1fPJD3dy4aH3T1EVAIyBlukqSa92MA1HvMa36GIkbmsKdWhjqQNoMRA2kzjBNsHFVfFDjV1EQZODicGKC1CbpfOp+H4pre\/vyqeFnQbJs5QEnDPAFQz1lNhjqcNoMRA2kzjGPLGwO0KqZZZnSdbFP8WO2WvufR9iWpty9c33f9uFkDlLKwKql2NYxQBui02gjjBMtbk6tiOxmgIymdbdphK59sJzslOfVCP\/G21gSg5U1QDDq+s7cTpTrohTJAp9VGGKcSoMH2YaTo4uszov4TbqMdMGwnpllmdBwDaCRa5QIAVHeCOlmkCVPdvR2Kf1DjQEetg8D7bqpWf7x1KwzQsBM6eNncDEYMpY0wjtc9X6\/qhPa6TXgG6CjyPMgMGq3G9TTnEICWO\/fDAPUjiWZiLwBNhI9ug2rlFq7PtunIErVMDKBdkl2pjWDEUFo748T5iADqHcd\/M1NbAlx0Adp38iNaOkCdh5n21aDNSvOXNOEpQKVsPfEcL3q5B6TERKRDpxQebV+8TanqhNrtDaVWWjtGjKm1M06wlFZ4iGEPNdHap31pI4gBSvmpHDYBm\/oMtUgANJsSoJFuiPQ0zr3y\/BNzlZpjkPAIGKDz0roZJzI8kCZouEVUo7uUATqB1EALtGMl6khBG0fbl\/UxqQCqN2YH0DA+Yedqtzw\/dzn1tNYv\/p8DmW5SMUBnpXUzTgSggZ3kuCmPBKAh7DJAJ1VocnlGpMdi4FUkypq5ATRKT73\/ZAfS\/yk+4wiVTK+Qjk7QdWPEqFo347QCaKTdXt0bwAAdTtT4io3OcBE+hvhpGHv48qvqoJnG1BYufQNU34475dPshJu3AD1AFrF9oPRhAvtGJui6MWJUzdg4Iby1bcIjDzS0KtEKDp8BOpxolhHvEh2zb4vbPDHj1IdCdYTub93IgE5tE4MXLeW5jSI05bPcCaee7FxSqxcP7E7drpdhgLb2sjvcF12ykGZsnDAUg3vT\/PRRGXdGGaAjyTW0JqXaANIgdw0BVH7x+y\/pfMovjXPWKTV9ABTCwZ24pZTr7HS\/n+zYrzHBzvtX6TQmYVfVXgbojDRf40Ta5XF+pjxQ85d4oGgvrDJARxIytH4\/R5jMwQBFp4J3qrbiIzOtU9ObcRArleysAlveTGdEhlZybW+9QwEqGKDz1XyNU9mxiU+tAmiamgzQ8WUNjb0vInsq2Qt4dUPswM+eASoQ9dQOZ2jMzNMy3Lxmb\/PC7UBvgE0dA3RWmq9xBgdouDVPQmKADqawWwlIsY6nRADFV4QA2jU1\/RjHm0bgONJkntZJlt2Wn2+rZ7d9NKBC6KKUATorzdc4jQCaPjUFUDcAx\/dpl\/bGWh5AwZEkbqWDSnoq9VJdiHQbm+4PoPi1fbONX9BH3bpqZ755gQJUiE8OSJAmlZFnx7CaLyNmoBkbJ+1V+mfWAmi4cRSLiwE6nICfZt3QNNfq8zdfdgBqn3pqQUPr0n6XPQIUv3yqtp1CJgT1MLPsj7c+kS5ASXGEO7MndE1lM82YEdNrxsapzU8fkLWOV10lGaADymnX0vH27Kr40S+y7Aa5AgPUGeHuPDeyL4C66SDOZuRjSvBXvY2UZXfu3KG\/82EBqv4yQGekjTBOuGMzfBzvrfRxGaCDCOYnSZUc6BNEvZ2lti+Sn45DGeZMEerofsq+AOqkgwwdubPqzSmmEKLySDuBGaAz1mYYB7uS9q9zuB5WA6eMoEUBFKMkg68Mv\/zKbQegcu\/8p+p0nXlqkXlzLLvzsx+A0nQI6A1VAXv4JLNcnW9OMUDXRpthHNwux39xAz0AUPZAx5cDEvjK8IVfbG9dkzS7dglAnSElEmLnVPUBUN\/9NEEKMuglkIwBJHUDQgA1o1AdEtlGm8GIgbRpxgm35oOkZICOFiVqo+IBEuuAvVMuPqUAzd5RZzlNBZppPbifsg+A+s13CDkj909\/Uo6MDGE3ABdNClD+mMistB7GQaXJZd7q4+1rqGi65RUX3VCgmLCheAe4mZA2H6CZWRqrG4zkbXVyDPSj28VRd1YlZUsv\/OwO0ED3pwmaFLLwC\/IWoJlzkedh93PDTbQejJhI62GcSNGS5S8gXLhhiyadYeecGww04aIyQHuMUUNCGoNbxqx2LxY7zZeJyivu\/0Px1ZBrdsAImItx2hM+uwM0ik9UyvzOWxtlcQzdGCm63sB+yzS21nowYiKthXFI0bI7cnz+UFy4jndSDxSfGgq18tSaVvnqu2eefO7D+vcTSEuXi5vFNGJGWxyqjDH7qCdWAhQ\/wuDMo+2LB6RVIQhAe8NnTYDGH8d08idKF06u94K8DTTzAIr6QKd2QNeDEVNpLYwTQR3yH+FvpAkfCdX8bQnQh2cf+Xm+uFlGc+qFFndmIupwbcOYxgaoJp8HUHvaave8C1Cl\/ACa3aThYV22SQAaOMOOFykS2lRh3ouWAI30rY6otWDEVFoL46QAmq89QHWqEUCDodJTkulSAL2bnXr+gw9+kp36ftv72ziAKruaXIKuFbsJxtd9oFsxgJLZocjPy7y+xK4JxovUOf4pkJCM3BMcsXvD5REDFJVHDFAaWYu766i1YMRUWgvjhFGX\/zkU14qeMlSnYh1JtUN1TkmmqwTo8bms9D1vZk+0vD25mQC1xNTrWUAlD\/ZduABTAJnSfOHIHOzXFesAUH88nR6xyQ0WRwtQ1H2PVyfn53owYiqthXH8+qjW1Ae9f\/TWm24hrQVQXKAjZ9LK7h0uAarb8fLeabVsd4etr2wc0whRmZyykzhNhtjXNW2H5tF2CKDCNo3120r2GOZUfyluA1A83E5ekRKuwxwuRqHjaKrX9A34NWHEVFoL43gA1Xvzxp\/Ark0bgHqroYjrABSW7e6w9ZWNYxoVoGTYWRkRAdQYeKc86aj8+7\/aOxsnTYr7vs8JSLE6SqDoQJGM0UWijK3ZM1e3JRRLZhFJ2SQ+FFJRxEWKY5GwgI1sThU5MbKu2BRWcdStDzZ1x+1t\/7V5Zvrt9+vu6Znpeet5nu+nanfeu3t6Zj5Pv8zL\/V9Xj8B\/XH23o7yltiM3qAlq3pFTnCZQutwmzL2Rvul8pAKloRiBhiObk1U4YikyzhyuSpLEO8LMPXVPTV7FFwN3rFMb6KFs\/Ly791h6R\/yWCpQIw95h5v0c8t+o4\/JldX+nfhLe3ZC\/rHjEFLeEGvIfUZq7vzbksotA7flKavtuATRh14aTsSOWJ+PM8S+zavz+z8py\/6d8Bf+SdLdKTkJ08YNLRfHIV57fqxo\/zw7RBsriKFn2k+Zp35mCTtz7yS36pI4xry2bkZrxqCnuJFA+q2wSKGkZ1fvu7TDbinY30UZ9EQhzZjJ2xPLkkTmhi4Gcb2T0oTyxXqZbsRtE\/FNzULriy997\/pkqhroiXwyowW+ZQIV2goEdH9pWHfitY7cnkYcj+JeDmpqtUxNMB53hSqMpcu+kFwGBurvuSLOgrRxeZDOShyMyJY\/MCV0M4fPtpjqz3tSrOc9vtoXaN13t65y99\/zXK4E+OeRO+m0UqJlSRiQCFQ0C1U+K0w3D5h2jgYYlmA66EnoqUy\/x5zJVmtjsXGNNW4R3bntN27fB5OGITMkic4IXQ\/AkO9dvnZUv6nFKKF6wA\/05X65slUBLvwxJ70Zi724zbpED49rCVmXdDel+LCpQR2l8n\/3ZTKCBUVvZJw2nguRMyo6NQRaOyJUsModeDOEfbE+gpqehfL06034qJtkFCDQB\/oQQmTBlxxD6vcpkzcCdPfYXcXmBdvOn+zI6V6D0hcqlFSiZK9Sy\/ns1Elk4IleyyBxPoI2\/0kJ+56EobpSlLtp88uFv2aU1esJmIGuBdslcuw7p+JAadNfRGjWzCntvkjul1qEL2X7MKlAnH7yXfJjl4a7z0AlNfxfYF+A9gQYSMBdZOCJXssicaJOQCI6aS0oFMM2ZBYHKTdqzV69DquB+Pw+\/tZzi36kkLSz46w36pqrHLtJByz7SnRF20i7v9mbQgnW4Nz2JJMKjc5KFI3Ilj8yxZ4Y9ywLnm9C98NWZd22G8wkCNVu0uUX+97qL6NszSFMobQNlRU\/Bm0mFX\/S0UY548LsI1MkHrwJvl4fr9kGB0pxz\/Ulyyt6Tv8CVmocjMiWPzKE\/svp\/yw\/2zSubf+c3fjBpwiFQ0e26dSvkaqpkG5ZMA8aVobo7CY3KZDL6CtRLEVEhq83LZeyXQ+iP6PkuVbnCXyFNbyltS+Mk5OGITMkjc6hA9eXCBCr03Z6bf1c+ElqgYuKEQ6Ci23VLtEGLTmzD0hGoNQebord9Gq9ObdAkgdKVQwJlBmV3s4YKB3q0ZIVZ3gnXmsZJyMMRmZJH5rCrjp9a3szT8uqd6k1nVyHQpJimEigrOgpZuuQbao\/wMqc5tlTA1J9eOBPQU6BFIUr+ak8uUC\/FXKDh5ilbmWcu5g\/br02gR\/Z4Xrj47C8b1\/vsheDss8vO8yknRfG1\/qloim8T\/JCXUFZkIVB2atrzKXCSVSsdly8Wxc+qF9lNnnAIVG7iFLca13F+79wNaUnM7Zt27ufld9AnJrw7XQTKftEDAuXLA6GR7AhklvkRIsvZDWHdDsQEjCTQyqG\/H17r7JUGLU4kUB3flguULnJOvfpx+G5jhlsAACAASURBVOnPJwhUbtKezdqYZtz8BsaDM9cWecpI3U+fp0DVmPtCEyNQvTwQmnsSO7V5XnvXuRAOYFbGE2hRhD\/b0KjFiQSqQ9ktgep1N9z+1Jk7acJmIGuBdiDUvqkP0O3bJuoN\/7d6T92Lt2xyeLeRMK82oMFNl3CTDDrosHpIoOHlobO0UaBui0fKvozOQIFqZ569s1c0vDACAh2aCFOYbBXozAmbK6KZ4plol5x7Hflgs\/BlsvCHt29\/fKCexNUPH9kSii2E+cFNSE+B+ilyXEeWhxJPTnhSW2drZqPP0QRavfGxoQgKgQ7EPZ2IS53lc6drrohmimeaXXKe1iQ+tMiYH8pXJx+rl8E477grgwKdsarRT6B0RqiyXdLfBrOR6UjjVS72YIjwau9LMppAxWERfucjBNonQv9i8KxJzjebuAWbz6ePaKZ4ptgl\/1oPCVQ2kFYf7xDVe7Bf5uvqcBb+pewetac3LxPKhpuXnN4ys9zdNmk\/JmE8gR5pgZ69c3Gzz0+8UL\/B7ERlQb3i569WSy48IXvlOwmUBSY3OXv1y5tAnnxNr\/JZ9drJJ157cKl47AMSnxToO3zdfiwjUK9GY\/6TUyu4fF4g0A7417p5kkh+tEp9\/K+O+TYrgQraXcL7YeZluECDr4snd20F754XvOvIbpWRPqcQaFWXr3m00hYVqO10qr\/v0EWgPLB6kz\/bI0GSUL8aEOgfHcqpxM+Szy3QoAsh0BUL1L\/RRpg+dSVQelDV6EfWlWVp\/LkYnQRKTsyA6FkV3I7ac5dZU84sbSOwDSY3f45bha\/0Z5QnO5WIQGmnfbVmB4E6gVWbWGQF\/YTM8QT6ZbZ1b+YXaFCQ5NSCQKeNaeSoQncqhgn2MGUijO4CbW6UD78BxJ7Q9NSWY05tXmSpz\/E7kaov4Tz6guqWr0ukWovVkqequ+3\/5mlZBG0XqBdYLdALz31Q3ewpV65X2ZROqzVkwZa0gap1f1QkNq5mIdBwJ1Jw+bxAoLGA6kPi+NMsaRLo5n\/12Th5OO0dSwvTRaCsnuTeSC+CJUzBBUpDKfxOpvwq75KRBPr+K3vSXydKY7Xa6jKiFtqJ6WTauLYyZ7tAvcAqKaptVIvBkV7l7l5AoF96ja7bmwWr8O7vdXMn0tJNYzNENFM8Ywu0cDuf7ZLC7Y0365TX6nVU2+BIyRlGikDLBoGWAVeyU5u3WZjlORY+awYKlFLr8tB2fSuT+RVz9Y2xdoF6gVVSVKtshFn58pC2hXoC5ev2ZsESqL2sIgJdQpt+aidPyvoEaprxQjMpH3kCvXantK9hGic1Q+kvUBEQqLCvvCGr6r03guWiVEuzrLxLxhNo7TrZFS7ZaKsq9zla\/Py976h77lsF6gdGbk2SUiTfe9SWDNzGtD6BOudjtMazFBBoSzgNhTC77Hj\/7Wqo350lxD3n2aNxUjOUdIHaM8P8pNCu90AvfEN3fab2FKMJ9BF1o1HVJElQlXqlxbN3n9GdQl0F6gQWEqhWox5dtUD1f3KtBV2awxWGKnxLOOHGarLs3sHLZt757U9tt8n\/mPxHqQ9dBEqrRKosyWbafee3fBKXhvc448JnzUhtoBrSbe4JlC7rJFA\/ME+KRI1bINBAk5B72flWXQwItCWc1hLo+Y19M4\/eWl6+nJM\/ewiUjJZNL6YLlUv59pblb+FqZXyBuqqivfBVUfWbf\/C3HdtA\/cC2vAQqyDlm\/gdPPQh0mpjGikoVsgLz6OEU96+T4lhZHr\/0\/Td+8qF8GUxGdBKoB7sL6fxXZK8155\/Gm\/Lzt6cYXaCkTVKjhXak74bv3InkB7blbaDBEmj4JIueefMAgcYCKvQ3kJzAC3bkdJEza1GkCZR9fOOm3M+36fLzG9XLv8NncQaPD3RkZIFWXd\/OvBNz27z22UnHKrwfmCdFskqgF35tAg22gYYrN8v7EwJthUuACbSkjBrp+CQKVNgHie4dXBPVy1KukaX3b5RX7zTEl\/1vimVkgVbz1M2X1Si5jcn67LNLHQXqB+ZL0dwHWrUQbJNAg\/FmoE0LBNoO1SSvwq\/DnTWpArXFAPl4f1Xk1IvOf31QfTvWhWTUgATPydgCrTxWPf4jPn+lMDfS1\/Y6lFX4s1erriF1V3yHJ5FYYL4U9ZNI79InkfSj9usVaEMVPatTCwJlWzYdGF+gZCI5pXPiCrRzyo1Ab+7Xlfeb8k2nMhN+8I+sQErzicWWOWMLlD2bXutQ9qV\/iy1gAtWPLPE12JP0OrCAFJ1n4W18qxSouawa\/DlnatqAQNmW7VYhh5eN505QoD0Muil6SnNSgep6fQ1rzcjrLG9jdIGKE3PzkSxOyheAbMZf0fJ89nK9YQeBuoGFpMjfxmTjW6FA207NvE4tCNTdsGVzeXCNQAdFOCeOQHukXJ3Ouu4uBaq3v3dg3nsabCseJe2TM75AN5X06hWej5jPdJ59ezP51Gbk3Wfq+R+ox+K7CNQJLChF9T5Q9eCTiW+FAm0rluR1akGg7oYdpSL\/Z3Uso6QLVNEq0EB0q8gZsUAhazKMQMdjwTbQpOXzAoG6G\/ZsGRwS4ZyMJVA10Nuf2hdHu\/GtpXFDrF+g9mUihyN9VZ6Qm0DzOrUgULmJrJf3bBjM7McwSl+B2pzQY7LoqW5j6ibQUVI+A1sg0AvVF0Kqfvq0tyZHyK0Kn9epBYHKTYhBEzZcAX07kWgBW44d173w2phqbqNAV8XaBUqflx+7AJpdJ1JeQKDCFqd6lEDNlms51EGBtq1e\/TdjD69vKu\/3r9fl0Hs\/ZlZdO2sXqHwV\/TT+zK8EmhUQqCACTdt8FbgC7bQ6E6g4PSi\/V0phmruXINA8+Lz6SCfp9B+R7NpAswICFRBo4+pcoOL8H974hXoM6bYaQqBbDwQaAwIVEGjj6o5AA3zyYfhR+HUBgUaAQGNAoHKTxE6k9dBToIFOpC0GAo2ATqQYXRP67r+6+M3XBkU0ZON+MaXexuQMtoskgTpj25kzAgKNsoxAnbFsaU3fZ98uLjynHrUd0sOXtUDdAPI\/br3pK9CGQLYwZwQEGmXBzFnB+daWPPkJgt+79Oifv\/\/OXvCh364RpW\/aN6aBUa2rDaYrYwh0O3NGQKBRlsucNZxvbak7LB7\/4OxfyxcSHA15zBYCXRYINAIEGgECjVEwvMUPLlXqvLtXv8blwaUBj4lBoMsCgUaAQCNAoDFaBVo588ElCHTtQKARINAIEGiMltSdXa4r75\/\/tXzLddL7BFVEyVv2jgmdSAHQiRQBAo2ATqQYbck7si9hPbs8pBt+bQIdJSkZMZ5AR0lOXkCgEZYW6Oyx9qItffabVw8uFY8OeFPWigS6lYwi0G0FAo2AzInRmitnrz6hBfpkegUeAl0aCDQCHBEBmRNjvscLZooHBzoMBBoBjoiAzIkBge4IEGgEOCICMicGBLojQKAR4IgIyJwYEOiOAIFGgCMiIHNiQKA7AgQaAY6IgMyJAYHuCBBoBDgiAjInBgS6I0CgEeCICMicGBDojgCBRoAjIiBzYkCgOwIEGgGOiIDMiQGB7ggQaAQ4IgIyJwYEuiNAoBHgiAjInBgQ6I4AgUaAIyIgc2JAoDsCBBoBjoiAzIkBge4IEGgEOCICMicGBLojQKAR4IgIyJwYEOiOAIFGgCMiIHNiQKA7AgQaAY6IgMyJAYHuCBBoBDgiAjInxo4LNPjVqhV8yqo\/6xBo96wf9SDBEREimbM7l08jLd+FHzGiCcN2YuorUHf9FXxMtT8rEminJI56kCDQCG0C3YnLp5HdFqhc1dkgOHP1rEKgftZ\/8vM3\/uoOWeOffv7Gf74VXHN4vLnnzkI0Z84OXT6N7HYVfofOgHUK9Ljc\/165\/7aePL9R7r9Uli9DoDMCgcaAQNvPgPNPR0nXsqxSoKflNSHuX7+qy6A3y59WFt0YFQKdDQg0BgRKNihrdHtGyeHzTABrae7JWKAmE5uyPgBdc\/hBgEAjxARqW\/700fBnzpnW+dltgYpmVXoXcWTV6fZlPPIRaIMMI1nfbNCmjXomCQKN0NqJ5BwEck2s5\/JIZlcFqg43v\/TklFsMeruqNV4xhdXj8sXf3jYbyP8T79EYLChQ5yornVGdiSUtV8qNDq5V29+TA8Nx+aYgB4lsH6BjCvkQENpLoOwgkBIoreBtq0p3TaBOAYarsmC4JR75\/\/xG3SJXXcRVVGrRTLs2gAUE6hcWG0osAYG2lUWbBUpj7ipSCDRCU+Y0HISYQLcwe3dGoGEdsmsvONPdQl2M9w5eFvbcaL1Cl2cugYZcZ68tosr4aLxY2bS9L8xuCoVAI4Qzp\/Eg1PUHURcqiEC3tmtpJwTKrzxZ8mSu5HV3Nt1UsS+lQMnM2XYwiakF2mS6UOEkItCCZrpfBHXKsp5ASTp4iceXKF0OgUZwM8etRTQeOQh01Ihmiif0SymvndI96I5AXcrgQF+j9c2JpMF8hwXKHefNaROoV8VvE6hT2Xdq+zpN9tDQVNIMscsh0AhBgbq\/YqEjQ\/MYAh0c0UzxsF0iJRF2BcbN6eKven5DXop6WuywQLm4eMOn85MVbu1sWDW8vKwLNqSlzR5hHbnZ31L177HlPD+cXNnCC3w4TuaQIxMctWM05yHQwRHNFE9YoE39RE3OZAhZ1BTkJrd9LdBSRVjuoEBZoZPNKEk5RbQWG92ZQYGS1uZqnBwbwXKfCFRQgRYqfTw\/INB2BgiUhWIP1zax3QIV5Hjr\/+RCbSuPqppgaKGsymuB8sphlvQVaPv57uqTVZKt6sJWNFlsy6WCalGPvfjb23r5D8W9oviTevQtJlCb1GACqHsh0P54AhX6oJGLwT\/IXihb6c9dE6i1IhGh50g9pYZhgZqrXl6bs+1eIkkCbbkhrHmGyRnBCydyZligJR1lrg0uL8m0PSKmDVbX9tUul+5BgkC7EhCocxCDJdDF0jsvOyBQWUg0NXEuyXDRM4a9cEntdLadS6anQFvbrKL+dASq7msxlfEmKzYVVkOudA9GrL\/J\/taxPbSXOQQaobEKH67NQ6ATRTRTPL5A5f9apOkCdWv79Cot11A\/mUCgpTfDdiUZa\/mCLMuySZDdBFq6Y\/5yQVaICZRnDgQaIrENdMEUz8kOCNRRZmAqqFCnauhsT+qLgpdmMmVsgXq3BTk3rQdy2S8fNvcnNSwP0VybVwlsPzoQaAS\/mB44svSqqd6etTM5ucUClZdNUJlOX5LpYGL+JIWckEC9GPM+Z0YXKL\/b05vlSrFNoM5WDctbBEpG2b60+BMCjREUqHsQzehm8Q0IdIqIZorH+6VkkiQ+9K\/K4JXuLNXNeIEY8z5nRu9EqglllDe7f143bNS6qm5uTcyczA\/hQnQqgZLrotuZsy1sr0BZf3vplmNCl2cHgYaLM1sr0M6ht\/stUgJt3ioWrHdkRPqBgEAjdOqFl+P143k75c8tF6g60P7VVr0LhM8X4ibpOWYLOsaY91nTV6DJBPwm\/8vF6t10RXFNpeZTIY7tRzs6ubQxbgh0AhoEKsS5Eeibco3jcv+tT35WXr0TDGc72X6BqrnsaixO63eBqHcqKW5eSa58rKDWMptAAzErjdZTKssf0iyLCFQG0Dl3Ew8EBBqhUaBVkaOiOqSf\/Lw6hB8flOX+D3fJn7sjULZwczUrgZJX9SqBpkWZuz8XFSiNmAlUrUEE2rp9W1xJBwICjdAsUF0C3RzSY3lBiS+24fthfWg5ZR48c5HyxF+kR5S8Ze+YWGN3cGF9zIVXAv1olvQtw3IC5QdCC\/Q6+ekaT6CJQKARwp1IcqyqrdcX0\/1f7FS501IwvMVn32bLv7Q6gYYXQqDzRk0OhDIny3kINGeCAlVjVeun6jvaUVoEKsRR8fg4EY0SSqeYYlHpq1F+KvdUN39XQKBzoD6JwnMeAs2Y5szZXEb7P\/lE9gfuKu2nzGHxrVEiGiOQbjFFo1K\/FPU1e36DOhMCnQVpS5bZcYHO0EUHgUaIZI48Mn+6o7X3mvZT5uzygIo7iWiEMDrG1C7Qqgq5\/9btn9Ut36el\/AWFQGfh3sGLv739K5nz+z+sZ7Xk\/PRddBBohDaBzpyczOiw\/\/\/8jT8cI6IRwugYU6eo7r1elvv\/pRqDQOelyvmyNmc2OQ+BRkDmxFjZbUyffefiE89+0BITCILMiYBTJwIyJ8YoYmtnWDwPLtXtCEd1ii\/EG2UXzs9sQeZEwKkTAZkTY5DYujOGQE+KC8+9\/\/6PigvfHSlRAACwBkYQ6NlleUPAWHdWAQDAOhhBoKoeL+7ujXJfAAAArIQRBaqHAACwG4zRBnooGz\/v7j3W0hEPAADbxFCBFsUjX3l+r2r8PDtsaQNdulsuT5A5EXDqREDmxBjktR4MjOi955+pUltX5FveabJ0juYKMicCTp0IyJwYw8TWmRHiOXvv+a9XAn0yXoHHExMh8nkSKUPwsE0EZE6MNQm0a0x5Hujor1WHn7KBv3YZC7Rtz6b\/nd9qR7DsSyg3bXXmDAYCnYvoedvhpB5YX8hdoJF0TV9T2mpHsOxLqHludeYMBgKdiehbLTu88nLoWzHzFWjbnuF9oINg2VcNpD277+o2Z85w1ijQwH2gizTr9gICbfqaJgQ6KRDopECgM7HrAm3+HLG7Z+6KEOggINBJWaNAxee\/jMaU5YHeXYG2fc49IFC2LgQ6CAh0UlYp0JaY5j\/QXcq9HTqRzn\/333\/T+HmENXQiBZLof+E9vFVBAnAUik6kDgTzyK+VoRNpZCDQcaJsPyU7CPRg443GzwMNtMh8AiUxuCXPcB6QmXoFttn0zTJb4Ihg1vq6TGjm2oLMmZAVCfS9f6duoD\/7zjdjt9LPf6C7VDLbq\/APi+KWuH+dfd7id7dGSuIsAnX20au4V0t+92EkCSSA5ir\/BKzfEcHTa5zGj\/VnzpSsRqDv7G1+Nh99rRpteRvTWgV6Kv+X5IPpbGIYcws01OxZFPdfL8uiIF80Pv\/dhx\/eaQxgwrQ6CePD9QGBLsRaBHpSFE9842n5LvotFehNWQ69br+y\/fHBSgXa0GtUFDf23978t4Xsj6tWC\/mFORZABQTaAwh0IdYi0MPia5v\/79QG3SKBKtFUs89v1AvPb1xVJbL7P94selOMxJwCbepz3yx5s\/p\/oH8W7h1cvSXOb5qfCb8NYMLUsoTx4fqAQBdiJQJ9cEm+CvSkIC9Wboops06kQt83Ug\/NmqWFL7x6R07c3P\/pqRVo9E4gJ6rwIjoYTqTX17+Rk3WyF3Uhux47rrvMHl7XvxlORs5Wi98CRxQebKYgh6Frj6cZ50NAWY1AlTOPisc+yFSg0YUF96h7byRdp5ACLW5XbaCOQFt8EhH5JAIN9vq6iSzNqudyrC5ky9H\/XZnz\/Iap07uhQqBd8QVasJkkbyNnCQ9Nj\/MhoKxEoGeX9Zc4N3X5\/AQag9ejpDvdUlq19OH1QtfkzRanThW+RaGxKtvIAg1FFVS83Fm5alW6rltCr3xEt793cM2s6oY6j0HX7wiqS6E9aZbIZWqqQ8WerbL+zJmSlQhUtYGKSqXFV9cqUK3O0k0iEagahAXqPaXTGFXDsikF6qVNFZrtqkVxrR67UbVSmO3Pb6i9rHNHQKApQKALsRaB3t3T76F\/8HQRfyV9Zgea9awEFKHXUUXPewdEoMd+J1KfhyL9ZZMJtMmeqodMX+Gm+G1\/SDb+1H1IpLBKghknwVHW7wgIdCHWIlDx2dPammevrFagTY6rp4\/rc\/x4nwo09FxSs0GXE6jjT9ZgazMgINDy\/uvkVi3ZtOGUa8dJcJT1OwICXYjVCJRy9td5PYkUR3cb0SnhtOPLuS\/ShbVTww92Rgza2D0wskBpVFaWah7XaakzoFRj96rbmOzMMhyq2Ty8r+0dIb12hg9XSOHTMDNylpgFdJUtyJwJWaVAW2LK6kAraxgLuI4kc08P6HlfzW4QaKNB5xaoTgz\/dWD2NNq0Gx3Lu0HlKO954nmlQmiOf7yd4cMVElGlMzPy28M3NDP5EFAg0Glxe6bNKWwmSh9xWsp+6SaBNlhlxio8TQrRn+0J0stY1\/rD61dviX86MLd9npabUbcUWnYRaId6aA+21BF9au1s\/cDcrcuckYBAJyTQ4eMINGBPY1ERFWj4SR\/7P7xs7Mzhe8hvMdC7Ed7Xez\/+4can+z\/5cMNvYwaFQJOBQKcHAp0I6kGCEajpTvH9YC1z\/mkkeH\/m7AL1Gjt1HxDde7qvnFM9co2H4+i0729Ff7bUERDo9ECg0xC0p7A2Cd4O2iUAuzwUuP0fXjZq5rjWs\/doscQbgbrbVmvcrvjwFtdkhyIoBNoBCHR6INApaHaf7lHp1AcSU2iDVmbrRAr4s7SdSCV5qVTZlCr2E8ED46uFYkcnUgec3qTu6\/OZfAgoEOjYhKvu5Lkc3tEu4XPNQrqFH5xo2j7E2AL19GmSUU\/cO7DNtzZVTvpKol3RINOoQEfal61zhN\/7TnvhW7bxF\/AhoECgIxPXZ9lQHOPlUrJO4xbCF2h0v8cVqFt4pAKt6+qnZWmKoLZcasZYQIU2KJnL4holyTG2zRFBc7acI42Lty1zxgUCHZOGdksiVd3M9MWvX3rpB+Z7HU7fPGuKCj\/8yb3SoY1rVIEGi5+qtVNGcXz1v8oiKH3+KNh1Zm9zokpmkY2R5Chb5giry8I+ltRyjjQv3rLMGRkIdDzChU9epdfn6cH+n\/xHW8ttEWiZmUDD+mQP+t+8Vr1jqdTC1Be1SgLNEdr1ZANlsY2Q5Dhb5ggIdD4g0NGIVN3ttD5Pr9yyr3ETpmi2DoF61Xc9YpNxfuNlcdM0ceq5JJnsNwUCHRcIdD4g0JFo1mc9dr6psn\/\/lj1PK3XqFwnbuq1SiSNQ4b5gQ4Vtx+cUqFt9NzPLl2wyHl6X9vxU74CqwpMksIq\/nGtLpRDoECDQ+YBAUyOxDfONrxK2Mx++Xqoquzytf17\/v+F8yiJ8j1OPTiS+phMKHQzZa178NCMHf\/zGgU6qarbY\/96Vj2jXEe0Pk\/P4DgYFipeJxCg8wnMbO5H8bfw1+BBQINDUSIjqAvrkLZ\/ymcz71\/WnLPT27p0+fMCXuTTexhQ273gC1SGw2nt93+c5yY5SfPw9lQnOhU077PkO9hboWEd6vY4IqjKs1XCGBbbx1uBDQIFAB8RhtBArfFaoT20e089PnlZmecsLuaEpwE9CYJ5X9\/emhmUOe10n6TyqX39Sv2Hpxr6srN+8+n8O9G+IWzkMzDQF2cC+4Vn4CPpXU+hf8777wPIxnKmrzZxZ2BKBej+3E2MFWvpPZPoFUvVcjv385GaT+2\/dlp\/5Ff7W\/jw\/CcsI1ARBa+9CaIGequxQHUj17nmXJe1vYuaEQPsCgS4NBJoYn4q19AUaMKASqP38pN7+4Jrw6STQUEF1YoGS25Ro7b0eUS9J3kx9VOhn4cvqB4Pc\/UkT31mgof30dm4oq3UEBLo0WyJQFtO8AnUiDFbBddHTfONIb28\/6EsJtKgG1mlOVfPUgMyhtylRf8qltStrVb5MbpRXTaD2vwmsh0CDqYFAayDQpYFAUyOp+0NUiVeXe922Tz1xXn\/It9rgZbmq2vDc9sNTugg0WNTmBXA2NVSgquWyUM0WNJ31zJu2u6ieXWoE2crmjlmV7p9tVY3uemBXB7JeRxRBOmzDAwhN2DX4EFAg0NRICnlnY6ELAQV\/wEawttDj\/bflOi9T87q+JVvGp0XDK474POdCoYPeyHQaQZaC7J7Vphq7\/3pJbWnT4QpUtAq0oQbf8AOSynodERZofDd8Z4rQhJ3Jh4ACgSZC1Wfqo2XTGqelbDksdH32tHzxf94umwzaLtDeVdjBAtUb69ZMU4vXe1b9RmxmXtkUrBt+F0xAZthBoGnp7ceqHVEnutD\/28+LvqfOqjNnciDQNJgitELCpc+Kh9ftw0af\/OXGNOLj6jafH9zp1OseLIDqiDsySKCmqGn7f2wraKFuRTiQNzBdIa9bMvX40LNL9j8EOgQIdEkg0CS49Ar3bia\/ZCk7UepPvx9XDaGiehm7XdkLPjYp5haoraub\/SS9SLr2Xo99rF8eIqg+Wf+RL9CSDQRbGQJtAwJdEgg0AVd57AbzwHKpmZ\/c\/r\/Vs47i3l996iSxrdNoYYGa5LFvHpkl+lYE29+uFnEROj3sXKB0yfwF0HU7wghUNsmbWdH1IdCRgEB747dbmh6dQNeSWlg+VOvQgRMAjYJHWP3Xq8jgevdCpwuUNfbKSG0vkmrYrXdbP8qpKvaFvfJUH5Mes7sTq8iL2fy5TkeEOo\/Ic7OsQ4mPsFU6xMOHgAKB9iSgT2sLdRYzVzpvCOEDHYSjw0aB2h7\/nv5MFygtRxZae\/o+JVW41trUVzGZaXPF9tLTmXYHSwi0FyGBRlUZ1mrrLq8yc2YDAu2H32BJ5niv9eRTgQFLspnkcZS2B1wUJtS+CU8VKK176zRof5I2UPu6OtkGSvbIbqWXy0nz35Rn3Z2fqQV0nY5gTZ+kScfcO6abRAvyVU52onWsy68xc+YDAu1HoL+H9sareqqc0IUuNRUasCQTgfpRMoEm7GOiQJnOiACFlR5tAzVrdRWo3cHlWkDX6Qgr0BICXQ4ItA+h6ju53p0XIjs6DQ1YkvWk1wNFV2l6QX0baQLlvedWkKb8qfe6lO2yphOJFJQbBGpSs3gFfp2O0AKV2Wzy03b4QaBzAIH2oMWfphigPBMzZ2eBlqREMbtAneq0saKtvwta7iR3I9h6fVCg1KVOR9L8Ffh1OgICzQIIVG7SpUcm1PzJJ2gHT6eB3pZOui2gNI2FcLbssYt00A3PZjpu0mhZkhsCSHcSfSxezWVrkj0O3soknN+RaVmLI9ihLwKQQ0ZmkpOGnT3dTqW1ZM4yQKByk\/YzKV78FFYVfQZ6W5KABn8KfYGk+TNFoH5pkF6ltuvHsaLuWtKjrkAF3VyDYgAAIABJREFUXTULf67GEQH9NfnTLjYTbMSbiETKh4CyMoF+9p2LTzz7QUtMidXb+HZt1XdHpn2ufva1tYCWY6noTH+Bhvypus5pLzztkA8kmvfd0x730p2xVAV+NY5wztOS358hJsq0lWTOQqxEoA8ufekvNoOj+jfzwrfiMU0kUHe60XM9T+PSEWgspPQLJEWg7qhRoZ5FRGhXdzODbkXLm6U7Y7EC6Foc4TaVl+7cSTJtJZmzEKsS6Elx4bn33\/9RceG70ZgmEGio\/NkwkeBPkoBoSEMKGL0F6suM9\/yQMiRLmtcEQXO30Z\/cwTMXQNfiCHaemhwi\/UcQ6OysSaBnl4u67HlUPB6NaXyB9vBn37O4ZAKdqP4u+gvUr03T\/vZAHTyYaLNz9BUkuVXgV+MI\/lNUOnMn8udaMmch1iRQVY8Xd\/fksCmm8TuRovV3t9TY0DjfEIXfOxOOpGOLfyP9Beqmw3YHOVX3emao\/VPwvvumAqjthBI0\/BlZiyNMTvp9QfHTY8jJs5bMWYY1ClQPm2JKFGjj0n71d9Hg4+BMHbR0ULT82Sb5FnoKNOhPqjpSdacpCzVBFM5mTr2fPmFvRpP3M4m1OIILNNAd37phUqR8CChrEqg4lI2fd\/cei3XEj71Lrf50rRdsEQjOjPfkO9vbHtcU+gnUb9L0qtxGhAV9Oj+wCwW5\/V7vJR0lffusw35GVuIIcw75J0P8+YouvaQtsWafOQuxGoEWxSNfeX6vavw8Oxy7DTSOdzU31991ATSQjNDMaEuAE+uga0D0F6g7xhsrzQItUOEKtDS\/B\/aFy8F2U9pLzzrsZ2QljiACtZM1Le+HhUAnYyUCFe89\/0xVCakr8kW0Bj\/2LvX2Z1eBRkqcgULvrAJt8Ge4DZMVfkqKjtmuFfCn94R8wqumhrISR5jfF34ylGXb6QGBTsZaBFpx9t7zX68E+mT8Tvpxd8krCrbfwNRNoF71vakyL2fMKdDSE2hjBb5ZoCYE8uY6v+u99N7hlPKuvqGsxBFhgZYQ6IKsSaBdYxpZoCZY0hOip5wCqJrLm+z5TNVLwhv1+aT3tGZpOnAm7kTy9or2IOmEuZ3oJGUkiTa79GPxeibpmvf2bOBOppKxI\/xTiXUZ+XOaQ0En0gRAoHGsSwpy9dspvjKVpHPW84H79hAyyaeEKY8OVEt3gRZNBVD6zhNPoHRXWVD05iejUvIdkKB2ZyZjR7BzwdNl2UegySngQ0CBQKOUpAAq\/5eBKeGswypMzkzVykdWKd1n4f0WrhH2pItAvb3yCqD6P62F218ZknC9amnfEmo\/gMwbPukejrSzfcnXEexc0GVOIXVY\/w6rL8kVNtenSUKOmZMDaxRo4D7Qbr\/DvSlpAVT+HyxQaRNmTHuZlGzKScIg+gjUzHC6kKhA6WJRlu72usQpbBsp+Wona\/ik7SCL6DNnRzQLtNQvoodAlwQCjUGu57AV3VSotIRWDQpUdbfQSRb4eCWyzgIlfThuF7y1np5jVnB7z5gr9d2epD\/eFEZ5jxUE6hAUaKkFKiDQpVmjQMXnv4zGNFpUpSvQsnCs6MasmvToQiLQ2pxsFdO+qSd54CMapatAS1+gZZNA2V2fbDdKcvOndSUTaGk0unD9XeTsiIhABQSaAasUaEtMY0XFS7O8cGu6Q\/wt3G+\/q1UDy5xPyBdOL\/6opekuAnX20WniLP03ypNOJHUzjT9qQmX98fT5TRvfWDvbl7wcETjRzEgLsZDSk8OHKRzZJF64+Gxz+eezF4Kzzy6ze7\/v7hXkWcTDTaBfozE97q5fP4ijtpAxbFaIv9KtMxBoLCDvTOZ98t4Vr9YJeJCr0m5P13HM63TGD94ZOojtsZnyb6I3y\/1e9KJkghR2eekuZ9svX38XWQq0oBN2bpxoSOnJ4cMUjlgyL\/x+eK2zV4gJ2QIuxI0Orf6qhxTJo4kbnX6rWaA6Bgg0FtNIUfkPHPv3t\/tb2TvJbe+z7wZ9s3m4ZVSuEW4mSN8bOmiEG40OAx3ygj1\/GWkDlRV3PlOYe+x1LIv5My+BNjUPqf\/2p9lmea+Q0tIzpkCLIvxK9JOim0ClJe1GhV0qn1NsFKiOAQKNxTSqcrhA+RrhSz4g0OAaJvSycL6ALAJ3Mw2ls0C9Ua8ib8PRbZzCEWhrGyjrhZfBLqdPCLRDegYLVBvv7J29ouFh7M4CpSseFhe+YUPf1O5DL8qAQPvEtLBAm7dXG5HClvaILoiqef7dTIPpJtBQk2Q\/gSp32uXC\/pDw9y6VRKDL+hMCbU\/PaAKtJRcugnYWKGkErYqcf7ZntjsKB7HzAn3wzEXKEyO\/DzREoAQ4gkCd+rz2CBdouaBA\/fEGger2jZIJsiQfgzej9j5QoevtpjYvw1zWnxBoe3pGFGhVAw++T62zQMn0ZpvHN5PKp01i3HmBnn2bNaGM\/ULlEO4TlYL1o8iB99S6k5B6Kd3C\/SpxQ998Sbcfh74CtXETc5IEkcSZVJfeTEH63ku6kfPw6rL+XF6g7EgXfWgPdug+jS\/QIy3Qs3cubtL3xAu1\/U7UHtUrfv5qteTCE7JX3mvTtI2g9diR1qESpV3\/s404Ljz1gZxvY5ACfefLm4VPvpa+W2I1Am39EBKNaVSB8lnCUV30DA3KkW5hlaNmGtPY7UfZF5Eo0ILM4wIMu1SPBe9oohvRzF1cn7kItGAT3egQ7PC08WEKYYFWdfmaRyuJUYHaTifZee4K1JRV5ZITHbyab9ZX4Tz2twGB\/tGhnGr5yG8LqxHo5qem446Os0uhy5p2m6tBSVvyQukoTC1dVstNraq0m9KmwKmKY50EShtnzTNRtjNeV8FJYoXdT68NlFThdVeSeYKJ9b7vvED9ujarqBfm97eY9Jb5WOJGrsJXmjP+lFVKIlDaac+EqDH3dcpOo83k4zrkb5H1TTj\/IiDQL9PIk1mPQM8ud9zRsQQamlcWjkBFB4GyW5RoM6fbzjmlTDoK1K7uCpTcWGUf4GQ\/Ak4bqF5EOuTD\/hxtH5OBQFsTN34nUnUD56MvqG752n+6XFkteaq62\/5vni6cKrmCFjGrgA\/lpJ6thnUMm8JtFYHXBropej73gTj7UdHU8NqN9QhU\/PM3\/rBbTJMJVAQEanpRAukoddHT2UKYdk525UzqklEFyvzndCIJa82XiuKOvxXv6c9AnxBoh8SNJtD3X9mTNjspdNePvjFe6+3EdDJtXFuZ0BOoDlB3BqlJfROTWv+osOVUX6Bfek2H1LVxMMSKBNo5ppkFasqTDuGipyqZlTStpkY\/RsIbGFegNKlUoGa6\/veGvaPJ7HJ+xU8BgXZI3GCBUmrpHdqOcOU1vxdefb\/HF+jdPd0KUItRTWpPy\/VJV\/tRQKBfMyFFv1HZAgTaQNNN8vY03vAFnQoYlKyqBm63k5qcru3TRkQHYWgSbDrJyz70TL1z7qqFzQgzaubqKPLz5+ICJVkorDjbmC1tfJiC8yhnpTX7eLopOToC\/fy976h77n2BqlbPI1vprwLTTpbrk6+naUsGbmOCQL2YJhQov+\/oZ44jhbj\/4W\/ukITYhUJL1jn1rXHGSHSEbgKl65t0WoPameE7logq5dhp+SZ3cX7V94o8BMom8jHoyAJ9RN21VD\/DblGVeiXQs3ef0T1MYYHKVk\/rwVqdxslGoOR2ewi0c0xTCpRUbcXNjTDu39h\/u9DFr3uvV4b44R2aDpOasqGUOX3hk6Smu0AFKyl6Y+Q51VAbqN7Z4\/23bT6wHc2n+CkyEChFVdHVf5157Gzyq\/xTp2dgdEf+s0ekD94TKF3WINCTyoBWfvWNTM7NTfx5JQi0c0xTC1T1k9w7uLYZPrx+zZzl1\/ffEuf\/q3yZpsN2EIWNMZdIBgiUVuL1qC5xugLd\/8kd05ghxMcHV39r8sEtfubjTwi0NT0DowsL1BUX7YWviqrf\/IO\/bWoDla2eR7Ql82v2fnqUQAfFNE5U4Qu8sLfnHJdvbobnN66as7yqr25mXPmIpMO2jYYjmcsjvQUaNKhJMLmEzehpUbzxY\/r6lOPyjw\/KF20+0LAz0icE2p6egdEFBEpaKDVab0fq1vpIJ1I163HSD1U9zfl3Zi20gQ6KaWKB6u7om1c+qoY3r5iz\/O9vVcObm2qrWtWUzxruKp2n9m4SLtIFym98L0MCfWjKonrdL25VEi34jQeZ3DvPgEDb0jMwuoBAq45wZ559jkjb7aSxCr8J8kv\/njhYTj5uwpYtpDqGQC88BNoY09CoZAN9Yx2+Xlr\/\/4hNqWhNCZQ8Ax5iTnuKIQIle6FGyS0GZi55Fv5tGsomO5wej\/z8OZdAO\/T8eN1EJvNYLhYdghqLiQRazVO3YuqquCfQzy41C\/SkuPA8uYVTTqpI3PtAqzYBCLRzTKMItMmgXJnUo2qFY90GGnvTyPwS6SLQsEHJ74C+brUriUurkTfl2MsszJvu+1Nys6eYV6DxKFx\/2lOLbTujPycTaGW16mEg8fkrhbmRvnbZoazCn71a9SVVS0IC3Wx+kYRaT+qV6JNIfy7Eu\/RJJP1wPQTaGNPAqEjbZfNC1fgp6po8XeG4vHrH34wxa9VdkyRQ+qh7aW+U10sJoupUq81pSuDiizveL0WGpc+KeQTaoeKty5yZtCbUTCVQ82h6RV0ulJ3v32ILmEDZtzyqd4EQrVaTujyq1zcBffWSueG+sG9jEipSCJTHNJJAg0VQT6CbARHm+a9a\/bmEPUWSQEVUoB4Pr1+rh8d1X5oQpwfX3H3N1J8QaIzJBCpO9pg\/5RPq1fgrWp7PXq43DAr0qGAPYR4V9jZ8U2J9R8ag3sZkY4BAYzGNJdCQQa1A694jq42a+6879VeXhewp0gQqeHdR6X8liqKLnqokqnf2hySwLO0pINAo0wl0U0mv3vr5iPlMZ\/3a36c2I+8+U8\/\/QD0WHxSo82L7zaRZRt8HumffB2pjgEBjMY0oUO+KJwI93q\/+n6ryVsXpwf5bjcHS2u4CdBSoWwRlxU5zx6ezlRqqoqf8SZH7+tIPfkvDytSfEGiMmRqIVwoEKjcpTI8nbesPGrReKAd32Ian5Yu3aHCUZe0pfIEGuyHITDXa1N\/udSKJypx188X5jWuBnc3XnmKZTiQzzkc8Jk1RFyDQGBCo3IRYkbnFu+7pOgf8Wfjr+z\/58De3b9\/2elsXdmdNUKBuTnmupG8QEdSq\/hvnhS6CPpS7+yYJN4P9jzKnQNlE4Y9kZ1AINAYEarYw5QC2zLn02TrnRfHWHbnh7TvCPHNE11m44m5xBBrcV\/Y+T72cPv3vBues+vD6Fb23X9iutEwyIMYCjjC55o\/ogbTn4t6CQGNsiUCH\/WbHBOoUH\/k6zoab0ufvPvzwH\/RkmY09RVeBirBA\/bfuhwQa3t1cMiAGBBoBAo0BgYoWgfIiVFSgJjjV15KTOjoKVD+nSgXqPInpbq+38rqNajLKgmYg0AgQaIwtESiLaWyBCuLQVoGW9vVECWmfjiECNZ8tCZXE6ZeQHLIpfrcBgUaAQGNAoHIT0hfUsI5p4Az0BJAeFX+dPHAEGt5XtR98uRorOaFOJIfV+HMRRzR1IrHFOZxHEGgMCFRuUuif\/NjGxhZcI3ymaA9nCYIC9VdSqqTL6Zqlu+ey1ykQ1GrkWbGYQMMjZiKL8wgCjQGB9qcMMnGkQ3EFGoHvzfmvNpP7P3XW+bQtgBVkiQWOiIDMiQGB7gg9BMp7fqq3S1UfLqHL+QsA3E1XZk8BR0RB5sSAQHeEXgIlFXD5YCZ74n\/jz6ZXpqxQnhVwRARkTgwIdEfoJ1BrUPWsP3lp3\/mvD8ryWtM2q5NnBRwRAZkTAwLdEXoKVOhXM6kPlBCBnpY\/+Mfr15xV11hxt8AREZA5MSDQHaG\/QCXKnDdtI+gXt2iNfkX9aM3AERGQOTEg0B0hUaC6u+gm60Uyr\/xcc72dAEdEQObEgEB3hKECZR8uIQLdCuCICMicGBDojjBMoM59SxDoDoHMiQGB7gjD2kD5bUzsNfzbABwRAZkTAwLdEVIFelw3fp7ybz1BoDsEMicGBLojpAq0\/k7H\/et1OfTej\/9UzjyGQHcHZE4MCHRHSBWoOD0ov1fKPvh7B6oif8yf7Fw9cEQEZE6MlQn0s+9cfOLZlo+Q4kCHSBaoOP\/7N\/5K9SDdVkMIdIdA5sRYiUAfXKq\/83xUv+DrQugT0yQmHOgA6QIN8MmHTe8SWSdwRARkToxVCfSkuPDc++\/\/qLjw3WhMONABRhXotgFHREDmxFiTQM8uF3XZ86h4PBoTDnQACDQCHBEBmRNjTQJV9Xhxd08Om2JKjiqPN4BPw9oEOuux6O6IbT5FGoBAY6xRoHrYFNMwgW7pabJKgc52cvYT6FrycBwg0BhrEqg4lI2fd\/cei3XEJ++S3HBLz5OVCXTeY9HZEVt9ijQAgcZYjUCL4pGvPL9XNX6eHU7UBrrVVwcE2hobBBoEAo2xEoGK955\/pqo71RX5IlqDh0CDQKCtsUGgQSDQGGsRaMXZe89\/vRLok\/E76SHQEBBoa2wQaBAINMaaBNo1pqGdSLSf4Itfv\/ELdtP4+a\/X+RBOxgJt\/kS9M\/f+z80zUZKH\/+3WSCngw9iauXyufTYg0BgQKNuyvjLIFUIeBFes9T0auQvUTVdg3nG5zw\/G+c2RHilNEGiG+TgREGgMCLRh+\/r\/vYP6VUT2ZcLnvyoh0JHpWi2uX2XCDsaNcnaBiu7p3RYg0BhrFGjgPtCCMSx4coHol2FqZ\/7T6+VLEOjIMCF9\/FK5\/\/1wvVy+2tm+x+Tjg\/2XINDpgUBjQKBCfPLr\/\/QbO1UWRfWVtCoU9SEL8xa38xsvvoUq\/Kj80483+V1lskzYzfL7v\/jLA6tF8sm6h9fVwVCvdt4cjFtjvRUKAo0AgcZYo0DF57+MxtQvqnuvl\/v027xEoOpDFvZ7Frf5m9zW9DXKPAV6Wr74i6LYmFHmegP1qt7B+NQ9GOkfWIZAI0CgMVYp0JaY2qL65O9\/8aked9S5oVTFWfcq1jNZ8UhtsQIyE6iXswXL5CacNaVAoxs1poDWVaKOMCt61Zzd6EyCQGPsnkAfvl5dVy877iyrBjZ1JUcESuZWYZmZs+zYILIQaMSK9fJzmZ831DeUG1YtQtYtqC67iJS29rQL1PjSE+jWawUCjbEigX72\/DcuXrz4jWdfa4spGtX5DX5hqTthbl5RdffSXKDupRuYq0sm4Us0K5YTaNia9aJjnflKmOGsDx0EsmZ4o2DkJFWsIh5zhDnGMlpt6\/p+4aZttgoINMZqBHr3afPb\/2j0fcrxXfIup3M7K0WgVSh65sA9nJYFBBrSJs\/8Y976PKZAnUPizYNAuwKBxliLQO\/uFY\/+wfsV\/\/bpxDfSsyuoLng2XJ6dBSr0TBP8sJ2ckhkF6lrs3kGTEF1GE6j\/Q8kSJvoKtKwFeu\/fmPo7BApq1iJQ+gam\/m9jIleTqjXGLs9eVfhSCzRzg84jUJ5n4bbIUNbHMjm4vL0EypLjJbGXQEtV4LQlUFUkbdpmq4BAY6xEoOzWz34vVLYXnzrxaVdQYKprJxKfaeIatJsT0legPftHWK5cv3rHy6TqcYQmL4YyOXgMWjuRXEjS3MT27ETyKPXtGt0zaZ1AoDG2XqD66gnbMTgVEahzeboCzfjO0CSBdlu5wVjGWhHBBTPZFWTwILgCdY4M1yYZNTPo\/g0RaMf8XC8QaIyVCFR\/T67mpOj6Rnp94ZQN9fPwVEs9UlZNTaCqkmdiHLSf09FToB2rp1RZzvS5vBmpvV7O\/Kj\/d6\/M2wSYhJj02IR5lYNAl3xTFV6aUp0YVvC5HumxgUBjrESg9ReNpTXP3tkroh+GdwQq+BU3hkCNQXdaoNRdvBgqm5mPG13XyBCBlvpQC25Qm1wn9X7mBJvPdbsPBAqBBliLQMVRdeZevHixGnwtHlOgCj+WQIX8E4ILtCQlsIH7ORWjC7TUtrITavqY3+EwlUCFtlipi58yJYIMxFCByo5CI9CrEChgrEag4vNXv1y3OT3yey130tNdMtZLEqguwdaXGxvzBGriG7qbUzGqQJk8nSlb9BxPoLRJUw5YzlN1NgmUpZDW7el+tgoUJVDAWY9Au8fEq\/C6i4H3EKm5zVN6UnUV6B4DE5xQ17HdIufy55idSKWVmXDNZlVHenZsf487s2FVFr\/t7rGrmuU6RiHI8aDFUbNqzJ+eI5xUBEEnEhDbLlBBHlcPSjI2iC+sr0En0K0TaGhByXazJK4qS9PiLGg+2VFlRTpTMFfbUTMWumOJzhTG20I4B6IsqWvZLgQzhwu0EJ0EuvVagUBjbL1AZYHEXGr6tmhbW6+vEnWdlWyZM8kG5sqVk0I+rDLbPvZnpBvpnR8JVhDVM85vXKmy5OH16v95nVkv3iqKG7TFQ3a8KUmZPDQNB7QKHxwNtwvY2rX2OQ9fp9Q9UI4jTDLsj6P86bxn7VngSSQgtl+gxpi0KVS6UjTJsaNA\/et2tl1MYByBRvxJhqd1Ztyr\/x9X\/z4+2Pzf\/ynpc+shyBSBOjOF\/iElXg1kTkCgulCr2kDNhIBAQcWWC1QVOeub+YR0phFoszl7CVR4ZZwsGUWgjnvsJO+zOa8y4\/7rdZb8vzqzzn8npRO34pgCpfdfyB1vsqdIEShKoKBm9wTqVuEHCVTHUYrcT7CRBNowWXKD3q+yZP\/tUtXWu1pxghKoEFTbLZkDgYaAQGNssUDNma5dWGoxFqN1IrFAZ9vDFCYqgbrPSmpt0Xyyo8GZaas6h5UfXTNK+6vaM8fpRIpjVhuSoWsAAo2x7QI1tyixS4wPgvc2Oa51N6R1xEiXdT6MJVDPoM7tTE4+x60YXrV5+\/ByV6Alv8+pbD86CQI1qw3Jz1UAgcbYXoGSpi\/nZUH0elMXmJ3wFwa2c+6FXAPj9cK7045CGzM5mqMRem6lktKrXTrgCH1nhW0517+q6zruw4FAY2y3QNuuuxSBElHMtksjMJJAvceO+G9JLJMnFqgTfa926bhAS0+gA\/NwXUCgMbZfoOaaL\/lQXhhCiIhAzdOa9hoN30iYP2MJ1DcovefSnyYCFPaWslaIDKWynJ4hJks3Ztmq0mN3mwSqb37SLZ4QKHDYboG27Z9pygqtul2drKMJNDHm6n9ajs6wVVSgelCo\/\/3SsX4g0BjbK9BOfaRqnfCqXQJYDcsJVDi9Lr1TMP1WIUew7Z3eo50CAo2x7QJtXbeQRaPQqlt1vSwtUGcsbfuptmoUKJvYqvOhOxBojC0WKKAsKND8gSMiIHNibKVAQQhkTgScOhGQOTHm0tpM8eBAN4HMiYBTJwIyJ8ZcWpspnlgS2tPQJTtGWmfGqFD76k2PHOuTuROtm0GwYGIyOBZ5WQ0CzZnl7ZVBEnDaZEQGxyIvq0GgObO8vTJIAk6bjMjgWORlNQg0Z5a3VwZJwGmTERkci7ysBoHmzPL2yiAJOG0yIoNjkZfVINCcWd5eGSQBp01GZHAs8rIaBJozy9srgyTgtMmIDI5FXlaDQHNmeXtlkAScNhmRwbHIy2oQaM4sb68MkoDTJiMyOBZ5WQ0CzZnl7ZVBEnDaZEQGxyIvq0GgObO8vTJIAk6bjMjgWORlNQg0Z5a3VwZJwGmTERkci7ysBoHmzPL2yiAJOG0yAscCAAASgUABACARCBQAABKBQAEAIBEIFAAAEoFAAQAgEQgUAAASgUABACARCBQAABKBQAEAIBEIFAAAEoFAAQAgEQgUAAASgUABACARCBQAABKBQAEAIBEIFAAAEoFAAQAgkSUFenjhu3bipKihs9rxN0oKRrz7zGaTZz8YlpoHlwrFl\/5iWHJAI0c2b2N8\/speUTzyXKcgz17drPvEa93TcNjpcPY69N4J2EDoHANLsqBAj9jJdZSiGn+jIcE89oE7Z7BAk5IDGnmnmzg+U4fi8Q7rnl2W636raxqOuh3OPofePwEbgEBzYzmBnvCTq9vPuoO\/UUowd\/cuPFdfdPYaSkqNZHNBjhIO8Dj7UUdxHBZP\/XJj270uVjwpHn2tCrmrkU46SrHHoQ+cgHHYOQaWZDGB3t179Glyip1dTvhJ9TdKCuZQno0ntsCSFIziqPjasOSABu4+XTz6dJcMfXBJluWOOhRBzy7Ls7Cr75zzNhJu90Pvn4At0HMMLMpSAt2cX\/\/hMjkRH1zqevIQ\/I1SgtGX28BgFHf3SGgDwgEehxee\/btev0h39zpn\/9nlbgJ1z9tGehz6wAkYh51jYFGWEujmB5+dsyfFU6\/sdWpHJ\/gbpQSzuczOvl0MDkbCK1fp4QCf9z\/oWaTvXlA7e6Vj6c89bxvpcegDJ2AUVOAzYiGBHm1OAXYiqmb0Du3oLBR3o5RgToqvXhohGB0Y3SY9HBCkl0Dv7nVc+e5eUfzLTofIO28ja3Y+9IETsGV9nE\/ZsIxA69YediIeFk++JsS7e70ad\/yNUoKpegVeGB5MjVM4SA4HhOkj0Lud+pDqNS9eLIonO0jJP28b6XHoAydgDBRAc2IRgco2nNCJmNS642\/UK5gT1as6MJjIFmizGoseAn1nr+h2H6gM+LBDHb75vG3ZJE7zCZgcJJiLRQSqqzf+TSlLdMbrE3KMPv1wqxs648eic06evVJc6FVOe3CpPeTm87Y5HR0S3HwCNqQC9Zl8gEDHFGhD4QQCHYuuObmp5j7a49mijiFnIdBeBWAwNQs+iUTPBP3736t93N8oKRjdpmSrRknByA3ZBsnhgAY6CnRzSJ\/qmOP6GHWvGHcyWJ9D75+A8ZBxMmVEJgIVh3WJoduzI5GNkoI5KaoHQd4dGozwb4VODQc0MEEtVx6jHh19XTuRuh96\/wSMrox7izNieYE+uFQNHjwt60a9mnfoRgOCEa\/YJ6eHBEMv3GHhgAa6CdQ+Md6hsKafhX+8a7mum0B7HXpyAraCJtCsyEWg4qx6f86jL\/QMwm4krVkHAAABgklEQVQ0JBjxzpf1u3sGBVPfJigZFg5ooJtAT4oeApVvY+r45iaZhk6NkL0OvT0BWzlCdSYn8D5QAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARCBQAABIBAIFAIBEIFAAAEgEAgUAgEQgUAAASAQCBQCARP4\/cC4ukp5U\/jwAAAAASUVORK5CYII=\" width=\"672\" \/><\/p>\n<div class=\"sourceCode\"><pre class=\"sourceCode r\"><code class=\"sourceCode r\"><span class=\"kw\">plot<\/span>(clu_Dens, <span class=\"dt\">type =<\/span> <span class=\"st\">"persp"<\/span>) <span class=\"co\"># \u4f5c3\u7ef4\u5bc6\u5ea6\u56fe<\/span><\/code><\/pre><\/div>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">4<\/span> \u672c\u7ae0\u6c47\u603b<\/h1>\n<hr \/>\n<table>\n<thead>\n<tr class=\"header\">\n<th>\u540d\u79f0<\/th>\n<th>\u7c7b\u522b<\/th>\n<th>\u529f\u80fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"odd\">\n<td>cluster<\/td>\n<td>\u8f6f\u4ef6\u5305<\/td>\n<td>\u63d0\u4f9b\u51fd\u6570pam()<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>iris<\/td>\n<td>\u6570\u636e\u96c6<\/td>\n<td>r\u8bed\u8a00\u4e2d\u7528\u4e8e\u6570\u636e\u6316\u6398\u7684\u6570\u636e\u5305<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>cut_interval()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5bf9\u6570\u636e\u8fdb\u884c\u5206\u6bb5\u5904\u7406<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>sampling<\/td>\n<td>\u8f6f\u4ef6\u5305<\/td>\n<td>\u7528\u4e8e\u5206\u5c42\u62bd\u6837<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>strata()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u7528\u4e8e\u5206\u5c42\u62bd\u6837<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>cutree()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u7528\u4e8e\u6811\u7684\u526a\u679d<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>dbscan()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>DBSCAN\u805a\u7c7b\u7b97\u6cd5\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>densityMclust()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5229\u7528Mclust()\u7684\u805a\u7c7b\u7ed3\u679c\u5bf9\u6837\u672c\u8fdb\u884c\u5bc6\u5ea6\u4f30\u8ba1<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>dist()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u8ba1\u7b97\u6837\u672c\u95f4\u8ddd\u79bb<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>fpc()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u63d0\u4f9bdbscan()\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>ggplot2<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u63d0\u4f9bcut_intervak()\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>hclust()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5c42\u6b21\u805a\u7c7b\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>kmeans()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>K-\u5747\u503c\u805a\u7c7b\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>legend()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5728\u56fe\u5f62\u4e2d\u6dfb\u52a0\u56fe\u4f8b<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>mclust<\/td>\n<td>\u8f6f\u4ef6\u5305<\/td>\n<td>\u63d0\u4f9b\u51fd\u6570Mclust()\u3001mclustBIC()\u3001densityMclust()<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>Mclust()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>EM\u7b97\u6cd5\u805a\u7c7b\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>mclustBIC()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u83b7\u53d6\u53c2\u6570\u5316\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u7684BIC\u503c<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>pam()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>K-\u4e2d\u5fc3\u805a\u7c7b\u6838\u5fc3\u51fd\u6570<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>rect.hclust()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5bf9\u5c42\u6b21\u805a\u7c7b\u56fe\u6dfb\u52a0\u77e9\u5f62\u6846<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>stats<\/td>\n<td>\u8f6f\u4ef6\u5305<\/td>\n<td>\u63d0\u4f9b\u51fd\u6570kmeans()\u3001hclust()\u3001cutree()\u4ee5\u53carect.hclust()<\/td>\n<\/tr>\n<tr class=\"odd\">\n<td>table()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u5c06\u5bf9\u8c61\u5f62\u6210\u8868\u683c<\/td>\n<\/tr>\n<tr class=\"even\">\n<td>which.max()<\/td>\n<td>\u51fd\u6570<\/td>\n<td>\u8f93\u51fa\u53d6\u503c\u6700\u5927\u5bf9\u8c61\u7684\u4e0b\u6807\u503c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"section level1\">\n<h1><span class=\"header-section-number\">5<\/span> \u53c2\u8003\u6587\u732e<\/h1>\n<hr \/>\n<p>[1] \u5468\u5fd7\u534e. \u673a\u5668\u5b66\u4e60 : = Machine learning[M]. \u6e05\u534e\u5927\u5b66\u51fa\u7248\u793e, 2016.<br \/>\n[2] \u9ec4\u6587, \u738b\u6b63\u6797. \u6570\u636e\u6316\u6398 : R\u8bed\u8a00\u5b9e\u6218[M]. \u7535\u5b50\u5de5\u4e1a\u51fa\u7248\u793e, 2014.<\/p>\n<\/div>\n\n\n\n<\/div>\n<\/div>\n\n<\/div>\n\n<script>\n\n\/\/ add bootstrap table styles to pandoc tables\nfunction bootstrapStylePandocTables() {\n $('tr.header').parent('thead').parent('table').addClass('table table-condensed');\n}\n$(document).ready(function () {\n bootstrapStylePandocTables();\n});\n\n\n<\/script>\n\n\n<script>\n (function () {\n var script = document.createElement(\"script\");\n script.type = \"text\/javascript\";\n script.src = \"https:\/\/mathjax.rstudio.com\/latest\/MathJax.js?config=TeX-AMS-MML_HTMLorMML\";\n document.getElementsByTagName(\"head\")[0].appendChild(script);\n })();\n<\/script>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>\u805a\u7c7b\u5206\u6790 Code Show All C […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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