diff --git a/01_Extract_data_Project_31.Rmd b/01_Extract_data_Project_31.Rmd index 8550773d118f099c9b81acb93137e8974ae7251c..0761262e1c5413500bc2e55db33b872dfc9f99ce 100755 --- a/01_Extract_data_Project_31.Rmd +++ b/01_Extract_data_Project_31.Rmd @@ -16,9 +16,10 @@ always_allow_html: yes **Timestamp:** `r date()` **Drafted:** Francesco Maria Sabatini -**Version:** 1.1 - +**Version:** 1.2 +*Changes to version 1.2* - Corrected final selection of plots in header. Only plots with CWM info are retained, but no minimum trait coverage threshold is used. +<br> This report documents the data extraction for **sPlot project proposal #31** - *The adaptive value of xylem physiology within and across global ecoregions* as requested by Daniel Laughlin and Jesse Robert Fleri @@ -180,7 +181,7 @@ DT.xylem %>% # 3 Calculate CWMs and trait coverage -Calculate CWM and trait coverage for each trait and each plot. Select plots having more than 80% coverage for at least one trait. +Calculate CWM and trait coverage for each trait and each plot. ~~Select plots having more than 80% coverage for at least one trait.~~ ```{r, cache=T, cache.lazy=F} # Merge species data table with traits CWM.xylem0 <- DT.xylem %>% @@ -264,34 +265,43 @@ knitr::kable(CWM.xylem[1:20,], caption="Example of CWM data file") %>% kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"), full_width = F, position = "center") ``` -```{r} -CWM.xylem08 <- CWM.xylem %>% - filter(trait.coverage>=0.8) +```{r fig.width=8, fig.height=5, dpi=150, fig.align="center", fig.cap="Density of plots with CWM info, for increasing trait coverage."} +ggtc <- ggplot(data=CWM.xylem) + + geom_density(aes(trait.coverage, col=trait)) + + xlab("Trait coverage (abundance)") + + theme_bw() + +ggnsp <- ggplot(data=CWM.xylem) + + geom_density(aes(trait.coverage.nspecies, col=trait)) + + xlab("Trait coverage (Presence absence)") + + theme_bw() + +cowplot::plot_grid(ggtc, ggnsp, nrow=1) + + ``` -```{r, echo=F} -knitr::kable(CWM.xylem08 %>% - group_by(trait) %>% - summarize("num.plots"=n(), .groups="drop"), caption="Number of plots with >=.8 coverage per trait") %>% - kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"), full_width = F, position = "center") +```{r, echo=F, eval=F} +#knitr::kable(CWM.xylem08 %>% +# group_by(trait) %>% +# summarize("num.plots"=n(), .groups="drop"), caption="Number of plots with >=.8 coverage per trait") %>% +# kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"), full_width = F, position = "center") ``` ```{r} -#Create list of plots having at least one trait with >=.8 coverage and extract header data +#Create list of plots for which CWM data is available +plot.sel2 <- CWM.xylem %>% + distinct(PlotObservationID) %>% + pull(PlotObservationID) -#plot80perc <- (CWM.xylem %>% -# dplyr::select(PlotObservationID) %>% -# distinct())$PlotObservationID +header.xylem <- header.xylem %>% + filter(PlotObservationID %in% plot.sel2) -#DT.xylem08 <- DT.xylem %>% -# filter(PlotObservationID %in% header.xylem$PlotID) - -#CWM.xylem <- CWM.xylem %>% -# filter(PlotObservationID %in% header.xylem$PlotID) ``` -Completeness of header data + +Evaluate completeness of header data ```{r, echo=F} knitr::kable(data.frame(Completeness_perc=colSums(!is.na(header.xylem))/ nrow(header.xylem)*100)[-c(1,2),,drop=F], @@ -333,7 +343,7 @@ The data derive from `r nrow(data.origin)` datasets. ```{r} soilclim.xylem <- soilclim %>% - filter(PlotObservationID %in% plot.sel) %>% + filter(PlotObservationID %in% plot.sel2) %>% dplyr::rename(Elevation=Elevation_median) %>% dplyr::select(-Elevation_q2.5, -Elevation_q97.5, -Elevation_DEM.res) ``` diff --git a/_public/01_Extract_data_Project_31.html b/_public/01_Extract_data_Project_31.html index d1f7ae36d881bb509f50725a1738cf1698fa2733..d4ad60fc50253ca0deecc69b60af63bd003b40ca 100644 --- a/_public/01_Extract_data_Project_31.html +++ b/_public/01_Extract_data_Project_31.html @@ -20,6 +20,15 @@ <script src="data:application/javascript;base64,/*!
 * Bootstrap v3.3.5 (http://getbootstrap.com)
 * Copyright 2011-2015 Twitter, Inc.
 * Licensed under the MIT license
 */
if("undefined"==typeof jQuery)throw new Error("Bootstrap's JavaScript requires jQuery");+function(a){"use strict";var b=a.fn.jquery.split(" ")[0].split(".");if(b[0]<2&&b[1]<9||1==b[0]&&9==b[1]&&b[2]<1)throw new Error("Bootstrap's JavaScript requires jQuery version 1.9.1 or higher")}(jQuery),+function(a){"use strict";function b(){var a=document.createElement("bootstrap"),b={WebkitTransition:"webkitTransitionEnd",MozTransition:"transitionend",OTransition:"oTransitionEnd otransitionend",transition:"transitionend"};for(var c in b)if(void 0!==a.style[c])return{end:b[c]};return!1}a.fn.emulateTransitionEnd=function(b){var c=!1,d=this;a(this).one("bsTransitionEnd",function(){c=!0});var e=function(){c||a(d).trigger(a.support.transition.end)};return setTimeout(e,b),this},a(function(){a.support.transition=b(),a.support.transition&&(a.event.special.bsTransitionEnd={bindType:a.support.transition.end,delegateType:a.support.transition.end,handle:function(b){return a(b.target).is(this)?b.handleObj.handler.apply(this,arguments):void 0}})})}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var c=a(this),e=c.data("bs.alert");e||c.data("bs.alert",e=new d(this)),"string"==typeof b&&e[b].call(c)})}var c='[data-dismiss="alert"]',d=function(b){a(b).on("click",c,this.close)};d.VERSION="3.3.5",d.TRANSITION_DURATION=150,d.prototype.close=function(b){function c(){g.detach().trigger("closed.bs.alert").remove()}var e=a(this),f=e.attr("data-target");f||(f=e.attr("href"),f=f&&f.replace(/.*(?=#[^\s]*$)/,""));var g=a(f);b&&b.preventDefault(),g.length||(g=e.closest(".alert")),g.trigger(b=a.Event("close.bs.alert")),b.isDefaultPrevented()||(g.removeClass("in"),a.support.transition&&g.hasClass("fade")?g.one("bsTransitionEnd",c).emulateTransitionEnd(d.TRANSITION_DURATION):c())};var e=a.fn.alert;a.fn.alert=b,a.fn.alert.Constructor=d,a.fn.alert.noConflict=function(){return a.fn.alert=e,this},a(document).on("click.bs.alert.data-api",c,d.prototype.close)}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.button"),f="object"==typeof b&&b;e||d.data("bs.button",e=new c(this,f)),"toggle"==b?e.toggle():b&&e.setState(b)})}var c=function(b,d){this.$element=a(b),this.options=a.extend({},c.DEFAULTS,d),this.isLoading=!1};c.VERSION="3.3.5",c.DEFAULTS={loadingText:"loading..."},c.prototype.setState=function(b){var c="disabled",d=this.$element,e=d.is("input")?"val":"html",f=d.data();b+="Text",null==f.resetText&&d.data("resetText",d[e]()),setTimeout(a.proxy(function(){d[e](null==f[b]?this.options[b]:f[b]),"loadingText"==b?(this.isLoading=!0,d.addClass(c).attr(c,c)):this.isLoading&&(this.isLoading=!1,d.removeClass(c).removeAttr(c))},this),0)},c.prototype.toggle=function(){var a=!0,b=this.$element.closest('[data-toggle="buttons"]');if(b.length){var c=this.$element.find("input");"radio"==c.prop("type")?(c.prop("checked")&&(a=!1),b.find(".active").removeClass("active"),this.$element.addClass("active")):"checkbox"==c.prop("type")&&(c.prop("checked")!==this.$element.hasClass("active")&&(a=!1),this.$element.toggleClass("active")),c.prop("checked",this.$element.hasClass("active")),a&&c.trigger("change")}else this.$element.attr("aria-pressed",!this.$element.hasClass("active")),this.$element.toggleClass("active")};var d=a.fn.button;a.fn.button=b,a.fn.button.Constructor=c,a.fn.button.noConflict=function(){return a.fn.button=d,this},a(document).on("click.bs.button.data-api",'[data-toggle^="button"]',function(c){var d=a(c.target);d.hasClass("btn")||(d=d.closest(".btn")),b.call(d,"toggle"),a(c.target).is('input[type="radio"]')||a(c.target).is('input[type="checkbox"]')||c.preventDefault()}).on("focus.bs.button.data-api blur.bs.button.data-api",'[data-toggle^="button"]',function(b){a(b.target).closest(".btn").toggleClass("focus",/^focus(in)?$/.test(b.type))})}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.carousel"),f=a.extend({},c.DEFAULTS,d.data(),"object"==typeof b&&b),g="string"==typeof b?b:f.slide;e||d.data("bs.carousel",e=new c(this,f)),"number"==typeof b?e.to(b):g?e[g]():f.interval&&e.pause().cycle()})}var c=function(b,c){this.$element=a(b),this.$indicators=this.$element.find(".carousel-indicators"),this.options=c,this.paused=null,this.sliding=null,this.interval=null,this.$active=null,this.$items=null,this.options.keyboard&&this.$element.on("keydown.bs.carousel",a.proxy(this.keydown,this)),"hover"==this.options.pause&&!("ontouchstart"in document.documentElement)&&this.$element.on("mouseenter.bs.carousel",a.proxy(this.pause,this)).on("mouseleave.bs.carousel",a.proxy(this.cycle,this))};c.VERSION="3.3.5",c.TRANSITION_DURATION=600,c.DEFAULTS={interval:5e3,pause:"hover",wrap:!0,keyboard:!0},c.prototype.keydown=function(a){if(!/input|textarea/i.test(a.target.tagName)){switch(a.which){case 37:this.prev();break;case 39:this.next();break;default:return}a.preventDefault()}},c.prototype.cycle=function(b){return b||(this.paused=!1),this.interval&&clearInterval(this.interval),this.options.interval&&!this.paused&&(this.interval=setInterval(a.proxy(this.next,this),this.options.interval)),this},c.prototype.getItemIndex=function(a){return this.$items=a.parent().children(".item"),this.$items.index(a||this.$active)},c.prototype.getItemForDirection=function(a,b){var c=this.getItemIndex(b),d="prev"==a&&0===c||"next"==a&&c==this.$items.length-1;if(d&&!this.options.wrap)return b;var e="prev"==a?-1:1,f=(c+e)%this.$items.length;return this.$items.eq(f)},c.prototype.to=function(a){var b=this,c=this.getItemIndex(this.$active=this.$element.find(".item.active"));return a>this.$items.length-1||0>a?void 0:this.sliding?this.$element.one("slid.bs.carousel",function(){b.to(a)}):c==a?this.pause().cycle():this.slide(a>c?"next":"prev",this.$items.eq(a))},c.prototype.pause=function(b){return b||(this.paused=!0),this.$element.find(".next, .prev").length&&a.support.transition&&(this.$element.trigger(a.support.transition.end),this.cycle(!0)),this.interval=clearInterval(this.interval),this},c.prototype.next=function(){return this.sliding?void 0:this.slide("next")},c.prototype.prev=function(){return this.sliding?void 0:this.slide("prev")},c.prototype.slide=function(b,d){var e=this.$element.find(".item.active"),f=d||this.getItemForDirection(b,e),g=this.interval,h="next"==b?"left":"right",i=this;if(f.hasClass("active"))return this.sliding=!1;var j=f[0],k=a.Event("slide.bs.carousel",{relatedTarget:j,direction:h});if(this.$element.trigger(k),!k.isDefaultPrevented()){if(this.sliding=!0,g&&this.pause(),this.$indicators.length){this.$indicators.find(".active").removeClass("active");var l=a(this.$indicators.children()[this.getItemIndex(f)]);l&&l.addClass("active")}var m=a.Event("slid.bs.carousel",{relatedTarget:j,direction:h});return a.support.transition&&this.$element.hasClass("slide")?(f.addClass(b),f[0].offsetWidth,e.addClass(h),f.addClass(h),e.one("bsTransitionEnd",function(){f.removeClass([b,h].join(" ")).addClass("active"),e.removeClass(["active",h].join(" ")),i.sliding=!1,setTimeout(function(){i.$element.trigger(m)},0)}).emulateTransitionEnd(c.TRANSITION_DURATION)):(e.removeClass("active"),f.addClass("active"),this.sliding=!1,this.$element.trigger(m)),g&&this.cycle(),this}};var d=a.fn.carousel;a.fn.carousel=b,a.fn.carousel.Constructor=c,a.fn.carousel.noConflict=function(){return a.fn.carousel=d,this};var e=function(c){var d,e=a(this),f=a(e.attr("data-target")||(d=e.attr("href"))&&d.replace(/.*(?=#[^\s]+$)/,""));if(f.hasClass("carousel")){var g=a.extend({},f.data(),e.data()),h=e.attr("data-slide-to");h&&(g.interval=!1),b.call(f,g),h&&f.data("bs.carousel").to(h),c.preventDefault()}};a(document).on("click.bs.carousel.data-api","[data-slide]",e).on("click.bs.carousel.data-api","[data-slide-to]",e),a(window).on("load",function(){a('[data-ride="carousel"]').each(function(){var c=a(this);b.call(c,c.data())})})}(jQuery),+function(a){"use strict";function b(b){var c,d=b.attr("data-target")||(c=b.attr("href"))&&c.replace(/.*(?=#[^\s]+$)/,"");return a(d)}function c(b){return this.each(function(){var c=a(this),e=c.data("bs.collapse"),f=a.extend({},d.DEFAULTS,c.data(),"object"==typeof b&&b);!e&&f.toggle&&/show|hide/.test(b)&&(f.toggle=!1),e||c.data("bs.collapse",e=new d(this,f)),"string"==typeof b&&e[b]()})}var d=function(b,c){this.$element=a(b),this.options=a.extend({},d.DEFAULTS,c),this.$trigger=a('[data-toggle="collapse"][href="#'+b.id+'"],[data-toggle="collapse"][data-target="#'+b.id+'"]'),this.transitioning=null,this.options.parent?this.$parent=this.getParent():this.addAriaAndCollapsedClass(this.$element,this.$trigger),this.options.toggle&&this.toggle()};d.VERSION="3.3.5",d.TRANSITION_DURATION=350,d.DEFAULTS={toggle:!0},d.prototype.dimension=function(){var a=this.$element.hasClass("width");return a?"width":"height"},d.prototype.show=function(){if(!this.transitioning&&!this.$element.hasClass("in")){var b,e=this.$parent&&this.$parent.children(".panel").children(".in, .collapsing");if(!(e&&e.length&&(b=e.data("bs.collapse"),b&&b.transitioning))){var f=a.Event("show.bs.collapse");if(this.$element.trigger(f),!f.isDefaultPrevented()){e&&e.length&&(c.call(e,"hide"),b||e.data("bs.collapse",null));var g=this.dimension();this.$element.removeClass("collapse").addClass("collapsing")[g](0).attr("aria-expanded",!0),this.$trigger.removeClass("collapsed").attr("aria-expanded",!0),this.transitioning=1;var h=function(){this.$element.removeClass("collapsing").addClass("collapse in")[g](""),this.transitioning=0,this.$element.trigger("shown.bs.collapse")};if(!a.support.transition)return h.call(this);var i=a.camelCase(["scroll",g].join("-"));this.$element.one("bsTransitionEnd",a.proxy(h,this)).emulateTransitionEnd(d.TRANSITION_DURATION)[g](this.$element[0][i])}}}},d.prototype.hide=function(){if(!this.transitioning&&this.$element.hasClass("in")){var b=a.Event("hide.bs.collapse");if(this.$element.trigger(b),!b.isDefaultPrevented()){var c=this.dimension();this.$element[c](this.$element[c]())[0].offsetHeight,this.$element.addClass("collapsing").removeClass("collapse in").attr("aria-expanded",!1),this.$trigger.addClass("collapsed").attr("aria-expanded",!1),this.transitioning=1;var e=function(){this.transitioning=0,this.$element.removeClass("collapsing").addClass("collapse").trigger("hidden.bs.collapse")};return a.support.transition?void this.$element[c](0).one("bsTransitionEnd",a.proxy(e,this)).emulateTransitionEnd(d.TRANSITION_DURATION):e.call(this)}}},d.prototype.toggle=function(){this[this.$element.hasClass("in")?"hide":"show"]()},d.prototype.getParent=function(){return a(this.options.parent).find('[data-toggle="collapse"][data-parent="'+this.options.parent+'"]').each(a.proxy(function(c,d){var e=a(d);this.addAriaAndCollapsedClass(b(e),e)},this)).end()},d.prototype.addAriaAndCollapsedClass=function(a,b){var c=a.hasClass("in");a.attr("aria-expanded",c),b.toggleClass("collapsed",!c).attr("aria-expanded",c)};var e=a.fn.collapse;a.fn.collapse=c,a.fn.collapse.Constructor=d,a.fn.collapse.noConflict=function(){return a.fn.collapse=e,this},a(document).on("click.bs.collapse.data-api",'[data-toggle="collapse"]',function(d){var e=a(this);e.attr("data-target")||d.preventDefault();var f=b(e),g=f.data("bs.collapse"),h=g?"toggle":e.data();c.call(f,h)})}(jQuery),+function(a){"use strict";function b(b){var c=b.attr("data-target");c||(c=b.attr("href"),c=c&&/#[A-Za-z]/.test(c)&&c.replace(/.*(?=#[^\s]*$)/,""));var d=c&&a(c);return d&&d.length?d:b.parent()}function c(c){c&&3===c.which||(a(e).remove(),a(f).each(function(){var d=a(this),e=b(d),f={relatedTarget:this};e.hasClass("open")&&(c&&"click"==c.type&&/input|textarea/i.test(c.target.tagName)&&a.contains(e[0],c.target)||(e.trigger(c=a.Event("hide.bs.dropdown",f)),c.isDefaultPrevented()||(d.attr("aria-expanded","false"),e.removeClass("open").trigger("hidden.bs.dropdown",f))))}))}function d(b){return this.each(function(){var c=a(this),d=c.data("bs.dropdown");d||c.data("bs.dropdown",d=new g(this)),"string"==typeof b&&d[b].call(c)})}var e=".dropdown-backdrop",f='[data-toggle="dropdown"]',g=function(b){a(b).on("click.bs.dropdown",this.toggle)};g.VERSION="3.3.5",g.prototype.toggle=function(d){var e=a(this);if(!e.is(".disabled, :disabled")){var f=b(e),g=f.hasClass("open");if(c(),!g){"ontouchstart"in document.documentElement&&!f.closest(".navbar-nav").length&&a(document.createElement("div")).addClass("dropdown-backdrop").insertAfter(a(this)).on("click",c);var h={relatedTarget:this};if(f.trigger(d=a.Event("show.bs.dropdown",h)),d.isDefaultPrevented())return;e.trigger("focus").attr("aria-expanded","true"),f.toggleClass("open").trigger("shown.bs.dropdown",h)}return!1}},g.prototype.keydown=function(c){if(/(38|40|27|32)/.test(c.which)&&!/input|textarea/i.test(c.target.tagName)){var d=a(this);if(c.preventDefault(),c.stopPropagation(),!d.is(".disabled, :disabled")){var e=b(d),g=e.hasClass("open");if(!g&&27!=c.which||g&&27==c.which)return 27==c.which&&e.find(f).trigger("focus"),d.trigger("click");var h=" li:not(.disabled):visible a",i=e.find(".dropdown-menu"+h);if(i.length){var j=i.index(c.target);38==c.which&&j>0&&j--,40==c.which&&j<i.length-1&&j++,~j||(j=0),i.eq(j).trigger("focus")}}}};var h=a.fn.dropdown;a.fn.dropdown=d,a.fn.dropdown.Constructor=g,a.fn.dropdown.noConflict=function(){return a.fn.dropdown=h,this},a(document).on("click.bs.dropdown.data-api",c).on("click.bs.dropdown.data-api",".dropdown form",function(a){a.stopPropagation()}).on("click.bs.dropdown.data-api",f,g.prototype.toggle).on("keydown.bs.dropdown.data-api",f,g.prototype.keydown).on("keydown.bs.dropdown.data-api",".dropdown-menu",g.prototype.keydown)}(jQuery),+function(a){"use strict";function b(b,d){return this.each(function(){var e=a(this),f=e.data("bs.modal"),g=a.extend({},c.DEFAULTS,e.data(),"object"==typeof b&&b);f||e.data("bs.modal",f=new c(this,g)),"string"==typeof b?f[b](d):g.show&&f.show(d)})}var c=function(b,c){this.options=c,this.$body=a(document.body),this.$element=a(b),this.$dialog=this.$element.find(".modal-dialog"),this.$backdrop=null,this.isShown=null,this.originalBodyPad=null,this.scrollbarWidth=0,this.ignoreBackdropClick=!1,this.options.remote&&this.$element.find(".modal-content").load(this.options.remote,a.proxy(function(){this.$element.trigger("loaded.bs.modal")},this))};c.VERSION="3.3.5",c.TRANSITION_DURATION=300,c.BACKDROP_TRANSITION_DURATION=150,c.DEFAULTS={backdrop:!0,keyboard:!0,show:!0},c.prototype.toggle=function(a){return this.isShown?this.hide():this.show(a)},c.prototype.show=function(b){var d=this,e=a.Event("show.bs.modal",{relatedTarget:b});this.$element.trigger(e),this.isShown||e.isDefaultPrevented()||(this.isShown=!0,this.checkScrollbar(),this.setScrollbar(),this.$body.addClass("modal-open"),this.escape(),this.resize(),this.$element.on("click.dismiss.bs.modal",'[data-dismiss="modal"]',a.proxy(this.hide,this)),this.$dialog.on("mousedown.dismiss.bs.modal",function(){d.$element.one("mouseup.dismiss.bs.modal",function(b){a(b.target).is(d.$element)&&(d.ignoreBackdropClick=!0)})}),this.backdrop(function(){var e=a.support.transition&&d.$element.hasClass("fade");d.$element.parent().length||d.$element.appendTo(d.$body),d.$element.show().scrollTop(0),d.adjustDialog(),e&&d.$element[0].offsetWidth,d.$element.addClass("in"),d.enforceFocus();var f=a.Event("shown.bs.modal",{relatedTarget:b});e?d.$dialog.one("bsTransitionEnd",function(){d.$element.trigger("focus").trigger(f)}).emulateTransitionEnd(c.TRANSITION_DURATION):d.$element.trigger("focus").trigger(f)}))},c.prototype.hide=function(b){b&&b.preventDefault(),b=a.Event("hide.bs.modal"),this.$element.trigger(b),this.isShown&&!b.isDefaultPrevented()&&(this.isShown=!1,this.escape(),this.resize(),a(document).off("focusin.bs.modal"),this.$element.removeClass("in").off("click.dismiss.bs.modal").off("mouseup.dismiss.bs.modal"),this.$dialog.off("mousedown.dismiss.bs.modal"),a.support.transition&&this.$element.hasClass("fade")?this.$element.one("bsTransitionEnd",a.proxy(this.hideModal,this)).emulateTransitionEnd(c.TRANSITION_DURATION):this.hideModal())},c.prototype.enforceFocus=function(){a(document).off("focusin.bs.modal").on("focusin.bs.modal",a.proxy(function(a){this.$element[0]===a.target||this.$element.has(a.target).length||this.$element.trigger("focus")},this))},c.prototype.escape=function(){this.isShown&&this.options.keyboard?this.$element.on("keydown.dismiss.bs.modal",a.proxy(function(a){27==a.which&&this.hide()},this)):this.isShown||this.$element.off("keydown.dismiss.bs.modal")},c.prototype.resize=function(){this.isShown?a(window).on("resize.bs.modal",a.proxy(this.handleUpdate,this)):a(window).off("resize.bs.modal")},c.prototype.hideModal=function(){var a=this;this.$element.hide(),this.backdrop(function(){a.$body.removeClass("modal-open"),a.resetAdjustments(),a.resetScrollbar(),a.$element.trigger("hidden.bs.modal")})},c.prototype.removeBackdrop=function(){this.$backdrop&&this.$backdrop.remove(),this.$backdrop=null},c.prototype.backdrop=function(b){var d=this,e=this.$element.hasClass("fade")?"fade":"";if(this.isShown&&this.options.backdrop){var f=a.support.transition&&e;if(this.$backdrop=a(document.createElement("div")).addClass("modal-backdrop "+e).appendTo(this.$body),this.$element.on("click.dismiss.bs.modal",a.proxy(function(a){return this.ignoreBackdropClick?void(this.ignoreBackdropClick=!1):void(a.target===a.currentTarget&&("static"==this.options.backdrop?this.$element[0].focus():this.hide()))},this)),f&&this.$backdrop[0].offsetWidth,this.$backdrop.addClass("in"),!b)return;f?this.$backdrop.one("bsTransitionEnd",b).emulateTransitionEnd(c.BACKDROP_TRANSITION_DURATION):b()}else if(!this.isShown&&this.$backdrop){this.$backdrop.removeClass("in");var g=function(){d.removeBackdrop(),b&&b()};a.support.transition&&this.$element.hasClass("fade")?this.$backdrop.one("bsTransitionEnd",g).emulateTransitionEnd(c.BACKDROP_TRANSITION_DURATION):g()}else b&&b()},c.prototype.handleUpdate=function(){this.adjustDialog()},c.prototype.adjustDialog=function(){var a=this.$element[0].scrollHeight>document.documentElement.clientHeight;this.$element.css({paddingLeft:!this.bodyIsOverflowing&&a?this.scrollbarWidth:"",paddingRight:this.bodyIsOverflowing&&!a?this.scrollbarWidth:""})},c.prototype.resetAdjustments=function(){this.$element.css({paddingLeft:"",paddingRight:""})},c.prototype.checkScrollbar=function(){var a=window.innerWidth;if(!a){var b=document.documentElement.getBoundingClientRect();a=b.right-Math.abs(b.left)}this.bodyIsOverflowing=document.body.clientWidth<a,this.scrollbarWidth=this.measureScrollbar()},c.prototype.setScrollbar=function(){var a=parseInt(this.$body.css("padding-right")||0,10);this.originalBodyPad=document.body.style.paddingRight||"",this.bodyIsOverflowing&&this.$body.css("padding-right",a+this.scrollbarWidth)},c.prototype.resetScrollbar=function(){this.$body.css("padding-right",this.originalBodyPad)},c.prototype.measureScrollbar=function(){var a=document.createElement("div");a.className="modal-scrollbar-measure",this.$body.append(a);var b=a.offsetWidth-a.clientWidth;return this.$body[0].removeChild(a),b};var d=a.fn.modal;a.fn.modal=b,a.fn.modal.Constructor=c,a.fn.modal.noConflict=function(){return a.fn.modal=d,this},a(document).on("click.bs.modal.data-api",'[data-toggle="modal"]',function(c){var d=a(this),e=d.attr("href"),f=a(d.attr("data-target")||e&&e.replace(/.*(?=#[^\s]+$)/,"")),g=f.data("bs.modal")?"toggle":a.extend({remote:!/#/.test(e)&&e},f.data(),d.data());d.is("a")&&c.preventDefault(),f.one("show.bs.modal",function(a){a.isDefaultPrevented()||f.one("hidden.bs.modal",function(){d.is(":visible")&&d.trigger("focus")})}),b.call(f,g,this)})}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.tooltip"),f="object"==typeof b&&b;(e||!/destroy|hide/.test(b))&&(e||d.data("bs.tooltip",e=new c(this,f)),"string"==typeof b&&e[b]())})}var c=function(a,b){this.type=null,this.options=null,this.enabled=null,this.timeout=null,this.hoverState=null,this.$element=null,this.inState=null,this.init("tooltip",a,b)};c.VERSION="3.3.5",c.TRANSITION_DURATION=150,c.DEFAULTS={animation:!0,placement:"top",selector:!1,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',trigger:"hover focus",title:"",delay:0,html:!1,container:!1,viewport:{selector:"body",padding:0}},c.prototype.init=function(b,c,d){if(this.enabled=!0,this.type=b,this.$element=a(c),this.options=this.getOptions(d),this.$viewport=this.options.viewport&&a(a.isFunction(this.options.viewport)?this.options.viewport.call(this,this.$element):this.options.viewport.selector||this.options.viewport),this.inState={click:!1,hover:!1,focus:!1},this.$element[0]instanceof document.constructor&&!this.options.selector)throw new Error("`selector` option must be specified when initializing "+this.type+" on the window.document object!");for(var e=this.options.trigger.split(" "),f=e.length;f--;){var g=e[f];if("click"==g)this.$element.on("click."+this.type,this.options.selector,a.proxy(this.toggle,this));else if("manual"!=g){var h="hover"==g?"mouseenter":"focusin",i="hover"==g?"mouseleave":"focusout";this.$element.on(h+"."+this.type,this.options.selector,a.proxy(this.enter,this)),this.$element.on(i+"."+this.type,this.options.selector,a.proxy(this.leave,this))}}this.options.selector?this._options=a.extend({},this.options,{trigger:"manual",selector:""}):this.fixTitle()},c.prototype.getDefaults=function(){return c.DEFAULTS},c.prototype.getOptions=function(b){return b=a.extend({},this.getDefaults(),this.$element.data(),b),b.delay&&"number"==typeof b.delay&&(b.delay={show:b.delay,hide:b.delay}),b},c.prototype.getDelegateOptions=function(){var b={},c=this.getDefaults();return this._options&&a.each(this._options,function(a,d){c[a]!=d&&(b[a]=d)}),b},c.prototype.enter=function(b){var c=b instanceof this.constructor?b:a(b.currentTarget).data("bs."+this.type);return c||(c=new this.constructor(b.currentTarget,this.getDelegateOptions()),a(b.currentTarget).data("bs."+this.type,c)),b instanceof a.Event&&(c.inState["focusin"==b.type?"focus":"hover"]=!0),c.tip().hasClass("in")||"in"==c.hoverState?void(c.hoverState="in"):(clearTimeout(c.timeout),c.hoverState="in",c.options.delay&&c.options.delay.show?void(c.timeout=setTimeout(function(){"in"==c.hoverState&&c.show()},c.options.delay.show)):c.show())},c.prototype.isInStateTrue=function(){for(var a in this.inState)if(this.inState[a])return!0;return!1},c.prototype.leave=function(b){var c=b instanceof this.constructor?b:a(b.currentTarget).data("bs."+this.type);return c||(c=new this.constructor(b.currentTarget,this.getDelegateOptions()),a(b.currentTarget).data("bs."+this.type,c)),b instanceof a.Event&&(c.inState["focusout"==b.type?"focus":"hover"]=!1),c.isInStateTrue()?void 0:(clearTimeout(c.timeout),c.hoverState="out",c.options.delay&&c.options.delay.hide?void(c.timeout=setTimeout(function(){"out"==c.hoverState&&c.hide()},c.options.delay.hide)):c.hide())},c.prototype.show=function(){var b=a.Event("show.bs."+this.type);if(this.hasContent()&&this.enabled){this.$element.trigger(b);var d=a.contains(this.$element[0].ownerDocument.documentElement,this.$element[0]);if(b.isDefaultPrevented()||!d)return;var e=this,f=this.tip(),g=this.getUID(this.type);this.setContent(),f.attr("id",g),this.$element.attr("aria-describedby",g),this.options.animation&&f.addClass("fade");var h="function"==typeof this.options.placement?this.options.placement.call(this,f[0],this.$element[0]):this.options.placement,i=/\s?auto?\s?/i,j=i.test(h);j&&(h=h.replace(i,"")||"top"),f.detach().css({top:0,left:0,display:"block"}).addClass(h).data("bs."+this.type,this),this.options.container?f.appendTo(this.options.container):f.insertAfter(this.$element),this.$element.trigger("inserted.bs."+this.type);var k=this.getPosition(),l=f[0].offsetWidth,m=f[0].offsetHeight;if(j){var n=h,o=this.getPosition(this.$viewport);h="bottom"==h&&k.bottom+m>o.bottom?"top":"top"==h&&k.top-m<o.top?"bottom":"right"==h&&k.right+l>o.width?"left":"left"==h&&k.left-l<o.left?"right":h,f.removeClass(n).addClass(h)}var p=this.getCalculatedOffset(h,k,l,m);this.applyPlacement(p,h);var q=function(){var a=e.hoverState;e.$element.trigger("shown.bs."+e.type),e.hoverState=null,"out"==a&&e.leave(e)};a.support.transition&&this.$tip.hasClass("fade")?f.one("bsTransitionEnd",q).emulateTransitionEnd(c.TRANSITION_DURATION):q()}},c.prototype.applyPlacement=function(b,c){var d=this.tip(),e=d[0].offsetWidth,f=d[0].offsetHeight,g=parseInt(d.css("margin-top"),10),h=parseInt(d.css("margin-left"),10);isNaN(g)&&(g=0),isNaN(h)&&(h=0),b.top+=g,b.left+=h,a.offset.setOffset(d[0],a.extend({using:function(a){d.css({top:Math.round(a.top),left:Math.round(a.left)})}},b),0),d.addClass("in");var i=d[0].offsetWidth,j=d[0].offsetHeight;"top"==c&&j!=f&&(b.top=b.top+f-j);var k=this.getViewportAdjustedDelta(c,b,i,j);k.left?b.left+=k.left:b.top+=k.top;var l=/top|bottom/.test(c),m=l?2*k.left-e+i:2*k.top-f+j,n=l?"offsetWidth":"offsetHeight";d.offset(b),this.replaceArrow(m,d[0][n],l)},c.prototype.replaceArrow=function(a,b,c){this.arrow().css(c?"left":"top",50*(1-a/b)+"%").css(c?"top":"left","")},c.prototype.setContent=function(){var a=this.tip(),b=this.getTitle();a.find(".tooltip-inner")[this.options.html?"html":"text"](b),a.removeClass("fade in top bottom left right")},c.prototype.hide=function(b){function d(){"in"!=e.hoverState&&f.detach(),e.$element.removeAttr("aria-describedby").trigger("hidden.bs."+e.type),b&&b()}var e=this,f=a(this.$tip),g=a.Event("hide.bs."+this.type);return this.$element.trigger(g),g.isDefaultPrevented()?void 0:(f.removeClass("in"),a.support.transition&&f.hasClass("fade")?f.one("bsTransitionEnd",d).emulateTransitionEnd(c.TRANSITION_DURATION):d(),this.hoverState=null,this)},c.prototype.fixTitle=function(){var a=this.$element;(a.attr("title")||"string"!=typeof a.attr("data-original-title"))&&a.attr("data-original-title",a.attr("title")||"").attr("title","")},c.prototype.hasContent=function(){return this.getTitle()},c.prototype.getPosition=function(b){b=b||this.$element;var c=b[0],d="BODY"==c.tagName,e=c.getBoundingClientRect();null==e.width&&(e=a.extend({},e,{width:e.right-e.left,height:e.bottom-e.top}));var f=d?{top:0,left:0}:b.offset(),g={scroll:d?document.documentElement.scrollTop||document.body.scrollTop:b.scrollTop()},h=d?{width:a(window).width(),height:a(window).height()}:null;return a.extend({},e,g,h,f)},c.prototype.getCalculatedOffset=function(a,b,c,d){return"bottom"==a?{top:b.top+b.height,left:b.left+b.width/2-c/2}:"top"==a?{top:b.top-d,left:b.left+b.width/2-c/2}:"left"==a?{top:b.top+b.height/2-d/2,left:b.left-c}:{top:b.top+b.height/2-d/2,left:b.left+b.width}},c.prototype.getViewportAdjustedDelta=function(a,b,c,d){var e={top:0,left:0};if(!this.$viewport)return e;var f=this.options.viewport&&this.options.viewport.padding||0,g=this.getPosition(this.$viewport);if(/right|left/.test(a)){var h=b.top-f-g.scroll,i=b.top+f-g.scroll+d;h<g.top?e.top=g.top-h:i>g.top+g.height&&(e.top=g.top+g.height-i)}else{var j=b.left-f,k=b.left+f+c;j<g.left?e.left=g.left-j:k>g.right&&(e.left=g.left+g.width-k)}return e},c.prototype.getTitle=function(){var a,b=this.$element,c=this.options;return a=b.attr("data-original-title")||("function"==typeof c.title?c.title.call(b[0]):c.title)},c.prototype.getUID=function(a){do a+=~~(1e6*Math.random());while(document.getElementById(a));return a},c.prototype.tip=function(){if(!this.$tip&&(this.$tip=a(this.options.template),1!=this.$tip.length))throw new Error(this.type+" `template` option must consist of exactly 1 top-level element!");return this.$tip},c.prototype.arrow=function(){return this.$arrow=this.$arrow||this.tip().find(".tooltip-arrow")},c.prototype.enable=function(){this.enabled=!0},c.prototype.disable=function(){this.enabled=!1},c.prototype.toggleEnabled=function(){this.enabled=!this.enabled},c.prototype.toggle=function(b){var c=this;b&&(c=a(b.currentTarget).data("bs."+this.type),c||(c=new this.constructor(b.currentTarget,this.getDelegateOptions()),a(b.currentTarget).data("bs."+this.type,c))),b?(c.inState.click=!c.inState.click,c.isInStateTrue()?c.enter(c):c.leave(c)):c.tip().hasClass("in")?c.leave(c):c.enter(c)},c.prototype.destroy=function(){var a=this;clearTimeout(this.timeout),this.hide(function(){a.$element.off("."+a.type).removeData("bs."+a.type),a.$tip&&a.$tip.detach(),a.$tip=null,a.$arrow=null,a.$viewport=null})};var d=a.fn.tooltip;a.fn.tooltip=b,a.fn.tooltip.Constructor=c,a.fn.tooltip.noConflict=function(){return a.fn.tooltip=d,this}}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.popover"),f="object"==typeof b&&b;(e||!/destroy|hide/.test(b))&&(e||d.data("bs.popover",e=new c(this,f)),"string"==typeof b&&e[b]())})}var c=function(a,b){this.init("popover",a,b)};if(!a.fn.tooltip)throw new Error("Popover requires tooltip.js");c.VERSION="3.3.5",c.DEFAULTS=a.extend({},a.fn.tooltip.Constructor.DEFAULTS,{placement:"right",trigger:"click",content:"",template:'<div class="popover" role="tooltip"><div class="arrow"></div><h3 class="popover-title"></h3><div class="popover-content"></div></div>'}),c.prototype=a.extend({},a.fn.tooltip.Constructor.prototype),c.prototype.constructor=c,c.prototype.getDefaults=function(){return c.DEFAULTS},c.prototype.setContent=function(){var a=this.tip(),b=this.getTitle(),c=this.getContent();a.find(".popover-title")[this.options.html?"html":"text"](b),a.find(".popover-content").children().detach().end()[this.options.html?"string"==typeof c?"html":"append":"text"](c),a.removeClass("fade top bottom left right in"),a.find(".popover-title").html()||a.find(".popover-title").hide()},c.prototype.hasContent=function(){return this.getTitle()||this.getContent()},c.prototype.getContent=function(){var a=this.$element,b=this.options;return a.attr("data-content")||("function"==typeof b.content?b.content.call(a[0]):b.content)},c.prototype.arrow=function(){return this.$arrow=this.$arrow||this.tip().find(".arrow")};var d=a.fn.popover;a.fn.popover=b,a.fn.popover.Constructor=c,a.fn.popover.noConflict=function(){return a.fn.popover=d,this}}(jQuery),+function(a){"use strict";function b(c,d){this.$body=a(document.body),this.$scrollElement=a(a(c).is(document.body)?window:c),this.options=a.extend({},b.DEFAULTS,d),this.selector=(this.options.target||"")+" .nav li > a",this.offsets=[],this.targets=[],this.activeTarget=null,this.scrollHeight=0,this.$scrollElement.on("scroll.bs.scrollspy",a.proxy(this.process,this)),this.refresh(),this.process()}function c(c){return this.each(function(){var d=a(this),e=d.data("bs.scrollspy"),f="object"==typeof c&&c;e||d.data("bs.scrollspy",e=new b(this,f)),"string"==typeof c&&e[c]()})}b.VERSION="3.3.5",b.DEFAULTS={offset:10},b.prototype.getScrollHeight=function(){return this.$scrollElement[0].scrollHeight||Math.max(this.$body[0].scrollHeight,document.documentElement.scrollHeight)},b.prototype.refresh=function(){var b=this,c="offset",d=0;this.offsets=[],this.targets=[],this.scrollHeight=this.getScrollHeight(),a.isWindow(this.$scrollElement[0])||(c="position",d=this.$scrollElement.scrollTop()),this.$body.find(this.selector).map(function(){var b=a(this),e=b.data("target")||b.attr("href"),f=/^#./.test(e)&&a(e);return f&&f.length&&f.is(":visible")&&[[f[c]().top+d,e]]||null}).sort(function(a,b){return a[0]-b[0]}).each(function(){b.offsets.push(this[0]),b.targets.push(this[1])})},b.prototype.process=function(){var a,b=this.$scrollElement.scrollTop()+this.options.offset,c=this.getScrollHeight(),d=this.options.offset+c-this.$scrollElement.height(),e=this.offsets,f=this.targets,g=this.activeTarget;if(this.scrollHeight!=c&&this.refresh(),b>=d)return g!=(a=f[f.length-1])&&this.activate(a);if(g&&b<e[0])return this.activeTarget=null,this.clear();for(a=e.length;a--;)g!=f[a]&&b>=e[a]&&(void 0===e[a+1]||b<e[a+1])&&this.activate(f[a])},b.prototype.activate=function(b){this.activeTarget=b,this.clear();var c=this.selector+'[data-target="'+b+'"],'+this.selector+'[href="'+b+'"]',d=a(c).parents("li").addClass("active");d.parent(".dropdown-menu").length&&(d=d.closest("li.dropdown").addClass("active")),
d.trigger("activate.bs.scrollspy")},b.prototype.clear=function(){a(this.selector).parentsUntil(this.options.target,".active").removeClass("active")};var d=a.fn.scrollspy;a.fn.scrollspy=c,a.fn.scrollspy.Constructor=b,a.fn.scrollspy.noConflict=function(){return a.fn.scrollspy=d,this},a(window).on("load.bs.scrollspy.data-api",function(){a('[data-spy="scroll"]').each(function(){var b=a(this);c.call(b,b.data())})})}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.tab");e||d.data("bs.tab",e=new c(this)),"string"==typeof b&&e[b]()})}var c=function(b){this.element=a(b)};c.VERSION="3.3.5",c.TRANSITION_DURATION=150,c.prototype.show=function(){var b=this.element,c=b.closest("ul:not(.dropdown-menu)"),d=b.data("target");if(d||(d=b.attr("href"),d=d&&d.replace(/.*(?=#[^\s]*$)/,"")),!b.parent("li").hasClass("active")){var e=c.find(".active:last a"),f=a.Event("hide.bs.tab",{relatedTarget:b[0]}),g=a.Event("show.bs.tab",{relatedTarget:e[0]});if(e.trigger(f),b.trigger(g),!g.isDefaultPrevented()&&!f.isDefaultPrevented()){var h=a(d);this.activate(b.closest("li"),c),this.activate(h,h.parent(),function(){e.trigger({type:"hidden.bs.tab",relatedTarget:b[0]}),b.trigger({type:"shown.bs.tab",relatedTarget:e[0]})})}}},c.prototype.activate=function(b,d,e){function f(){g.removeClass("active").find("> .dropdown-menu > .active").removeClass("active").end().find('[data-toggle="tab"]').attr("aria-expanded",!1),b.addClass("active").find('[data-toggle="tab"]').attr("aria-expanded",!0),h?(b[0].offsetWidth,b.addClass("in")):b.removeClass("fade"),b.parent(".dropdown-menu").length&&b.closest("li.dropdown").addClass("active").end().find('[data-toggle="tab"]').attr("aria-expanded",!0),e&&e()}var g=d.find("> .active"),h=e&&a.support.transition&&(g.length&&g.hasClass("fade")||!!d.find("> .fade").length);g.length&&h?g.one("bsTransitionEnd",f).emulateTransitionEnd(c.TRANSITION_DURATION):f(),g.removeClass("in")};var d=a.fn.tab;a.fn.tab=b,a.fn.tab.Constructor=c,a.fn.tab.noConflict=function(){return a.fn.tab=d,this};var e=function(c){c.preventDefault(),b.call(a(this),"show")};a(document).on("click.bs.tab.data-api",'[data-toggle="tab"]',e).on("click.bs.tab.data-api",'[data-toggle="pill"]',e)}(jQuery),+function(a){"use strict";function b(b){return this.each(function(){var d=a(this),e=d.data("bs.affix"),f="object"==typeof b&&b;e||d.data("bs.affix",e=new c(this,f)),"string"==typeof b&&e[b]()})}var c=function(b,d){this.options=a.extend({},c.DEFAULTS,d),this.$target=a(this.options.target).on("scroll.bs.affix.data-api",a.proxy(this.checkPosition,this)).on("click.bs.affix.data-api",a.proxy(this.checkPositionWithEventLoop,this)),this.$element=a(b),this.affixed=null,this.unpin=null,this.pinnedOffset=null,this.checkPosition()};c.VERSION="3.3.5",c.RESET="affix affix-top affix-bottom",c.DEFAULTS={offset:0,target:window},c.prototype.getState=function(a,b,c,d){var e=this.$target.scrollTop(),f=this.$element.offset(),g=this.$target.height();if(null!=c&&"top"==this.affixed)return c>e?"top":!1;if("bottom"==this.affixed)return null!=c?e+this.unpin<=f.top?!1:"bottom":a-d>=e+g?!1:"bottom";var h=null==this.affixed,i=h?e:f.top,j=h?g:b;return null!=c&&c>=e?"top":null!=d&&i+j>=a-d?"bottom":!1},c.prototype.getPinnedOffset=function(){if(this.pinnedOffset)return this.pinnedOffset;this.$element.removeClass(c.RESET).addClass("affix");var a=this.$target.scrollTop(),b=this.$element.offset();return this.pinnedOffset=b.top-a},c.prototype.checkPositionWithEventLoop=function(){setTimeout(a.proxy(this.checkPosition,this),1)},c.prototype.checkPosition=function(){if(this.$element.is(":visible")){var b=this.$element.height(),d=this.options.offset,e=d.top,f=d.bottom,g=Math.max(a(document).height(),a(document.body).height());"object"!=typeof d&&(f=e=d),"function"==typeof e&&(e=d.top(this.$element)),"function"==typeof f&&(f=d.bottom(this.$element));var h=this.getState(g,b,e,f);if(this.affixed!=h){null!=this.unpin&&this.$element.css("top","");var i="affix"+(h?"-"+h:""),j=a.Event(i+".bs.affix");if(this.$element.trigger(j),j.isDefaultPrevented())return;this.affixed=h,this.unpin="bottom"==h?this.getPinnedOffset():null,this.$element.removeClass(c.RESET).addClass(i).trigger(i.replace("affix","affixed")+".bs.affix")}"bottom"==h&&this.$element.offset({top:g-b-f})}};var d=a.fn.affix;a.fn.affix=b,a.fn.affix.Constructor=c,a.fn.affix.noConflict=function(){return a.fn.affix=d,this},a(window).on("load",function(){a('[data-spy="affix"]').each(function(){var c=a(this),d=c.data();d.offset=d.offset||{},null!=d.offsetBottom&&(d.offset.bottom=d.offsetBottom),null!=d.offsetTop&&(d.offset.top=d.offsetTop),b.call(c,d)})})}(jQuery);"></script> <script src="data:application/javascript;base64,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"></script> <script src="data:application/javascript;base64,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"></script> +<style>h1 {font-size: 34px;} + h1.title {font-size: 38px;} + h2 {font-size: 30px;} + h3 {font-size: 24px;} + h4 {font-size: 18px;} + h5 {font-size: 16px;} + h6 {font-size: 12px;} + code {color: inherit; background-color: rgba(0, 0, 0, 0.04);} + pre:not([class]) { background-color: white }</style> <script src="data:application/javascript;base64,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"></script> <link href="data:text/css,%2Ehljs%2Dliteral%20%7B%0Acolor%3A%20%23990073%3B%0A%7D%0A%2Ehljs%2Dnumber%20%7B%0Acolor%3A%20%23099%3B%0A%7D%0A%2Ehljs%2Dcomment%20%7B%0Acolor%3A%20%23998%3B%0Afont%2Dstyle%3A%20italic%3B%0A%7D%0A%2Ehljs%2Dkeyword%20%7B%0Acolor%3A%20%23900%3B%0Afont%2Dweight%3A%20bold%3B%0A%7D%0A%2Ehljs%2Dstring%20%7B%0Acolor%3A%20%23d14%3B%0A%7D%0A" rel="stylesheet" /> <script src="data:application/javascript;base64,/*! highlight.js v9.12.0 | BSD3 License | git.io/hljslicense */
!function(e){var n="object"==typeof window&&window||"object"==typeof self&&self;"undefined"!=typeof exports?e(exports):n&&(n.hljs=e({}),"function"==typeof define&&define.amd&&define([],function(){return n.hljs}))}(function(e){function n(e){return e.replace(/&/g,"&amp;").replace(/</g,"&lt;").replace(/>/g,"&gt;")}function t(e){return e.nodeName.toLowerCase()}function r(e,n){var t=e&&e.exec(n);return t&&0===t.index}function a(e){return k.test(e)}function i(e){var n,t,r,i,o=e.className+" ";if(o+=e.parentNode?e.parentNode.className:"",t=B.exec(o))return w(t[1])?t[1]:"no-highlight";for(o=o.split(/\s+/),n=0,r=o.length;r>n;n++)if(i=o[n],a(i)||w(i))return i}function o(e){var n,t={},r=Array.prototype.slice.call(arguments,1);for(n in e)t[n]=e[n];return r.forEach(function(e){for(n in e)t[n]=e[n]}),t}function u(e){var n=[];return function r(e,a){for(var i=e.firstChild;i;i=i.nextSibling)3===i.nodeType?a+=i.nodeValue.length:1===i.nodeType&&(n.push({event:"start",offset:a,node:i}),a=r(i,a),t(i).match(/br|hr|img|input/)||n.push({event:"stop",offset:a,node:i}));return a}(e,0),n}function c(e,r,a){function i(){return e.length&&r.length?e[0].offset!==r[0].offset?e[0].offset<r[0].offset?e:r:"start"===r[0].event?e:r:e.length?e:r}function o(e){function r(e){return" "+e.nodeName+'="'+n(e.value).replace('"',"&quot;")+'"'}s+="<"+t(e)+E.map.call(e.attributes,r).join("")+">"}function u(e){s+="</"+t(e)+">"}function c(e){("start"===e.event?o:u)(e.node)}for(var l=0,s="",f=[];e.length||r.length;){var g=i();if(s+=n(a.substring(l,g[0].offset)),l=g[0].offset,g===e){f.reverse().forEach(u);do c(g.splice(0,1)[0]),g=i();while(g===e&&g.length&&g[0].offset===l);f.reverse().forEach(o)}else"start"===g[0].event?f.push(g[0].node):f.pop(),c(g.splice(0,1)[0])}return s+n(a.substr(l))}function l(e){return e.v&&!e.cached_variants&&(e.cached_variants=e.v.map(function(n){return o(e,{v:null},n)})),e.cached_variants||e.eW&&[o(e)]||[e]}function s(e){function n(e){return e&&e.source||e}function t(t,r){return new RegExp(n(t),"m"+(e.cI?"i":"")+(r?"g":""))}function r(a,i){if(!a.compiled){if(a.compiled=!0,a.k=a.k||a.bK,a.k){var o={},u=function(n,t){e.cI&&(t=t.toLowerCase()),t.split(" ").forEach(function(e){var t=e.split("|");o[t[0]]=[n,t[1]?Number(t[1]):1]})};"string"==typeof a.k?u("keyword",a.k):x(a.k).forEach(function(e){u(e,a.k[e])}),a.k=o}a.lR=t(a.l||/\w+/,!0),i&&(a.bK&&(a.b="\\b("+a.bK.split(" ").join("|")+")\\b"),a.b||(a.b=/\B|\b/),a.bR=t(a.b),a.e||a.eW||(a.e=/\B|\b/),a.e&&(a.eR=t(a.e)),a.tE=n(a.e)||"",a.eW&&i.tE&&(a.tE+=(a.e?"|":"")+i.tE)),a.i&&(a.iR=t(a.i)),null==a.r&&(a.r=1),a.c||(a.c=[]),a.c=Array.prototype.concat.apply([],a.c.map(function(e){return l("self"===e?a:e)})),a.c.forEach(function(e){r(e,a)}),a.starts&&r(a.starts,i);var c=a.c.map(function(e){return e.bK?"\\.?("+e.b+")\\.?":e.b}).concat([a.tE,a.i]).map(n).filter(Boolean);a.t=c.length?t(c.join("|"),!0):{exec:function(){return null}}}}r(e)}function f(e,t,a,i){function o(e,n){var t,a;for(t=0,a=n.c.length;a>t;t++)if(r(n.c[t].bR,e))return n.c[t]}function u(e,n){if(r(e.eR,n)){for(;e.endsParent&&e.parent;)e=e.parent;return e}return e.eW?u(e.parent,n):void 0}function c(e,n){return!a&&r(n.iR,e)}function l(e,n){var t=N.cI?n[0].toLowerCase():n[0];return e.k.hasOwnProperty(t)&&e.k[t]}function p(e,n,t,r){var a=r?"":I.classPrefix,i='<span class="'+a,o=t?"":C;return i+=e+'">',i+n+o}function h(){var e,t,r,a;if(!E.k)return n(k);for(a="",t=0,E.lR.lastIndex=0,r=E.lR.exec(k);r;)a+=n(k.substring(t,r.index)),e=l(E,r),e?(B+=e[1],a+=p(e[0],n(r[0]))):a+=n(r[0]),t=E.lR.lastIndex,r=E.lR.exec(k);return a+n(k.substr(t))}function d(){var e="string"==typeof E.sL;if(e&&!y[E.sL])return n(k);var t=e?f(E.sL,k,!0,x[E.sL]):g(k,E.sL.length?E.sL:void 0);return E.r>0&&(B+=t.r),e&&(x[E.sL]=t.top),p(t.language,t.value,!1,!0)}function b(){L+=null!=E.sL?d():h(),k=""}function v(e){L+=e.cN?p(e.cN,"",!0):"",E=Object.create(e,{parent:{value:E}})}function m(e,n){if(k+=e,null==n)return b(),0;var t=o(n,E);if(t)return t.skip?k+=n:(t.eB&&(k+=n),b(),t.rB||t.eB||(k=n)),v(t,n),t.rB?0:n.length;var r=u(E,n);if(r){var a=E;a.skip?k+=n:(a.rE||a.eE||(k+=n),b(),a.eE&&(k=n));do E.cN&&(L+=C),E.skip||(B+=E.r),E=E.parent;while(E!==r.parent);return r.starts&&v(r.starts,""),a.rE?0:n.length}if(c(n,E))throw new Error('Illegal lexeme "'+n+'" for mode "'+(E.cN||"<unnamed>")+'"');return k+=n,n.length||1}var N=w(e);if(!N)throw new Error('Unknown language: "'+e+'"');s(N);var R,E=i||N,x={},L="";for(R=E;R!==N;R=R.parent)R.cN&&(L=p(R.cN,"",!0)+L);var k="",B=0;try{for(var M,j,O=0;;){if(E.t.lastIndex=O,M=E.t.exec(t),!M)break;j=m(t.substring(O,M.index),M[0]),O=M.index+j}for(m(t.substr(O)),R=E;R.parent;R=R.parent)R.cN&&(L+=C);return{r:B,value:L,language:e,top:E}}catch(T){if(T.message&&-1!==T.message.indexOf("Illegal"))return{r:0,value:n(t)};throw T}}function g(e,t){t=t||I.languages||x(y);var r={r:0,value:n(e)},a=r;return t.filter(w).forEach(function(n){var t=f(n,e,!1);t.language=n,t.r>a.r&&(a=t),t.r>r.r&&(a=r,r=t)}),a.language&&(r.second_best=a),r}function p(e){return I.tabReplace||I.useBR?e.replace(M,function(e,n){return I.useBR&&"\n"===e?"<br>":I.tabReplace?n.replace(/\t/g,I.tabReplace):""}):e}function h(e,n,t){var r=n?L[n]:t,a=[e.trim()];return e.match(/\bhljs\b/)||a.push("hljs"),-1===e.indexOf(r)&&a.push(r),a.join(" ").trim()}function d(e){var n,t,r,o,l,s=i(e);a(s)||(I.useBR?(n=document.createElementNS("http://www.w3.org/1999/xhtml","div"),n.innerHTML=e.innerHTML.replace(/\n/g,"").replace(/<br[ \/]*>/g,"\n")):n=e,l=n.textContent,r=s?f(s,l,!0):g(l),t=u(n),t.length&&(o=document.createElementNS("http://www.w3.org/1999/xhtml","div"),o.innerHTML=r.value,r.value=c(t,u(o),l)),r.value=p(r.value),e.innerHTML=r.value,e.className=h(e.className,s,r.language),e.result={language:r.language,re:r.r},r.second_best&&(e.second_best={language:r.second_best.language,re:r.second_best.r}))}function b(e){I=o(I,e)}function v(){if(!v.called){v.called=!0;var e=document.querySelectorAll("pre code");E.forEach.call(e,d)}}function m(){addEventListener("DOMContentLoaded",v,!1),addEventListener("load",v,!1)}function N(n,t){var r=y[n]=t(e);r.aliases&&r.aliases.forEach(function(e){L[e]=n})}function R(){return x(y)}function w(e){return e=(e||"").toLowerCase(),y[e]||y[L[e]]}var E=[],x=Object.keys,y={},L={},k=/^(no-?highlight|plain|text)$/i,B=/\blang(?:uage)?-([\w-]+)\b/i,M=/((^(<[^>]+>|\t|)+|(?:\n)))/gm,C="</span>",I={classPrefix:"hljs-",tabReplace:null,useBR:!1,languages:void 0};return e.highlight=f,e.highlightAuto=g,e.fixMarkup=p,e.highlightBlock=d,e.configure=b,e.initHighlighting=v,e.initHighlightingOnLoad=m,e.registerLanguage=N,e.listLanguages=R,e.getLanguage=w,e.inherit=o,e.IR="[a-zA-Z]\\w*",e.UIR="[a-zA-Z_]\\w*",e.NR="\\b\\d+(\\.\\d+)?",e.CNR="(-?)(\\b0[xX][a-fA-F0-9]+|(\\b\\d+(\\.\\d*)?|\\.\\d+)([eE][-+]?\\d+)?)",e.BNR="\\b(0b[01]+)",e.RSR="!|!=|!==|%|%=|&|&&|&=|\\*|\\*=|\\+|\\+=|,|-|-=|/=|/|:|;|<<|<<=|<=|<|===|==|=|>>>=|>>=|>=|>>>|>>|>|\\?|\\[|\\{|\\(|\\^|\\^=|\\||\\|=|\\|\\||~",e.BE={b:"\\\\[\\s\\S]",r:0},e.ASM={cN:"string",b:"'",e:"'",i:"\\n",c:[e.BE]},e.QSM={cN:"string",b:'"',e:'"',i:"\\n",c:[e.BE]},e.PWM={b:/\b(a|an|the|are|I'm|isn't|don't|doesn't|won't|but|just|should|pretty|simply|enough|gonna|going|wtf|so|such|will|you|your|they|like|more)\b/},e.C=function(n,t,r){var a=e.inherit({cN:"comment",b:n,e:t,c:[]},r||{});return a.c.push(e.PWM),a.c.push({cN:"doctag",b:"(?:TODO|FIXME|NOTE|BUG|XXX):",r:0}),a},e.CLCM=e.C("//","$"),e.CBCM=e.C("/\\*","\\*/"),e.HCM=e.C("#","$"),e.NM={cN:"number",b:e.NR,r:0},e.CNM={cN:"number",b:e.CNR,r:0},e.BNM={cN:"number",b:e.BNR,r:0},e.CSSNM={cN:"number",b:e.NR+"(%|em|ex|ch|rem|vw|vh|vmin|vmax|cm|mm|in|pt|pc|px|deg|grad|rad|turn|s|ms|Hz|kHz|dpi|dpcm|dppx)?",r:0},e.RM={cN:"regexp",b:/\//,e:/\/[gimuy]*/,i:/\n/,c:[e.BE,{b:/\[/,e:/\]/,r:0,c:[e.BE]}]},e.TM={cN:"title",b:e.IR,r:0},e.UTM={cN:"title",b:e.UIR,r:0},e.METHOD_GUARD={b:"\\.\\s*"+e.UIR,r:0},e});hljs.registerLanguage("sql",function(e){var t=e.C("--","$");return{cI:!0,i:/[<>{}*#]/,c:[{bK:"begin end start commit rollback savepoint lock alter create drop rename call delete do handler insert load replace select truncate update set show pragma grant merge describe use explain help declare prepare execute deallocate release unlock purge reset change stop analyze cache flush optimize repair kill install uninstall checksum restore check backup revoke comment",e:/;/,eW:!0,l:/[\w\.]+/,k:{keyword:"abort abs absolute acc acce accep accept access accessed accessible account acos action activate add addtime admin administer advanced advise aes_decrypt aes_encrypt after agent aggregate ali alia alias allocate allow alter always analyze ancillary and any anydata anydataset anyschema anytype apply archive archived archivelog are as asc ascii asin assembly assertion associate asynchronous at atan atn2 attr attri attrib attribu attribut attribute attributes audit authenticated authentication authid authors auto autoallocate autodblink autoextend automatic availability avg backup badfile basicfile before begin beginning benchmark between bfile bfile_base big bigfile bin binary_double binary_float binlog bit_and bit_count bit_length bit_or bit_xor bitmap blob_base block blocksize body both bound buffer_cache buffer_pool build bulk by byte byteordermark bytes cache caching call calling cancel capacity cascade cascaded case cast catalog category ceil ceiling chain change changed char_base char_length character_length characters characterset charindex charset charsetform charsetid check checksum checksum_agg child choose chr chunk class cleanup clear client clob clob_base clone close cluster_id cluster_probability cluster_set clustering coalesce coercibility col collate collation collect colu colum column column_value columns columns_updated comment commit compact compatibility compiled complete composite_limit compound compress compute concat concat_ws concurrent confirm conn connec connect connect_by_iscycle connect_by_isleaf connect_by_root connect_time connection consider consistent constant constraint constraints constructor container content contents context contributors controlfile conv convert convert_tz corr corr_k corr_s corresponding corruption cos cost count count_big counted covar_pop covar_samp cpu_per_call cpu_per_session crc32 create creation critical cross cube cume_dist curdate current current_date current_time current_timestamp current_user cursor curtime customdatum cycle data database databases datafile datafiles datalength date_add date_cache date_format date_sub dateadd datediff datefromparts datename datepart datetime2fromparts day day_to_second dayname dayofmonth dayofweek dayofyear days db_role_change dbtimezone ddl deallocate declare decode decompose decrement decrypt deduplicate def defa defau defaul default defaults deferred defi defin define degrees delayed delegate delete delete_all delimited demand dense_rank depth dequeue des_decrypt des_encrypt des_key_file desc descr descri describ describe descriptor deterministic diagnostics difference dimension direct_load directory disable disable_all disallow disassociate discardfile disconnect diskgroup distinct distinctrow distribute distributed div do document domain dotnet double downgrade drop dumpfile duplicate duration each edition editionable editions element ellipsis else elsif elt empty enable enable_all enclosed encode encoding encrypt end end-exec endian enforced engine engines enqueue enterprise entityescaping eomonth error errors escaped evalname evaluate event eventdata events except exception exceptions exchange exclude excluding execu execut execute exempt exists exit exp expire explain export export_set extended extent external external_1 external_2 externally extract failed failed_login_attempts failover failure far fast feature_set feature_value fetch field fields file file_name_convert filesystem_like_logging final finish first first_value fixed flash_cache flashback floor flush following follows for forall force form forma format found found_rows freelist freelists freepools fresh from from_base64 from_days ftp full function general generated get get_format get_lock getdate getutcdate global global_name globally go goto grant grants greatest group group_concat group_id grouping grouping_id groups gtid_subtract guarantee guard handler hash hashkeys having hea head headi headin heading heap help hex hierarchy high high_priority hosts hour http id ident_current ident_incr ident_seed identified identity idle_time if ifnull ignore iif ilike ilm immediate import in include including increment index indexes indexing indextype indicator indices inet6_aton inet6_ntoa inet_aton inet_ntoa infile initial initialized initially initrans inmemory inner innodb input insert install instance instantiable instr interface interleaved intersect into invalidate invisible is is_free_lock is_ipv4 is_ipv4_compat is_not is_not_null is_used_lock isdate isnull isolation iterate java join json json_exists keep keep_duplicates key keys kill language large last last_day last_insert_id last_value lax lcase lead leading least leaves left len lenght length less level levels library like like2 like4 likec limit lines link list listagg little ln load load_file lob lobs local localtime localtimestamp locate locator lock locked log log10 log2 logfile logfiles logging logical logical_reads_per_call logoff logon logs long loop low low_priority lower lpad lrtrim ltrim main make_set makedate maketime managed management manual map mapping mask master master_pos_wait match matched materialized max maxextents maximize maxinstances maxlen maxlogfiles maxloghistory maxlogmembers maxsize maxtrans md5 measures median medium member memcompress memory merge microsecond mid migration min minextents minimum mining minus minute minvalue missing mod mode model modification modify module monitoring month months mount move movement multiset mutex name name_const names nan national native natural nav nchar nclob nested never new newline next nextval no no_write_to_binlog noarchivelog noaudit nobadfile nocheck nocompress nocopy nocycle nodelay nodiscardfile noentityescaping noguarantee nokeep nologfile nomapping nomaxvalue nominimize nominvalue nomonitoring none noneditionable nonschema noorder nopr nopro noprom nopromp noprompt norely noresetlogs noreverse normal norowdependencies noschemacheck noswitch not nothing notice notrim novalidate now nowait nth_value nullif nulls num numb numbe nvarchar nvarchar2 object ocicoll ocidate ocidatetime ociduration ociinterval ociloblocator ocinumber ociref ocirefcursor ocirowid ocistring ocitype oct octet_length of off offline offset oid oidindex old on online only opaque open operations operator optimal optimize option optionally or oracle oracle_date oradata ord ordaudio orddicom orddoc order ordimage ordinality ordvideo organization orlany orlvary out outer outfile outline output over overflow overriding package pad parallel parallel_enable parameters parent parse partial partition partitions pascal passing password password_grace_time password_lock_time password_reuse_max password_reuse_time password_verify_function patch path patindex pctincrease pctthreshold pctused pctversion percent percent_rank percentile_cont percentile_disc performance period period_add period_diff permanent physical pi pipe pipelined pivot pluggable plugin policy position post_transaction pow power pragma prebuilt precedes preceding precision prediction prediction_cost prediction_details prediction_probability prediction_set prepare present preserve prior priority private private_sga privileges procedural procedure procedure_analyze processlist profiles project prompt protection public publishingservername purge quarter query quick quiesce quota quotename radians raise rand range rank raw read reads readsize rebuild record records recover recovery recursive recycle redo reduced ref reference referenced references referencing refresh regexp_like register regr_avgx regr_avgy regr_count regr_intercept regr_r2 regr_slope regr_sxx regr_sxy reject rekey relational relative relaylog release release_lock relies_on relocate rely rem remainder rename repair repeat replace replicate replication required reset resetlogs resize resource respect restore restricted result result_cache resumable resume retention return returning returns reuse reverse revoke right rlike role roles rollback rolling rollup round row row_count rowdependencies rowid rownum rows rtrim rules safe salt sample save savepoint sb1 sb2 sb4 scan schema schemacheck scn scope scroll sdo_georaster sdo_topo_geometry search sec_to_time second section securefile security seed segment select self sequence sequential serializable server servererror session session_user sessions_per_user set sets settings sha sha1 sha2 share shared shared_pool short show shrink shutdown si_averagecolor si_colorhistogram si_featurelist si_positionalcolor si_stillimage si_texture siblings sid sign sin size size_t sizes skip slave sleep smalldatetimefromparts smallfile snapshot some soname sort soundex source space sparse spfile split sql sql_big_result sql_buffer_result sql_cache sql_calc_found_rows sql_small_result sql_variant_property sqlcode sqldata sqlerror sqlname sqlstate sqrt square standalone standby start starting startup statement static statistics stats_binomial_test stats_crosstab stats_ks_test stats_mode stats_mw_test stats_one_way_anova stats_t_test_ stats_t_test_indep stats_t_test_one stats_t_test_paired stats_wsr_test status std stddev stddev_pop stddev_samp stdev stop storage store stored str str_to_date straight_join strcmp strict string struct stuff style subdate subpartition subpartitions substitutable substr substring subtime subtring_index subtype success sum suspend switch switchoffset switchover sync synchronous synonym sys sys_xmlagg sysasm sysaux sysdate sysdatetimeoffset sysdba sysoper system system_user sysutcdatetime table tables tablespace tan tdo template temporary terminated tertiary_weights test than then thread through tier ties time time_format time_zone timediff timefromparts timeout timestamp timestampadd timestampdiff timezone_abbr timezone_minute timezone_region to to_base64 to_date to_days to_seconds todatetimeoffset trace tracking transaction transactional translate translation treat trigger trigger_nestlevel triggers trim truncate try_cast try_convert try_parse type ub1 ub2 ub4 ucase unarchived unbounded uncompress under undo unhex unicode uniform uninstall union unique unix_timestamp unknown unlimited unlock unpivot unrecoverable unsafe unsigned until untrusted unusable unused update updated upgrade upped upper upsert url urowid usable usage use use_stored_outlines user user_data user_resources users using utc_date utc_timestamp uuid uuid_short validate validate_password_strength validation valist value values var var_samp varcharc vari varia variab variabl variable variables variance varp varraw varrawc varray verify version versions view virtual visible void wait wallet warning warnings week weekday weekofyear wellformed when whene whenev wheneve whenever where while whitespace with within without work wrapped xdb xml xmlagg xmlattributes xmlcast xmlcolattval xmlelement xmlexists xmlforest xmlindex xmlnamespaces xmlpi xmlquery xmlroot xmlschema xmlserialize xmltable xmltype xor year year_to_month years yearweek",literal:"true false null",built_in:"array bigint binary bit blob boolean char character date dec decimal float int int8 integer interval number numeric real record serial serial8 smallint text varchar varying void"},c:[{cN:"string",b:"'",e:"'",c:[e.BE,{b:"''"}]},{cN:"string",b:'"',e:'"',c:[e.BE,{b:'""'}]},{cN:"string",b:"`",e:"`",c:[e.BE]},e.CNM,e.CBCM,t]},e.CBCM,t]}});hljs.registerLanguage("r",function(e){var r="([a-zA-Z]|\\.[a-zA-Z.])[a-zA-Z0-9._]*";return{c:[e.HCM,{b:r,l:r,k:{keyword:"function if in break next repeat else for return switch while try tryCatch stop warning require library attach detach source setMethod setGeneric setGroupGeneric setClass ...",literal:"NULL NA TRUE FALSE T F Inf NaN NA_integer_|10 NA_real_|10 NA_character_|10 NA_complex_|10"},r:0},{cN:"number",b:"0[xX][0-9a-fA-F]+[Li]?\\b",r:0},{cN:"number",b:"\\d+(?:[eE][+\\-]?\\d*)?L\\b",r:0},{cN:"number",b:"\\d+\\.(?!\\d)(?:i\\b)?",r:0},{cN:"number",b:"\\d+(?:\\.\\d*)?(?:[eE][+\\-]?\\d*)?i?\\b",r:0},{cN:"number",b:"\\.\\d+(?:[eE][+\\-]?\\d*)?i?\\b",r:0},{b:"`",e:"`",r:0},{cN:"string",c:[e.BE],v:[{b:'"',e:'"'},{b:"'",e:"'"}]}]}});hljs.registerLanguage("perl",function(e){var t="getpwent getservent quotemeta msgrcv scalar kill dbmclose undef lc ma syswrite tr send umask sysopen shmwrite vec qx utime local oct semctl localtime readpipe do return format read sprintf dbmopen pop getpgrp not getpwnam rewinddir qqfileno qw endprotoent wait sethostent bless s|0 opendir continue each sleep endgrent shutdown dump chomp connect getsockname die socketpair close flock exists index shmgetsub for endpwent redo lstat msgctl setpgrp abs exit select print ref gethostbyaddr unshift fcntl syscall goto getnetbyaddr join gmtime symlink semget splice x|0 getpeername recv log setsockopt cos last reverse gethostbyname getgrnam study formline endhostent times chop length gethostent getnetent pack getprotoent getservbyname rand mkdir pos chmod y|0 substr endnetent printf next open msgsnd readdir use unlink getsockopt getpriority rindex wantarray hex system getservbyport endservent int chr untie rmdir prototype tell listen fork shmread ucfirst setprotoent else sysseek link getgrgid shmctl waitpid unpack getnetbyname reset chdir grep split require caller lcfirst until warn while values shift telldir getpwuid my getprotobynumber delete and sort uc defined srand accept package seekdir getprotobyname semop our rename seek if q|0 chroot sysread setpwent no crypt getc chown sqrt write setnetent setpriority foreach tie sin msgget map stat getlogin unless elsif truncate exec keys glob tied closedirioctl socket readlink eval xor readline binmode setservent eof ord bind alarm pipe atan2 getgrent exp time push setgrent gt lt or ne m|0 break given say state when",r={cN:"subst",b:"[$@]\\{",e:"\\}",k:t},s={b:"->{",e:"}"},n={v:[{b:/\$\d/},{b:/[\$%@](\^\w\b|#\w+(::\w+)*|{\w+}|\w+(::\w*)*)/},{b:/[\$%@][^\s\w{]/,r:0}]},i=[e.BE,r,n],o=[n,e.HCM,e.C("^\\=\\w","\\=cut",{eW:!0}),s,{cN:"string",c:i,v:[{b:"q[qwxr]?\\s*\\(",e:"\\)",r:5},{b:"q[qwxr]?\\s*\\[",e:"\\]",r:5},{b:"q[qwxr]?\\s*\\{",e:"\\}",r:5},{b:"q[qwxr]?\\s*\\|",e:"\\|",r:5},{b:"q[qwxr]?\\s*\\<",e:"\\>",r:5},{b:"qw\\s+q",e:"q",r:5},{b:"'",e:"'",c:[e.BE]},{b:'"',e:'"'},{b:"`",e:"`",c:[e.BE]},{b:"{\\w+}",c:[],r:0},{b:"-?\\w+\\s*\\=\\>",c:[],r:0}]},{cN:"number",b:"(\\b0[0-7_]+)|(\\b0x[0-9a-fA-F_]+)|(\\b[1-9][0-9_]*(\\.[0-9_]+)?)|[0_]\\b",r:0},{b:"(\\/\\/|"+e.RSR+"|\\b(split|return|print|reverse|grep)\\b)\\s*",k:"split return print reverse grep",r:0,c:[e.HCM,{cN:"regexp",b:"(s|tr|y)/(\\\\.|[^/])*/(\\\\.|[^/])*/[a-z]*",r:10},{cN:"regexp",b:"(m|qr)?/",e:"/[a-z]*",c:[e.BE],r:0}]},{cN:"function",bK:"sub",e:"(\\s*\\(.*?\\))?[;{]",eE:!0,r:5,c:[e.TM]},{b:"-\\w\\b",r:0},{b:"^__DATA__$",e:"^__END__$",sL:"mojolicious",c:[{b:"^@@.*",e:"$",cN:"comment"}]}];return r.c=o,s.c=o,{aliases:["pl","pm"],l:/[\w\.]+/,k:t,c:o}});hljs.registerLanguage("ini",function(e){var b={cN:"string",c:[e.BE],v:[{b:"'''",e:"'''",r:10},{b:'"""',e:'"""',r:10},{b:'"',e:'"'},{b:"'",e:"'"}]};return{aliases:["toml"],cI:!0,i:/\S/,c:[e.C(";","$"),e.HCM,{cN:"section",b:/^\s*\[+/,e:/\]+/},{b:/^[a-z0-9\[\]_-]+\s*=\s*/,e:"$",rB:!0,c:[{cN:"attr",b:/[a-z0-9\[\]_-]+/},{b:/=/,eW:!0,r:0,c:[{cN:"literal",b:/\bon|off|true|false|yes|no\b/},{cN:"variable",v:[{b:/\$[\w\d"][\w\d_]*/},{b:/\$\{(.*?)}/}]},b,{cN:"number",b:/([\+\-]+)?[\d]+_[\d_]+/},e.NM]}]}]}});hljs.registerLanguage("diff",function(e){return{aliases:["patch"],c:[{cN:"meta",r:10,v:[{b:/^@@ +\-\d+,\d+ +\+\d+,\d+ +@@$/},{b:/^\*\*\* +\d+,\d+ +\*\*\*\*$/},{b:/^\-\-\- +\d+,\d+ +\-\-\-\-$/}]},{cN:"comment",v:[{b:/Index: /,e:/$/},{b:/={3,}/,e:/$/},{b:/^\-{3}/,e:/$/},{b:/^\*{3} /,e:/$/},{b:/^\+{3}/,e:/$/},{b:/\*{5}/,e:/\*{5}$/}]},{cN:"addition",b:"^\\+",e:"$"},{cN:"deletion",b:"^\\-",e:"$"},{cN:"addition",b:"^\\!",e:"$"}]}});hljs.registerLanguage("go",function(e){var t={keyword:"break default func interface select case map struct chan else goto package switch const fallthrough if range type continue for import return var go defer bool byte complex64 complex128 float32 float64 int8 int16 int32 int64 string uint8 uint16 uint32 uint64 int uint uintptr rune",literal:"true false iota nil",built_in:"append cap close complex copy imag len make new panic print println real recover delete"};return{aliases:["golang"],k:t,i:"</",c:[e.CLCM,e.CBCM,{cN:"string",v:[e.QSM,{b:"'",e:"[^\\\\]'"},{b:"`",e:"`"}]},{cN:"number",v:[{b:e.CNR+"[dflsi]",r:1},e.CNM]},{b:/:=/},{cN:"function",bK:"func",e:/\s*\{/,eE:!0,c:[e.TM,{cN:"params",b:/\(/,e:/\)/,k:t,i:/["']/}]}]}});hljs.registerLanguage("bash",function(e){var t={cN:"variable",v:[{b:/\$[\w\d#@][\w\d_]*/},{b:/\$\{(.*?)}/}]},s={cN:"string",b:/"/,e:/"/,c:[e.BE,t,{cN:"variable",b:/\$\(/,e:/\)/,c:[e.BE]}]},a={cN:"string",b:/'/,e:/'/};return{aliases:["sh","zsh"],l:/\b-?[a-z\._]+\b/,k:{keyword:"if then else elif fi for while in do done case esac function",literal:"true false",built_in:"break cd continue eval exec exit export getopts hash pwd readonly return shift test times trap umask unset alias bind builtin caller command declare echo enable help let local logout mapfile printf read readarray source type typeset ulimit unalias set shopt autoload bg bindkey bye cap chdir clone comparguments compcall compctl compdescribe compfiles compgroups compquote comptags comptry compvalues dirs disable disown echotc echoti emulate fc fg float functions getcap getln history integer jobs kill limit log noglob popd print pushd pushln rehash sched setcap setopt stat suspend ttyctl unfunction unhash unlimit unsetopt vared wait whence where which zcompile zformat zftp zle zmodload zparseopts zprof zpty zregexparse zsocket zstyle ztcp",_:"-ne -eq -lt -gt -f -d -e -s -l -a"},c:[{cN:"meta",b:/^#![^\n]+sh\s*$/,r:10},{cN:"function",b:/\w[\w\d_]*\s*\(\s*\)\s*\{/,rB:!0,c:[e.inherit(e.TM,{b:/\w[\w\d_]*/})],r:0},e.HCM,s,a,t]}});hljs.registerLanguage("python",function(e){var r={keyword:"and elif is global as in if from raise for except finally print import pass return exec else break not with class assert yield try while continue del or def lambda async await nonlocal|10 None True False",built_in:"Ellipsis NotImplemented"},b={cN:"meta",b:/^(>>>|\.\.\.) /},c={cN:"subst",b:/\{/,e:/\}/,k:r,i:/#/},a={cN:"string",c:[e.BE],v:[{b:/(u|b)?r?'''/,e:/'''/,c:[b],r:10},{b:/(u|b)?r?"""/,e:/"""/,c:[b],r:10},{b:/(fr|rf|f)'''/,e:/'''/,c:[b,c]},{b:/(fr|rf|f)"""/,e:/"""/,c:[b,c]},{b:/(u|r|ur)'/,e:/'/,r:10},{b:/(u|r|ur)"/,e:/"/,r:10},{b:/(b|br)'/,e:/'/},{b:/(b|br)"/,e:/"/},{b:/(fr|rf|f)'/,e:/'/,c:[c]},{b:/(fr|rf|f)"/,e:/"/,c:[c]},e.ASM,e.QSM]},s={cN:"number",r:0,v:[{b:e.BNR+"[lLjJ]?"},{b:"\\b(0o[0-7]+)[lLjJ]?"},{b:e.CNR+"[lLjJ]?"}]},i={cN:"params",b:/\(/,e:/\)/,c:["self",b,s,a]};return c.c=[a,s,b],{aliases:["py","gyp"],k:r,i:/(<\/|->|\?)|=>/,c:[b,s,a,e.HCM,{v:[{cN:"function",bK:"def"},{cN:"class",bK:"class"}],e:/:/,i:/[${=;\n,]/,c:[e.UTM,i,{b:/->/,eW:!0,k:"None"}]},{cN:"meta",b:/^[\t ]*@/,e:/$/},{b:/\b(print|exec)\(/}]}});hljs.registerLanguage("julia",function(e){var r={keyword:"in isa where baremodule begin break catch ccall const continue do else elseif end export false finally for function global if import importall let local macro module quote return true try using while type immutable abstract bitstype typealias ",literal:"true false ARGS C_NULL DevNull ENDIAN_BOM ENV I Inf Inf16 Inf32 Inf64 InsertionSort JULIA_HOME LOAD_PATH MergeSort NaN NaN16 NaN32 NaN64 PROGRAM_FILE QuickSort RoundDown RoundFromZero RoundNearest RoundNearestTiesAway RoundNearestTiesUp RoundToZero RoundUp STDERR STDIN STDOUT VERSION catalan e|0 eu|0 eulergamma golden im nothing pi γ π φ ",built_in:"ANY AbstractArray AbstractChannel AbstractFloat AbstractMatrix AbstractRNG AbstractSerializer AbstractSet AbstractSparseArray AbstractSparseMatrix AbstractSparseVector AbstractString AbstractUnitRange AbstractVecOrMat AbstractVector Any ArgumentError Array AssertionError Associative Base64DecodePipe Base64EncodePipe Bidiagonal BigFloat BigInt BitArray BitMatrix BitVector Bool BoundsError BufferStream CachingPool CapturedException CartesianIndex CartesianRange Cchar Cdouble Cfloat Channel Char Cint Cintmax_t Clong Clonglong ClusterManager Cmd CodeInfo Colon Complex Complex128 Complex32 Complex64 CompositeException Condition ConjArray ConjMatrix ConjVector Cptrdiff_t Cshort Csize_t Cssize_t Cstring Cuchar Cuint Cuintmax_t Culong Culonglong Cushort Cwchar_t Cwstring DataType Date DateFormat DateTime DenseArray DenseMatrix DenseVecOrMat DenseVector Diagonal Dict DimensionMismatch Dims DirectIndexString Display DivideError DomainError EOFError EachLine Enum Enumerate ErrorException Exception ExponentialBackOff Expr Factorization FileMonitor Float16 Float32 Float64 Function Future GlobalRef GotoNode HTML Hermitian IO IOBuffer IOContext IOStream IPAddr IPv4 IPv6 IndexCartesian IndexLinear IndexStyle InexactError InitError Int Int128 Int16 Int32 Int64 Int8 IntSet Integer InterruptException InvalidStateException Irrational KeyError LabelNode LinSpace LineNumberNode LoadError LowerTriangular MIME Matrix MersenneTwister Method MethodError MethodTable Module NTuple NewvarNode NullException Nullable Number ObjectIdDict OrdinalRange OutOfMemoryError OverflowError Pair ParseError PartialQuickSort PermutedDimsArray Pipe PollingFileWatcher ProcessExitedException Ptr QuoteNode RandomDevice Range RangeIndex Rational RawFD ReadOnlyMemoryError Real ReentrantLock Ref Regex RegexMatch RemoteChannel RemoteException RevString RoundingMode RowVector SSAValue SegmentationFault SerializationState Set SharedArray SharedMatrix SharedVector Signed SimpleVector Slot SlotNumber SparseMatrixCSC SparseVector StackFrame StackOverflowError StackTrace StepRange StepRangeLen StridedArray StridedMatrix StridedVecOrMat StridedVector String SubArray SubString SymTridiagonal Symbol Symmetric SystemError TCPSocket Task Text TextDisplay Timer Tridiagonal Tuple Type TypeError TypeMapEntry TypeMapLevel TypeName TypeVar TypedSlot UDPSocket UInt UInt128 UInt16 UInt32 UInt64 UInt8 UndefRefError UndefVarError UnicodeError UniformScaling Union UnionAll UnitRange Unsigned UpperTriangular Val Vararg VecElement VecOrMat Vector VersionNumber Void WeakKeyDict WeakRef WorkerConfig WorkerPool "},t="[A-Za-z_\\u00A1-\\uFFFF][A-Za-z_0-9\\u00A1-\\uFFFF]*",a={l:t,k:r,i:/<\//},n={cN:"number",b:/(\b0x[\d_]*(\.[\d_]*)?|0x\.\d[\d_]*)p[-+]?\d+|\b0[box][a-fA-F0-9][a-fA-F0-9_]*|(\b\d[\d_]*(\.[\d_]*)?|\.\d[\d_]*)([eEfF][-+]?\d+)?/,r:0},o={cN:"string",b:/'(.|\\[xXuU][a-zA-Z0-9]+)'/},i={cN:"subst",b:/\$\(/,e:/\)/,k:r},l={cN:"variable",b:"\\$"+t},c={cN:"string",c:[e.BE,i,l],v:[{b:/\w*"""/,e:/"""\w*/,r:10},{b:/\w*"/,e:/"\w*/}]},s={cN:"string",c:[e.BE,i,l],b:"`",e:"`"},d={cN:"meta",b:"@"+t},u={cN:"comment",v:[{b:"#=",e:"=#",r:10},{b:"#",e:"$"}]};return a.c=[n,o,c,s,d,u,e.HCM,{cN:"keyword",b:"\\b(((abstract|primitive)\\s+)type|(mutable\\s+)?struct)\\b"},{b:/<:/}],i.c=a.c,a});hljs.registerLanguage("coffeescript",function(e){var c={keyword:"in if for while finally new do return else break catch instanceof throw try this switch continue typeof delete debugger super yield import export from as default await then unless until loop of by when and or is isnt not",literal:"true false null undefined yes no on off",built_in:"npm require console print module global window document"},n="[A-Za-z$_][0-9A-Za-z$_]*",r={cN:"subst",b:/#\{/,e:/}/,k:c},i=[e.BNM,e.inherit(e.CNM,{starts:{e:"(\\s*/)?",r:0}}),{cN:"string",v:[{b:/'''/,e:/'''/,c:[e.BE]},{b:/'/,e:/'/,c:[e.BE]},{b:/"""/,e:/"""/,c:[e.BE,r]},{b:/"/,e:/"/,c:[e.BE,r]}]},{cN:"regexp",v:[{b:"///",e:"///",c:[r,e.HCM]},{b:"//[gim]*",r:0},{b:/\/(?![ *])(\\\/|.)*?\/[gim]*(?=\W|$)/}]},{b:"@"+n},{sL:"javascript",eB:!0,eE:!0,v:[{b:"```",e:"```"},{b:"`",e:"`"}]}];r.c=i;var s=e.inherit(e.TM,{b:n}),t="(\\(.*\\))?\\s*\\B[-=]>",o={cN:"params",b:"\\([^\\(]",rB:!0,c:[{b:/\(/,e:/\)/,k:c,c:["self"].concat(i)}]};return{aliases:["coffee","cson","iced"],k:c,i:/\/\*/,c:i.concat([e.C("###","###"),e.HCM,{cN:"function",b:"^\\s*"+n+"\\s*=\\s*"+t,e:"[-=]>",rB:!0,c:[s,o]},{b:/[:\(,=]\s*/,r:0,c:[{cN:"function",b:t,e:"[-=]>",rB:!0,c:[o]}]},{cN:"class",bK:"class",e:"$",i:/[:="\[\]]/,c:[{bK:"extends",eW:!0,i:/[:="\[\]]/,c:[s]},s]},{b:n+":",e:":",rB:!0,rE:!0,r:0}])}});hljs.registerLanguage("cpp",function(t){var e={cN:"keyword",b:"\\b[a-z\\d_]*_t\\b"},r={cN:"string",v:[{b:'(u8?|U)?L?"',e:'"',i:"\\n",c:[t.BE]},{b:'(u8?|U)?R"',e:'"',c:[t.BE]},{b:"'\\\\?.",e:"'",i:"."}]},s={cN:"number",v:[{b:"\\b(0b[01']+)"},{b:"(-?)\\b([\\d']+(\\.[\\d']*)?|\\.[\\d']+)(u|U|l|L|ul|UL|f|F|b|B)"},{b:"(-?)(\\b0[xX][a-fA-F0-9']+|(\\b[\\d']+(\\.[\\d']*)?|\\.[\\d']+)([eE][-+]?[\\d']+)?)"}],r:0},i={cN:"meta",b:/#\s*[a-z]+\b/,e:/$/,k:{"meta-keyword":"if else elif endif define undef warning error line pragma ifdef ifndef include"},c:[{b:/\\\n/,r:0},t.inherit(r,{cN:"meta-string"}),{cN:"meta-string",b:/<[^\n>]*>/,e:/$/,i:"\\n"},t.CLCM,t.CBCM]},a=t.IR+"\\s*\\(",c={keyword:"int float while private char catch import module export virtual operator sizeof dynamic_cast|10 typedef const_cast|10 const for static_cast|10 union namespace unsigned long volatile static protected bool template mutable if public friend do goto auto void enum else break extern using asm case typeid short reinterpret_cast|10 default double register explicit signed typename try this switch continue inline delete alignof constexpr decltype noexcept static_assert thread_local restrict _Bool complex _Complex _Imaginary atomic_bool atomic_char atomic_schar atomic_uchar atomic_short atomic_ushort atomic_int atomic_uint atomic_long atomic_ulong atomic_llong atomic_ullong new throw return and or not",built_in:"std string cin cout cerr clog stdin stdout stderr stringstream istringstream ostringstream auto_ptr deque list queue stack vector map set bitset multiset multimap unordered_set unordered_map unordered_multiset unordered_multimap array shared_ptr abort abs acos asin atan2 atan calloc ceil cosh cos exit exp fabs floor fmod fprintf fputs free frexp fscanf isalnum isalpha iscntrl isdigit isgraph islower isprint ispunct isspace isupper isxdigit tolower toupper labs ldexp log10 log malloc realloc memchr memcmp memcpy memset modf pow printf putchar puts scanf sinh sin snprintf sprintf sqrt sscanf strcat strchr strcmp strcpy strcspn strlen strncat strncmp strncpy strpbrk strrchr strspn strstr tanh tan vfprintf vprintf vsprintf endl initializer_list unique_ptr",literal:"true false nullptr NULL"},n=[e,t.CLCM,t.CBCM,s,r];return{aliases:["c","cc","h","c++","h++","hpp"],k:c,i:"</",c:n.concat([i,{b:"\\b(deque|list|queue|stack|vector|map|set|bitset|multiset|multimap|unordered_map|unordered_set|unordered_multiset|unordered_multimap|array)\\s*<",e:">",k:c,c:["self",e]},{b:t.IR+"::",k:c},{v:[{b:/=/,e:/;/},{b:/\(/,e:/\)/},{bK:"new throw return else",e:/;/}],k:c,c:n.concat([{b:/\(/,e:/\)/,k:c,c:n.concat(["self"]),r:0}]),r:0},{cN:"function",b:"("+t.IR+"[\\*&\\s]+)+"+a,rB:!0,e:/[{;=]/,eE:!0,k:c,i:/[^\w\s\*&]/,c:[{b:a,rB:!0,c:[t.TM],r:0},{cN:"params",b:/\(/,e:/\)/,k:c,r:0,c:[t.CLCM,t.CBCM,r,s,e]},t.CLCM,t.CBCM,i]},{cN:"class",bK:"class struct",e:/[{;:]/,c:[{b:/</,e:/>/,c:["self"]},t.TM]}]),exports:{preprocessor:i,strings:r,k:c}}});hljs.registerLanguage("ruby",function(e){var b="[a-zA-Z_]\\w*[!?=]?|[-+~]\\@|<<|>>|=~|===?|<=>|[<>]=?|\\*\\*|[-/+%^&*~`|]|\\[\\]=?",r={keyword:"and then defined module in return redo if BEGIN retry end for self when next until do begin unless END rescue else break undef not super class case require yield alias while ensure elsif or include attr_reader attr_writer attr_accessor",literal:"true false nil"},c={cN:"doctag",b:"@[A-Za-z]+"},a={b:"#<",e:">"},s=[e.C("#","$",{c:[c]}),e.C("^\\=begin","^\\=end",{c:[c],r:10}),e.C("^__END__","\\n$")],n={cN:"subst",b:"#\\{",e:"}",k:r},t={cN:"string",c:[e.BE,n],v:[{b:/'/,e:/'/},{b:/"/,e:/"/},{b:/`/,e:/`/},{b:"%[qQwWx]?\\(",e:"\\)"},{b:"%[qQwWx]?\\[",e:"\\]"},{b:"%[qQwWx]?{",e:"}"},{b:"%[qQwWx]?<",e:">"},{b:"%[qQwWx]?/",e:"/"},{b:"%[qQwWx]?%",e:"%"},{b:"%[qQwWx]?-",e:"-"},{b:"%[qQwWx]?\\|",e:"\\|"},{b:/\B\?(\\\d{1,3}|\\x[A-Fa-f0-9]{1,2}|\\u[A-Fa-f0-9]{4}|\\?\S)\b/},{b:/<<(-?)\w+$/,e:/^\s*\w+$/}]},i={cN:"params",b:"\\(",e:"\\)",endsParent:!0,k:r},d=[t,a,{cN:"class",bK:"class module",e:"$|;",i:/=/,c:[e.inherit(e.TM,{b:"[A-Za-z_]\\w*(::\\w+)*(\\?|\\!)?"}),{b:"<\\s*",c:[{b:"("+e.IR+"::)?"+e.IR}]}].concat(s)},{cN:"function",bK:"def",e:"$|;",c:[e.inherit(e.TM,{b:b}),i].concat(s)},{b:e.IR+"::"},{cN:"symbol",b:e.UIR+"(\\!|\\?)?:",r:0},{cN:"symbol",b:":(?!\\s)",c:[t,{b:b}],r:0},{cN:"number",b:"(\\b0[0-7_]+)|(\\b0x[0-9a-fA-F_]+)|(\\b[1-9][0-9_]*(\\.[0-9_]+)?)|[0_]\\b",r:0},{b:"(\\$\\W)|((\\$|\\@\\@?)(\\w+))"},{cN:"params",b:/\|/,e:/\|/,k:r},{b:"("+e.RSR+"|unless)\\s*",k:"unless",c:[a,{cN:"regexp",c:[e.BE,n],i:/\n/,v:[{b:"/",e:"/[a-z]*"},{b:"%r{",e:"}[a-z]*"},{b:"%r\\(",e:"\\)[a-z]*"},{b:"%r!",e:"![a-z]*"},{b:"%r\\[",e:"\\][a-z]*"}]}].concat(s),r:0}].concat(s);n.c=d,i.c=d;var l="[>?]>",o="[\\w#]+\\(\\w+\\):\\d+:\\d+>",u="(\\w+-)?\\d+\\.\\d+\\.\\d(p\\d+)?[^>]+>",w=[{b:/^\s*=>/,starts:{e:"$",c:d}},{cN:"meta",b:"^("+l+"|"+o+"|"+u+")",starts:{e:"$",c:d}}];return{aliases:["rb","gemspec","podspec","thor","irb"],k:r,i:/\/\*/,c:s.concat(w).concat(d)}});hljs.registerLanguage("yaml",function(e){var b="true false yes no null",a="^[ \\-]*",r="[a-zA-Z_][\\w\\-]*",t={cN:"attr",v:[{b:a+r+":"},{b:a+'"'+r+'":'},{b:a+"'"+r+"':"}]},c={cN:"template-variable",v:[{b:"{{",e:"}}"},{b:"%{",e:"}"}]},l={cN:"string",r:0,v:[{b:/'/,e:/'/},{b:/"/,e:/"/},{b:/\S+/}],c:[e.BE,c]};return{cI:!0,aliases:["yml","YAML","yaml"],c:[t,{cN:"meta",b:"^---s*$",r:10},{cN:"string",b:"[\\|>] *$",rE:!0,c:l.c,e:t.v[0].b},{b:"<%[%=-]?",e:"[%-]?%>",sL:"ruby",eB:!0,eE:!0,r:0},{cN:"type",b:"!!"+e.UIR},{cN:"meta",b:"&"+e.UIR+"$"},{cN:"meta",b:"\\*"+e.UIR+"$"},{cN:"bullet",b:"^ *-",r:0},e.HCM,{bK:b,k:{literal:b}},e.CNM,l]}});hljs.registerLanguage("css",function(e){var c="[a-zA-Z-][a-zA-Z0-9_-]*",t={b:/[A-Z\_\.\-]+\s*:/,rB:!0,e:";",eW:!0,c:[{cN:"attribute",b:/\S/,e:":",eE:!0,starts:{eW:!0,eE:!0,c:[{b:/[\w-]+\(/,rB:!0,c:[{cN:"built_in",b:/[\w-]+/},{b:/\(/,e:/\)/,c:[e.ASM,e.QSM]}]},e.CSSNM,e.QSM,e.ASM,e.CBCM,{cN:"number",b:"#[0-9A-Fa-f]+"},{cN:"meta",b:"!important"}]}}]};return{cI:!0,i:/[=\/|'\$]/,c:[e.CBCM,{cN:"selector-id",b:/#[A-Za-z0-9_-]+/},{cN:"selector-class",b:/\.[A-Za-z0-9_-]+/},{cN:"selector-attr",b:/\[/,e:/\]/,i:"$"},{cN:"selector-pseudo",b:/:(:)?[a-zA-Z0-9\_\-\+\(\)"'.]+/},{b:"@(font-face|page)",l:"[a-z-]+",k:"font-face page"},{b:"@",e:"[{;]",i:/:/,c:[{cN:"keyword",b:/\w+/},{b:/\s/,eW:!0,eE:!0,r:0,c:[e.ASM,e.QSM,e.CSSNM]}]},{cN:"selector-tag",b:c,r:0},{b:"{",e:"}",i:/\S/,c:[e.CBCM,t]}]}});hljs.registerLanguage("fortran",function(e){var t={cN:"params",b:"\\(",e:"\\)"},n={literal:".False. .True.",keyword:"kind do while private call intrinsic where elsewhere type endtype endmodule endselect endinterface end enddo endif if forall endforall only contains default return stop then public subroutine|10 function program .and. .or. .not. .le. .eq. .ge. .gt. .lt. goto save else use module select case access blank direct exist file fmt form formatted iostat name named nextrec number opened rec recl sequential status unformatted unit continue format pause cycle exit c_null_char c_alert c_backspace c_form_feed flush wait decimal round iomsg synchronous nopass non_overridable pass protected volatile abstract extends import non_intrinsic value deferred generic final enumerator class associate bind enum c_int c_short c_long c_long_long c_signed_char c_size_t c_int8_t c_int16_t c_int32_t c_int64_t c_int_least8_t c_int_least16_t c_int_least32_t c_int_least64_t c_int_fast8_t c_int_fast16_t c_int_fast32_t c_int_fast64_t c_intmax_t C_intptr_t c_float c_double c_long_double c_float_complex c_double_complex c_long_double_complex c_bool c_char c_null_ptr c_null_funptr c_new_line c_carriage_return c_horizontal_tab c_vertical_tab iso_c_binding c_loc c_funloc c_associated  c_f_pointer c_ptr c_funptr iso_fortran_env character_storage_size error_unit file_storage_size input_unit iostat_end iostat_eor numeric_storage_size output_unit c_f_procpointer ieee_arithmetic ieee_support_underflow_control ieee_get_underflow_mode ieee_set_underflow_mode newunit contiguous recursive pad position action delim readwrite eor advance nml interface procedure namelist include sequence elemental pure integer real character complex logical dimension allocatable|10 parameter external implicit|10 none double precision assign intent optional pointer target in out common equivalence data",built_in:"alog alog10 amax0 amax1 amin0 amin1 amod cabs ccos cexp clog csin csqrt dabs dacos dasin datan datan2 dcos dcosh ddim dexp dint dlog dlog10 dmax1 dmin1 dmod dnint dsign dsin dsinh dsqrt dtan dtanh float iabs idim idint idnint ifix isign max0 max1 min0 min1 sngl algama cdabs cdcos cdexp cdlog cdsin cdsqrt cqabs cqcos cqexp cqlog cqsin cqsqrt dcmplx dconjg derf derfc dfloat dgamma dimag dlgama iqint qabs qacos qasin qatan qatan2 qcmplx qconjg qcos qcosh qdim qerf qerfc qexp qgamma qimag qlgama qlog qlog10 qmax1 qmin1 qmod qnint qsign qsin qsinh qsqrt qtan qtanh abs acos aimag aint anint asin atan atan2 char cmplx conjg cos cosh exp ichar index int log log10 max min nint sign sin sinh sqrt tan tanh print write dim lge lgt lle llt mod nullify allocate deallocate adjustl adjustr all allocated any associated bit_size btest ceiling count cshift date_and_time digits dot_product eoshift epsilon exponent floor fraction huge iand ibclr ibits ibset ieor ior ishft ishftc lbound len_trim matmul maxexponent maxloc maxval merge minexponent minloc minval modulo mvbits nearest pack present product radix random_number random_seed range repeat reshape rrspacing scale scan selected_int_kind selected_real_kind set_exponent shape size spacing spread sum system_clock tiny transpose trim ubound unpack verify achar iachar transfer dble entry dprod cpu_time command_argument_count get_command get_command_argument get_environment_variable is_iostat_end ieee_arithmetic ieee_support_underflow_control ieee_get_underflow_mode ieee_set_underflow_mode is_iostat_eor move_alloc new_line selected_char_kind same_type_as extends_type_ofacosh asinh atanh bessel_j0 bessel_j1 bessel_jn bessel_y0 bessel_y1 bessel_yn erf erfc erfc_scaled gamma log_gamma hypot norm2 atomic_define atomic_ref execute_command_line leadz trailz storage_size merge_bits bge bgt ble blt dshiftl dshiftr findloc iall iany iparity image_index lcobound ucobound maskl maskr num_images parity popcnt poppar shifta shiftl shiftr this_image"};return{cI:!0,aliases:["f90","f95"],k:n,i:/\/\*/,c:[e.inherit(e.ASM,{cN:"string",r:0}),e.inherit(e.QSM,{cN:"string",r:0}),{cN:"function",bK:"subroutine function program",i:"[${=\\n]",c:[e.UTM,t]},e.C("!","$",{r:0}),{cN:"number",b:"(?=\\b|\\+|\\-|\\.)(?=\\.\\d|\\d)(?:\\d+)?(?:\\.?\\d*)(?:[de][+-]?\\d+)?\\b\\.?",r:0}]}});hljs.registerLanguage("awk",function(e){var r={cN:"variable",v:[{b:/\$[\w\d#@][\w\d_]*/},{b:/\$\{(.*?)}/}]},b="BEGIN END if else while do for in break continue delete next nextfile function func exit|10",n={cN:"string",c:[e.BE],v:[{b:/(u|b)?r?'''/,e:/'''/,r:10},{b:/(u|b)?r?"""/,e:/"""/,r:10},{b:/(u|r|ur)'/,e:/'/,r:10},{b:/(u|r|ur)"/,e:/"/,r:10},{b:/(b|br)'/,e:/'/},{b:/(b|br)"/,e:/"/},e.ASM,e.QSM]};return{k:{keyword:b},c:[r,n,e.RM,e.HCM,e.NM]}});hljs.registerLanguage("makefile",function(e){var i={cN:"variable",v:[{b:"\\$\\("+e.UIR+"\\)",c:[e.BE]},{b:/\$[@%<?\^\+\*]/}]},r={cN:"string",b:/"/,e:/"/,c:[e.BE,i]},a={cN:"variable",b:/\$\([\w-]+\s/,e:/\)/,k:{built_in:"subst patsubst strip findstring filter filter-out sort word wordlist firstword lastword dir notdir suffix basename addsuffix addprefix join wildcard realpath abspath error warning shell origin flavor foreach if or and call eval file value"},c:[i]},n={b:"^"+e.UIR+"\\s*[:+?]?=",i:"\\n",rB:!0,c:[{b:"^"+e.UIR,e:"[:+?]?=",eE:!0}]},t={cN:"meta",b:/^\.PHONY:/,e:/$/,k:{"meta-keyword":".PHONY"},l:/[\.\w]+/},l={cN:"section",b:/^[^\s]+:/,e:/$/,c:[i]};return{aliases:["mk","mak"],k:"define endef undefine ifdef ifndef ifeq ifneq else endif include -include sinclude override export unexport private vpath",l:/[\w-]+/,c:[e.HCM,i,r,a,n,t,l]}});hljs.registerLanguage("java",function(e){var a="[À-ʸa-zA-Z_$][À-ʸa-zA-Z_$0-9]*",t=a+"(<"+a+"(\\s*,\\s*"+a+")*>)?",r="false synchronized int abstract float private char boolean static null if const for true while long strictfp finally protected import native final void enum else break transient catch instanceof byte super volatile case assert short package default double public try this switch continue throws protected public private module requires exports do",s="\\b(0[bB]([01]+[01_]+[01]+|[01]+)|0[xX]([a-fA-F0-9]+[a-fA-F0-9_]+[a-fA-F0-9]+|[a-fA-F0-9]+)|(([\\d]+[\\d_]+[\\d]+|[\\d]+)(\\.([\\d]+[\\d_]+[\\d]+|[\\d]+))?|\\.([\\d]+[\\d_]+[\\d]+|[\\d]+))([eE][-+]?\\d+)?)[lLfF]?",c={cN:"number",b:s,r:0};return{aliases:["jsp"],k:r,i:/<\/|#/,c:[e.C("/\\*\\*","\\*/",{r:0,c:[{b:/\w+@/,r:0},{cN:"doctag",b:"@[A-Za-z]+"}]}),e.CLCM,e.CBCM,e.ASM,e.QSM,{cN:"class",bK:"class interface",e:/[{;=]/,eE:!0,k:"class interface",i:/[:"\[\]]/,c:[{bK:"extends implements"},e.UTM]},{bK:"new throw return else",r:0},{cN:"function",b:"("+t+"\\s+)+"+e.UIR+"\\s*\\(",rB:!0,e:/[{;=]/,eE:!0,k:r,c:[{b:e.UIR+"\\s*\\(",rB:!0,r:0,c:[e.UTM]},{cN:"params",b:/\(/,e:/\)/,k:r,r:0,c:[e.ASM,e.QSM,e.CNM,e.CBCM]},e.CLCM,e.CBCM]},c,{cN:"meta",b:"@[A-Za-z]+"}]}});hljs.registerLanguage("stan",function(e){return{c:[e.HCM,e.CLCM,e.CBCM,{b:e.UIR,l:e.UIR,k:{name:"for in while repeat until if then else",symbol:"bernoulli bernoulli_logit binomial binomial_logit beta_binomial hypergeometric categorical categorical_logit ordered_logistic neg_binomial neg_binomial_2 neg_binomial_2_log poisson poisson_log multinomial normal exp_mod_normal skew_normal student_t cauchy double_exponential logistic gumbel lognormal chi_square inv_chi_square scaled_inv_chi_square exponential inv_gamma weibull frechet rayleigh wiener pareto pareto_type_2 von_mises uniform multi_normal multi_normal_prec multi_normal_cholesky multi_gp multi_gp_cholesky multi_student_t gaussian_dlm_obs dirichlet lkj_corr lkj_corr_cholesky wishart inv_wishart","selector-tag":"int real vector simplex unit_vector ordered positive_ordered row_vector matrix cholesky_factor_corr cholesky_factor_cov corr_matrix cov_matrix",title:"functions model data parameters quantities transformed generated",literal:"true false"},r:0},{cN:"number",b:"0[xX][0-9a-fA-F]+[Li]?\\b",r:0},{cN:"number",b:"0[xX][0-9a-fA-F]+[Li]?\\b",r:0},{cN:"number",b:"\\d+(?:[eE][+\\-]?\\d*)?L\\b",r:0},{cN:"number",b:"\\d+\\.(?!\\d)(?:i\\b)?",r:0},{cN:"number",b:"\\d+(?:\\.\\d*)?(?:[eE][+\\-]?\\d*)?i?\\b",r:0},{cN:"number",b:"\\.\\d+(?:[eE][+\\-]?\\d*)?i?\\b",r:0}]}});hljs.registerLanguage("javascript",function(e){var r="[A-Za-z$_][0-9A-Za-z$_]*",t={keyword:"in of if for while finally var new function do return void else break catch instanceof with throw case default try this switch continue typeof delete let yield const export super debugger as async await static import from as",literal:"true false null undefined NaN Infinity",built_in:"eval isFinite isNaN parseFloat parseInt decodeURI decodeURIComponent encodeURI encodeURIComponent escape unescape Object Function Boolean Error EvalError InternalError RangeError ReferenceError StopIteration SyntaxError TypeError URIError Number Math Date String RegExp Array Float32Array Float64Array Int16Array Int32Array Int8Array Uint16Array Uint32Array Uint8Array Uint8ClampedArray ArrayBuffer DataView JSON Intl arguments require module console window document Symbol Set Map WeakSet WeakMap Proxy Reflect Promise"},a={cN:"number",v:[{b:"\\b(0[bB][01]+)"},{b:"\\b(0[oO][0-7]+)"},{b:e.CNR}],r:0},n={cN:"subst",b:"\\$\\{",e:"\\}",k:t,c:[]},c={cN:"string",b:"`",e:"`",c:[e.BE,n]};n.c=[e.ASM,e.QSM,c,a,e.RM];var s=n.c.concat([e.CBCM,e.CLCM]);return{aliases:["js","jsx"],k:t,c:[{cN:"meta",r:10,b:/^\s*['"]use (strict|asm)['"]/},{cN:"meta",b:/^#!/,e:/$/},e.ASM,e.QSM,c,e.CLCM,e.CBCM,a,{b:/[{,]\s*/,r:0,c:[{b:r+"\\s*:",rB:!0,r:0,c:[{cN:"attr",b:r,r:0}]}]},{b:"("+e.RSR+"|\\b(case|return|throw)\\b)\\s*",k:"return throw case",c:[e.CLCM,e.CBCM,e.RM,{cN:"function",b:"(\\(.*?\\)|"+r+")\\s*=>",rB:!0,e:"\\s*=>",c:[{cN:"params",v:[{b:r},{b:/\(\s*\)/},{b:/\(/,e:/\)/,eB:!0,eE:!0,k:t,c:s}]}]},{b:/</,e:/(\/\w+|\w+\/)>/,sL:"xml",c:[{b:/<\w+\s*\/>/,skip:!0},{b:/<\w+/,e:/(\/\w+|\w+\/)>/,skip:!0,c:[{b:/<\w+\s*\/>/,skip:!0},"self"]}]}],r:0},{cN:"function",bK:"function",e:/\{/,eE:!0,c:[e.inherit(e.TM,{b:r}),{cN:"params",b:/\(/,e:/\)/,eB:!0,eE:!0,c:s}],i:/\[|%/},{b:/\$[(.]/},e.METHOD_GUARD,{cN:"class",bK:"class",e:/[{;=]/,eE:!0,i:/[:"\[\]]/,c:[{bK:"extends"},e.UTM]},{bK:"constructor",e:/\{/,eE:!0}],i:/#(?!!)/}});hljs.registerLanguage("tex",function(c){var e={cN:"tag",b:/\\/,r:0,c:[{cN:"name",v:[{b:/[a-zA-Zа-яА-я]+[*]?/},{b:/[^a-zA-Zа-яА-я0-9]/}],starts:{eW:!0,r:0,c:[{cN:"string",v:[{b:/\[/,e:/\]/},{b:/\{/,e:/\}/}]},{b:/\s*=\s*/,eW:!0,r:0,c:[{cN:"number",b:/-?\d*\.?\d+(pt|pc|mm|cm|in|dd|cc|ex|em)?/}]}]}}]};return{c:[e,{cN:"formula",c:[e],r:0,v:[{b:/\$\$/,e:/\$\$/},{b:/\$/,e:/\$/}]},c.C("%","$",{r:0})]}});hljs.registerLanguage("xml",function(s){var e="[A-Za-z0-9\\._:-]+",t={eW:!0,i:/</,r:0,c:[{cN:"attr",b:e,r:0},{b:/=\s*/,r:0,c:[{cN:"string",endsParent:!0,v:[{b:/"/,e:/"/},{b:/'/,e:/'/},{b:/[^\s"'=<>`]+/}]}]}]};return{aliases:["html","xhtml","rss","atom","xjb","xsd","xsl","plist"],cI:!0,c:[{cN:"meta",b:"<!DOCTYPE",e:">",r:10,c:[{b:"\\[",e:"\\]"}]},s.C("<!--","-->",{r:10}),{b:"<\\!\\[CDATA\\[",e:"\\]\\]>",r:10},{b:/<\?(php)?/,e:/\?>/,sL:"php",c:[{b:"/\\*",e:"\\*/",skip:!0}]},{cN:"tag",b:"<style(?=\\s|>|$)",e:">",k:{name:"style"},c:[t],starts:{e:"</style>",rE:!0,sL:["css","xml"]}},{cN:"tag",b:"<script(?=\\s|>|$)",e:">",k:{name:"script"},c:[t],starts:{e:"</script>",rE:!0,sL:["actionscript","javascript","handlebars","xml"]}},{cN:"meta",v:[{b:/<\?xml/,e:/\?>/,r:10},{b:/<\?\w+/,e:/\?>/}]},{cN:"tag",b:"</?",e:"/?>",c:[{cN:"name",b:/[^\/><\s]+/,r:0},t]}]}});hljs.registerLanguage("markdown",function(e){return{aliases:["md","mkdown","mkd"],c:[{cN:"section",v:[{b:"^#{1,6}",e:"$"},{b:"^.+?\\n[=-]{2,}$"}]},{b:"<",e:">",sL:"xml",r:0},{cN:"bullet",b:"^([*+-]|(\\d+\\.))\\s+"},{cN:"strong",b:"[*_]{2}.+?[*_]{2}"},{cN:"emphasis",v:[{b:"\\*.+?\\*"},{b:"_.+?_",r:0}]},{cN:"quote",b:"^>\\s+",e:"$"},{cN:"code",v:[{b:"^```w*s*$",e:"^```s*$"},{b:"`.+?`"},{b:"^( {4}|	)",e:"$",r:0}]},{b:"^[-\\*]{3,}",e:"$"},{b:"\\[.+?\\][\\(\\[].*?[\\)\\]]",rB:!0,c:[{cN:"string",b:"\\[",e:"\\]",eB:!0,rE:!0,r:0},{cN:"link",b:"\\]\\(",e:"\\)",eB:!0,eE:!0},{cN:"symbol",b:"\\]\\[",e:"\\]",eB:!0,eE:!0}],r:10},{b:/^\[[^\n]+\]:/,rB:!0,c:[{cN:"symbol",b:/\[/,e:/\]/,eB:!0,eE:!0},{cN:"link",b:/:\s*/,e:/$/,eB:!0}]}]}});hljs.registerLanguage("json",function(e){var i={literal:"true false null"},n=[e.QSM,e.CNM],r={e:",",eW:!0,eE:!0,c:n,k:i},t={b:"{",e:"}",c:[{cN:"attr",b:/"/,e:/"/,c:[e.BE],i:"\\n"},e.inherit(r,{b:/:/})],i:"\\S"},c={b:"\\[",e:"\\]",c:[e.inherit(r)],i:"\\S"};return n.splice(n.length,0,t,c),{c:n,k:i,i:"\\S"}});"></script> @@ -36,11 +45,6 @@ </style> <style type="text/css">code{white-space: pre;}</style> -<style type="text/css"> - pre:not([class]) { - background-color: white; - } -</style> <script type="text/javascript"> if (window.hljs) { hljs.configure({languages: []}); @@ -53,32 +57,6 @@ if (window.hljs) { -<style type="text/css"> -h1 { - font-size: 34px; -} -h1.title { - font-size: 38px; -} -h2 { - font-size: 30px; -} -h3 { - font-size: 24px; -} -h4 { - font-size: 18px; -} -h5 { - font-size: 16px; -} -h6 { - font-size: 12px; -} -.table th:not([align]) { - text-align: left; -} -</style> @@ -90,10 +68,6 @@ h6 { margin-left: auto; margin-right: auto; } -code { - color: inherit; - background-color: rgba(0, 0, 0, 0.04); -} img { max-width:100%; } @@ -109,6 +83,9 @@ button.code-folding-btn:focus { summary { display: list-item; } +pre code { + padding: 0; +} </style> @@ -121,7 +98,6 @@ summary { max-height: 500px; min-height: 44px; overflow-y: auto; - background: white; border: 1px solid #ddd; border-radius: 4px; } @@ -185,7 +161,7 @@ summary { -<div class="fluid-row" id="header"> +<div id="header"> @@ -197,10 +173,11 @@ summary { <center> <img src="data:image/png;base64,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" title="sPlot Logo" /> </center> -<p><strong>Timestamp:</strong> Fri Feb 12 14:53:10 2021<br /> +<p><strong>Timestamp:</strong> Tue Mar 9 14:22:05 2021<br /> <strong>Drafted:</strong> Francesco Maria Sabatini<br /> -<strong>Version:</strong> 1.1</p> -<p>This report documents the data extraction for <strong>sPlot project proposal #31</strong> - <em>The adaptive value of xylem physiology within and across global ecoregions</em> as requested by Daniel Laughlin and Jesse Robert Fleri</p> +<strong>Version:</strong> 1.2</p> +<p><em>Changes to version 1.2</em> - Corrected final selection of plots in header. Only plots with CWM info are retained, but no minimum trait coverage threshold is used.<br /> +<br> This report documents the data extraction for <strong>sPlot project proposal #31</strong> - <em>The adaptive value of xylem physiology within and across global ecoregions</em> as requested by Daniel Laughlin and Jesse Robert Fleri</p> <pre class="r"><code>library(tidyverse) library(knitr) @@ -352,7 +329,7 @@ SpecificRootLength_mean <tbody> <tr> <td style="text-align:left;"> -Jacquinia berteroi +Ladenbergia macrophylla </td> <td style="text-align:left;"> tree @@ -361,63 +338,63 @@ tree TRUE </td> <td style="text-align:right;"> -7 +NA </td> <td style="text-align:right;"> -0.6068226 +NA </td> <td style="text-align:right;"> -0.0050626 +NA </td> <td style="text-align:right;"> -75.137151 +NA </td> <td style="text-align:right;"> -37.1203502 +NA </td> <td style="text-align:right;"> -34.31427 +NA </td> <td style="text-align:right;"> -8.3742232 +NA </td> <td style="text-align:right;"> -0.3446419 +NA </td> <td style="text-align:right;"> -0.0028528 +NA </td> <td style="text-align:right;"> -6.108332 +NA </td> <td style="text-align:right;"> -0.0829405 +NA </td> <td style="text-align:right;"> -3.6531295 +NA </td> <td style="text-align:right;"> -0.3895233 +NA </td> <td style="text-align:right;"> -221.4580 +NA </td> <td style="text-align:right;"> -445.8003 +NA </td> <td style="text-align:right;"> -42.725289 +NA </td> <td style="text-align:right;"> -59.291207 +NA </td> <td style="text-align:right;"> -3003.6201 +NA </td> </tr> <tr> <td style="text-align:left;"> -Apeiba glabra +Heisteria silvianii </td> <td style="text-align:left;"> tree @@ -426,63 +403,63 @@ tree TRUE </td> <td style="text-align:right;"> -77 +8 </td> <td style="text-align:right;"> -0.3199758 +0.6762992 </td> <td style="text-align:right;"> -0.0330450 +0.0039185 </td> <td style="text-align:right;"> -2.712123 +39.971238 </td> <td style="text-align:right;"> -0.1851051 +2.3217612 </td> <td style="text-align:right;"> -36.60929 +68.17812 </td> <td style="text-align:right;"> -1.7089374 +1.2590447 </td> <td style="text-align:right;"> -0.3589623 +0.4187767 </td> <td style="text-align:right;"> -0.0095214 +0.0051907 </td> <td style="text-align:right;"> -12.605288 +9.446712 </td> <td style="text-align:right;"> -1.2698106 +0.3804836 </td> <td style="text-align:right;"> -24.7906251 +15.4541716 </td> <td style="text-align:right;"> -1.9175443 +1.3085587 </td> <td style="text-align:right;"> -279.8547 +656.4609 </td> <td style="text-align:right;"> -668.1212 +1413.8549 </td> <td style="text-align:right;"> -8.014331 +16.905524 </td> <td style="text-align:right;"> -20.218002 +25.463370 </td> <td style="text-align:right;"> -605.6377 +1589.533 </td> </tr> <tr> <td style="text-align:left;"> -Neillia sinensis +Holmbergia tweedii </td> <td style="text-align:left;"> shrub @@ -491,193 +468,193 @@ shrub FALSE </td> <td style="text-align:right;"> -3 +1 </td> <td style="text-align:right;"> -0.5926993 +0.5592053 </td> <td style="text-align:right;"> -0.0027664 +NA </td> <td style="text-align:right;"> -94.205639 +66.367393 </td> <td style="text-align:right;"> -1.8109943 +NA </td> <td style="text-align:right;"> -46.26364 +37.51859 </td> <td style="text-align:right;"> -0.1620881 +NA </td> <td style="text-align:right;"> -0.2641895 +0.2650414 </td> <td style="text-align:right;"> -0.0012615 +NA </td> <td style="text-align:right;"> -43.479551 +9.331602 </td> <td style="text-align:right;"> -1.4832128 +NA </td> <td style="text-align:right;"> -2.2480548 +0.5372286 </td> <td style="text-align:right;"> -0.1773372 +NA </td> <td style="text-align:right;"> -461.5683 +368.9059 </td> <td style="text-align:right;"> -720.4274 +722.9950 </td> <td style="text-align:right;"> -3.186212 +NA </td> <td style="text-align:right;"> -3.637194 +NA </td> <td style="text-align:right;"> -7326.9638 +3877.866 </td> </tr> <tr> <td style="text-align:left;"> -Quercus elliptica +Lorentzianthus viscidus </td> <td style="text-align:left;"> shrub </td> <td style="text-align:left;"> -NA +FALSE </td> <td style="text-align:right;"> -NA +2 </td> <td style="text-align:right;"> -NA +0.5012427 </td> <td style="text-align:right;"> -NA +0.0016781 </td> <td style="text-align:right;"> -NA +54.705967 </td> <td style="text-align:right;"> -NA +5.7547491 </td> <td style="text-align:right;"> -NA +51.20226 </td> <td style="text-align:right;"> -NA +4.5698400 </td> <td style="text-align:right;"> -NA +0.2511843 </td> <td style="text-align:right;"> -NA +0.0030958 </td> <td style="text-align:right;"> -NA +18.703215 </td> <td style="text-align:right;"> -NA +0.5603608 </td> <td style="text-align:right;"> -NA +0.4570992 </td> <td style="text-align:right;"> -NA +0.0125571 </td> <td style="text-align:right;"> -NA +510.4968 </td> <td style="text-align:right;"> -NA +1054.5602 </td> <td style="text-align:right;"> -NA +21.772039 </td> <td style="text-align:right;"> -NA +37.362471 </td> <td style="text-align:right;"> -NA +6070.531 </td> </tr> <tr> <td style="text-align:left;"> -Pouteria sapota +Decodon verticillatus </td> <td style="text-align:left;"> -tree +shrub </td> <td style="text-align:left;"> -TRUE +FALSE </td> <td style="text-align:right;"> -20 +3 </td> <td style="text-align:right;"> -0.8797051 +0.5897748 </td> <td style="text-align:right;"> -0.0155250 +0.0020175 </td> <td style="text-align:right;"> -8.630274 +24.005301 </td> <td style="text-align:right;"> -0.4091952 +0.2790654 </td> <td style="text-align:right;"> -130.36267 +63.22109 </td> <td style="text-align:right;"> -6.7174644 +1.8803617 </td> <td style="text-align:right;"> -0.3724198 +0.3311110 </td> <td style="text-align:right;"> -0.0525332 +0.0010592 </td> <td style="text-align:right;"> -11.974603 +15.333479 </td> <td style="text-align:right;"> -3.6644970 +0.0855408 </td> <td style="text-align:right;"> -30.1308280 +2.4233108 </td> <td style="text-align:right;"> -3.3030881 +0.0311564 </td> <td style="text-align:right;"> -568.0689 +507.0536 </td> <td style="text-align:right;"> -1524.4625 +879.8216 </td> <td style="text-align:right;"> -38.125765 +11.233850 </td> <td style="text-align:right;"> -43.050195 +12.001534 </td> <td style="text-align:right;"> -816.4618 +1804.982 </td> </tr> <tr> <td style="text-align:left;"> -Persea donnell-smithii +Eugenia sericifolia </td> <td style="text-align:left;"> tree @@ -742,7 +719,7 @@ NA </tr> <tr> <td style="text-align:left;"> -Phyllocosmus lemaireanus +Trema micrantha </td> <td style="text-align:left;"> tree @@ -751,114 +728,114 @@ tree TRUE </td> <td style="text-align:right;"> -9 +176 </td> <td style="text-align:right;"> -0.7489283 +0.3277559 </td> <td style="text-align:right;"> -0.0051066 +0.0315968 </td> <td style="text-align:right;"> -2.749029 +9.891342 </td> <td style="text-align:right;"> -0.1314240 +0.7172357 </td> <td style="text-align:right;"> -37.22218 +30.89997 </td> <td style="text-align:right;"> -1.0519461 +1.2852766 </td> <td style="text-align:right;"> -0.4239405 +0.3013928 </td> <td style="text-align:right;"> -0.0043576 +0.0274817 </td> <td style="text-align:right;"> -15.666446 +20.094386 </td> <td style="text-align:right;"> -0.4305015 +5.1464276 </td> <td style="text-align:right;"> -13.5332462 +5.7700172 </td> <td style="text-align:right;"> -2.8271833 +3.2884235 </td> <td style="text-align:right;"> -131.4457 +168.8283 </td> <td style="text-align:right;"> -562.8178 +542.5530 </td> <td style="text-align:right;"> -6.024628 +5.636455 </td> <td style="text-align:right;"> -20.736735 +16.713892 </td> <td style="text-align:right;"> -2390.6246 +8047.617 </td> </tr> <tr> <td style="text-align:left;"> -Podocarpus sellowii +Indigofera pratensis </td> <td style="text-align:left;"> -tree +shrub </td> <td style="text-align:left;"> -TRUE +FALSE </td> <td style="text-align:right;"> -NA +1 </td> <td style="text-align:right;"> -NA +0.7056221 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +79.112989 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +17.72589 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +0.3908649 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +9.450473 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +1.0496519 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +336.3511 </td> <td style="text-align:right;"> -NA +695.5926 </td> <td style="text-align:right;"> NA @@ -867,12 +844,12 @@ NA NA </td> <td style="text-align:right;"> -NA +1723.567 </td> </tr> <tr> <td style="text-align:left;"> -Rhus glauca +Erica sicula </td> <td style="text-align:left;"> shrub @@ -881,114 +858,114 @@ shrub FALSE </td> <td style="text-align:right;"> -8 +3 </td> <td style="text-align:right;"> -0.5447551 +0.5586180 </td> <td style="text-align:right;"> -0.0069201 +0.0033580 </td> <td style="text-align:right;"> -33.463452 +140.972169 </td> <td style="text-align:right;"> -1.3096107 +1.9528244 </td> <td style="text-align:right;"> -48.70214 +33.34904 </td> <td style="text-align:right;"> -1.2038989 +0.3602492 </td> <td style="text-align:right;"> -0.4353517 +0.3838020 </td> <td style="text-align:right;"> -0.0027479 +0.0024163 </td> <td style="text-align:right;"> -10.962755 +7.919960 </td> <td style="text-align:right;"> -0.2574422 +0.1110790 </td> <td style="text-align:right;"> -5.2229207 +0.3204382 </td> <td style="text-align:right;"> -0.9274676 +0.0236398 </td> <td style="text-align:right;"> -687.0098 +368.8125 </td> <td style="text-align:right;"> -1117.2925 +526.3998 </td> <td style="text-align:right;"> -19.465392 +5.199629 </td> <td style="text-align:right;"> -30.355732 +5.644479 </td> <td style="text-align:right;"> -774.3630 +1910.942 </td> </tr> <tr> <td style="text-align:left;"> -Combretaceae +Gymnosporia arbutifolia </td> <td style="text-align:left;"> -tree +shrub </td> <td style="text-align:left;"> -TRUE +FALSE </td> <td style="text-align:right;"> -NA +1 </td> <td style="text-align:right;"> -NA +0.5926094 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +43.735160 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +58.12411 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +0.4041459 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +8.179975 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +3.3344554 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +467.9014 </td> <td style="text-align:right;"> -NA +812.9055 </td> <td style="text-align:right;"> NA @@ -997,63 +974,63 @@ NA NA </td> <td style="text-align:right;"> -NA +1586.298 </td> </tr> <tr> <td style="text-align:left;"> -Oreopanax mutisianus +Colubrina californica </td> <td style="text-align:left;"> -tree +shrub </td> <td style="text-align:left;"> -TRUE +FALSE </td> <td style="text-align:right;"> -NA +1 </td> <td style="text-align:right;"> -NA +0.7089661 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +19.146630 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +45.05276 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +0.2977724 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +16.361801 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +1.5205370 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -NA +298.9593 </td> <td style="text-align:right;"> -NA +761.9694 </td> <td style="text-align:right;"> NA @@ -1062,77 +1039,77 @@ NA NA </td> <td style="text-align:right;"> -NA +1227.350 </td> </tr> <tr> <td style="text-align:left;"> -Solanum cassioides +Psychotria microbotrys </td> <td style="text-align:left;"> -shrub +tree </td> <td style="text-align:left;"> -NA +TRUE </td> <td style="text-align:right;"> -NA +3 </td> <td style="text-align:right;"> -NA +0.4465341 </td> <td style="text-align:right;"> -NA +0.0008933 </td> <td style="text-align:right;"> -NA +28.665664 </td> <td style="text-align:right;"> -NA +0.7193217 </td> <td style="text-align:right;"> -NA +74.37041 </td> <td style="text-align:right;"> -NA +2.8193075 </td> <td style="text-align:right;"> -NA +0.2745901 </td> <td style="text-align:right;"> -NA +0.0017542 </td> <td style="text-align:right;"> -NA +16.699685 </td> <td style="text-align:right;"> -NA +0.4876918 </td> <td style="text-align:right;"> -NA +1.8241852 </td> <td style="text-align:right;"> -NA +0.1100895 </td> <td style="text-align:right;"> -NA +507.1929 </td> <td style="text-align:right;"> -NA +970.1061 </td> <td style="text-align:right;"> -NA +23.180652 </td> <td style="text-align:right;"> -NA +29.991476 </td> <td style="text-align:right;"> -NA +3917.999 </td> </tr> <tr> <td style="text-align:left;"> -Salvia pomifera +Chrysothamnus parryi </td> <td style="text-align:left;"> shrub @@ -1141,63 +1118,63 @@ shrub FALSE </td> <td style="text-align:right;"> -1 +40 </td> <td style="text-align:right;"> -0.3944145 +0.5899503 </td> <td style="text-align:right;"> -NA +0.0263214 </td> <td style="text-align:right;"> -81.420386 +74.026752 </td> <td style="text-align:right;"> -NA +9.0053405 </td> <td style="text-align:right;"> -40.11284 +27.00712 </td> <td style="text-align:right;"> -NA +18.3447501 </td> <td style="text-align:right;"> -0.2533839 +0.3096080 </td> <td style="text-align:right;"> -NA +0.0294865 </td> <td style="text-align:right;"> -17.574238 +13.561447 </td> <td style="text-align:right;"> -NA +4.7727490 </td> <td style="text-align:right;"> -0.9907737 +0.9318287 </td> <td style="text-align:right;"> -NA +0.3828284 </td> <td style="text-align:right;"> -381.7329 +345.1405 </td> <td style="text-align:right;"> -669.7504 +772.6801 </td> <td style="text-align:right;"> -NA +64.236758 </td> <td style="text-align:right;"> -NA +249.633946 </td> <td style="text-align:right;"> -4586.4271 +2035.198 </td> </tr> <tr> <td style="text-align:left;"> -Chionanthus niloticus +Mendoncia combretoides </td> <td style="text-align:left;"> tree @@ -1206,448 +1183,448 @@ tree TRUE </td> <td style="text-align:right;"> -5 +NA </td> <td style="text-align:right;"> -0.6792513 +NA </td> <td style="text-align:right;"> -0.0054359 +NA </td> <td style="text-align:right;"> -114.405087 +NA </td> <td style="text-align:right;"> -6.6020259 +NA </td> <td style="text-align:right;"> -16.23417 +NA </td> <td style="text-align:right;"> -0.4451409 +NA </td> <td style="text-align:right;"> -0.3753530 +NA </td> <td style="text-align:right;"> -0.0041444 +NA </td> <td style="text-align:right;"> -14.099031 +NA </td> <td style="text-align:right;"> -0.3611554 +NA </td> <td style="text-align:right;"> -9.6276892 +NA </td> <td style="text-align:right;"> -1.1932830 +NA </td> <td style="text-align:right;"> -361.8375 +NA </td> <td style="text-align:right;"> -793.4792 +NA </td> <td style="text-align:right;"> -15.191112 +NA </td> <td style="text-align:right;"> -28.758518 +NA </td> <td style="text-align:right;"> -1105.5418 +NA </td> </tr> <tr> <td style="text-align:left;"> -Dendropemon purpureus +Eucalyptus leptophleba </td> <td style="text-align:left;"> -shrub +tree </td> <td style="text-align:left;"> -NA +TRUE </td> <td style="text-align:right;"> -NA +6 </td> <td style="text-align:right;"> -NA +0.8983216 </td> <td style="text-align:right;"> -NA +0.0301123 </td> <td style="text-align:right;"> -NA +17.779656 </td> <td style="text-align:right;"> -NA +0.4158652 </td> <td style="text-align:right;"> -NA +31.32770 </td> <td style="text-align:right;"> -NA +0.5986533 </td> <td style="text-align:right;"> -NA +0.5047220 </td> <td style="text-align:right;"> -NA +0.0026239 </td> <td style="text-align:right;"> -NA +4.713942 </td> <td style="text-align:right;"> -NA +0.0625239 </td> <td style="text-align:right;"> -NA +14.7463629 </td> <td style="text-align:right;"> -NA +0.5992100 </td> <td style="text-align:right;"> -NA +239.4705 </td> <td style="text-align:right;"> -NA +685.6999 </td> <td style="text-align:right;"> -NA +3.791384 </td> <td style="text-align:right;"> -NA +7.708404 </td> <td style="text-align:right;"> -NA +1705.412 </td> </tr> <tr> <td style="text-align:left;"> -Beaufortia eriocephala +Boscia senegalensis </td> <td style="text-align:left;"> -shrub +tree </td> <td style="text-align:left;"> -FALSE +TRUE </td> <td style="text-align:right;"> -3 +21 </td> <td style="text-align:right;"> -0.7529955 +0.6063877 </td> <td style="text-align:right;"> -0.0084565 +0.0065775 </td> <td style="text-align:right;"> -100.285602 +13.458022 </td> <td style="text-align:right;"> -2.8529534 +0.5729693 </td> <td style="text-align:right;"> -15.15597 +111.50938 </td> <td style="text-align:right;"> -0.7082846 +3.2017994 </td> <td style="text-align:right;"> -0.5084629 +0.4059514 </td> <td style="text-align:right;"> -0.0037188 +0.0115763 </td> <td style="text-align:right;"> -2.536811 +6.492858 </td> <td style="text-align:right;"> -0.0444546 +0.5829151 </td> <td style="text-align:right;"> -0.7529156 +9.2247665 </td> <td style="text-align:right;"> -0.0263646 +0.3489693 </td> <td style="text-align:right;"> -209.8462 +337.1864 </td> <td style="text-align:right;"> -495.2229 +1393.1038 </td> <td style="text-align:right;"> -5.560825 +10.101772 </td> <td style="text-align:right;"> -14.051562 +13.739736 </td> <td style="text-align:right;"> -3454.7041 +4170.179 </td> </tr> <tr> <td style="text-align:left;"> -Schrebera alata +Siparuna lepidota </td> <td style="text-align:left;"> -tree +shrub </td> <td style="text-align:left;"> -TRUE +NA </td> <td style="text-align:right;"> -11 +NA </td> <td style="text-align:right;"> -0.6101907 +NA </td> <td style="text-align:right;"> -0.0094704 +NA </td> <td style="text-align:right;"> -54.575550 +NA </td> <td style="text-align:right;"> -3.4230665 +NA </td> <td style="text-align:right;"> -37.53619 +NA </td> <td style="text-align:right;"> -1.2366312 +NA </td> <td style="text-align:right;"> -0.3839207 +NA </td> <td style="text-align:right;"> -0.0069469 +NA </td> <td style="text-align:right;"> -14.179933 +NA </td> <td style="text-align:right;"> -0.4760351 +NA </td> <td style="text-align:right;"> -7.8472522 +NA </td> <td style="text-align:right;"> -2.5863396 +NA </td> <td style="text-align:right;"> -419.8538 +NA </td> <td style="text-align:right;"> -750.2448 +NA </td> <td style="text-align:right;"> -22.088685 +NA </td> <td style="text-align:right;"> -36.594967 +NA </td> <td style="text-align:right;"> -1370.0601 +NA </td> </tr> <tr> <td style="text-align:left;"> -Swietenia mahagoni +Metrosideros perforata </td> <td style="text-align:left;"> -tree +shrub </td> <td style="text-align:left;"> -TRUE +FALSE </td> <td style="text-align:right;"> -17 +13 </td> <td style="text-align:right;"> -0.5960834 +0.6660570 </td> <td style="text-align:right;"> -0.0420328 +0.0024276 </td> <td style="text-align:right;"> -13.394988 +26.250216 </td> <td style="text-align:right;"> -0.6404922 +1.1350435 </td> <td style="text-align:right;"> -52.92547 +33.19168 </td> <td style="text-align:right;"> -1.6532179 +0.7916471 </td> <td style="text-align:right;"> -0.4609424 +0.4658608 </td> <td style="text-align:right;"> -0.0057321 +0.0032118 </td> <td style="text-align:right;"> -12.247084 +5.252154 </td> <td style="text-align:right;"> -0.7001265 +0.0777398 </td> <td style="text-align:right;"> -16.8961763 +5.5900771 </td> <td style="text-align:right;"> -2.5570541 +1.2875581 </td> <td style="text-align:right;"> -636.1832 +329.6599 </td> <td style="text-align:right;"> -1234.0469 +843.0825 </td> <td style="text-align:right;"> -16.430799 +6.925344 </td> <td style="text-align:right;"> -23.667010 +19.542284 </td> <td style="text-align:right;"> -514.3722 +4201.249 </td> </tr> <tr> <td style="text-align:left;"> -Neea chlorantha +Acrotriche rigida </td> <td style="text-align:left;"> -tree +shrub </td> <td style="text-align:left;"> -TRUE +FALSE </td> <td style="text-align:right;"> -1 +9 </td> <td style="text-align:right;"> -0.5809054 +0.6468565 </td> <td style="text-align:right;"> -NA +0.0111561 </td> <td style="text-align:right;"> -18.648445 +218.319190 </td> <td style="text-align:right;"> -NA +15.7158099 </td> <td style="text-align:right;"> -26.62324 +26.67313 </td> <td style="text-align:right;"> -NA +1.7522792 </td> <td style="text-align:right;"> -0.2443658 +0.4624648 </td> <td style="text-align:right;"> -NA +0.0370097 </td> <td style="text-align:right;"> -16.505504 +5.623042 </td> <td style="text-align:right;"> -NA +2.8218414 </td> <td style="text-align:right;"> -5.3024388 +0.2331505 </td> <td style="text-align:right;"> -NA +0.0407264 </td> <td style="text-align:right;"> -366.8526 +379.7983 </td> <td style="text-align:right;"> -1149.8319 +572.4147 </td> <td style="text-align:right;"> -NA +17.231533 </td> <td style="text-align:right;"> -NA +19.085635 </td> <td style="text-align:right;"> -2197.3939 +678.583 </td> </tr> <tr> <td style="text-align:left;"> -Aristolochia manshuriensis +Myrcia heringii </td> <td style="text-align:left;"> -other +tree </td> <td style="text-align:left;"> TRUE </td> <td style="text-align:right;"> -4 +NA </td> <td style="text-align:right;"> -0.3329820 +NA </td> <td style="text-align:right;"> -0.0030086 +NA </td> <td style="text-align:right;"> -37.193903 +NA </td> <td style="text-align:right;"> -1.1877140 +NA </td> <td style="text-align:right;"> -107.16539 +NA </td> <td style="text-align:right;"> -2.6855343 +NA </td> <td style="text-align:right;"> -0.2949811 +NA </td> <td style="text-align:right;"> -0.0032694 +NA </td> <td style="text-align:right;"> -20.330480 +NA </td> <td style="text-align:right;"> -0.1147939 +NA </td> <td style="text-align:right;"> -13.3164998 +NA </td> <td style="text-align:right;"> -1.6241677 +NA </td> <td style="text-align:right;"> -729.7970 +NA </td> <td style="text-align:right;"> -1545.8073 +NA </td> <td style="text-align:right;"> -10.629997 +NA </td> <td style="text-align:right;"> -16.435772 +NA </td> <td style="text-align:right;"> -1874.8429 +NA </td> </tr> </tbody> @@ -1708,28 +1685,27 @@ DT.xylem <- DT.xylem %>% mutate(Relative_cover=Relative_cover/Tot.Cover) nrow(DT.xylem)</code></pre> -<pre><code>## [1] 7303969</code></pre> +<pre><code>## [1] 7303930</code></pre> <p>double check that covers are properly standardized</p> <pre class="r"><code>DT.xylem %>% filter(PlotObservationID %in% sample(header.xylem$PlotObservationID, 10, replace=F)) %>% group_by(PlotObservationID) %>% summarize(tot.cover=sum(Relative_cover), .groups="drop")</code></pre> -<pre><code>## # A tibble: 9 x 2 +<pre><code>## # A tibble: 8 x 2 ## PlotObservationID tot.cover ## * <dbl> <dbl> -## 1 85000 1 -## 2 756069 1 -## 3 881243 1 -## 4 982708 1 -## 5 1003315 1 -## 6 1107374 1 -## 7 1375255 1 -## 8 1472820 1 -## 9 1742450 1</code></pre> +## 1 15529 1.00 +## 2 33932 1 +## 3 304886 1 +## 4 371624 1 +## 5 406823 1 +## 6 880028 1 +## 7 1343439 1 +## 8 1841611 1</code></pre> </div> <div id="calculate-cwms-and-trait-coverage" class="section level1"> <h1>3 Calculate CWMs and trait coverage</h1> -<p>Calculate CWM and trait coverage for each trait and each plot. Select plots having more than 80% coverage for at least one trait.</p> +<p>Calculate CWM and trait coverage for each trait and each plot. <del>Select plots having more than 80% coverage for at least one trait.</del></p> <pre class="r"><code># Merge species data table with traits CWM.xylem0 <- DT.xylem %>% as_tibble() %>% @@ -1803,7 +1779,6 @@ CWM.xylem <- CWM.xylem1 %>% mutate(trait.coverage.nspecies=trait.nspecies/sp.richness) %>% #filter(trait.coverage>=0.8) %>% arrange(PlotObservationID)</code></pre> -<pre><code>## `summarise()` ungrouping output (override with `.groups` argument)</code></pre> <table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> <caption> Example of CWM data file @@ -2359,53 +2334,31 @@ P50 </tr> </tbody> </table> -<pre class="r"><code>CWM.xylem08 <- CWM.xylem %>% - filter(trait.coverage>=0.8)</code></pre> -<table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> -<caption> -Number of plots with >=.8 coverage per trait -</caption> -<thead> -<tr> -<th style="text-align:left;"> -trait -</th> -<th style="text-align:right;"> -num.plots -</th> -</tr> -</thead> -<tbody> -<tr> -<td style="text-align:left;"> -Ks -</td> -<td style="text-align:right;"> -92390 -</td> -</tr> -<tr> -<td style="text-align:left;"> -P50 -</td> -<td style="text-align:right;"> -328854 -</td> -</tr> -</tbody> -</table> -<pre class="r"><code>#Create list of plots having at least one trait with >=.8 coverage and extract header data +<pre class="r"><code>ggtc <- ggplot(data=CWM.xylem) + + geom_density(aes(trait.coverage, col=trait)) + + xlab("Trait coverage (abundance)") + + theme_bw() -#plot80perc <- (CWM.xylem %>% -# dplyr::select(PlotObservationID) %>% -# distinct())$PlotObservationID +ggnsp <- ggplot(data=CWM.xylem) + + geom_density(aes(trait.coverage.nspecies, col=trait)) + + xlab("Trait coverage (Presence absence)") + + theme_bw() -#DT.xylem08 <- DT.xylem %>% -# filter(PlotObservationID %in% header.xylem$PlotID) +cowplot::plot_grid(ggtc, ggnsp, nrow=1)</code></pre> +<div class="figure" style="text-align: center"> +<img src="data:image/png;base64,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" alt="Density of plots with CWM info, for increasing trait coverage." width="1200" /> +<p class="caption"> +Density of plots with CWM info, for increasing trait coverage. +</p> +</div> +<pre class="r"><code>#Create list of plots for which CWM data is available +plot.sel2 <- CWM.xylem %>% + distinct(PlotObservationID) %>% + pull(PlotObservationID) -#CWM.xylem <- CWM.xylem %>% -# filter(PlotObservationID %in% header.xylem$PlotID) </code></pre> -Completeness of header data +header.xylem <- header.xylem %>% + filter(PlotObservationID %in% plot.sel2)</code></pre> +Evaluate completeness of header data <table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> <caption> Header file - Columns present and % completeness @@ -2473,7 +2426,7 @@ Latitude Location uncertainty (m) </td> <td style="text-align:right;"> -95.2332143 +95.1074577 </td> </tr> <tr> @@ -2481,7 +2434,7 @@ Location uncertainty (m) Country </td> <td style="text-align:right;"> -99.9024840 +99.8797459 </td> </tr> <tr> @@ -2529,7 +2482,7 @@ EcoregionID Locality </td> <td style="text-align:right;"> -60.0711955 +59.7740630 </td> </tr> <tr> @@ -2537,7 +2490,7 @@ Locality Relevé area (m²) </td> <td style="text-align:right;"> -72.9304389 +72.2840109 </td> </tr> <tr> @@ -2553,7 +2506,7 @@ Cover abundance scale Date of recording </td> <td style="text-align:right;"> -87.1848920 +85.0595113 </td> </tr> <tr> @@ -2561,7 +2514,7 @@ Date of recording Plants recorded </td> <td style="text-align:right;"> -99.9995176 +99.9993791 </td> </tr> <tr> @@ -2569,7 +2522,7 @@ Plants recorded Herbs identified (y/n) </td> <td style="text-align:right;"> -2.7120369 +3.1847681 </td> </tr> <tr> @@ -2577,7 +2530,7 @@ Herbs identified (y/n) Mosses identified (y/n) </td> <td style="text-align:right;"> -28.1317052 +26.9234710 </td> </tr> <tr> @@ -2585,7 +2538,7 @@ Mosses identified (y/n) Lichens identified (y/n) </td> <td style="text-align:right;"> -16.5481281 +17.4962511 </td> </tr> <tr> @@ -2593,7 +2546,7 @@ Lichens identified (y/n) elevation_dem </td> <td style="text-align:right;"> -76.7635475 +75.5433945 </td> </tr> <tr> @@ -2601,7 +2554,7 @@ elevation_dem Altitude (m) </td> <td style="text-align:right;"> -84.2278995 +83.6372630 </td> </tr> <tr> @@ -2609,7 +2562,7 @@ Altitude (m) Aspect (°) </td> <td style="text-align:right;"> -32.4683917 +36.8752762 </td> </tr> <tr> @@ -2617,7 +2570,7 @@ Aspect (°) Slope (°) </td> <td style="text-align:right;"> -42.1346910 +45.8192028 </td> </tr> <tr> @@ -2625,7 +2578,7 @@ Slope (°) Forest </td> <td style="text-align:right;"> -74.7359713 +70.9690806 </td> </tr> <tr> @@ -2633,7 +2586,7 @@ Forest Shrubland </td> <td style="text-align:right;"> -74.7359713 +70.9690806 </td> </tr> <tr> @@ -2641,7 +2594,7 @@ Shrubland Grassland </td> <td style="text-align:right;"> -74.7359713 +70.9690806 </td> </tr> <tr> @@ -2649,7 +2602,7 @@ Grassland Wetland </td> <td style="text-align:right;"> -74.7359713 +70.9690806 </td> </tr> <tr> @@ -2657,7 +2610,7 @@ Wetland Sparse.vegetation </td> <td style="text-align:right;"> -74.7359713 +70.9690806 </td> </tr> <tr> @@ -2665,7 +2618,7 @@ Sparse.vegetation Naturalness </td> <td style="text-align:right;"> -47.8286420 +45.6927393 </td> </tr> <tr> @@ -2673,7 +2626,7 @@ Naturalness ESY </td> <td style="text-align:right;"> -72.6604813 +68.2003380 </td> </tr> <tr> @@ -2681,7 +2634,7 @@ ESY Cover total (%) </td> <td style="text-align:right;"> -21.1663487 +17.8143761 </td> </tr> <tr> @@ -2689,7 +2642,7 @@ Cover total (%) Cover tree layer (%) </td> <td style="text-align:right;"> -17.0958414 +21.9656272 </td> </tr> <tr> @@ -2697,7 +2650,7 @@ Cover tree layer (%) Cover shrub layer (%) </td> <td style="text-align:right;"> -18.6167848 +23.8610268 </td> </tr> <tr> @@ -2705,7 +2658,7 @@ Cover shrub layer (%) Cover herb layer (%) </td> <td style="text-align:right;"> -36.1548647 +36.6534994 </td> </tr> <tr> @@ -2713,7 +2666,7 @@ Cover herb layer (%) Cover moss layer (%) </td> <td style="text-align:right;"> -18.1640149 +19.2709826 </td> </tr> <tr> @@ -2721,7 +2674,7 @@ Cover moss layer (%) Cover lichen layer (%) </td> <td style="text-align:right;"> -0.3121636 +0.3776311 </td> </tr> <tr> @@ -2729,7 +2682,7 @@ Cover lichen layer (%) Cover algae layer (%) </td> <td style="text-align:right;"> -0.0567570 +0.0616794 </td> </tr> <tr> @@ -2737,7 +2690,7 @@ Cover algae layer (%) Cover litter layer (%) </td> <td style="text-align:right;"> -4.5212674 +3.6399124 </td> </tr> <tr> @@ -2745,7 +2698,7 @@ Cover litter layer (%) Cover open water (%) </td> <td style="text-align:right;"> -0.1392396 +0.1637195 </td> </tr> <tr> @@ -2753,7 +2706,7 @@ Cover open water (%) Cover bare rock (%) </td> <td style="text-align:right;"> -1.7043988 +2.0438027 </td> </tr> <tr> @@ -2761,7 +2714,7 @@ Cover bare rock (%) Height (highest) trees (m) </td> <td style="text-align:right;"> -7.5998936 +9.7244400 </td> </tr> <tr> @@ -2769,7 +2722,7 @@ Height (highest) trees (m) Height lowest trees (m) </td> <td style="text-align:right;"> -0.4962622 +0.6358359 </td> </tr> <tr> @@ -2777,7 +2730,7 @@ Height lowest trees (m) Height (highest) shrubs (m) </td> <td style="text-align:right;"> -5.0408433 +6.4524308 </td> </tr> <tr> @@ -2785,7 +2738,7 @@ Height (highest) shrubs (m) Height lowest shrubs (m) </td> <td style="text-align:right;"> -0.5556721 +0.7119003 </td> </tr> <tr> @@ -2793,7 +2746,7 @@ Height lowest shrubs (m) Aver. height (high) herbs (cm) </td> <td style="text-align:right;"> -9.5916148 +7.8689872 </td> </tr> <tr> @@ -2801,7 +2754,7 @@ Aver. height (high) herbs (cm) Aver. height lowest herbs (cm) </td> <td style="text-align:right;"> -2.7043996 +1.5863817 </td> </tr> <tr> @@ -2809,7 +2762,7 @@ Aver. height lowest herbs (cm) Maximum height herbs (cm) </td> <td style="text-align:right;"> -2.4629813 +2.2091780 </td> </tr> <tr> @@ -2817,12 +2770,12 @@ Maximum height herbs (cm) Maximum height cryptogams (mm) </td> <td style="text-align:right;"> -0.1219552 +0.1291542 </td> </tr> </tbody> </table> -<p>The process results in 1243899 plots selected, for a total of 1932594 trait * plot combinations.</p> +<p>The process results in 966287 plots selected, for a total of 1932574 trait * plot combinations.</p> <p>Geographical distribution of plots</p> <pre class="r"><code>countries <- map_data("world") ggworld <- ggplot(countries, aes(x=long, y=lat, group = group)) + @@ -2830,7 +2783,7 @@ ggworld <- ggplot(countries, aes(x=long, y=lat, group = group)) + geom_point(data=header.xylem, aes(x=Longitude, y=Latitude, group=1), col="red", alpha=0.5, cex=0.7, shape="+") + theme_bw() ggworld</code></pre> -<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABIAAAAMACAIAAADT3YtbAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdeXwTZfoA8GeOTK7eBzQEWuSWQ5GyIFU8CipeLLiKIO56VpSfqy4qqwuuri7i6sKK4gkogqKsLiACAgICRQpoKzfhEGwhJm3alLRJk0xmMr8/pg0hVydprrbP9+PHT0kmM28myfvOM+/7Pi8hCAIghBBCCCGEEIo9MtEFQAghhBBCCKHOAgMwhBBCCCGEEIoTDMAQQgghhBBCKE4wAEMIIYQQQgihOMEADCGEEEIIIYTiBAMwhBBCCCGEEIoTDMAQQgghhBBCKE4wAEMIIYQQQgihOMEADCGEEEIIIYTiBAMwhBBCCCGEEIoTDMAQQgghhBBCKE4wAEMIIYQQQgihOMEADCGEEEIIIYTihE50AdqBdevWsSyb6FJ0IhzHAQBN45czATiOEwQBAGiaJggi0cXpdARB4DgOT35CiCcfACiKIkm8O5kAHMeRJIknPyE8lb9MJkt0WTojt9vN8zye/IQQTz60ufIfNmxYz549JW6M17itmz9/fkNDQ6JLgRBCCCGEEEpGs2fPxgAsyqZNm1ZSUpLoUnQWFouFIIi0tLREF6QzslgsLpcLALKysvA+dPyxLNvQ0IAnPyHEkw8ASqVSrVYnujidkdlslsvlePITwmw2u91ugiCys7MTXZbOyG63NzU14clPCLvdbrPZACA1NVUul0ewB5Zli4qKwnoJtvEIIYQQQgghFCcYgCGEEEIIIYRQnGAAhhBCCCGEEEJxggEYQgghhBBCCMUJBmAIIYQQQgghFCcYgCGEEEIIIYRQnGAAhhBCCCGEEEJxggEYQgghhBBCCMUJBmAIIYQQQgghFCcYgCGEEEIIIYRQnGAAhhBCCCGEEEJxggEYQgghhBBCCMUJBmAIIYQQQgghFCcYgCGEEEIIIYRQnGAAhhBCCCGEEEJxggEYQgghhBBCCMUJBmAIIYQQQgghFCcYgCGEEEIIIYRQnGAAhhBCCCGEEEJxggEYQgghhBBCCMUJBmAIIYQQQgghFCcYgCGEEEIIIYRQnGAAhhBCCCGEEEJxggEYQgghhBBCCMUJBmAIIYQQQgghFCcYgCGEEEIIIYRQnGAAhhBCCCGEEEJxggEYQgghhBBCCMUJnegCIIQQihODwRCV/Wg0mqjsByGEEOqEMABDCKF2zCemEkMj/0ArWiEThl4IIYRQG2EAhhBqHwL23gSLN0I/FVoyxxitvp1gG0Sr70v6fpL5NCKEEEIJhAEYQihJidf6oeMoz+P+m0UccoR4YaKCCu8iRRxYxlnseuEQQgihdg0DMIRQIgUcQRdiA4n7iZFWS9vqy0O8xLPz6upqn/17B13eMWfyh2EYdCGEEEI+MABDCMWJT2+V5+9Wu62Src9HShAVegOfdyT+U6PRsCxbV1cXYm/eh47/CYk4mgr40YcORxFCCKGOCgMwhFD0hY4Nwo0cEh56BYsTojXKUfp+Ensqwp0AFnr7sOJYDNVQq/xH6iKEUHLCAAwhFH0Be3gSHkdJgV00URGiJ9P/WSndehiSoRC8O5YRQij5YQCGEGqTEBfTnrgr2FV1EgZm3kEjXs9FUYjPOqwvAH4oSJRU9UbywxgVoaSCARhCKBIheip82vjo5oqIacwW8OoEr/OiIuLTiJeMyFuwvlDPjR6fL4x/jZTA3tSAkyFjfSz/B/E3hVDCYQCGEAqP9KWofJL4eZ4N0TMWcJRarDNPYNyVnPAysYMJtmi4910Vp9PZ0NDgvYEPKQNZfZ71z3bTprfRBvGP9EI8i78vhBIIAzCEUHik92gFnAMWMCoLfRTs7+ps8NLQR7C+HfGP9nK6fO6k+P/A5XK5XC5Xq9U+Lww4GzPEfZlOO34Y10lHqL3AAAwh5MvlclVXVwdcksv7FnIbc/fFOdTxvnGOFx8Jhx9Bq/x/INIzlHhIOc8J+UUEvCljMBjkcnmwjX1gzkN/AYPSgH2G2AmGUGJhAIYQ8iWTyVwuV4xmc0lv+Nsy3cv/tZ7jttrz5l9aFCOd9ho6YMzjczbittB28gzJCxh9SXwtguCDPCVuL5PJYlQwhJAPDMAQQgF07dqVJEn/x6OVA8PnWjPqXWTtbnRWZ9OpbsCLb5Y0mQDAnZsLQdZp8H8JBOm+aFUnObHJLCFVULBBngihZIMBGEKdRRRzf0V3YWKfWfhtEd1rHbx8QVEk0+noo0dt06ZBRCtx4zC89iXhH0dYobtGozGbzW632/MIfrUQiikMwBDqLIKNyvN+NgIJTC/eajeCRBhoxV+nuqTTuFywZw+Ul3Pr1rkGDWJHjQKK8t5A8e23jptvDvja0Ln+OtVpRJEJPdjV+xHPEMRgNwjw+4ZQtGAAhlD7Fu5QrmC3Rb3/6T0ToNUgLYKZKuJLojuOEcKJJzHiSqDOdg1nMBhAJtPI5c4DByieV377LVtYCEql9zaqFSuCBWAB9ib5HGK+GRRQwG+F2APGsqyUOWP4vUKojTAAQ6g9CZ0GrdVGsY2BR7AIR+IAwshms4QlumMjUdR1wuu25l/HiBGa3/8eSkpML7980bPr18PcuUBRmunTYflyQ2NjsD2A19dY4u+9E55thBBqFzAAQ6g9aeMVVcAFkb0fEf/wTkMvPWry35vE0kZrAlgwGH0lrc7TRdP8Nhct8n23Dz8MzzzjHD7c/O67ECj68tlJiPWFEWoLp9Pp+Vv6Nwq/hAhFBgMwhJKddwsXMJaIrOXzn0AlZTBhBGMdW3021rPI4tDzhiQKazHujs1gMGSWlMh374bGRqaiAoxGyMvz2SbY6sMBB9925pOJ2k4ul7vdboIgsrOzpb8Kv3UIRQYDMISSnZSBhRFv4/OgSqVyuVwAkJWVFXDLYDFMsM60YI8nJBZqNeqLdV8cAlwRu4VGo4F16wBASE83Hjki/YVRvAuDkBShM8EghCKAARhCCRbicj/Y/e8IeHq3ojiIUcrhfC6yI4hw/F8S2VsIWBLPUz5/oNjBMUsezadCp/N/KsTJ8enRxdOIYifECo2hB7QjhELDAAyhhAl9uR/19ixaO5TY1krJfSzxcBG8yh/2biUbjMSCDY4Nd2wtQlKEm0JT+t7wq4hQuDAAQygBwgoDpF+nxvqOeIieolZXiY1FMSJ4p1GZe4YiFq2wvIPBuwPJoMOP7YwgtYbELTvSWUoIg8GQkZGR6FKguMIADKG4anXqUcBJU1HMLx8ievHeSXV1tX8JQ1wmxmJKVYiXR6W9j2AFMxSxYCE6Xrp54KlICKwE4OKFmD2/ygialRDE+ha/5AFpNBq73Z7oUqC4wgAMoZiTONQwRMsU1mrIoRs579lZ3nsTX2WxWJqamkKUNkQ5/d9mVMaYRWv2Wuidh97G/0G8aAtXwFF2eE2G4iCCX2uH/E56KlKfH534T7PZ7MlEH4v6LWC7g1CnhQEYQjEXrK/JfwaIlPuOUhow/1uYoaOmyLqq/NNaxKi3KqazvduSxN8D47GI4aUYioVwf5Id7HsY4u17B0JStkceIcbetz1NFOpsMABDKAGChV4guSH0D8N8gij/9jVgV5t/YyyOQhGT0Ut8F96PRNYPJj0fSXK2bTi1LFzY8YWiLoL0qh1M8lc+nnaqXZz/Vm93BgvJMHE/ahUGYAglUhs7UqRvHyx1tX8B/EOv0IWUHntEfHHQjm4uJv8FUPIQL8JwSBJqO4lzkOJQknBF/P1vp1VN+/q9x6KcGJshEQZgrRMEwW6319fXJ7ognQXP8wRBdM4TrlAoxD8cDkfoDUJv5v8qn/MZ7PTKZDL/AMyzccDDGQwGT6kUCoXEIkXG/40kG/FUxPQktIrW6bgBAxJYgBB8vsCeT1O8KPF5Ns4EQRD/cDgcLMsmsCSdltvtDuvkS/mheb5UyVl1iMWTUrbE1ipRlPzVeFv4B8Y+79enlfQfq5LYarBz8lT+Nput1WnwAYkXThzHSX8JBmCSUBTFMEyiS9FZOJ1OgiA6+Qn3f/sNDQ0QpA1OS0try569OZ1OcQiiQqEgCCLYa8XCBNxn7K4SwnqbiSWeEJ+zFDeKbdusyRqAeX89xA80eX7pPM+Ll/4URYm/AhRnDocjrJPfam3TjiqNVjEMk6gqJSo6wGfhU7FH/I6CtaQymUypVLahgChCHMe53W4AoGmaoqiI90OSpPSNMQBrnRgMqNXqRBeks+A4jiCIDnnC2zLw3b/pjcXQBU81pFKpvKsSn5I3NDQEO3qIDy6sfIMdYJVe8VTEc6QQU14uq6igT55UL1pku+8+SJrYJqAQ36KEYFlWDMBkMlmHrH+Sn3gDSPrJDxaQJNX3Kira6YBD8Eu0m9jCREUUKwfvXdnt9qamJqx5EsJut4tdWHK5XC6XR7AH8bYRBmAIJV6w9jLYdKZWG6fENl0+R49K5sAobpy04nzZxBYWsoWFKe++ayspiedxw9UxPlyUQCF+WfjtShLBsj11vA+ow8SWKJ4wAEMoJqQsMBUsEXCSVOWhyxPZ8lmdTRuXoo6Mdfr0eB5OIvw+oGgJ9oPqwN+xdrRqfMAur/b70bQaXLWXzwUlGwzAEIqViJvM6N4mlJ5C0HvL6urqEOWR8r6CtVtS1goLmJ2//TbhCNpVKkuUtBLZ8XX4MAweHNtDtAiY3LxdxGAhVkYJtllUxK5vrdV9Yt55FBkMwBCKiba3lLEIOULsM+pNe7Dlp4NtFvBZKetEJ39T1y6unKJC+ooFCEUgdqu9t6px5UprdnYUjxVWnZDMFYjEqj6sDYLtOfSu4t9GhJ5rgDUeCgEDMISir42NpSfeiLjTwOeFUgY3tnq3MqyAUOL6ZhJH6HkvGBXwWf8jovgIvfw34OeCoiSR91/27IE9e+iTJ1P/+c/GmTNjfrj2I9ZDrD2NThtvRyawfwyhYDAAQygpeLdkIfqCfLb3fqrVrq3QAwLFZ1Uqlf8iGGLjJ7GliThIk7K9f0TqfemfzG1hQiaDxYH0W93J/OmgJJfYH46hoAAKClLq6gAAGCbiqqbj3SqKw+cS4uZOBLuK0ck3GAyaEyfg2mtjsXPUUWEAhlCCRXZpHmxeVsRRTegC+FxGB4yFWn1tBM/6lzbYCzvSZQ1CqFXx+cmL9QxTXi7IZLKjR8UFHkLcVvC/yvc8gnVUYsXu/Gs0GnefPtWnTsX/0Kj9wgAMoSiLOKKIyrE8vVXBngpYhiiOyJfOu2NNYgG8r3t8ip3kPS0dr+8rNJ+pfcn5oSAkUVgLPHgPnPM84r2BTzzW2SqHRIl6XSTuULFxo7y0VGm3p8+aZZk9G/xWUpYy9gR1QhiAIRRN0pvScJMKxpSnMBaLxX8IosTXBhSt7q9gKfuDbZlsrVrnycMhwssL1HYJ/8n4FKDVBR58Kp9glbz/gAL/Y6HoitEEMIPBkPrkk5TVCgDKpUstEyfC8OE+m0lvBBmGiXohUdLCAAzF2NKlAAD335/YUsRNBDc1o97uhg5OWm2HZDKZuCS8jxAXExG3bTG68ojKvO3o6rRXV8kZDyPUdlIyuIaWVHVUx9bqXOiIPwjT8eMAkKfVGvX6YNu0emGg0Wjsdnu4dz9Ru4YBGIqx994D6EQBmIf0zOlxvv0ZbgwmMRFwsM1C9/xIyTIfgdAjfxKuEw49wgvNuPrDH0CrhbfeuvDImjUwahR07Zq4MkUi9DCBmHypWhb7avW3KeWSWmIMFmYRUeRCfGGCTav230PAx0NEX8F2FXCDDl9VJmejnBAYgKGYef11eO894dw5AOCGD5dt3Qrp6YkuU7x5KutWa5m4hWES67uuXbuSJOn/eIhc8CFisBB7iGf9m8C2Ldi8/I6k1Q6BjveWk8WaNTBhAuzYAQAwYACsWQOpqRcCsOpqWLgQUlJAp4NJk+DgwXYXifnPqvJ5PGo2bDBkZ4dVJP8r8oCdLaHr9k54UyYhAn5hAo4ODbGH6BcryCE6WIUZoqO4g71TiTAAQ7FSPW5c1uzZMGQIAMh++gk66y9N4vtNqh6wWBw0gqdiV5KEfwl95n60xxli/iFliEvS+Oi8Md4zz8DevbBlC3fkCO10giBAQwNkZsK4cXD8uLu6mqir4x9+mO7VC0wm+OYbyMmBCRPgrbfgiScSXXRJQtyfitqHvmcP7Nljr6hQOxy2++4DCbNxWv3CJ3AgOgrGJ7xpX2deSmmTvA5MwgkCiYIBGIoO/3pBrtPRHGdcv158OsSWQX+H1dWg00laW6O6ut3d0/UhcchiVFqLEHVfU1OTTCaL+m6TLcBIbC+czyPttx0K8Zkm5BNvv2cyAgaDgTSZFJs3p//wA5w5I/zrX0AQlCAIAAQAAJg++CDnvvuA44iUFGBZqqpKqKoCAHjkET4/n54/H86dg+JiccRduxCsLz06d1WuvBKuvFL5+uvKmTNtLXtWrVwp27vXMn++lLK1/QvfHkOC9iv5z3NkJUySm4z+/GdedHIYgKG28q8jKL0+a9QoiudBnJn6zDM5CxfW/vKL9D0AgM1mk5eWKtauVV17bfMAmxAOHUpIABb1mk7iSEXvo0fG+7Xe+1SpVAEzcEjfbeiBiHiN4l/+dvpegn2FQj+IIuF9g+mJJ+Ctt2DqVM3AgTByJOzbJ3zzDQgCADT/H0AA4DWanMmTm19isfjsj9LrhaoqkMmIG26A1auhuBja4ez/YF8wMTTt+s03MGtW2DudORMAcvr3rz1+HABUy5bRx49LCcDa6a8YdQC0TscNGOD9T7K+3jBqFNbASQ4DMBSJ0I0Nr9WaqqrkpaWZkyeLM1Ppf/+bNJncubkS90/p9covv1Rs2UI0NTU98IBs//7akSO9N7hQs1RVwenTlkOHOIsle8IEoKhI3o8E/sOyYzRrNv4NeRRHnIc11S2ye8Y+QW90I7pYt1j+PW8d47pNesYCFIYdO+COO6CxESgKSkrg2DFbjx7qZctg2DDhq6+E1NTGWbPIgQNTVq8GggCCALfb81KquhpoGgQBeN57l2LnWPODLheo1fD44+BwxPFdxYNMp+PffZeKIAADAADaak15552Ud94RY9e8/v2N338P3br5bBb1b3XHqA1QnCm2bbN6BWCKbduoM2ey77jjoo2iMUoIxw1GFwZgKGwSGwnn6NFGvT43P1/sCusydKhx0SK45Rb/LXMKCmorK70f4bVa61NPUXq9fN06qrqa/uWXrIceMi9YACkpAECaTJ4S0L/8wg0YIK+pYYuKDDU14oMakoxih1i4Q8aDJVNqpzWXT+GjONIG/E5piFvasetY8+mMiv9wRO+3kJ2dXVdXF7cCxEE7/don0pw5oNXC/ffDwoVQXy8AEBwHH3wguFwqAAEAHnwQAAizOe3ZZwFAjLtcV1wBCoVs797m4Mrt9nSIXaBSCU1NAMANHEgfPUpMnw7vvQeCIAAASRKffw533x3H9+klimPIq6o0jz4KP/0kWCx8QUHNunWqrVub7r5b6vdQLhdcLgBIefVV4/LlOfPm0cePG48fD7htsNQgCLWF2KMl5Z41U14uq6igT55UL1pku+8+5tAh5YoVzE8/gdMJ06fDvHkXVoX2jBLKyIDz51stg/8AB/ERiV91rPalwAAMhSfclsayerX8++/V//mPY/x4JiWF5Xn/Tiqa43weEasVxeefE4LAd+kCbjefl+d5oWLz5qapU5v/3rbNOmCAc/Ro8Z+kyQQAZp3O84hIeiYM/5BASmdLwKDLZ1etDtnyPBWf5jx0ckKfB/3DsICvamNnWrBT5D9t1ydSavtJi0+D0ep3qcNEX9gAh82TEuODD0ChEB56iPAaUgh+A4PdXbvWffNN9i23kLW1ACA7ftz6wAP06dOE0QgEAYJwUQBGUU2PPaZYtkxMbEofPw5yOff99xRJXugiKy/3DcA8cZG0i7bIDR8OZ88Cw6T27s3+9FObdpWfDzNmwO23E127UpWVYDColi1ruvtug8HAlJWxo0Z5bxvgW+p0EgBAkga9HgBqi4ulHLPDdGWjZKDYts0BQJlMztYCMLawkC0sTHn3XVtJifc/qTNnTC+8AOfPw/nzGper7scfsy2Wuv/9jx05Mq+hwRhyqnmwRjysL7nEq51ODgMwFFtijSCoVK4hQ9iLgyIA8PSP5Wm1xldeEe/sAgBZU6P6/HPx+kP52Wfu7GzLnDkAQOn1VGWlfMcO7pJLgKZlBw547v2ISavku3ZRNTXu9HRm92525EhPzGYwGHJuu6123brQKWjBr/YJq1kNtqtWt/Sv6Vp9Sdv5vFMptaQY9kRQn0bQs+Qf04Y4LZ5SRXyW4txg+B+iw1zDYXMbHoaBs2eha1d46y04cQJWrBDOnxcjKEGMo4Kw3Xwzr9USLaMHBYWCbGx0kyQFEOBVPC/fuLHmhx9yb7uNMhiAYYBlwe22T5xImc3Mtm3iWHHy4EHvm+7y0lLn6NEajQYaGqL+vptVVcHp04JezzMMxXH08eNssC3/8AfYuhVefjlU5saqKjh9GqqqwOmEM2fg9dc133zjPns2Z+LE2qVLlatW+QRgQccmuN0aHFiL4k689Sw7cECxcWPTpEkMRXlfxgRjnT49xD8hPz87P9/83/+mT5lCcRyIl1vLl4PfzQUpX/iIZw149hDuyzswQghevyNRcXHxlClTSkpKEl2QBPP/4Yld5Ipvv3XcfLPPNFB/OSNG1O7bF/ApnyXkaZ0uZ8wYzz8FpdLdtSs/YIB5wQLm+HFZRYX8+++d118vBl0p774rVjeUXi8rL2cOHhQA3NnZtkce8am2vI8SrVQWURewD837kch2FXoP/mfDeyFmKduH3lJKt1ir6R99tmzLmQkmsW1DUn0PI9au21eWZRsaGgBAqVSq1eo4HZUkYfx4OH1aOHWK6NkTnn0WHnoIxF6v0AgC4EKsVfPmm+677kr729/os2cJq1W2b5+QmUk4HMCyAMCrVCadzvNSeWlp2qxZpp07fXYpRlzQcquLrqpSz5xJtXSREd98A7fe6lmqOBJi4OctN1fw6/Ul9u6F3/2u+R+HD8OwYcCywDACx/G9e9MnTwbY8/PPw9y5AAAymcDzzVPd/vc/mDgRRo6sf/RReWkpfeQIN2iQZfbsC+OyLtbq7blWt/fXMX7XKG6Y8vKUt992Z2YKCoXlH/+QshxCWHwut6SI+vVSEjYTdrvdZrMBQGpqqlwuj2APLMsWFRXNnj17QuiMcV6wBwwFFeKXJoZemX/5S92nn6pWrHDcfLP3NFDFt9+6MzJ87jXSwX/z3tWB6rPP1EuWXHiOos6//rp69WrzkiXQ0p9GuFy2lnjYc7OH12p5rVbIzAQAn/GHuaNGUWfPAkBe9+7GbdugXz/PW8spKFC8/77j5ptbOxlx0sYRfaHDkmCdV96RnicLovdCzCG+CWH1OwXsBwv9Won9YNDmRiJRTYIh0WtnRUsStqnJTiYDnhcAYO1a4t57hd9+s48Yodq3DwYMMGzenJefb9Tr87TaoC8XQy+SBLcbMjJkcrlQVibftcv8+ecpb71lv/tuLj+fYNnMqVMBwOcWunP0aDH6yhkzpnbrVmiJuCi9ntm9GwSBveoqXqsleN5UVQXeF20Gg2bDhsgDML/R5mAyETKZZxikANBUWanu0ePCBhs2CBwHLXUR/csvwDCwahXcdttF+1myxCD2jFVVAYBGqwW322AwgMEAa9YAgGPcuPRnnxVHUgTjX9+G/lVKSQiEk8RQWNjCQvPSpZ47y1EXbvQFsR9902lhAIYCC/GTS3nzTeWCBew998h27MgdMwaqq7tcfjl7zTXiUMCcO+4Q1GqC48zvvy+OZsnt3ZtyOAAgT6u13Xln44IFAMCUlSm//NInvW/u0KFkXR3hlcvLXFxMs6z1scfAa/JYiIrJ6TfKEQBMZWXi0Y3nzvk8RXOcGEC2dj4SLKyxf+FWl5FFd1IO5/+U9LGIYVXNoWffSRH/YRIBJwe2F5284YwiAkAAsAgCNXVqyoED8PPPQFGayZMNR49mPPmk0KULUVMjTsESr5x8QzKSBLmcHTYs7fHHKYUCeD7nttvYQYNkJOndeQWNjXn9+hl37oS8PO9X0zodAJAmE9HYCASh+utf7S+8INu/n+vXz52bK9C0OLRBPLQ4Psp+9Kjr5ZfTnntO4r158evtGW0OJEnMmAH//veFLVwumDoVPv8c+vev/+EHz+3nunXrMn//e8JnkE5KClit8PXXhsJC8YGMJ5+U79xJ1Nd3veKK6k2boEsXAPBOCOlheeMNKQWG8KsO/Dmg6IpR9JVs2nV+srYjE10AlKT8fxIpb75J63SUXp/yzjsUyyqXLgW3mzp1ihQEkMm4Sy+ljx1Tffkl/fPPsj176B9/zJgxgzx7FgCEAQNq9u8HgPovvlBv3CjuTblqlXLtWp9DUCZT9dmz9vvuE//pGD8eHnyQ12jYoqK255f3ufGTm58vXsow27ZlFReD1drG/ceIpkUEL/HvEGvLAG5Di4DPSi+bxBeGVVqDF++7123PBRJrEXy+ceNdMM3FEluwDoDz6vYhANI1Gsett1oLC2333MNlZxu++ALS0915eUJaGgAASTpvuonZtQt4vn7FCvOXXzbvhSSdY8cK6elUZSXF84LTCRzHm82UwdA4Y4Zt7lzvCV3GXbvIllqUNJlyhw0TK8A8rTbrzjvTXnst8667aI5LffFFxdq1ObfeCnZ76ty5im3bPHtgCwttJSW8RmMrKTHU1QWsEPyJ3xZTVZVYAxv1esPTT/tutGoVuN3w/vsA0NDQIO6WLSysPnfOXVDgvaFgtQoAwpIl6Y89BnY7AJxfsKD655+F9PTqn39ujr4A6latauOvODVkX5n/G4Qg15GR1boIdR6d9jeCc8Bah3PAxN9G3iWXcIMH0xUVAbYgCEhLA6v1QkItguDz8/mCArKpiTpzxp2ezuflMQcOgM0G6elgsTSPnElJEddXyb30Uqplnrf9lltok4lwuxufeMI5dmwbCx86l2ueVssWF+TiJqAAACAASURBVJuXL2/jUWKn1YvdYL35Umo0/51bLBZxCGJWVpZnCKL0HUo/ohgpRWWae8CMJt6npS0lj1GwkfztTSeMsuI6B0xMF1FcDAB1K1fS584R589zAwYARfl043cpKrL96U9UTY1j7Fh25MiUDz5wFBenzZljXr48df582aFD9NatpKfiFetVtdp+yy0EzytWrfLsp/G++7ixY53FxQCg+uwzMZFsnlbbMGdOmv96WQThGjFC9tNP/CWXNE2ebHvoIU9/l2eemLfQ3xb/b/uF7a+/HvbtA7tdUCpd/frVbdiQMX36+XffTZ0zx1lczI4adaHrDABaspIIBFF97hwAqFaupA8ebPALlrJvv50QhNp160KUKrSuQ4ZUHzokZUuJg59pnS7jySdrN22KuEgIdQYJaXpwDhhKUpo5c2D1aoFl6QMHgKLAq7G3T5hAnT/P7NolLlh5gSDYp0xx5+YKKlXKv/9tmz6dPnGCrqwkbTZu8GD6hx/skycrV6zwrK9i3rKFqqzMuusu85dfsiNHpj/3nPThIt7EcMs76JLpdCFyuUYwHjrOwuoFEv+QXn+F2Hl1dXXAx9uebDCsKU8RD+/xmTbWlgL77zBG0mbN8r+UjL9OGHolQH4+5OcDTcNll2X37m3bvZswGsnaWud118HFa3XU7N4NAPLSUpDL1R99JN++XfXJJ3zXrumzZlkfeoi68sr0PXsuZCkUh97ZbIoNGxwTJvBdulBmM3Ac37ev/NdfBaNRsXatOytLvmOHeulS6swZAAgQfQGAIMj27QOSJC0W2913i9EXpderPv5YUKsFr+Rs4hhFg8GQ06uX7Mcf/aeHhf4FGVasAIC8ggL22muZnTvTZ81SfPstAKi++II8f54dNcr52GPyLVsone5C00NRREsbpFq2jD50iNm4sba8PGfIkNpDhxQbN8pLS2VHjoDTCXZ7sHwbITSPabRYLhrTGITE6Euj0cDy5XD4cLiFQaiz6TzjEnEIIpJg924wmQiA5injLYzff295+22+Rw8gA3yRUt5+m5fJ7OPH1/3vf4TNJvv5Z/L8eQCgf/gBAJRiu9unD5w7BwC8VssWFQGAONpQevQlLvzlIdPpPP8XJ5Q3Tyv3BI2dQEw79Nu+c4kjlyITi1pbHHQXh2ESqiTuiUUxwXFCRYX51CnrAw8ARbHXXstefXXA4dbO0aO5/HzXsGGCSsUWFRGCYHnxRZDL6dOngSCaMyJ60LSQmgoOB9XYyPXsCWlpDa+8Qp84Id+yRVCpZMeOEVZr06RJxqNHgWH4IKO73RoN37179f79qu++Ex/htVp5WRn122+eMeGkyaTYtk2shGmnEzZsiOw0WGfOlP30E9jtyk8+AZbN02oJs1n53/+mz5jR8NRTpq1b+R49jFVV9nvuAQBoWbmkS9++9P79wPO00QhGI202q1auZH7+Wbl8OTidAJDXty+cOOF/OJ9Ww0fAMY0BSYy+mPJyLjNTeO45ASBPq8344x9bOR0IdXrJP0ik7TAAQxJUVMCUKQBAAHjGuri1WsjIAADLq6/yKlXA14kjVWQ6ne2hh+pWr7bfeafPhYI7NxcUCgDI7dXLMyEBdu2SXjRZS25lMdCiDx9WL1pEnT3L7N7N5+WxRUXNoV2bp5C1I51tok6rc5OiEjFGcYf+sm+/PW/QIOD5vEGDwGiM7s7D0nm+NgkmkwFJivezMidPzigpIRsbaZ3ON0t7C9Jkkul0YoY0rm/f2m++AYbhtVpBreaHDuUvvRQA3HK5Oy+PKyxkr7qKLSqSl5cDx9GnTkFjY+a995J1dfJNm1KffdZWUsJefbWtpAQYxnjmjP2vf+VGjBCPwl59NdA0368fAJC1tfULFwKAaskSxbffpr30Um5REX3ypHLzZvXbbwPLMuXlqfPm0SdPZhcWirW38NxzUFLi8xa8Rx0H/OEoNm6kfvuNu+QSITvbePIkMIxRrxeysuyTJlnmzxe7sOx/+hMAWN54w6jXe+aSCSkpnp3kFRYCQNqMGQ3XXmu/+25ISwMA47lz0K+f97FyCgrAq9W46KmLl1Fpdfyh9F8KW1jIDxvmGcOpCKeBQ6jTMvhJdImiDAMwFNKOHc1/fPIJ3HEH5OTA735HjBvn1mhq9u2DnBzxSfujj3qacI+GP/9ZuWcPs2uXpw/K8uqrxnPnrLNmAYBRr3drNDVlZeJOTKdPe5pVuPpqKUXz6eASAy1u8GBbSQnfo4cn6AqYF7Fj6zC1VRKGkZ4T28bT6/O+qAMH4Px5AIDz5xMYgCXb2e6Ynn8eAMDlMrSMf7bNmOGYPJmw2WwPPhgwtSCl16e8956nrvOsfKhcu5Y+csSdlcV36yZoNKTTSTY0AM+7hg7levQQampAXM1PEPiePcW4iK6pySkoUPzrXzkFBSlvvgkAjjFjuPx8oCigKPmuXURJCWG3iyXMufPOnJtuon/9NePPf5bv3s336cP17GmdNs325z9TJhM4nVxBAWU02l57jR07FgCI116DRYv834JPT5HPFZVj3DjLnDlc377VBw6AUmk8cwYAqg8dEsdBMOXl6kWL6JMn1YsWeUI707596kWL2OJiviW+sj77LABAamrXadOUq1dDU1P9smW0X6BFc1ywYRF0Y2OwT8y/IvJ/R8FeKzJ/+invORzL5hUUgF9KXoSQt2CJxDrAtY0IAzAU0uLF8Ic/1H/8cdODD/JlZTBpEmzfDhs2UHq9d+qn1H/+s3b1am7oUDGsAooy6vX80KH28ePZq6/26YOyTp8uxlo1P/3kc7SwZmSJu/XZuRhudcKgqz0K0W0VrdAr3Mo6biGfp1Sqzz7LeughoUcPdtw4EH8CQ4fGoQD+EhZ9VVfDxRMOO0z7GsCoUTBvHrS8R7E/h+vVi7RYHLfeyuzdCzyfM2aMOEZO/D+l18sOHJAdO0ZaLJ6ZVwDAa7X28ePZa6+13303dfYsIZ60pibB6VSsWsXs20fJZI1//ztQFMjl3omIaI4T/1N9+ikAqD/6yDVkCC+XiyPMhfffp0wmAoAQBGLoUIJlweEAp5M6coQpK3NrNNYHHgAAqqqKLSpy9+jhGDtWdugQ9csvxPz58NRT4kdZffAgAEB1NRw+DNXVUj7QYMPOxdSLXN++Yped+KB81y75Dz/Qp04JKhWo1Y0vvNDcrBCEOzMT7Hbg+cxp09TvvuuJsjxpb7PuuouvrPRuNXJ79rww/mL7dv8yeCal+FRZ3tVLzqBB4h/ip5ZzxRXiP1UrV4p/CPn55q++AgBgGGNlJXTv3uo5QagzC9F8d4w2ApNwoCC+/hq++4778Ufq5Ely6FBBEChxTrPfWD7PL6F2/XrwCqs8UVBMwyGMtdov74Qcsdh5xK9tNWlHFAvcNHVq09SpWX/8o9l7/fE4ikPcFXRS9Vtvweefw4wZ8L//wRdfgNenFs/cJ/Fz332wdy8AQLdumooKgyCIyx8TTic7ZAjBsuI8WFqnE1MHif+njEb55s3k2bMCSfrk5wAA5+jROQUFtldfTf3Xv4i6OpDJKLOZrK4GlQpYVvXee6BSQWOjbN8+/+KQBkPewIHulBTlmjXQ1MQNG0ZXVDTOnu3WaDKeeQbeeAM2b6br64EgmsOYpia5zcbs3cuOHq1ctYrPz6f0+lSzGSwW4Hk4dQp43rxjB5+bKzOZTHV1lMmUdfgwXHMNtAQnERAzKnkvi5SyYEHKokV8ly7u7GxX375kdbXt0UcBgCkvh4aG5my6guC4+mqCotQffWS77z6mvNyzonTt1q3cgAGeFahJk8n066/gtdi0mFbEpxit1if0+fMAwJSVMbt3W59+mq6pER9XLVvWdPfdmQ89RJ85k3XnnQAALAubN8ONN0Z8ThCSImfixNrVqxNdiljpALk6MABDARgMBkqrzfruO+rkSQBIe/FFrn9/geNg1SrjP/7RqeZToYhFkC8x4pyHAY8ebt9XwH/GLlmI954TtRBCrFsv7/fo3V7aHnyQsNuZPXuoykruuedovd4yf7590qSA93fadRN7Qe/ecOaM+KdgNNasWEGOHctrtbxWS/C8GHrlDhtGVVcDQObkyY1//rOQn6/69FOyvl525gwQhPfiwt5BAs1xsqNH3V26UE1NYLeT1dUAQB0/DgoF6XAAxwGA/Y9/ZFasoC6enSWkpAjp6WRVVfN+KioAIPWVV5puuKHuk0+o337LePJJWLcOrFaoqoKdO2HKFLj77mybDV57DU6cUM2ZAzfdBKmp8J//wKOP1tx/f1ZaWgZFEW63oFYTjY3OMWN4nY49eJCZMoW96qrIGg71smWNXuuGpb7+umrFCoEkybo69rLLZL/8QrBszsSJwLL0kSMAzanqa7/7Tnb6tKy8XPnJJ7aSEuWqVbIjR3it1qjXp7z7rmLaNPrUKXGHnjS5nvEXim3brH4BWAi5vXpRYs4PrZa9/HLm0KGU+fPFf3L9+1O1tV3z8wmv4Y7GU6dazc0YevUUhKSgf/wx9AY5gwbVir+a+IpW89remwYcgogu8B5fy2u1pu3bbS0tH338ODQ0gMWS9cADzPffR+uIobNRoXbN810KNtTQk1rQe8soFiCsvQUc7RCweWjvlb6n1zGe0Zf3oQ0Gg2rFCuXKlVRlJQDQZ84Ay6a/+CLU1QXdT5BFEdqTjz4SJ30JAEa9Xta9uycVhKcbv27TJjEMsM6aZXvuOb5HD0GtBoZxZ2ayRUW2hx++kMhh2zYA0OTna7RaAkC1dCnd1ETYbMRrr7mKigDAnZ8PDgfR2CiuVqz89FMKgL3+evHl/IABQBD1H3/sBgC65T4sQQCA9ZlnyNRU2ZEjhBit3XgjHDgAGzaA1QpPPgljx8Lvfw8LF8Lll8Pq1dCnDzz9tOP22w0vv8xrtRTPEywLHEdYLOB2EwQhqFSuyy+PLPoSZ2opNmwQ52uRJpNi40bZsWNcz54AUL1nj+XNN2tXr+Z79DB/+GHt+vXGX38FAK6gwLRvX+qbb8oqKgibjT5zJn3WLPrkydR581IWLkyfNUs5b54YfeVptcwnn3jPBws43yy0jOnTPROYXUVFTGUlyOXsDTcAgFGvr922TbDbPdGXfcIEo14vJTN+wDQhCEmUO3p0Xo8eIAh5PXpAy70Gf2K3bfx1zAEO4cMeMHSB/20Jwunks7MprwsjprRUqVZ7GvKw+N/VC71IFwot6957zZ9+muhStM47DAsRaEXW1+FflUexz8qnnyoW8WEcxrIHDH1jfdDmoyxdCvffL/5TDHEzS0ryNm8Wu2W88RqN+quvvGMMD9JkMut0WZMmxaHMMfHEE7ByJWg0mv37DXp9c/KMgwcJAIEg2FGjPMGJTKdzGwzsmDHurCzl2rXgdjN791I1NdDQYH/4YXEbprxcVlGRqtenrlwJNhswTPPiy6JbbmEmT+avuopsGQLXjOMAgNm+nbvkEvrXX6nKShCErLvvBoLg+vVza7XMli2NL74o37VLUCr57t3tEyZ0ramB666DHTuah01efjkcOwYVFTBsGLAsiN/bsWMBQP7ddxctl9yC2byZHTSoef2u8AMw+fbtim3biPr6lCVLzJddJt+1C5xOx003KTZsMH33nSeMqV2/Xl5aKl++nD5yBJRK+tdfVcuWyX7+Wb5xoxhWKZcuBYUCXC768GH60CHPrDDjpk0weDBRWip2PwIAW1jIFhamvPuuraREYiHFVcugpQMt/dlnKaPRvHSp+GBmSYlnOXtjeTnk5bW6Q3FUqhgWek/5Q0g6U2kpAOR17248ezbgBt7dtsaVKyVmPosF/8YobuP/Ew57wFAojhtv5IcNA4ri+/QRH7Hfcw9tMKTPmiXeWJXC083lfVev0y7SFUXMzp2JLkIYvLuYQsysDXfIos9r2xjPBOy0iWmNH6Ode4qd4Obqvfd8HqhftAg4DtRqYJiGefO4oUNBobDfc4/97rtt06f7R1+UXq/83/8ovR62b2+vFcVHH4HJBAcPOseMoQ8c8CTPcHqt+kXp9YoNGxQbN6a/8AJhsSg2bbLfcIN9wgR25Eg+N5cbOtSz1qKYlAIGDICnnmo+XV5DE+GVV+D11905Oe7s7IvKQJJAUUCStDgMUsyO6HYDz9PHjvFZWUBRhMVC1tXJDhygT59WffKJYcAA6N0brr9eEF9+6JDAcc6nn24OnsUlv0aNAoWC4HmKoniZzOd92++/nx0/3jt5Rliapk41L1nCDRpkefll5uBBwumU797tVirNy5bJW8ZWedoR2a5d9PbtYqukXrjQnZpqnzq16cEHQcx08ssv7pwcd9eurmHD7PffLz4orhntP4vYe75ZCNl33pnXpw+wrGc1SwCwvPGG93Bi19ChglIJANyIERKXhA6YXAqhCBiDZ9qMIO90FHWkIKotMABDAYg/D6a8PO2OO+ijR8Htplp6sZVffslptZY5cyQ2JwAg0+n8wy1sZtoi96ab8goKgOfzCgrg118TXZywha5/E5tnNmAgl4QJ8UMT30Iiy/z6664rr3SfPu268kqDTieez9xhw8R0c2CzGdev57Xa2vXruQEDLG+8EfCqV+wNEDIySIsFRo9ufxXFnXcCSUJTEwAIAMz27eqWVCt8bq73pb/AMITTyfXo0TRlipCWZl68mK6spPR6vmtX1xVXuNVq784QTV0dzJzpe6w9e+DNN501NVZBcKemOm+4ge/Z88K6i2438HxzBCsIF4YdAghKpXLNGuD5lPff5/LyCJ4nnE7Z4cMpCxaIPVfeSzcy330nAAhiNMgwcPPNcPPNAMAWF5sOH67/4gsAaCopEa/tlEuXWh9/XMp5Sp8xA1pu1fmMSzcvX85rtSCXy/buJWtrU+fNY3bulFVUeFYfAblcduAAX1DAFhe7u3UDAPuf/uS44w7L3LlCaqpRrydNJlqnq6moqNm3j+vb1zJnTsB0u+GOh6/76ivjqVPAMMZTpwKmNFRs3Kh8+22ithYA6IMHIXiae3+YXArFQVh5p8PSlvzGsc6NnDwwAEOBaTSa7Ntuozmu6f773fn5xODBBAABYNyzx/LOOyESiHvzxF1UZSU7cqR/uIXNTGRMmzYZKyuBooyVldCzZ6KLEx6JYwXbEob5J4yOQMdIdJswM2fK9uwhe/WS7dmjGTBAU1en+PZbU0WFmHrOqNfDwIGygwdzJk6kzp7NmTgRLBb/fYg1RvqQIakvvdT+oi8A+OoreO45ABAXXAZBUG7YkFNQACyr2LbNM3qN0uvVy5YRTidfUMBrNK4BA0izWbFtm+culWvECO+339iS2RwAmmfHVVdDt251PXoIKSlkY+P5t95ijh2jfv0VhOYjA0ma9u1zd+sGDMMNGtTw4oviw+xNN7m7dzcvXw4KhfHUKSEnhzSbBbmcAGCvvBI+/BC6dIG0NLGTjQAQV3EEihIABEEwjBljePddZ3Gx5eWX0+bPT3v+eQBQLVrUHGYD5I4ZA2ZzwHOjXrzYE/Mo166FliES4v89T4l/8Hl57rw8wumkKitlx45deF8AbGGhZe5cvksX0uFoevBB9oYbXEOGgM2m/uAD2f796kWLZIcPi1PmIHiye4h02pWxJbGKP8e4cdCli33KFGAY4y+/YN551Hn4zwAPtzn2f0nHa5FxDhgKQiYDnicAUufMgeefhzlz4NJL4dgxnx9Q6FxzPjm+MNyKLmNL+rJ2xLs+DTdRYei9IR9JcXLE6UMAMGuWymZjhw9Xrl0LqaniY9b/+z/r//1fzq23BsyVfKH8yfBGItVIkkqFgnI4mv9tt9MA6iVL6JMnlStXOsaMoUwmqrKSOnlSSEnhNRrntddmPvIIabUSDod60SLHjTcKFEVXVYkzgpj9+8UJYPDmmyCO2Ny5E7p0gXXrms6dS1u3Trj8cuC4rDvvpEwmoChQq6GhwTprFmmxyA4edNx2m/y776jjx8VICQCYTZs4hYK9+uqGF1/MeOwx5tAhsrKS69+foCj10qXcqVOUw8GOGiW3WmHzZhg7NvXhh8HtFhgGSNJT/4iD7pgff6T8aiRKp4NJk2DLFv8zo1q2jOvfP/X+++lTp8Buz+vTxzptGq3TCWo1s3s3wbLO664jTSaZTid/7z32d79TfP89deIEcFzqvHn1b7zhmbgFAIqNG0mTiWhsZPbtM7/3nvynn6jKSnbIEPmuXdS5c0xFBdHQoKYo2wMPBFvnOlrTrtSLF9sefhgA0ubOlW/ZQhmNTEWFsbw84h0i1K61Pd9GUjRksUEIXneSUEDFxcVTpkwpkTwrt0Pxnt4dRMe7LYGiK1gFGuybEzA7RRvzdrRxWbCIXytd1H9HydJu7dljf+01xfr1gkoFHEewLPA8yGTGPXuC5SRIVMlZlm1oaAAApVKpVqsj3MuaNTBhgvinwWCg9Pqsm26i6ut9tuL79AGO4wcMsPztb1R1ddZddzW+9JJy7Vr61ClobISUFPuNN1r+8x8xGFCtWNF0zz1iEiONRgOvvw4zZ0JVFZSXw8aN8MMP7nPniKYm4Di+Xz/SbBaHvXnj+vcXUlJIiwV4nqqtdfM82dQEAEBRIAh8v36cVivftq25Z4kg+D59Gp94Ql5WxpSVNc6c6c7Kym5shF69YOxYoGmBZYFhjDt2QH6+uH9PgqW8ggLrX/9qnT5d7AQLOMYpbe5cxbffknq9kJHh6tfP/Omnef37G0+dkpeWOkePVq5ezXftSldVuVUqSq8XMjNT//GP8++/T1VWpsyeTdI0N3Bg7ddfe8IkxbffOm6+WV5aqli71vLGG0x5OVNaSldWugYO5Pr0cV5/vby0VHboEHfJJY6bbw7xuYlHD+eT9pU+Ywbz008mr6m5uddcY2pXM3URipFkaY+CsNvtNpsNAFJTU+VyeQR7YFm2qKho9uzZE1rq/1bhEMTOJeyLvNairzZiyspiun+UcMECp9DRl/8L25gRvuMNH2831q5Vnj5NkCTpcpGPPEJcfTWhUgFN+0dfbR81mnjV1c6FC70fyCwq8p/8Y9TrTTt28L16mZcskX//vfKrrwCA/vVX2733mpcsAZXK+pe/WP7zH7Jl8B55/jwAyHS65pMzcyasWQMA8Mkn/McfC0ePEg0NYm4M6sSJ5uiLIECpFCdl2R5/XOjWjWxoAKdTTP1PNjXxAwdCSgqoVOB2k1VV8h07AEDsIGKvv54dMYKurHRdcQXfvbvj1lu5/v25uXOF8eMFsfuLpo1nzniiL/Aav2esrBSn8xn1+mAzTBqef75m5053errrsssIuz397383HjoELUMk7BMnskVFglzuzslRbNuW9o9/EFZrxqOPyioqSJ535+QQ9fVZjzwCVisAkCaT6qOPxIHu9okTFevXs4WFrsJCrm9fW0mJ8/rrxd1ap09XrVgR+qMLK/qi/cYrps2dq1y5kjIavUddYvSFkAjv1PvDIYidjpSOhXB3EjHlqlXsqFFR2RVKNiG+WgEHdoebLT3cpcNCfGljkcI+sZIojHn1VXj1VXEAM2zZAmVlQFGE1aoZMAAOHYL8/I6z1PLixa5Fi+T19c5bbuFyc61PPw25ufTFCfe5yy9vuvdepqyMHTVKHLmX+tJLhCAAgHLpUsvHH0NRUf2SJc7Ro2mdjjKZ4MAB+syZ1BMnUufMgcsug+3bYfRomD0b3nsPbr3V/fPPpF9Cf3HYgpCRUfvVV/L9+5233kqdOcN170653QBA/fabGLpQx44JFEVwHAAQTU1AkkCSYnZEZscO+x13EACyQ4cIjkt5+23X5Zfzl1xiv+OOlIULjcePy0tLPUeLePxeTUUFAKQ/+6xlzhz/Z+0TJ5Imk2PcOOdVV6W8/TbR0KD88ksAIPV6Pj/f/OGHQFGqzz5T/fe/RG1typIltsmT2aKi7Lvuok6cYA4dIgjCk/te9dlnim3bqNOnsx56yLxgAaSkSCxhCD6LNWfdey8jJmZsajItXw5ZWW0/BIqFlDfftD71VKJLgRAADkGUogMPQQx3BFcUVy5SbNwoLy2ljxzhBg2yzJ4tPaciai+S8KpaSgzms1k830V0VzCL1q5iIiVFDAOSSpuGIFZVwenTcPq06513ar/+Om/QILfNRvqPICAI18iRgkplXrqU2b9f/v33zL597uxs+dq1NRUV7q5dxbF8lF6f8tZbriuuIC2W1BdegHnzYOZM2LIFxo6FxYvhkUcCNNsE0TyAUK0Gu53Pz3cWF9MnTxIul+zoUfu4cfIffyTr68FiAZUKbDZQKoHjgOcvDHOgaa5PH/rkScuCBcpVq9yZma4hQ5Rr1hAulzs9XXb4MLCsafNm2YkTpMXC5ed7h1ttH7/nT15a6howQL5rF7NnD9ezp+zAAcU33zS+8ALfrZtj/Hgx8FN/+ilVVVX79de5vXq5r7iCNJmohgaB5wmet996q2X+fM/esv74R+8E8RET12GTHT1Kr1lTe/y42GfovQya8T//gSBr1uUMGVJ76FDby4Ai1mX48JqffgIAWqdTLV8uqFSNYl4ZFBdJ2zDhEEQUb+HOn4lifnDHuHGWOXPEpMAYfXU8bUw/GJVFvfyFWBrL+3CJGgsXlSO2j1F88Ym+hg/3HiYXE2ISQgCDTFadlVXPcbxGkzd4MFitpFze+MwzvtsLgmzPHvrYsfRZs9iBAxufeYYrKGi65x6jXi87cQIAZDodU16u2LCBPH9esWlTarduUFoKTz8NADB2LNx3Hzz2WIBiEAR32WUAIOTmAk3bp0wBmqbPnKF0OtmhQ8DzylWr7GPGcFotCAK4XEDT4HSC2w0EAQTBDRsGBAEkSev17vT09Mcfl+3bx/zwA1lX587Nhepq+uRJaGwEhyP73nsFt1tMz0h6pTeMIPrKnjQpp6Ag59pr/Z8S+9Nkhw+nzp9P2O323/+eu/RS7rLLgKJcl13G7N/P7N7N5+WxRUWyfftq163L+POfKY4jXS7KaASzmbBYEfvPpwAAIABJREFUwGpVrlwJRqNnn1GJvqBlHTaub1+aZT0pPbibbmrO7J+RAddc4/8q9eLFAEAHSQiJ4iD9b3/rMmoUWVeX179/6t//rl66VLVypeqLLxJdrs6lw4wxiQocgogSKURS4DjwTBxHUdTGq/9Y9z75zDHzaQ98hjXGP5LJzs6uq6uL+OXtIPSKm8zMgKnto+zQIUNLD5JMpxMyMuoXLQKAvD59eJZN/fe//V9hnTKFIgjLa6+JfThcv35EfT2za5fs8GExByDXs6ftwQcJlyv1lVdgyxa47roLL/7qK+D5AN1fgkAfOAAARF0dn5Ji+ec/U+fNc2dmqk+dst94o/Krr0CpVHz8cXMvDcv6vJo8d87do4dAUaTBwPftS5rNhNXKXnstabFQlZUkRfE9e9IOBzQ2OouLqfp6LjMTeF6m0znbUH/KysrA7YaWFSa98VotAAgHD7ouv5w4fx5oOu3FF6lTp4Dns+6/v2niRABIe+01+bZtZEODJ+U9tX+/9/pmAJA3cqSxrAy6dYu4kAHlFhRQHAcAeVqtcflyJj2dtFiE1FSiqcn488/eiRZzeveu/eUXAEh96aXUF19sfsmXX4JXCkcUH5ZXXwWALsOHkzU16o8/bl5ZwW7vOnRo9ebN0KVLogsYV4kadY8tlDcMwFArOvAdizZeQCAf0a1bpaQ9DJGZI3T221bDsAS2EzKZzOVyJeroHURBgRh9CQAEScKOHRD1NTCqqup+/JGuqmIsFr57d2b/fvrgQfmiRcJnn6VNncoBAEG4afrCHC2lEux2Y1WVZ9ieuEoHs3+/Y/x4ACAEwTl6tLy0VEywnvrKKwAAY8dedFCbDaqqiJ49A8RgFCWOJ6QaGiiTCZRK+datAEA4HA2zZ6f961/ukSN5hmG2b/d9IUGAIAg87+7enTpzRlZRIT4sX7/efscdtpIS9dKlXF4evXcvEARTVuYcPJgvKGD27o04b3tucTF1/Ljnn3larXHTJhg82HsbXqu1PfqovLTUOXkyALgGDqQqK4FlBaXSefXVbFERW1QEs2Z17d2bUCrBbgcALjeXvngxZXdOTtSjLwAwVVY2F1uvBwDmnXdkP/wAKhV3+eVgt3sHYLTDIeajB5WK79GD0uk4msboK1EyS0pIkwlaBosCAMjl1WVlnW0MThyiLwy0pMAhiCiUjhp9eVaIZnbvvqg6RpGKVoUbYvifxG+jz9hFKUMZo7JwM0oWCgWcPSv+SQDAiBHRj74ADDKZuEpy2j338Pn5zlGj2GuvpTkOlEqa48T/vDNkWK+8smHePGbvXrK6WlxcmNLrc266yZ2VJdZC4ii+1sfy5ecLgRaz8q7HckeMaLzmGtsTTzhHj7Y9/DDBso6bb3ZeeSU7alTTAw9c1E2UkQEyGWkyUUajbPdu7/3Zx4zhBg8mGxv53NzmNaMFwT5mTOqcOZ4VotmioghWzTJt22bU64Fsvvww6vU+0ZeH52ycX7DAeOKEkJV1fuFC5+235xQUiI9X//KLUexDoyif6AsAyOrqLldeCX5J+aNCjL4ynnxSHF4ILFv7wQeQni4+m5ufL3bNqRYuND39tKBQCKdO1ezfT/snTUHxQut0cPH5t4dcmaBji8XVHTajYcEADAXVUaMvAGjjBQRKiDbOK5N+lIS3H127do3gVQkvdrJwOC4klnC7Yc+eGB2HNJmco0fTLhcAZBcWZk6eDABZ48f7b2nU662ffipWOLITJ5g9ewCA12rpo0dBXKdeYi10/fVAkoTfGMLGl14CgriobJWV8o0bHbffLi8rEzIySLPZNXy49fHH5cuWXbgGpWnBbm8ekehzH0ouZ2++meB567RpltdfZ4cPB5rm+/ShGhup+noxYnR5pQGMgPHs2RCp6v1Ren39Bx+Id83EMCanT5/cgoLmIYh+99Gss2a58/Jq9uyBnJy2lDM0oqmp+eNISfFetcVUVSW+Nba4GG65xZ2RQXNcl6FDASBPq4V582JXJOQvfcYMprzc3b27+E+2uBgIwn7PPZZ33ukY3V+aIOJcgLgdrmPALIit68BZEFvVgWMwbzgZrC0SW+2G9RWNoKhxHo4oJuLLysoiSTKCXx82gW0RbhZETibz5L67kITwYsY33oB77hH/pvR6prycPniQPndOtn8/+dtvwPNAEMadO6FXL3EbsXOs62WXBT6kuMqzUik4new11zA7d4rdWVxGRsNbbzE//5zSMqvWPmmS8ptv2KuvJisr3Xl5ZFOTOzOT0uupo0c9OxMyMoS0NKKmhnA4LjzYtStRUwNpaYJC0TR+vJCWRplM9P79BAB15AjhyfX39ddyuz3qmQ9b1aVHD+/ckka9Xl5amjl5MltczPz4IzQ2GvX6vB49wO2WHtq1Re4VV1Dnz4PfytTQkv5eVlZGXDwX0XsYKoqPvD59eIKgxMXHAYyrV8OIEYktUrSEqPNDrDnUiTLuSoNZEFFnJ95EUalUcT6uzG9VTdQhta+QJtxDd4yGMDHWrIE5c4i//EXi5o3PPONiGNvrr5u//LL5oZboy/j5557NjHq9J/oCAIFh2MJCd04O363b+fnz6xcvBgDHXXept271JMaQ6XShqqMPPwQAsNt5mYwRF/nlOOA4urY2bfbsFK+cRsr//hfsdmbLFvrUKfMnn7jT0qgDB6gTJzwbuEaPdo4d6xg/3jZzpn3qVFAohC5duEsvtZWUCOnp3CWX2CdMEDQa65NPWubO5QYPrv32W/cllzQPX5TJmHPnEjKEm1SrOa+etzytltq82fzll+alS406HTdsWJ5WK/ZE5Wm1sGxZrMtD2e3GM2f8V6YGgKapU81LlrgKC416Pd+7NwBwffoY9XqMvuIp69578/r3B7udcjiErCwAMB492mGiL+lilNEKG522wAAMhRLPjmxPOoSmlttUcSgJTgZro3bU/eV5SezS3EcdNm9xMmkSvP02/dlnEjdPXb+e5jhwu8mGBsFrhJtj0qT0r7/m+/Th+/Wz33+/mBzCQ6bTibklnNdfDwQBSqVRr+e7dbOVlADDUHq9cu1a+bffynfsgIEDYcwYqK6GHTuaX7x4MfToAadOwcSJYLVSFw84BAD69OkABRUEcLvz+vYlzWaqpubCwzIZ+dtvXI8eDTNnWqdNc9x+u2nnTtujjxIEof7wQ6KpiTSbnYWF1mnTxGhBTFdr2rHDWFkJNG389Vd2woQ4D+HOLCnJ690bGhtpnQ4YpvG55wCg8YUX+LFjPcUgfHq9brstduXJHTYsb9AgaGzMGzTIuHdvsM2a7rkHAEw7dwIAHSjlI4op86efGo8fB6XSePYsn59v1Os98/Q6gNANhGfZlZjmE0YRwyyIqBXxuUgNmIzO+ykpW0ZATERGiNMwUCfTLpoQn0Imf9DYzixeDE8/DRwHNTUAkN23b92OHdC7d9Dt//Y3eOMN8WZN2rPP+j5rtRIqFVAUWV9vv+EGT0I8MeO8J20g16tX+vPPO265hdm9m/3d78RteK3WrtVS5865MzKE994jdDp48knQ6WDTJujaFaZPB7cbbrwR7r8fevTwTyUfFE07JkxQrFoFAMBx4lBJwuWifvlFsXUrO2IEe9VV4khC67RproEDnaNHdxk+vKasLNj+jJWVAJAzZkzt1q1SyxAN9YsWMeXlWRMnAgDwfMqHH1pnzhQyMgSZDHheDMBMFRWUXp/r6d+I2aV2TkEBBWCsrMzTao1HjoTYMqOkhCdJz1DVPK3W+P330K9fjAqGAhIztdSuX5/ogkSTlPYr6s1Hu2g02wvsAesswv3hhc7iHV2hYyrvngqfpXKjVYD4z2ToGBJeF0exACF+IEkV8wT75if8s2ivHnsMGhub/2aYuiNHWklc/uqr4HIFXt+ZYUiH4/ycOWxh4fm33mKvu06MCkiTyTvrT+rChSnvvks0NCi//BJYljIamd27mR9+EMMz5cKFYlwnAAj//S8cOgTjxsE11wDHgdsNO3bAnDnQ0EAAiP+FQAAQBEGkpipXrybc7uaNvSaqEU1NpOe9A0BLTVjz00+tnDQxoVyYSK8shaRfxkJRTkFBc8bFQNjCwvMffsj37AmCADRN/fYbn5vr0wuXNWqU5++8/HzfPP7BeTIrhsaUleUOH05zHHCcmP8jr6AAfv3Vf0vVZ59lPfQQCAJ/ww3GlrT7Rr0eoy/URpFd/0hsyEIk88BWJrowAOsspP9yPAFPfGIwiXdxfFbI9TzuXTVg7YAiFuzLk9g1wYJJwiK1S7fcclHmDJYFr1lSQVVVgV+CB66ggL36avPy5ZCSYnnjjdR77xUfzykoUIq9TwDO0aNT58yRVVRY5szh+va1PvUUe911vFbL9e2rXLOG12oJux2USu98hoIgwIEDsGtX87/tdpgyBXge5HKgKP+kH57AjJg0Cbp1A40GPv8cXK7mEXpe/wEAdeqU/K9/DXfoda44z0qcZOWV0qNV4tw20mSidbrsIJNwaI5TrVgRYieuIUMsr73m+t3vXIMHW1591TlmjM8G5rIyz8Q8Y1UVbNkisXghEsSrFy/OGTWKKSsDgKw776RaWkbjggVAUcbKSujZ0+clpMmkfv55ZuNGAGA2boQZM8JK+YhQMJFV/iGiL+8oK8TOsdGJOhyCiHxJvL8elW4Bz2799xZw5GHonfj8nVQdF6jtAsZCnuA8Rkf0/D/Zmp9kK0/706cPGI3e0Q7/5JNw6aWtvzA/H37/e1i7luA4ABCjILqysmb0aLEXpbaykuY48W+a4xSbNrmGDGFHjlR895168WKBJDOefLJp4kRar1d98YU7NTVj5kyivj6rpASsVqq62iebYvNa0p7Uf8OGAQDY7VBVRTz/PKxZ0zzTjKaB40Clah6deOYMGI3AMPDJJ/DUU8DzoFIJF0+v5TIz3ZMnM/v2saNGeTqRUufMaZw1K8S7N1VUgNcyxFJ4j8BMe+018tgxkmV9FnHOzc8Xx+kx27ZljR1rXrMGUlL8dyUOGrf+5S/Bhi2IG9R/8YX0cQ2eQ+dptcZLL/WP2VTvv08ZDCkLFlCzZwPDAM8DzxsPHICcHOOddwbcp0yng6wsEDv6GAZmz5ZYGIRCiEr0FWwnGH3FGfaAoQi18Qfp02Hl3ZGlUqmk5ICWeAisODqMgHcBMMxGkWAYOH0amprA5WqObTZvdv/rX1JTSnz1FXCcANDw0kviAxxNy267TVx/WewgEv8GANnevcq5czOeeCJ9xgxgWcLhECiKHTmS12rpI0fcmZmOm24SGMY5ahQhCP/P3pnHN1Hn//81RyZn0zZNa2ug5T5EQKi6wlKV4i5FvPBAF/BERJAvuLq4W1Hgp3IIiqigslzKoSAKKyzLIYcUpQiUQ65yQyGQNj1IeiRN5vj9MemQ5mp6H8zzwaMkk8nMZybJfD6veb8/r7dPAzzRKpr2hOZ4Hvfd53ktMRHp6XjhBQD4+9891b3KygSWFVhWOHRI4Hk4nfjuO2RnAxD8zI1ou911332ufv28d6pZtSqcExBCfenmztXNnSs+Ng4ZYkxKEnMvdf/8J3PwIJ2VRZaVATA89ZTqww9vHGlcnFQ4q3DbtoDqS0IUV6TVGiyVsVpZ5VLNLovZ7KO+9DNmxJtMYsiL2b3b1b69Y8gQXmxqkPJios6MGj2aqmib5eef/XNWDSNGRI0dG34jZVo2CQkJUVFRDMOEHrHUYC6J3EU2WeQImEwNqc2vOlg8rZ7EUt36dsi0GKqVXtg0cxFlakJMDCqCVwRJYs0ajwYL09lCdH0AAER89FHRokVsjx6xd98tFmL2x9G1q+KPP/DHH3zHjpTNBkC9ebNj0CBm3z763DnF8eNs+/aF338PgI+O1l28SF254ltS7M47ERvrXecXAMaPx4IFcLsBCJ984rtXr+icB4ryzTbkuOjnnpOqV0VNmKDMyCBstlt69crdsgVxcWGdDT80K1YAKHn9dQD0/v3isegnTSJZVjdjxo0GxsVpTp50ApFvv63cuZMsKIjr00cMK4W5IzGnsbyOSjgGlJSuXr00FAWFAk6nY+hQm/959oMzmfRTpxKlpZ7NZmUhPt5/NWbnTlCUcefO/JMna9lymaZGiJ4inH4kdCJP+D2RPOZp4sgCTKaG1Cb1y19uNbrVh0yzo74/ytr0fDJNiJdfxqJFyM1F69YwmXDliqhDBDG4RBDo0KF6G2zXDufOETwvALxKpR89mgoyjUoMXmnWrkXXrgLg7NiRMptRUpK3ZYth6FD3XXeRRUXubt34qCgAqk2b6BMniidNipg8WbSMJwD07AmavjEHTGLvXsybJ0h7CQeO4/R668mTYp1iAJ7qVRVc//RTALd075576FA1zoYXkW+/rf7hB5SWAohLTCR5XlRfYkjQg6gDKYrOy8P+/YYXXiicNw/Tp4e2XvRBKmlNAAJBeKdQ1iGGESOY337zFMvev78Kd5YKVJs3k0VFUmrrLWlpuVu3eqvZ2IEDqWPHAIDjaLvd+Ne/4vJlWYa1GMKxhq+SMJMGw9+Cz6Ya0mVNJhiyAJOpIQFjVtII1ftBozQvGPU6Zehmw/tMNtPreMB+KLQjYjM90puRXbvQpQuWLcOiRejfHyyLS5ekFz0D5IwM9OxZvc2eOoX27XHhAgAyPx9qtSUrK/622wp/+CHy6aclMUY8/jh++gmCIM0rU61fL+j1Qlxc9PjxdE4OWVJCAPSFC6TNVnLbbdolSxRHj5YNG2abPz/mscegUGDkSCxcGKABTz6Jn35C+NILgFeEx3L5cojVco8erc5WK2GbPt02fXrcnXcCEPLyfON4AE/TpJgqKZ6l4uLC994Tsw3DsV6UEC37ldHRAFz9+vm8SlqtfF2ExVx33sns2gW12lKd+l3OtDRnWtotXboQbjcAoqAAdnulcGJlrUWHdLGXaV7UVe9Qy+2EVl91sguZ2iPPAZOpIQGnV/nYlYY23hEfNLwckieGtQzq9kP0L3Ug07z57DM8+yzatQPLgiSRnS2I3u4V/zxs3VqTjZ87B54nAPaOO1BeTrpcFrNZvXatOJuIAAiexw8/wO32SeTjTSbSYlHs2weALCwk7Hb9v/6l2rjxls6dFZmZKC7WLFsWIwZPeB4ffID//Adff43c3Ep7/+kncJz3gYRWYjxJeke6QiN6h4Tpye4zBcs4YACAvAMH8g4ckCZWVaxK2j/+mGTZwtWrAUCtBk1bzObAhv7hUZ6SEnCul6L6Fvn+6GfM0M2ZA57nIyJQWBhwnWAz0DQrV/KtW4uPXampPimI1pwczi9eF28yISMj2AZlmj5NZ1whq6/mgizAZBoa7+tUIw52A1rYy1elGtMoH2Xd9nlhzleWFVozoEsX/OMfvN0uVHiL+8RiPIrl999rKMBE7rhDcewYwfNxvXtHjh9PnzkTOWlSQlTUjclaDAOLxfsdVEU9KA8sC54n8/Ovf/qpq39/wWCwv/ceHn/ck1CXkYFhwzB1KryjUiqVGD7yKQUWoiwYyfOw28M8JtE4JIQnuzc+UofOzjYmJRm9PNm5xERU6En9m28CMDz9dNnDDxcuW2Y5fz7MJoWDKF1EAwzxb3Xt9b2JfPttzbx54hbIvLxgbvuK7GxDRb0Bb7TLllEVZ4bMzfVvCTtwoOdRVJT4v8Vsxr33xiQnyxqsOdJ0Rg5y99SMkAWYTH0R8ELgLb2azpXCO/rRdK6kMk2WpvPVlQnA22/j9GmwLFFWRgQahXuECkXhrrvw++/YtauGOxo7FqmpAIgePTQvvcT06KFZsgRqtefV2FiwrJSG518H+UZ7XC7NihUlY8bkHj4cabPh2DHk5GDiRAwfDqdTyMnBmDHYuNEzjnc6A0SNZs5ERIQAeLvqexPfsye+/z700cQmJt4o8CX+DV6Sy0fqSMXBaJal3W5pNWtmpuXKFQCu1FTJabB8+HCf6slVUqUsEaWgVPCa7djR2K5d+NuPfOMN3dy5TMUkNNv06Razma8w442dMkUKgonrUGazatMm3YIFzK5dAZTexYuSCM//4ANERnq/GJuSoty8WXxs+eknVq9n27b1nE+OM/bpUxvpKHNzcq2CWq4j05DIAkymvghRNLnpXAKaYJOaL411DmXNLHOD9u0xcyZEjw2WFXycAwFIWYgcJ5CkAKB/fxw5UpN9vfwyNm9GWhpmzcKgQZ75WgwDhoFCgYICVI68EQAEAWTlbpcgSkaPVmZlQamMnDixfPdu9OgBtxtffimwrMcpxOGA5DPx5JO4fBk+iZRTpqC4GAgs8ACUPPUUhg71WeiTZ2jNycnfvh0Vs8UsZjOGDQt26JLUEaWU9eBB77S6eJMJ//mP9NRiNhcuXy5tuVoe8SLK338P9pJ/1Ks8JUWRnR1mEA8AabWq16/XzZ6tWbnSe7nQti1oGgB19qwUQhTLanMmU8S0aYqdO8Hz8e3a4eJFAExmpigUradOiUead/gw7rzTZ3fW3bstly+DICxmMzp0oO12+sIFQ58+hqeeAkA6HMyYMbIGay40hcxDefTSTJEFmEy94HOjJZjDQVO4eIk0kWbIyMjUinPnvEMrhF/yYWAWLPCUM64B//sfHnjgxlOWBctKRosBIIjiN98UR/al48dDELTffIPS0qhXX1Vv3KjctUsA0K8fvMt29enjCazt3Yt16yDckFmeB+XloduoW7NG+//+n+izr9q0SdQJokTRiJOyAACqHTvEhoUo82VMSjIOGeLZrZeU8p70ZTGb8dhjoZsUJqKyUhw8GCyr0EcKUmZzXGKiWBIg3mTC559LRckCYhgxIi45Wfz0VRs2RP7jH8b27cWXBIbxBLJIEiSp2rw5ctIk+syZqAkTDEOHUvn54jetaN48tGkDQL12re6rr4wVpiD2OXOkFE3Vpk0ApPMGwHLlSmzbtpI/JMVxkoI1bNyIsA0hZRqR5jhsaI5tbqnIAkym7gntoOpj1NHoiCJQTD70ftDY7WqWXPOjYfbb8J+XfNOxiUP4PQjFV1/ho49qu0uFQoxuhbDHIABwnHrjxtLXXuMSE7WffQaAzMkBQRAuF0pKPOvk5kKa1hUZiQULPALsvff8Y1y+tiJBKE1KAsMA0Hz7bUxyspRnqF2wAACTlRWXnKybNg0sG9+2LXJy/LdAZ2dHTJtGsyy9b1+wvVjM5hDizR/vKJwYQaIDWWgofObO+SFJQc5kysvJKVq1SmwM/u//tEuWBPMUoczmsqFDeemUsiyXm0s7ncYOHQCwiYmiAHMMG4bYWGdamm3aNLZjx+ufflr4/fe8wyEKwuhXX9X9/e9REyYw+/ZpFiygL1wAxykzMvRvvx3x1luibtR98UX0yJH0/v2Vdu+jJ70yS40TJoQ+3rpCnnJWY5rIIEHuiZovsgCTqUv8A18BL1JNVuGI6ks8iqbZwmZHw4sxmZsaryrJ0nSsEOLEI5CWLsW779bJ/kMJoQo3PDo7m9m9m2vdWoiPB+B47jnOaCTy82+8vXVrDBoEAJGRuHoVBgMA7N2LLVuq2EVwjB99pFm+3DBsmOLECXTpIuYEsnffTV2+bBwyxNWhg/PJJwGAJAtXroTJZOzTx+hl0M9kZkb/9a/aL77wHEqrVqiOOXswaJaVfBf1zzxjeOQRw9Ch3qpADG2Rly9L08bo7GzSalVt2hRQqomUp6RYzObIt9+O69OHKCqiWRb5+f6rcSaT5vvvvYdBuh07ANAOR2xioqoii1K9ciUqmmSbPVt8kHfpEl8Rvyr55BO2Uyfq7FlP3bPExMi//x1OJ52TQ588aXjlFfrgQeXmzRCE+Natb5y3iAjvxlBeTpW0xYJt26o+fbVAPMmK7OwQp1EmGE1keFCDXlXuiJsOsgCTqRvClF5NHMkLsTk2vulTJ5f+JtJ/yN+QJorb7Ukbi48X88qEIEGwG7aB587h+edru9+9exF8vpkHiwWExyVDcfAg89tvhNUKrZZwOimLBd7t1OmwcSNGjkRR0Q1Xj/Xrg03xCge6qAg5OYXffuu+7Tb7u++6UlML1693PPigoFSyHTrc0r27Zt48AOB5V2YmKIrOyaErRAuTlRX94ouUV26nEBsLvd57+/pJk6o1lJc8P2iWjU1MpFmWZlk6J4csKDAMGwaXy9inDwDd/PnGpCQyP984ZAhsNgCqHTs0y5drv/5atWOH9wbF6BmTmambO1dMOyy/914yJ0f8XOJ79sSHH/o3o3DFCsvly1CroVK50tKk5d7FtS0ZGd7hKdWmTZqVK+M6dCArYn3xJpNm/nxpBd5gICvcL/WTJ1NeAUO2a1dU1CizHj9+Y7odwFWkPnq2+fzzqE5ttOqi3rRJs2oVk5GhXbpUnnJWLZrIxb+JdIUyNUYWYDJ1QAu4EHgXLvP+20QutS2GevqqNPw3sAV851sye/agVSvxYRUpiCSJzp3rYI8pKYEdDn0aIFReieNQWsrs2uV86CExvEMAmD0bhw4B8K3C7DVZq2bov/gCFy/aJ00SE/Zcycmlo0aVjh3L6/W5OTklkyYBsJjNsUuWSHOT4k0m1SefqNeuJYqLxSlkAMAwnEolWaiLaH780UcRhca7HBZVWQDQJ05oZ82ic3KMSUmqWbNolhU0GhQWarZvj/joI/WaNbpPP1Xs369ZulQ3ezZcLnGGlfL33yPmztX/3//p5szRzZ4NwJmWZjGbHcOGiceFf/4zWGMsZ89azp0rXLzY9wWSZBUKVJwNkahXXlH+8gvpNWmwaNWqvBMnBINB3JFgs0kvXX/tNcrrKX38OC5dih458sauKzSYNSOjbNw4rksXz/KjR/0NPOoEj23JxYvKrVtVW7cSLpd2yZIbH24dwbTQaWzykECmrpAFmEzNCZha1qzDR1IEzHtKWGM3qqVRm3TEJvVxyHmVTZd77sHYsaIdYjA8U6d4HiwrTo6qV6SZWv6zwihBUMfFEePH45VXMGMG3nwzcHvy8mrfjNhhw9Ty+t9ZAAAgAElEQVRr15JWq1Q4iywq0ixYwOzZUzJ6tMVs1qxejYgI+6xZ4vpcYiI6dyYKCwEIBAGAJ0leq6UvX5YaGT1qVHznzigu1s2apf344/CH8gFLEotEfPklRFN7lgVAXrtGnz2r3LSJS0gg3G4hIgIcJ6jVfHx8zIgR2iVLtF9/rZs5U/nf/9LXronxnLg//UlMO7TNnh3+tDTvOWwWs7no229pt1uyddGsXGkYORI8r8zI8BzCjh2Fa9boPvssPjFRPEvxbdu6H3hAENUpRbkffdQ7MGr58kv06KEMkl7I7NlDieXRGEacEFhP0KdPK3/5hTl2jCgvp8+cKR0xos5/AqJdZAuj+Y5tUDE2a9aH0MIghFqkNNwkpKam/u1vfxs1alRjN6RpEczksPbYbDaCIPSV81saGO/wlzzIrldq/+Vp9A+oDr//LpfLbrcbDAaSlO+O1QhpHFnZhVwI6YhIAOjTx7Vzp91uB6BWq7UVNaDCpWLuma/vfMXevRf6rkNRcLuxbVslN8XwdlE9aBoajatnT5Bk6csvl6em6ubP1336KUpL2S5d8teuJV0uwwsv0IcPO557TlAqmcOH6SNHwHGBU9RI0rJzJzp0EJ/Fd+lSMn58ydix4TcntmdPKtDUrBCUvPgie889+vfeExiGunSJ69KFOnGCa9WKAMirV32yQFmazr90qVrbr9S8xEQpNGdZuBAPPui9xINOZ9m5U3nuXHlKStydd5JWq+XSJQDRL7yg/OUXsGzxlCmOwYPVGzZEvPeexWw2PvwwfewYXC4oFD6ZjRLxSUmWWjQ7TJS7dyuOHqUuXJBmtdUVqs2blbt308ePs9262d5550YObXOmAXSLw+EoKyuLiYkJc/1qdXyy7gqNw+EoLS0FEBERoVQqa7AFl8vVt2/fd95557GwDWDpGuxGRsZHn7RgywrpSENf7HRz55a8/npDNapFUcsvT6OrL5mmRYXuEirrn6q9EDMzsXQpnniilvv31ldCoIXwb4w4pvdRX6KS7NGjLicCqVSCUsn88Qcoyv3bbxEvvkjzvCha6Oxs/Ysvqg4cIDkOgHrZMsfAgZ62BZrbBsCycaOkvgBYqjMBzJiU5B4+nCwqql77FQp1RoZ14kRNp05MRgZ4njpxAgB15QpHUb7qq2NH+syZ6m2/MtacHADxJpMUE2MHDqT+9z8AiIrC9etQqy2nTgEov/VWAHkHDkCUH5s2KXfvhtsNIOKDDziaps+eZe+4A0D+hg0A4pOSipYv91dfxqQk+6pVDaC+AJSnpNSgIFs4ONPSnGlpkRMn2qZNq4/tNzxNcHgjd3wtAPkmq0z1kNKuvN3kW16kSDqiMK+8mhUr6rlFQMu1DPY3rw8nu6/pZADKTo9Ngsou8PDL+qsycER89lnN9+6VqObZmtc/VP7rgwCAJNGtGwDExHhKOYv1xA4eFC3psWtXbcNfgOXUKd5gYDt1gsul3LuXZlm2XTu+bVsA7G23MRwndOoE0SWEpplLl/KXLGG7d7f+/jt0Ot9Nmc3o0aPGLaFZFuXlRHW9H1i2/N57mePHC7/5xj57NghCqLhXTVEUpKBlZCRPkqL6ijeZUJuP1askWuTbbyv27hXPj7tNG8upU5ZAPpDOtLSSt95y/fnPZaNHgyS5rl0jP/tMvXYtffKk8ZFHyEuXNCtXFn73nVQ52jBihPRemmW9M/ci33hDnN7WHKnzwFqj4JOz13Qu8tXVhOH0p7VojkxNkAWYTFhI48sQacRN8C5RbfCpVxbsqEWnY7KgIK5Pn4BOx3WIQvYLBtCUekF/mnLbWiwME9pxvkrRIq5AnzxZh43yjoMFrtNFezJQPKrMYgHDoKhIlF433pKQAIUC/fuHU+wrMBXKMN5kso0d6xg8WHA46MOHAdBnz+YNGGCfMYN0OIhr16jTp0GSQkQE16qVdft2GAz5GzdyJpPl1CnfyVqhsyWDI5kfqletCroSQfABs4BUKsWxY7p585Q7dkRMnw5BIKQK1C4XSkvFhzxJkhXRMNddd+Gll4Ltp1q2jbbp0+2zZ0Olgl5PlpYiyOw1AJzJVLhsmaDTlT/4IFwu3mhkO3dmu3TJX79eefSoavNm78rRTEYGvE/Lt99GDhokGniq16/XffRRQ953YzIz6ezsOlR9Lc+Ko4WNcyTkGe8NjyzAZKomtO5qwfgcb8DLk2369LzMTD4mJi8zE0ZjPbXE41tVcdO0nvbSLGgWnUSzaGTLgWVRXi7+LkKkGvqEpHwQtU1MXByuXq1hM7p3F0NwAYov++1XEJtN0x4ZRtO4fl3SXb5JjBwnLXE8+SR7++0sXY3pA97XC8XBg84HH/TO1YtftEi5YYMjLc2VmgqCEBjG3aNHQUUJLADGrl0hGmaoVDfe9t574TfAG2tOTtm4cT4L7T7REkEgOc4Ti/PG7SZKSpjffot+8UUi+N0u0m7n2rYFgMjIwm++8Q/fSVTLthGAMy3t+rx53C238FFRkR98AC8jRH+K33ijbMQId5cujiefLHvuuZJXX9VPnRoxY4bixAnDSy+V9+oVO3BgfOvW4Lj4pCRrRoYYanMMG2bbtMn42GPxSUlwOOjsbMOzzzI7d0qbFR326wn99OnqDRs0X39dJ1ujs7Mjm/nkeZ/shuY4BAp/8NYcj65ZIwswmUB49b6Qf5YVhDgPefVZsAUV1Uilm6b1uq8mTtP/Nt6EtyoaDYUCJCl4RZkCxoj8zTBCTQl7881qN0NMGjx61Gcakr/zoe8SMc8QAMsKQRyxfA5K/cMPZHY2XdliJDSUV6t0q1dHP/20NSentGLOauGaNYLJpNq5U/3tt2BZwuFgsrJi/vIX8uJFMRJC2+1irWTruXM36lb17Rt+A3ywp6dbzGax7FXRqlUWs5lr3dpiNoMgpKggBCGArT/L0idPgmWrqIfGceVt2wpxcYX//nfk1KkBV2GysrQLF9JnzmgXLqyWA7szLc36yy9sx462adNC2EtIt8zKRowoefllzmTi2rRx/vWvzoEDuYSEwoULtatWWbds4W+5BRSVd+AA2rQx9uxZMnGimLknaDS8WC6MosjiYt3ChfSJE2I0qZ7S3VWbNxtGjaIPHdJ++SVz5EjMk09KRbdRo+x31ebNhiefpIqKIidNCq1UmwU+8yxC55w3kRtwck/UxJEFmEwAysWKnDcx/rN6msIltZ7mTMvULfJ8sCYFEcZjb2K2b8euXVVvVxRd3vO1goem/cVh1QmKwSGro74AQK+HQgEAFEU4nfSFC8zWraTZXLhmzfWFC0EQpMXi7tRJENcB4HRSBQXaH36IGD1aqpWMCuP18C3dQyPGfMRrmu7TT+M7dIAgQKHgjUaBJGsZ51cfO3b9/fdd/fqpN2wIuIJYA43t2LF01KgaOLBXOcHJ55ZZeUoKabO5+vYt79+/cOlSUFTExx/H9elDWq28yaTYt0+7aBGdn69ZsUKzcmVs//6K/fvJvDyo1XxMDNuxI1FWFj1hQuQ//1l/6e7MoUPUqVMgSZAkHxXFtmun++or8SU6O7ta2e9MZiaTlRXx97+LJivqr79Gg9iKNAoBr/Oy7JEJB1mAyVRm0aLyBx+kzp/HkCH1WoekieMzAQxyhrRMSALea5RlWMNQtcMhgHPnPOEpmhZjyCE0D/Pzz1VsTRJdUgirqiicPzWf01VdbDZQFAhCUjWGF1+kT5wAoPvyS/306eB55uBB0bXPA89r5871Hh/E/+1v+PLLemoguW8fxNlc5eVCURHhFbKzTp5cuGYNVCrBYGB9bD9E1w2CYGma69ABAH/rrR6pybLab76J79wZDkd8587B0kqrZZpfA0R56Z1AXt63r37y5NgBAyBWl2bZ6x9/rB87NmLKFADktWu66dPLHn1U/LB4vZ7t3bvsr3+lCgooi4U0m4WSEt5gCJju7hOkqtb0NgD29HRrRgbXpk1xerqg16s3bCAKCmL791dkZmq/+ILOzg4z+520WiM++yxixgyqYnpe4fz56NixWo1pgni7Pftc1ZvmRV4WgU0fWYDJeBAvItcGD1b+7390ly5Yty5E6vzNwM1gNCJTVzT9dJQWSE5OFalo3jz0EG69FUDoUJUI/emnYBgE+7ErFOJkLVRfdNU3ZWPGQLSv8DGxcDq9z1Xp2LGk2x39+uv0mTP06dP0hQtCXp6vJ6FCUamCcNeuGDOmnppNcVzJm2+CIMpGjSKNRkRHe3ZqNnOjR7v69i36+uvco0eLFi2yf/wxGKbs+ee56Gg4nQAgCDTLircLi//5T3dyMlQq56BBhatWWU6d8jjFix99IyFFw7ikJOb33wEUv/mmUF5OXboEwPDMMxTDiBPehOho1/33azZu9Ph5lpSQubkRixeXPvcc26oV4XRShYV8kJnGhhdfjHzjDempdunS6mowANaMjNKRI8v79xcYBgDhdEa+/z6Vn6/89VfXnXdWmf2umz496q23FIcPs507W44fB8MUrVrleuwx8Y0twMU32HVeWt6QjrihRyNyv9P0kQWYDODlt+75SYulTmTqs960TDgE7Mma3Qch94X1QmKi5NMQIgjmkR2nT8NiQfh6iWWRmxsgOU2hEC0xQpR1bix4miZKSyEIUKtZjnMNGBBwtdJhw8jcXMcTT+Tu2+e66y7HI49c/+ordOrkmdFE02zv3oiIKFq2zJqTIyYclkyahG3b6qPNsV27ilmOutmzC2fNEjQagaZRXAy1Wrj1Vu28eeIELTGUxJlMZGFh8TvvqNevJ3me69xZ2g5lsQCInDCByM11DB1KuN3aJUvgcgV0im8UylNSRCXG7N1L5eQIt95auGwZCMLVv784q02Iiyv65BP+llsATzk7qrSUPnSIOntWs2AB/ccf4nboY8c0lY31xdgafeSIevVq+sQJzTffaBcuZH77zfDCC9Wa3iZhT0/PPXKES0oqTk+nz5yhrFZeo2H27Qt954IymzXr11NXr8Ltpq5dA8dZLlzwTpsPM4+xBei0Rkee/dUskAXYTY00LpR/q8HwPzPyuWowgqV8NDvk70x94Vd9KzThSyZBMir0MqCr2abqCvsHHwDggvsfkiyrXrkSLhccDppl2cTE4nfe8VmneMoUkqap/HxBqYTLVbh8ecnrr6tXryZsNmmwTvzxhyU7Wxw6M1lZxVOn1sCsIkysJ086nn8eABgm6vPPi194wTlkSMnbb3NJSc7+/UvHjJE0sGibof7xx4hZswibjbDZxCrMldBq6StXbDNm8FFRNZvcVa/oZ8yIvfdesrAwYuZMMjc3+rXX+Oho0m4HIMTFudu1g1ZLlJSUDR3qcXEUYVnKarVPmXJjOx9+CC8xY3jpJcNTT4kZtsbBgyPefVe9YQNZWEhevqxdvLjGn1r5ww/rPv0U5eVEcTFZWOjq1w8UFcxWXrNyZeTkyQJFCSqV6667Cpcs8c6gqZaLby2rrbQ84/tq0ZDSS86xryWyALupkceFoQk970s+ew1Dc7+Z16wb3wLwBMcSEhDcgz4YAoABA/DNN57nCkUjFoHQTZ4MgArtwOHVPM3SpcKZM660NK5NGwCOp5+2f/yx8pdfHIMHCzqdu1s3UBRptWq+/ro8NRXXrnney7IUy8YOGIDCQoRhVhEzdGgtj8s2fbrFbJYqedjT00tGj7ZPnWqbNctbXYstcTzxhHXHDj4mhktK4mJifLdVWgq3O75TJ14qytyUsKenF/z4I5eUVLR8OdehQ+lzz5E2G2G3w+0m7Hbq6tXI//f/nH/5S+moUfYZMyxm843DZ1ntkiXsnXd6Qr4qlfGtt2CziS9at2y5IctdLoLjyOPHCYcDQMS8eeLnWANcvXq57rkHJClotYTdHjlpEnn5snedaADGIUO0ixYBKBs+vHDxYq5du/yffir87jufKFaYLr51Um3Fp4Uy9Udz75obnWYpwBwOR34QuMo/WpvN9tVXX7300kuPP/74qFGjlixZUlZW1ljNbni8xYN8o6JmBNRgdXLd0S5aVK8VXVo2zei6L98mrEd0OnGgVkU8qmtXFBWJD6sVuSIAEAR69/Ze2FiZh2Rlj/sqsZjNZXPmlD31FJWb677rLtLppHJymN9/V2Rnlz37rKtvX/3kyYrsbM2KFYoDB0iW5bz0FZWdjXfflZ4GM6swJiUpfvutimZbrT7Dcf2kSf6r+VTy4EQTdj9Kxo7lTKayV16xf/hh2YQJXKDrgEDT9Pnz9RSyqyXM3r0FP/5YnpKCU6d08+eD46grV0AQoCgwjGC3u++4Q7Vpkxh+LFy3Tqj4UKjLl+kDByAIoCi2bdv89esRGSlt1nrpkrc7Jel0igExgWHE6WQ1wJmWZps2zfHUU9bt2wWjsTwlJWryZPrMGW9beXr/fs2yZajIGyxcvlxcHjCKFdDF1ztgReXk1Kbaimrz5shJk3xa2LJpRv2gjD/VKObYdFi7du3q1asDvvT5558nJSWJjwsKCiZOnJifnw9ApVLl5ub+5z//OXDgwKxZs3Qt1F5CTNnyndAFQP6h1oJ6OnWaZcuIsrKSimo8MgEJVv6yeUka+ddXL0RHo6wMVdX+AoDTp71rGVeP2FiIYqBRw1/hwFMUqVSirIyl6cIKPaMbOxaCwHbsyGzdqty4ESwbMXWq5cCB2ORkKi9P8+OPKC7WfvklAMpLrliWL0dqaujdxaamiuG4+MREyy+/oF27gKuJY/FyL0Gl+fFH+7RpPquRVivvtY5qxw5XUZGrTx+f1VTbt1PnzyuOHKHMZnfXrsjL835VMBgEpbL8vvu49u1Lm1gJYMpspi5dYg4d0qxaRf3+O8Vxokjgo6KEhATq7FmB42izOebRR7mEBNedd/KxsbpPPiG8rSkBAJajR72llzccRVEVX1HLwoW3vPlm7qFDtWx2yeuvM3v2uPr2pS5fdv7lL6pNm2zvvQeKik1Joc6fB0CdOxfXp0/ZI4+UpKdLhylGsVx/+pO/jmIyM70/VvXatdJT8XHNqq0wmZnOtDRnWlrkxIk2v2/XTUIT7Gik4aiMP80yAnY1iKWsD//+97/z8/PbtWs3f/781atXf/LJJ3FxcVeuXFm2bFl9t7DBCFimXf66Nxg1O9X6GTPib7uNOneOvHbNu6KLPPk4GM3C9jcY8u+xvjCZxP99sgp98wwpqgbCybMRhsHZs4iPl9RXUzPe8IbkOEGlKnv+eZplRdljTEqiy8vhcqlXraLy8z2O+QQR268fZbGA5z21RnyCJFqt9o8/QoePYhMTqVOnPE84Dq+84r8OZTar169ndu1S7trF/PorOC561Kj4bt1QUhLfrZvoiSIhxUykEsn66dN92kBnZwsMUzpqlLtnT9u0aYJWW8mpUqUqe+KJ8oED6XPnKLO5CcZAqPx88upVZvduSmobw/AxMdSFCxAE+sIFMSCmyM42jBypWbyYunLF1+eTJEVzEf+NR48aRVUkXhYuWIABA3KPHq19m8V4lPv220tHjeJaty5cvlzUVNbdu8Xa2VxSEtuxo3rbNjFvMES2YczQoXR2tpQi6B2wUq1fHyJ4FU7PKG22yhJtMg2J3P2FgBDCt/FtMrzxxhtnz571Dnb5Y7PZXnjhBYqi5s+ff4toKwScP3/+9ddf12g0y5YtY8Kenpuamvq3v/1tVBO7ndaCsdlsBEHo9frGbkhY1FgMxN57L1FWJiXeqDZtEnQ6udRyCJqdIYd3g8Psh1wul91uNxgMZE0Th24i9u5FSkpQceWdsOcXvKqy2/NIOJqGUgmnU3p7M+oveZK8kbXIMOA4EIQgCDxAVaVILT/9hDvv9AlW+CMaGIYuzazcvRuV08/iu3SxeKWoiTETOieHTUwUYyaqzZt1X3whkCTbrZvtnXdEe0bKbNZ99pm7Vy9pNQDRI0fyCQnqpUtBUcWTJpW++CIYJnLixKY5Co98+231ihU3voqRkZZ9++KTkz0yWLxTEBUFoPTpp1U//EAVFNx4M0WBovi4uPIHHpDOiTf6GTOU27ZR2dmIjLT8+isMhgY4IuOAAUJ0tOLECbhcrn79CufNC1G9Jr5VK7Z3b5+P1di/f/7OneI3LdgHp9y92/v7o1m9uuzpp6Wnqs2blbt308ePe2+24ZGu8DV2TnY4HGVlZTH+MxtDUq3+RSYYDoejtLQUQEREhNKnhkd4uFyuvn37vvPOO4899liYb2l+fbwgCNeuXSMI4taQlT12797NcVyPHj0k9QWgXbt27dq1KysrO1A53VxGpuGxZmRI6osym3Xz51Nms3bhwiae5tSINIvJVAleoFnJxebHPffA7cagQb7LeR4+06XcbqxbJz4Ms2bXDRfE0lIxfbHpFPsKC4KoNGfM5QJFOZ5+muA4Khxtr9ORVqt2yZLQa1nM5oDqyztkUZ6S4nNfyVJ5gpB/zMSZlpa/fj3bsaNt2jRxPM1kZan+9z/C5VIcOSIWpPLET86fhyAUffNNyb/+VTp6tGgT0jTVF0S7kZwcT6loiuIEIa5fP4/6QoWByvXrrttuc/XtW7hpU+nEidJ7Bb3ecuFC+b33lj77bECNYU9Pt82aBYJwDhyo/fHH+pv/Js7aIq1WJjOTPn264IcfXMnJrt69r8+eHUx9xaamxrduDUGgs7KIkhLblCnSIdCnTxtGjNAuXcpkZvp/cAFtOTSVk5jEuWre35aGp3H1j6y+minNT4CVlJSUlpbGx8crxKtYEI4ePQqgV69ePst79+4N4MiRI/XXQpmbitpf+0QDX6KoSLNqFZOZWYPJxzJNBJ8vg1zmoSHYuBE8j7vu8uiuYE4VTz6J6igooqLSV53rLq4+f+BCVFTFo4pWq9UAXP36cTEx6u++AwC/aUU3UhD1egDFU6eqzp2LGT5c8ccfNfMz8PFgCKcisH/w33s4Lpkx2mbMEFWWu3t3x+DBfHS0Y/Dg8v79g9mENDViU1M955/jqPJy0jvGBYAkHcOGFa5ZU/7AA4aHH9Z6nQGiqOiWzp0V+/ZFBLFu0s2fr//gAwgCs2dP6dCh9WfBr58+nc7Ojnn4YcOTT4Ln400mMiPD3b274vjxYG+x7thhuXwZJFkyaVL+tm1i26JHjYrv1AkAs3Mnc+BA5N/+Rl6+bBw40PuNPuJcN3++ccgQ6vJl45AhkgmkSJNV3fWE3Lm0AJqfABO/dq1atfr111/ff//91157berUqd98801hZa/VoqIiAP5RMvHLev369YZqr0yLRZp9V0tTRNHAFxER7m7dmIMHbx4HpxaG3BE2Jr//HupVvxREwmuqGFF9e/raUGX6X23gnU7vp8Xp6XA4Cn/4oeT117mOHfN//tlnfSEuDoAncEGSAk0DoM6doywW8vJlsCybmOh9S6jK2TgBQxaqHTtqeVwi3ipLHJSX/P3vNXPMaxSiJkwgi4rE1rJ33AGFwuduQeGUKbaZM8XH1oMHS95+G7ghj/nYWPrsWeXGjcZ+/Wg/taNev54+eBAAabFInp91iyfqePx49IgRoGmpYTTLKvfvZ379VZzpF+ztlsuXvT9BessWlJaKj4ncXMrtjnr3XfrYMR8NBi9xXvLaa/nr1nGtW+evWxfMieQmIXSNHJlmQfNzQRQdOA4ePLh//35xyeXLlw8ePLhly5bx48ffc8894kKbzQZA61cMRPQ/tFW+dyJy9uzZOXPm+C8XBMHpdAZ8i0x9wLIsgnxGTQqNRiNWNfC5DkrLq4Vt2jTFwYNEcTHbpk1zGU80MKJPGmm1alaudP3pT6FnpzQwGo3G5xsrfQf8XwoBz/MA7HY7QTSYImjJMF99pfj+e3/NIwR57IEkuerbvjcFqMoCLGLGDAC6Tz+lz5whiouNAwb4rE/k5QFw/elPigMHoFCITzUrV7LduhGlpYJeX/rMM2AY7aJFpS+/DECRnc0VFLBduvjvmsnM1L/xRuH69a6+fQmOc/XtC4DJylIcPCjWcS59/vk6D8s0r0mz1z/9FMAt3bvnb95MXboU9cYb15cuJdzu6GHDABStWuWqfDglr73meOyxmEceIa1WcBx14QIA8Dx94UL0+PHO1NTy1FQA4pXQumULREfKS5fqqf3MoUPMzp1wu6miIpSXexuE0FlZ7vJy11tvhdl5aVauJKKiUDkAyPz8MwD62DFm5Uo+OTng1wxA/saNtTiIeiHYFb5awxie5wVBCPMtZWVl1epZZELDV1ztHQ6Hs/JVNExcLhcqhq9h0vwEmDjY5ThuyJAh/fv3j4uLu3DhwrJly06ePDlnzpwvv/xSnMIofi/97eZDCLDi4uJ9+/b5L9fpdDzPu/3TNmTqk2ZxwsU8WJ+m1qzlpNVKX7wIQaAvXpSngfmjXbSIycoq+vJLw5Ah9LVrDrO5/gRY6PTmgIT40MvKyqq7wWpdxGVCoH/nnWC/prJXXtEsXgyOA0lyBEExTMGlSwAib72VZtnmlxwSHGb37ipW2LHD3bWr4uRJz3NB4CMjwXHXP/lEDI5pFywQ1Gq2bVvN118LOt31OXO8x9l0djbbpYt26VI6J0e1dWvZ8OGSLnIlJ7uSk3VffNHUTOEbEdGckDOZbLNngyDK77svhIsJZzLlZWUpd++OmDmTPnxYWk5lZ2svXSILCkBR3ldCS05O/bXcnp6O9PTYe+91PPNMydixsf36eTQhUJ6W5hg5Mvxbh2XDh5cNHx7boQMVKN3D8NZbbKtW+aHD2k2JYNf/Glz8wxw/KBSKZjFGanbUuPMV31gtX8Pm18tER0enpKSMGzfuxRdfbNOmjUaj6dat2/Tp05OSkpxO53dijntVZ0H+4srUIT5XWLfbXYMRPFlQQFksUCgoi0UWYD5QZrN2wQLlzz8bBw6kL1yA06n+/vvIf/yjPnI1A3527grC3Ih8hWl0NO+/H9Oqlf9PyT5xIoCyd991fPABe9ttrFIJnqc4jlWpFHv2RCUk0C1I/XIdOgDg4+LAMFCrxQAUdzHB0zkAACAASURBVNttQoWDv0jR0qVkUREfEeF5LgjMr78CMAwdGjNwYOx995HXrumnTIHbrczI8JhzeHk86L78MrZNG+XGjQD0b73F+DkJNZcJWg1MeUqKZJ5e5Zr5Gzc6nn8e3oFxh0P9/feqLVsi//Wvhsxat2ZkiB+o9ddfLWazY9gwi9lc9sILNckFrewU4nj2WWkL9JUr2i++aIKltGVk6ormFwFLS0tLS0vzWUhR1BNPPDFnzpxTFZVJoqKiJFtJb0pKSgBER0f7b7lbt24//fST//IRI0aoVKqAb5GpD4qLiwmCaHbFsvO8SoJK35a8ynVCRYyiN0xhYf6lSwCM3bvnHz0q3hE0PPts4eLFAOjs7KgJE8CyhatW8bGxxqQkAPlh55b4VDWtW1SbNrFt2wbLD6lz9DNmqJctI+x2APSxY56lLGt7/fU697yKE6fEBCEvL09UVqFXg9/nHua7xDVLSkoiIyNlG/raMmcOP2cOefvtOHMGf/0rNm8GwLvdOoCfPl21eLHm5Zdx4oQkFeiiIn3Y9sHNBSonB4ArJUX1n//A5QJBQKVCTg5Rebwe/dxzADh//2uKos1mvlUrCAJcLsOLL4LjmH37HKmp4kBZzDBUnDhBMAx4HhwnxMQo3G4Xx8l51KHxmKefORM5aVI45ulMVpZyzRrvrD/BYHCmpQGQpo01CqL7Rc1yQa05OQDiTSbHsGHidtzdu+v/+U/xMCNmzixNSwtW4LtJ4T0+9Ln4hz90dDqdTqczSvLRCUJeXl44XYlMtXA6nQ6HA4BWqw2/SJU3YgoiTVdDVTU/ARaMtm3bArhy5QrHcRRFRUVFXbt2zV+AiUsC/iQYhjFVvi8oQhAESZKU3J00FARBEATR7E64t+24eAkWzTn8Z8rSFRdo40MP4ehR7zvuhcuXiw/0M2eKYkP188/K7dvFdYxJSWFqMEV2dnm9CTDNt99S58/zJlPB99/X0y68saen29PT49u1g9t9w+NOodCuWVP62mt1NavE30LDv76K9Gnm5eXVwHLDu2MO9naO4wBQFCULsLpBSqsDAFC5uejRAy+9hI8/hiCI/vJE8/KXrxYuFwDVjz9KC5z33qvaujXgupWqTimVKC8HSRJ2O3XiBADwfOHcuYYxY+wzZlDXr4v6ypWcDICaNQsulxAZKdA027Zt6ejRAdVXvd4VanY409KcaWmREyfapk2TFooeJwHPkmbZMkKvh8MBQQDDWLKyGqbSVwPgnYEp3YhkfvmlXtMp65aAwxVpSBBmZyFe86sc+chuT/WB1OHWeLQvvqtak7dbTh8vlk5TqVTieRTvIviPfXNzc6VXZWTqHO+LozSClxbGduwY7yXy6UOHRGUVbzJhzx5xIZOVdUvbtkyFX5l+4kTl5s2e9VkWDzwQugEBXcjqCs3KlTFPPMHs20ddvKj47TcpP4S0Wo1JScbghdFruVPDsGGgaWi1ECskEgSXlFT66qt1rr6ueeG9xHvNKk0vZXOqpkhuLhgGf/kLrFZ8+CFYFhwHiroprE6km7IEodq588bygCKfph0jRljOnGHvuMNy4QKfkFA8eTLUao4kDWPGANBPnKhavVq7cCFcLt38+VEjR8LhAMsSLGv74AOypMRffdHZ2bq5c2OSk+vpEtF88TFPV2RnK4JY9iv278/NymJ79uTat7dcuNBi1FdACpcvt1y+3NitqBVSHyHrJZlgNDMB5nQ6x40bN27cOH+XuStXrgBo3bq1KEC7d++OQPW+Dh8+DOD2229viObK3JT4a7AbI/Ly8qBv+/xz8X/V1q1E8MT3+JMnEXJChX9V0zqkbPhwsqhIqhwa36GDaulSAIrsbJplvUN5qk2bfN5rHDDA2KlTDXZafv/9JePGca1bF7/+umPIkLJx41ypqaVjxjCHDtWJwpTuU9ZeODWLUtE3Kdu3g2Vx7JjgXd2r4vvTsmUYHx3NG40AwPNwu2/oLp53de1aadWoKC4pyfbhh6Cowq+/BpB34AB99qzl7FlrTk7h+vUAnEOH0hcuiJaGJa+9lnf4MNeuHZ+QwLndEYsW0YFqNGnWrdMuXkxxHC3qXhk/KLNZtX69ctcuZtcuHzN3zcqVhpEjqZwcw8iR+atXWzMyGrGdTQqxJHSjI0ssmZrRzASYOBcrJydnq18SxX//+18APXv2FJ+mpKRQFHXkyBFvw0OLxXL69GmNRiO51cvI1Ac+cZJwLtBMYSE4LmrCBHVVeX3GMHqdenJn1qxcSXqlhbj69NGsXx/XunX0M8+IS+JNJmPv3gA0335rHDDAmJRkfOghAMakJDo7m/ZLCQ4HUUzap04tffVV28cf29PTC5ctqyuF6Z04Gnqd8LcWDrJOazhyckDTGDECfqmGQv2UWm5qkFYrmZ9/47mXvX55795lY8agwniGbduWvH5dVFCK7GxP3aczZ8TihK7k5PIHH1StXw+ej+/VK+qll0irVbVpE2cy5R04QDkc9okT+chI+8SJqJjBy2RlGR97TDNvHlFRqDM+MVGOg/nDmUzORx4pv+8+1333ufr1876yMfv2KQ4ehCAoDh5EWRkA7aJFjdfSJkSYFiYyMk2TZibAAAwaNAjAsmXLtm3bJs6XKCoq+vzzzw8ePBgTE/PEE0+Iq0VGRt59990Oh+Ojjz4Sw2U2m23mzJmCIPTv379mc+xkZMJHCoZIDyizufzllwOuXLRqlWvLFlDU9U8/zT10KPSW6bw8XLlSy+YZhwypwTCobPjw3LNnXampAASjkRAExR9/CK1b814zyOnc3LiuXRW7dtFiWOzQodjevaXgWLzJhG3batBgH0lZJwpTnNNVV+oL1ZFV8k3ThiMxEX/9q/iwZUe6woft2hVAyaRJpbNmKQ4fRoVpJ33oEBcbWzRvHnP8OGU2g+cdDz7IduxomzZNdIkoWrjQcu4cdDrL8eOqnTtjnn5aP2UKk5EhZlYbnnrKcccdvMEg6QdXcnL+f/5TMmkSKiwW2bvvplnW2K9fIxx2k6c8JcX/yiZ2CoLBkHvoEOLiAGiWLWuM1jUhfG4NNGJLAl7J5cu7TDg0PxOOvn37Pvzwwxs2bPjss8/mz5+v0WiKi4sBGAyGf/zjHyqVSlrzlVdeOX369JEjR4YPH24ymS5fviwIQmJi4rPPPtt4zZe5eeFMJqXfnUvLhx+K9+YlKLOZZxgypP1u/D33WHbsQI0y+kTo/ftRnYIV3pS8/rri3nsVJ04wW7YQTidps/FGI8xm6c46abd7r0/l5kqPLe+/X+U0tgajDqVXDXYtd9INx//+B4VCTn6TyPe6CeJ84AGyoIA6fRqA5dQpMXjFmUwEx1E5OcqdO33mKQFw3357fLt2cLmoU6dA06AoITqayM8vWrUqYuZMYceOksoWqSVjxzoefZS6dMkwdCi9bx8A+sIFctky/rnn6v1QWwpi9TD9jBnKbdsoiyV2wADrmjWRH3xQ+sorfEzMzeZu4kxL4yMj1S6Xt4VJwyNfw2VqQ/OLgAF4+eWX33nnnR49ekRFRbnd7k6dOj3yyCOff/55t27dvFeLiYmZO3fuoEGDoqKizGZzbGzs448/Pnv2bI1G01gtl7mZiW3Thqo8BLTce6+P+oJYefPCBT5kJTG2dWu0aQNAN3euMSnJ6DORI3QzUlLiTSZRfcWbTKj+zVRXcjLz22/Mxo2kzQaAuH6dunzZO6/Jt7V33ik+sJw9i5dequ7u6okq+84aTOhKCEJdbV+m5pw7J859Irz+3TywrVoB4CocveNbt8bZswCYrCzdtGmi+gKAw4dFIz7KbFZkZenmz1fu2BH59ttikIG0WsVXS8aP59q3r9g0K0RG8ioV16pV1PjxdHa2dsEC7fz5PhWcxJzhou++4/R6cUlcerrmww/r/chbFvb0dOv27Vx8vHX7dhgM6vXrVTt2RE6e3NjtagTUa9f63xoIjXHgwDpsgKy+ZGpJ84uAASAI4u6777777rurXDMyMnLMmDFjxoxpgFbJyHjjY0DPZGWR/gVeg3+H8y5ejE1MpDgOJOmvbeicHGPHju4nnlDu2EGyLOx2AJFvvMHHxBRPmhS6Ydbdu1WbN0eNHAnA8cILeOqp6hyWB2WFSeMNKAo87x9VK5k0iSgqcnfqVN3Osl4JWB6gXncHr6iXtGu5C284EhPx669YtgxffSUtEzVYy54AJkJfuVI4ZIiiZ0/FiROq77+3nDsHhjE++qj9n/9ETAysVgAgScTHixUsKItF0GrZNm2YfftsU6eCYVSbNilOnOB1utLRo7ULF0Kaz6lWu3v3hstV+N13yt27I2bOdA4eXBrEKKg8JaX8uefc3bpFjhnDJyZq//c/hcVi++SThjoNLQRrRoZhxAhm7144HLqZMwEwGRmuP//5Jqm9Vt0SahI3ykjWM3KCg0w4NEsBJiPT7HAlJ/Mk6RMBQ8gbchTHlaemKnfsCPgqzbL06tXS03iTCWo1FIoqBVjUhAnKCh8t24QJ1a1lbBgxgtm/P/BrgXIadbNnQ6m0BPFWbhRqoL5CdKjh9LX+JcVkGoFbb8XQobBa8dprSE1t7NbUkPKuXZWnToUIOAfDsG5d4aBBhNstlV2iDxxw9e1b8n//B56PmDq1dMIE5upV6upVZs8e15/+pNqwgT53DgRhfOghQaslSkvJggIolfrsbFy+DIsFon+JVls4f76YuBhwCpOEWLVZM2+e+JTMyQFFqc+ft02dishIn5XDcce5mSlcsQJAfGIiVCqUlkZPmJC7ZQtujvq8AUuohSb2rruoq1cBxJtMlu3bUTlFtgaEc82v/QVfFnItm2aZgigj0+yIvesu3/zD9HTcdlvglRMTxUntkvri1GqhysIvDgfs9lt69oRXwV9/FOvWERUrxPfqhT/+CO8IPBSuWGE5dQpqtehJDWnWZbAJNhyHkpJbevUK3aqGoQajutArh7kpn0REuU9tHBITcf/9GD0a99+PmTMbuzVhIfjFNJTZ2TVQXyLqTz5h27YFEJuaGp+YCCA+MdGt15eOGlUyaVLxP/7huvdeyV9UUCrtU6cCEHQ6xb599JkzlMVC5efjt99gNgsKhUCSgtGY+9tvkudhaFzJyeKORAUoaLXgefB8/F13qb79VvIE0uv13v6x4VTeu2m5/u9/O556ChTlfPBByebkJqFaKRXW/fvFb53FbK69+gqBd49Q+9sH8te+ZSMLMBmZBsHLiMKDl2GMD8X//rezcmYg5XBIPs5BUSjAMCXjxiFknXFrTo50C9xiNqNHjyo2GwjL2bOu5GSL2Vzy5pucV2lpEbZXL4fYfo2Gv+UWCELJ2LGIiqIr4mC0V0BMnFUi/fVxWBaXhwmdnS2WfPVZbuzXL6GggMnMrE2PeK0yNd6OiDymbDRED5i33pLytZryZDBBrDxeaVHNUybVZ87o330XDgfOnhXvmBAcF7NgQUJCQsnYsQC0ixaVp6QwWVnahQuZffsi//UvlJczv/9OAITLhZgYGI1ITRU4zjF4sOv++3OPHAlTfUmIO2LvuIMoL/ccC8/rZs6kWTYhIUHpf7wywXGmpdmmTXM8/bRkUykTAqnjC0j4VcWqvHTLl3eZcJAFmIxMvaPavNlnicVsRhBLegARr7yiWrOmWrtw9O1rOXmyZOLE0lGjEEaVBYvZHLo3ChM+MpJv3drn5it16pR6wwYAKCsjr14FUN6nDxhGP2mSKL1UO3ZIlZoV2dnef0WHZVFK0dnZiurkLmpWr9bPnKlZscJnOX3hQtmsWTUuGuOTQCh1rpIMkxOlmiVuN+64Q3zYZDUYWVZWp5sjBYXCMG6c9cQJi9lMABg7FgYDxo0TbTbEX58rOdn54INQKASNhrjtNowa5ZnhOXEiBg/GTz8RLKvMzCys0dwt3fz5cX/6E334MKQ5sQ4HXVBAACBJVPO6JwO/WBDdlPK9mzhMZqaku+qkqpgsvWTCRxZgMjL1jvrHH73zD4vj4hDSZb4mu9i/H1ZrSZC57/VH2fDh5NWrKC72PFcqQdPQaNju3b1XMw4caHjgAebgwejRo7VffUWfORMxcyZ18SKzZw997Jh24ULF0aOGp5+Oev11ymyOHTBA9d//atat0y5ZQpnNzJ49VRqIM1lZ+ilTNEuWMD//TOblxd1zD/LzAcR27y4mc6pXrFBu3x6Znl6bojFy59rSOHjwJvEtEMlr317Q68mLF6HTJSQkgOcxbx66dMG8eQmLFiUMHEjn5SUMHEidOqVdvJi8fp0qLYVOh969ER2NxES88w6uX0e3bgJJlvfpA622Bm0oee01oaLsmIRHAJ8+HcwTSL7HESZ0drbn5heg2rQp/KhOs6AGhxP5xhshXlWvXateu7ZaVcWCdgEMg/R0xMZK2S416CxcdT0wkGnKyAJMRqa+kK6/pa++KpA3fmulM2aEDlJZc3J4snq/zaLly5GYWING1h5rZqYYTONuvx0KBViWyM+njx2DVgsvM33m5Em4XNS5c8zevYodO8Cyke+/7+rRg7399tJRo9zduxeuXn197lw+Orr8z39W//e/qnXr6GPHNMuWsW3bhjNKZn75BSwLkgRB5C9fbrznngSSdLz6KggCABhGiIiwTZ4cMFEnnETHa36Iy2VV1jJoyCBYY5ngG4qLyfx8Oju70jd24UIAmD4df/zBxsVd27KF69y5ZMwY+7vvlvfsiY8/xpQpyM/HlStgWWzc6Gjdmu3e3fnwwzXOebMePMh55X8SAGgaPI8OHWp5gDc5TFaWfuZM5c6durlzyWvXNN9+WydRnaZDDQ5HvW6d+MAnMKjavNkwYoRq2zbVzz8rf/nF9s473gXHgxHqUs+ymDULBQV49NHqNlKCCSN7RabFIAswGZn6Qhqju5KTeeLGiCt+5EhU+BD6I8Z8uL59+QpBZZ88matqakT0M88wU6c2YqlZi9ls3bKlZPx4qFR8fLy7Z0/ullssFy+WTJoEirpxs5xhiNJSyuXi2rUrXLwYOp1omyb9tX3ySdmwYY6hQ8teeKH8oYfIvDzF2bNV7l33ySf0uXMAwPPXp09XnjxJOxzsn/+s++ILAKAox+DB1l27gnWuwRIdJXEVTGXJ0qvZ43aL8r5hzOgbt/4YfeUKabEAAEkiK8t/BWtGBgDSajU88ogiK4s6eFBISRHy8sSTIwCCzab66Sf7a69RubnhhKaDYVu3rnjqVM+pcDoDZgTU4ZTLmwEmK0u5cyfcburCBcXx4zHPPMPs36/euDHyrbdqE/ZvIlQrSCViGDEivnNnuFzxnTvj6lVVZT9hV3Jy4YoVzgcecP7lL7aZM6FWV+nqEfRqr1CINQYhCAKAffvw4Ydh/jTkr/fNjCzAZGTqHcOIEb4G9P41wSoQXcjK77svLzOTa9/eYjaXP/QQf8cdIKoYubmeeabKSJGxcmZgncPs3cv26MF2707abOWpqWK2YXm/fq6+fQGAIMBxzIEDsNvps2fFLEEJUXlSZrN2yZKS0aOpK1c0S5eS+fnRY8cymzZ592c+Rh26+fPJwkJxHhp7++369PSoMWMAUOfPX//b36DTWXJybBXm1z5IO5VGkz7Ga2Lv6N9NyoEvmRrgI/MaTYyRZMAgfEJCQoLbrZ8+nc7J0S5eTF2/znlFpQgABOG+80711q2SWWLN9i86ImLmTPB8OHNWZarElZzsvv12qqCAoGnq0qXy1FS2fXvHoEG2WbOqG6sUMwLo7OxqeSDVK6LdSDhBqhtvGTTI1a8fALZbN+3atfSZM9qFCyWpL950s82eHaabYvhXewFAejrCuG8ouszL/chNiyzAZGTqHerECe+nlv37Q5QhEsUAbzAwe/ZYd+4EwJlMBWvXlr38MuhQhfuM48fDZgvdEroqK8UaT+DWrFxpfPxxRVYWvX8/AMJmU61aBYCPjCR43lMBUxDAsqL4FFQqVE6z5EwmKJWKI0cIt1u7ZIlt6tS8/ft5o7Hoiy9cgwZ5D/VEqwAR0motGzq0aOFCXq/nOnYk8/IQF8eLAUOKiti2zfL77yGazZlMbMeO2rfeIm02cRfe1hoB703KXaZMjfEoLoqSHje8BiMACEJgL/ucHCQnq77/HgBRWEgA9KlTxJAhRKtWABAfT5Ck4rff1D/+qP7uu1o2IyEhAW+9VcuNyHjj7t7dNnmyu2NH5xNPlN9/f/7GjbaPP/ZfLaCs8l6oqLBKEh80HRlWLev5suHDCxcvdqWm5q9dWzpuHNuxo+hQJfawigMHwg/hVnHBd7uxZ4/3AkGlQmIifOo+V65aJtf4kpEFmIxMvWM9eNA+a5b42JWWBr0+xMrirWX/G8zKFSsCxM0qJjixd9yRv3Wrfz1Tidj27UU7iniTyae38EYVpO5zlZQNH+666y7RWprZv1/Q6ciSkohp05jff6euXhU0mhurKpWCwWDdsgV+lc1cycm2GTOknhJA3oED3qVd9TNmxA4YQFkssQMGoLAQgCI7m9m7FwCv1wt6PUFRbJs2vMnk7tOHa9u29NVXmePHQ/eyMcOHUxyn+fZb/8CXD7L0aoH079+QibueCNjgwQ1q/uG1L0K86+FwoGfPAGtu3YqCAninSvI8fvwROTm4eBEqFTiOAMCyqp9+wtWrNW5RiN+R3W6X87JqhthrlPz97yWjR5ffd1+w1cQLZqUlmZniQlGcqH7+OWrCBObXX7VLl2pWrlQcP65Zvbqe2hwRdjHlGqDatKlw+XLxseRQJZ4l6upVnx7W2Llzzfd0zz2omGwGAE4nn5CAd99FejoYBrm5UCoxbx68UirkrkRGFmAyMg1B2fDhFrPZlZoqTnyqcn1v1SEidO1aadBGkq7UVOj1hWvWWM6ezd+4MfQGrefOSZUojSNHGgcMAMBkZhqTkozJyQDE4j8+eRrhQ5nNcLs9CUs2G3X6NADwPH30KHXtGnX16o0USo5zpqWFGPWG8HK0p6dbt2/n4uOt27dTDod6/Xpm1y71xo3UhQv06dPFEye6evUi3W7wvBAZad24MXSiFGU2x7VuTR8/Tog1r2+9FSUlAdeUpVdzYto09OkToPJeQAYNQl3Xnqp6otf8+dLcMzRAEKzit0YA4Hls2RI062/z5krt2bXrxkuJiTh/Hn/5CyoOMD4lBVeu1KxFISSWdyHmFoBxyBDDiBFS1Y0GwL/vkBD1lXLPHu/gD2U2R8yezRw6xOzZw8XHu/r25XW6659+6urXj9dqFUeO0GfO6D76CBxXHwb3mlWr4JVVXre70Hz7rfGhhwB4n3+xpyNY1qeno4Nf/Kve06xZPgaehN0u/Pe/+PBDsCxatYLbjfx8tG+fQNPhblOmpRMqo0lGRqZuke7G1YD8DRsAxCcl8bGxeQcOiAuVu3d7pleFh6jBaLsddrvxoYcIm41iWVgsAFzJya7kZN0XX5SOGlWD5nEmk3PwYOVvv4GiQFE3OjYx7VAQPEVXCYJt29Y2bVrNJn5EvvGGbc4c0SqAM5lcAHn1Kv3jj4ZNm8Cy0c89l7d+Pd+9u+HZZwsXL0bIsQgAw7PPUpIsvO8+7NwZcDW5s2xOfP01pkwBz6NTpxuT9U0mDBiAdetQXIyIiBtVEwB88QX8XNFrA1H5gb+3hwAQrVuDpuF2IzZWijg1jAsIGAZt2wZ99YcfACAqCnZ74BzFLVsAIC4OxcVEWRnkOFVViCnZIAjnoEGN3RYPZEEBef26/t137dOnqzZvVm3eTJ8/T+bnO++9V7l7N2mxEE6n9ssvBbVamZHBa7Xqn36CwxF33328y1W4cSMfG1vbBlitfGxs1IQJyowMwma7pVcvXqslc3OLJ01Sb9hQXlTk6tNHXFP0nZeeho9m5UrVjh3UsWNUXh5KSnT/+hcA8SPw7+lik5Ko/8/eecc3VX5//HNHbpPulrSkBlqmTNnI0DoAFUVF3IrgVy2KuFC/4ICfGxBQv+BEWhUZisoQUaiMIhZoQYbIKkMqhdjQlLRp0yZN7vj9cdPbNEnTtE0H5Xm/+oLkjuc+Se54znPO+RyeB6DT643LlrknCNTh5s+yniEqgiBVvgBACQI6dvQTpUK41CAeMALhYsJ45oxifaE2A8ObuI4d5UBEAOyBA8zp0/JrnV6PvXvh1/tUK46BA02//iokJVVzoIWGwuGoGuNKkv2OOxTrq07xJ2xOjubHH92XhC5ZUjZ5csmHHxrPnAFQuHGj+tAhVBq6/lMXEhIS2GPH4HSCpiGKHtaXf/FDQkvk8GH06YNHH5VEUQJQWupKOOR5nDmDL79EURF43vWv8vfkk5C3bxiUu+PrxAnf1kslEgCex+HDuO++pvODyWg0tWsYFBf77z8KCmTjttarw/816CfOsBVcd3HJyTq9Xp574jIyYu+7ryYHe+MRvmCB90KhXTvVsWOhq1bRJhPKy529eoGiKJ53DB/OZWVpNm4EoNm4kf3rL8pqZUpKxJgYCAJtNLIGQ8QHHzS8iKWcWla8cOH5AwegUomxsUxBQdinn4bPm6c6cCBy9mzlEHKdrnoconz8eOboUaagAICuWze2sDD6hRdiHn5Y2cD9SWc6c0YJD/GTnu2P8HD07Fn7bSQ/n0jOEBSIAUYgXEKYcnMFX/F4xh9+wKBBQTmEZcEC22OPAQBFITLS+2kd/sEHYe+/Ly8PXb48wGZjH3pIe/PNqKiQNYXlhXL4iuqvv7TjxkkxMW3uv1/9889KdI0qJ6fNvff6bK3a8K4GRcpWMAS8tEhJcc96lwL8U2apA4CqIbywaolszHfpolTAq8mskgD06YNt25osFtHV+GWXBXcO3v9lUlOBh0D2vbhgc3I8Ch+bMjPtd9/tesNx5o8+8h983hhaFx43WEGvF5KSQrZvD/v4Y5SVxV91FXvypHPAAAgCbTZr77+f+/131e7d3B9/UEZjyO+/g+dhtdJyoKnNBkCzdCm3enW90ya9VWeNf//t7N0bdjuA8I8/Vu3ZrvtUzgAAIABJREFUw+TlRb3xhvqnn2InTFBv3qzesiXqpZfqqqQfumKF0LOn0KEDUJkDWVISsmWLHxtYtsHcCfT8PH8ezz2H/fv9byUB0rFjuOWWVlAVgBAUiAFGIDQKLTaJ3JSXV/Wk0WggP3jqEsfon4g5czRLlgCAJKGkxKdwSNkDD0RPm9a2f3+qpKRt//4oKPDZFG0yRcyaRZtM3L59QqdOzp49QVGlzz8PrTb6uefa9u8vh69Y77mnZOZMMIyg17MnTqj++os5d069YUPot9+qGlCqiHDRkJ2Nvn2xZ4/UmIF8VPXXiiVWtXzZMtfZPmtWoGddr14u//CmTe4tBx1Xm/Hx2L07kBzUOuHTUew91K5Hs8HoXWPhnq1Em0zqjAyl8LGyqmTmTKPBIMXGGnNzER/vv0H/xqpP/GhjRL36avywYfSFC/HDhnkU/CibMEFISgJN80lJmo0box59lCotRVkZZTJRgKTRUIJA0bSg10uxsfabbrKPHQuOk103Qrdujltu8c6qDdB6lDjOW2LKceWVsl48aJqy2aiiorKJE+23325etsx+ww32UaMsc+fWVUlflkAUOnUqmTdPcFPX0F1xBfLyat29DrEPvXohMTGQeRzXpX36dMNdiITWAckBIxAuMrRJSYiMLDx0qCGN8Fpt4cGDweqSO/SePbWMtxwOFBaWT5zo7N074o03rFOmIDra54Yhu3eHffut45prKpKT5aj9ijFjyiZPpk2m4oULAbS94orzBw7QJpMYFla4YUP4hx/Ser2QlCS0axd7773MuXMAdB07Gn/7DZ06Kc228IEdoc6cP99EyUg33YSNGzFvHmbMcOV1KKt69MD48QCgUrmf/1LN+V0SQK1ahZ07EROD6pUqGisl7Ouvg259KSQkJLjPOgl6vaDXh2RklN9/f0271KoF50eStOmJmDUrZPHiwjNnXG8XLLC8/TZ94QJdVhb53/8yhYWU1SqFhoKmxaio0ldfBaDKyamIiztf272aMRiYM2cYg0G9cSNE0T5mTIBdCl26tPy++3yussyeDSB+0KACN6ecDH/55RUjRlBXXmm/5RbV0aPWKVNiJ0ygzWZZySlq2jTL/Pnhn37qrCwaKQe6h2RmRrz7rofak5zNJX9S6dSpWpO1NGvWlD3xhGfkPM/LsYKuSHVB0N56qzE7G1ptnXTnvTEvWxYxa5Zp82adXg+KcuUhV0c5A+XTrG5Ph7w8HDvm/1KtNp/Sty8OHKhD+4RWDfGAEQhNTU2ThXLhS/lP2ZI2meT51MgZM1xveV4u5xX1wgv10IzSdu8OgK0+JxpEzFlZpbNmARC6dZPcJ0orpzAdN9yATp00q1eHpaYCCPvyS5SUeDQS8fbb2ptvjnruORQXx0yaxP3yCwTBOmWKHLivTBXLIxtVTo46I0PQ6y1z55ZPmEDZ7dHPPsuUl7v6k5aGpKRG+rCEFsGyZfIcf6OnUcnn8PTpcDqrZUmJIo4cAYCnn5Yz75UxWe3FvvLzoVKBZZWoRWXHIH+cyZNx/fV126WO+Sreg9eQzMyG69q1kBmT0JUrWZ5HpYwet2NHxAcfxEyejIoK+tw5+y23OK66SujRg+/SRXX4cMR773G//x6gA1ApPSKFh8th1TJ+vrrwTz7RjhvHnD2rHTfOT/lH94Rh92NVXH+9Zd68iuuuk++o5mXLFMtKtnmsU6ZUJCfLf/LyiuRkZRulRrMqJ0dxdYZ/9pmfT+oSuP/1V48vhMvKUqenU0VF1bxqNltYWhp7+DDnZT2iUpnDnRg56N0XyvdZnJoKljXm5iIxUV7i4eaqc8Zvt27o0MHd+vK+Zl1v5Wh8USTWF8Ed4gEjEJqOiFmzQjIyqJMnL+zbFzFnjurnn6HRICQEZjMoiq6oECkK3bsjMhJ79gCgJAksKwkCAJbnQ5YtYyofXbKWRsjq1WKHDoXuatG1wZaWKgXBjKtXY+jQ4H5GQa8v+89/+M6dVYcOiVFRkbNmwWJBWJhj+HA6P5+y282LF4PjhM6d+fx8rqCgYsQIhIV5NKJZs0aMj6+44YaQzZtLn3vOMXq0/HhWpoq5XbscQ4YwRmPI5s0hu3dTJSVhDGO/6SaJYejCQqq8XDHqHAMGNGnNJULTs2qVh9+psfjxR/Tq5bK1AE+lCr998OnUkv1jkH3RLAuWxbx5eOEF/3vVk59/xjvveBffq0a3bjh+3GV3ORw1pUcGQvgnn6i3bGHz8rQjRxqPHq0p8SyQgkjN7gGLfu45tawPCej0euvNN4dlZ1NlZZqff4bZHDVzJl1ezhQWmhctivjoI2evXtwff1QMH+4YMoTatcuPSq1640ZFGpExGEK2beN27GAuXIh95BE5YUydkWHt3t3nvtannrI+9ZR2zJhC9/JTAVNX9SYPIt591z52rNC2LZuTIzEMXVys/vVXqqQk6rXXLDNn+gwXVB06FJKZSRcXa375xdG/v7yNOj098pVXaIcDgoDwcJSXK3JNmt9/p3metlhkr5psdKmOHClLSZHjPN29bSFbtlTr3qxZzgEDwpYtY48do8xm+XkXnZJifOklZZsgWPV33YX58z094W7XrGvh2bOoFL4iENwhHjACoVHwuL+HfvedNikp7PPP2ZwcRhBC16zRfPcdW1bGFhayBgNrs7Hl5bQgsDzPHj7M7trF8jzL84wgMBUV8msAjNfwjuZ59tSpAGPK4zp00Lk9CYwGQ9CtL4WK5GTrlCnl48cbjx51jBhhnTrVvGSJfexY0/bt4DjGYGBOnLDfdJPjmmssb73l/sCOevXVtn370hcusEePUiUlRYsXlz35pGJBCXo9KEp18KCcQiDo9eX/+U/5gw86rrqq7IknhA4dHMOHq44edfbpo4wdY196ySPxmpR5ba00hZK7HyeSm5xGFe5FkH3tVNVnWZVx6lSIoutPra5pr7oiATh3DosX12KmnjxpffppV09oWgJA04iICPxAyn1P/e23trFj5ep/YStX+rlHBXIxuhdJb3qKFy6UU7kAGA0Ga1oaZbdDpZJvLMzx4wC4zZvDPvmEKShQHTlS/sAD8g3Kv50T+s03ymtBry957bXS//s/Z8+e5q++Um/aFEhVxlrLPwYdbt++iPfeC9mxQ71pE3ieqqhwDB9uv+UW81df8V27WmbNqilZyz56tGXWLMfAgco26vT0kMxMISlJiIvj27e3jRsnJCUp1wt97pxm7VouMzPq5Zdhs2nWrAlftCjss89iH3tMtX9/1CuvyFIW2ttu03XsCJ7XJSUpyV1hX30V+s03vF5//sABMIxSgjI2M1P+yYJwIr36Kt5911WXXLmKX3xR/r/KFRYRQab/CDVBDDACoSmIePttlueV0U/4W28FsXFdx47u+m81YfrnH0Vs11vxqfEwL1smB7rI/3L79qk3bKAcDtXBg+a0NI/nk2X2bMvcueA4KTZW6Nixwmv+WLNmDbdzp/sS2dhDZZSLavXq8PfeU9Zy6en455/G+WSEFsOsWdDparFV2PpHfLha5jgEcOVW68aSJe6OsppssKqoRZrGc8+5VpSXy1eHvJfY8JFcRUWNOWBxcRJNS0DYp5969qesrA6HCAkBoE1KYnNzQ197TY6Oi3jrLSxa5Geni2JC5PyhQ0aDIfahh3TdusFmg91edUYxjDEvr+yll/iuXcsmTaqoLdQzdMWK2MceY06fjn3sMWV6iMvKqkhOlktoaH79tWzSJLk1bt++xvxYdUO9aZN640YIguqPP2C3i1qtHFLIZWXJsYs+gwYV3HO6ZJOM79rV9NtvhZs3W2bNclx5pWPIEMeIEQgJKXvmGeeAAULXrhXJyXF3361eu5bbsoW+cIHbupU1GMTo6Kh33oHNVrh+vfmbb8AwtnvvRWJi9HPPyb8Ol5Gh2bAhato0AVBSv8xFRUHLgZw9G9deq7xzXdfvv4/vvsOECZVLKRw/Dp0uOEcktDqIAUYgNC7hn3yi0+upoqJGPYp2zBjttdfGPvRQ+IIF2oEDtR06aJOSoqdM0fbqpb3ySgDhCxbIUfuuWsw5OfK/NQm1Nx6OgQPlsYVlzhyfSSb20aONp07Zb7zRYz5VnZ6uHT1as2YNc+ZM3IgRMJu996ULCxEa6r6k4M8/0bu3klbXvFPphMZi+nR89pm/nCWVCjQNQJkOD5yqHd5+u5YQPm/S0gBAFAPVmk9IwH//W/X2wQeVARxd9xhLPiEBDCNfRPkGAzQaVFR4bhQZ6Rw40KnkEVU38+SiahJNY/Nmzx3lyOcPPwSAlBTX9k5nXN++Pjz2o0bVtfMKLepqNS9fbjx+HBqNAKAy0RSCgDfeQMB1FBWNPvMXXygmgRxZ50ow27kzLDXVmpKiLG8hlLzyimnrVqF9+4K9ex033qjoGSqdrKm3PiuSAbDMny/bbOHvv6/56Sfm+HHV/v1SVFRIdnb5PfeYly0LT0vD+fNSmzagKIgieF5Sq+niYjnWkcvKCl+4EGFh7MmTUTNmSGq1KF+harVt5EjL/PmmvDyhbVv5WLpjx3D0aHBOp4cfxvHj7vMjLiNv7158/TVEEVotBIFYXwQ/UJIvWRiCOyNGjHjggQcmVRZNJzQ2FouFoqjIyMjm7khDcZ/W1Y4Zw/75JwAxIQEM46qs0hiwrHfmRnFaWtTzz1uff952553sqVMAuAMHHP37Rz/2GF1aWvLeezVJabUcuKwsOeg/ato0bvdu0++/+9wsdMWKsMWLmbw8OBygKKFrV9ZgwPTpGDasIUPAJsPhcJSUlMTGxtI0mR2rC3l5yM7Gp59K+/fLLgXh8suZEyeqNggLg93uIwBPrtxVA9WMJf+1iWV69cKxY1CSuwD06FGVMxYR4e5Ncn/0SpGRlJy1SNMUTUOjQb9+UHI7WVYK5OheODp2LHv7bbCsFBoaNW6cYhEZP/mEa9u2zeWXY8gQKYCqRKJOJ/J84cGDrsHr9u249lpMmoTUVPTogd9+Q+fOfEWFd4y00WDQ6fUB+tsTEhLMZnNISEiYV1KoBy3BYxaXmFj1ffbogeppSHVCDsZjjxzhe/US2rZVb9vGHj7M9+5tnTAhZN8+eXlNuVXNjtJ5KSJCuOwybu9ex9ChlpkzuT//VNK0uKys6GeeKdi7V1FNdCf2/vtL3nhDnZERPmuWmJBQcf31jNFYMmMG3717+MKF4fPmgaZB01XPtago444diI1Vp6dH//e/sNvB8wgNlRdC1n70Uh9RzsOg2fPZ2UhOlm8p1ZK+Bg2SU7jris1mKy8vb9OmTXC6R6gLNputrKwMQEREREhISD1acDgcw4cPnzlz5h133BHgLsQAqx1igDUxrdIAk5E1JKJefpn5++9m6JBKVf7gg6zBQJvNlN3O5OQoY0pjZqa7UHsLJPbhh81ffx3oxhMmQJK4bducQ4eqsrMREUG9/z66dEFycguPyCcGWD3JzkZaGr78MljPszqbXnCJcHiooiEzE1dd5Xo/bBh273bfw09vKQDJyfj+e7RtC5VKqp/ECEWZ33uvTVQUDhzArbfikUdgNF744QfHkCFRL7+s/vZbqi4DAL5jx+K0NACRb74pdOqkTk+n7HaUlrrM2vBw3m5nvXU7OE7U6QrWr4dW6799PwaYh1ZH8xpg8m2czcvjExNj77mnIeHcyrwSKvXf5dfaMWOU/C735R67tByUTsZdc408O6YsiXr1Vc2qVXA6pbi44tdeq7j1VmUvdXp66PLl3J491SYmYmJQWlr23/9qvv6a8fVDC927m374Qb1nj2z40cXFEMWapuS8CaZDtfol77ppTJmCjz+uR2PEAGtGmsUAI894AqHpkAM2HFde2TxmgNMZ+t13qr176VOnmKNHq4aVHKd9/nk/WsYeRM6Y0Vg99IU6PT3u2mu533+PmjEDNpt640Y/G2uTkgAwf/3FbdsGgMvOpgCqtBSvvopevVq49UWoP0OH4rXXgt+sh9w8qmLtPNHpfLjXWBaDB1e9zcryaM2P1rwEIDMTjzwCADfcUOson/L1B0lqM2IEEhOxZQtSU2E0SqGhUVOnxjz+uOabb/xYX8YvvvBOmWNzc8PfeKPNXXdRNhsA+zXX8Far2LZtyfvvg+OMR4+6rK/qcwdimzYFWVm1Wl+ozazKd6PWpoKLR+EQRTXeMXx4A5Np3QP23K0sd3UNj1pY9YtI9H/bbDiW+fPV6elRM2aIsbGxEyZEvfSSHBOoXr8eFOXs2RMMY504kbFa3WXo6QsXVAcOyCojUmVwL1VURPF8SGYm7XRW1WZgGKhUCAmhoqLYffsSevVyTyFrRuvL5zGCdghCq4YYYARCU8P+809TSGb7QoiPF0ND6UqpX4WS558PPDs5dPXqYPUnOrCUCSY3V5ECC3/1VT9bsjzP7dsnduiAsDAKgBz9364dCgrgFfpCaD3k5eGOO4IczvHVV1UWe1gYUlJw/jy+/NL3xpUy69UMKp6HVquIs7mQFQ5RYzYa5Z5Vkp6OAQNw6pS2b1/B7/SBT417ANKAAUJKinT8uLRmjQSgvJwpKmK2bBH95MuxrG7SJJ8a9OrMTKq4mHI6La+/bvnf/1ieL/jjD0GvFwRBV1leCaIIijL/8AMA8w8/FFR3+vmnoqKixKsqYPNCm0wqX/W4FIXDmuo6+kc2V2QrBQFEgdZvFwV3xUVv/CtnBIhiEZmXLbPMnSuLItpvu812663iZZeZly6VtFraYnEMGQKG4bKyQlesUGdkUMXFsvQ8VVxcofiKAdXOnZTFAp4X9HqhUycpJsY2fjz1wAMoKnIPxaypUrPWV+3Hxk4mdF2DgwY16lEIrQZigBEITY1z4ECp7koAQUHSaMqmTHHKLjiKcg0BnU5H9+6BeIdiJk3S9eoFq1XXqxeMxob3R5mX1dYQVBP70EPRjz8u26uapUu13buzBQXaYcOipk7VJiVp+/ZVtoxLTJRF9mNvv/1C797WqVPRrh3y8yGKniNgQutj5UqUlgazwe7doUSScBxsNnz5JTp2lABERvo4o44f9y5nBwBXXaUUfq2GKCqzMD79YFVLjEa0a6cqLPTOsHLft0r2euZMANi0yWgwgKZtDzxQkJUlaLW2hx9WPgvL8wV+tPV4XnKLg5JiY01bt8oGlezdYo8ejevSRSknWHHsmCkvz+ULommjwWA8d84xfHjRypWyQkONB6pOQkJCSEhISwg+j54yJSwtDUDI9u2ha9b4qadck3lWK4q54ke6veG7oAbFRQ+CqPOhWETKC82aNUWffir7DK1PPCGfD1GvvFI+frysWWK/914Axr//Lvr+e6PBIJc9MBoMtnvuETp1Mu3ZY8rMtN94Y+iXXyrTH7V6Qb1DYYNvfUVHw2viQwIwdixOnQrysQitEWKAEQiNRU13/JCffqpT6kUwMZvZY8dKn3mG79hRDA936fNKknbixEBCEItSU41HjiA83HjkSAP1ndrcfbeuSxc4HLouXXDuHFuDjUT/84/j6qvl12JEhPxYZfPyNGvXsjzPFhYqWypDQKPBgFmzrFOmELvrEiI2FqdPB621kBDs2eNyaqlU4HmXLLvdTgGwWvHZZz72+r//wxVXeC58+ml/BxJFD9HOKrurVy9KNl3MZvz2m//7RWWdo1hUVOCLL5CRgTlzwhcsAMexR49GzZiBiAjL7Nkl8+bB4ZCvel31rpa+/HK1BgsLpagoo8HA9+tHWa1C9+6yQWU8exaAMTe32uX2+OPKjvIGMg2s9utOEyuXqjdsiJg3Ly4pKfKll1BeThUXh6WlgWHY6rYWYzD4N89qpSYHThB38am4qNAQr1qteDQunw/q9HTZINTp9bG33w5A/f33xoULFQlTY06OfGpZ5s+XYwsTEhJCly9XmvWwvjyEbZWZOJ1eLxtsjXLy9O6NCxfgM4TY4cD69UE+HKE1QgwwAqHJaUA9ooYe2WQKXbMm8t13WaORdvMYiG3aBD5RbQxgxjfqhRf8b3Bh1SrjqVPgOCEkRDdkCOTn5Z9/Vmtk+nQ2N5er1IKj3U3EyglOnV7vHm2ipGS0KOnqi5qWoDhXC2lpePZZ1HFSQ6r5hC//9VeEh4PjvHU1AGDxYtx0k48B94wZOHTIc6GiZFgTViumTIFb2KGo1eLff3HoEP7zH7RrB7sdUVE1ZYtV65vZDIcD+fl4+GFs3x6xcCHF86pDh7gdO5iCgriRI8tvvtloMDhGjAAg/wuOk2JiBIaJePdd95aM586dP3pU26EDe/w4HA6dXk//9Vf4woW6Ll0AyJMmAJQazdVGvenptXzketE052Gbu+/WJSbC6URZGcPzzNmzmp9/dvbqFbJ1K4DwRYuUgENZikOMiqKKi+WwuiboXr2Ry4t5Uz+vWiBwWVk+G9esXs1t2QJBAMuK8fGQb9p3312PQ3hYVvJbU14e37u3q9lHHw3GR/HF4cNV9b68aeSMO0LrgBhgBEKTc+ZMcx7dZmP37nWPRZG0WnNqatAqVAIAND/9FMhmxtxc05EjVVPp/fopq+KuuEKzYkUgjTRFtMklzEXwZa5YAbu9TuaXqNFQflwWchScXDmdoqo0LRITUVSEDh1w3XWBDrhvvrn2bR56yL01qrAQslJcairy8tC5s+Kd9rDBJJqGd/YXx6GsTBJFyeGQAL5PH6F9e6FtW9PWrYiNjUtM5DIyAHAZGY4ePcAwZVOmoEcP16wQTTuSk4UOHeRwNdbplGdJAKgsFmXSpOLaa2PefNM9GrmaQ2z0aABcVhZtMoV+911A31IANM15WPrKK2J13z6TkxN7//3geZ1ez2VkRHzwgZyPqkhxlE2e7P7z1S8lrHmphyPOD3JGmWbNmrC0NKVAs4w6PV2Mj3cZYzxPFxQI3bv7rOio4P27y0v8nA/s4cOe4igxMXX9FLWQl4dvvkFNQqYNk2YhXCIQA4xAuPRwlymLiDj/xx9BtL5iH3pI160bbDZdUhL+/TfAvTyel1GvvkoHrMoIed79uefk1xeBwXCxc/gwfvyxdt9Ok+G/6g7HeRZopijab7RVyODBoGnX0MrdsTZ2LKKiAikoV+WwqlX974YbcM01yl4u5s6t2uDvv90nJqodxVsfPywMI0bAYnEZjTzPHjrEbd9e+uqrsmFgyssrWrlS3pY7exY2W/jcuaavvjKeOQOGsb74onnlSqFTJ2bHDl23bpCvLIcDQMz993PDhkEQjLm5IVu2WGbP5nU6j2hk96tYs2aNKicndOnSWj4+ACByxoxALtsmuLQdAweKlXV7q5DPH5qmL1wIyczkduxgjx6V13iHWdYvJezixVvAI3zhQjnyMOL99zXff++xljaZYLMpJqtjwACfnjePwEIFWQazxjOhXbsqT2xOjnzO5+fnB67xGyidO/sMOnVdwtHRQT4coTVCDDACoRHx+Zww5eX5FzRrdCSpaspWFnYPniqjefly4/Hj0GhAUbjssvo1wq1e7c9B4ZPu3et3LEKd2bABixeXp6Y2dz8AAOvWoaLC9yqWBU3zV1xR/sgjjlGjJGUWvLZgRVnuwjWWuvtuWaUNooiFC/3t5nTKl1WVHSWKPrLCOA4dO1bZhFu3gudlORy5fDO1YgWuu67aLvv3Y8gQ+WVNgYiuj1RWhr174ZaIBZ6HKEY/8YRq507GYIhv3z7m/vtdq2Q3OM+HbdgAwJiXJ2famJctK3vrLZc1pVbLL4pWrnRkZWnvuEPXsSN4Pn7QIDYnx2c0sjo9Xdu5s3rz5phHH2VPn9aOHVvr8Dd01Sr/GzQlhevXmzxMeocDFCVrV0qA4+qr1b/95r4+LC2NNpnkZLCGpIRdjIS6xSnISV+U3c79/rvq8GHYbJqffoqaNo2r/Lrso0cXLV7sGDZMkicmKIrbu9c798yPpV1LQteSJYonNmb+fFVOTlxSkk6vlwDQdNAiAzkO8fE1rr33XuzcGZwDEVo1xAAjEBqXlmiDUVTV+IDnI//73+BOEMZMmoSQEDid9RNLjJk0ialBratGoqPx4IOoQX2YEDSys3H//Zg/H9u2hW7ciMmTg564X2fGjoVeD28tQZqGSiXRNOx2ymKhCgupwPXNOQ5yqfRNm/D992CYQGsxK3XDFK15j2Y5DjyPM2fA81CpqnzR7mG048fDW5Xuu+9w++1+juz67Go1OndG+/YuDXpltSBETp3K5OTQoqh4wBQiXn89buDA+GHD6AsX4ocNQ2Fh6NKl4Z98wl95Jex2Xfv2AGImTw5/5x1Hnz6mHTtA03KHdXo9Kn1BCvbRo1m73X7DDY6hQ/lOnQrXrVM0+r1RhFWh1bacwC1Br+cHDKh6T1FCpZeGyc3V3ngjt2NHWGqqUhsjdOlSVU6Oe32wFp4SFgi1xlLK5pbqyBFFwENJ+hI6djSeOiUkJtruvNMyf37k++8DiJwxg8vKYnNyzCtXnt+/X7jsMqFTJ9O2baisAKbgyvfbvr0Obva8PPz2m+XQIW7XLj48nDEYQjZvZgwGRpJ4JaY0kHjgQOB55OfDK/7QdQ0GHPdBuMQhBhiB0Dz4FJVuIpShIUUBoMvLuQMHgjhlK4WGShwHQOI4j6qsgcAePlxTiaQaKS5Wr1+vTUryzgcjBJOhQ7FyJaZNw/XX4847sWhRcBP368mZMwgJ8VwoirDZKJ5nT5+mRJHNzQ38DC8/cAAdO0IUA4k29EFN1hrPK4KKEqD0R1niOukffxz33OO576JFOHxYfumvdrPdjvPnMWYM5bUl43TGTpwIoMoD5r7WaCz45RexTRuJorSTJjFnz4bPm8fKjiBRBMDzfOiPP4auXi3o9UXffCNbcUaDAT17urcT17WrHAOm+eYbKj/f2a+ffxO95I03zLIr9cEH6yGsKovFNwZFixaZf/gBFAWGMZ45Y0tJsU2cCIAfMKD0tddUBw9KkZHs6dOR//d/8YMGMXl5UVOncps2QRAarv3YQrLIao2ldF5xhW3MGDEmxjZmjOLxes7WAAAgAElEQVTRVaenq06dUh08GDVjhunXXytGjoyaMUOW4gxdtUqzZo06I0O23GirVejatabTIz8/vzw1VfAjdOFBYiKuu062flmrNe7qqyEIkS++CEFgjUbIVwdNV1P7qLyg6oBKVRWcXJ2qa23atDo3S7gkIQYYgdDoeERNxPXoIY9RmgearpqdrYzFin3ySZw/H6wjFC9ceP7AASk21jJ7tr9QjZqIjKyH2Rbz0ksqnqcA0DRmzKjzQQmBM306NmyAVwiinJ7RLD3CmDE1iovabOrVq6mysgBbupCT47tyV0Nwd3ZVIrmFDlZz340f76OFEydQXKzs6I68r1T5L/75B598ohjG3taapz5BJbp+/Qq+/545e7Zw7Vqhffvyhx6yVuZVAmCtVjo/H6Wlussvj3z0UdmK0+n1HqNY08mTSgwY379/rdp6sdddFytbmx9/jB07Iv7zH65PHz/bu6Pt1Sv8ww9pk0ndCKJz8lBejIoyf/cdYzRqNmxw9u1rv+OOihEjIt98kyoujpg1S/3rrxU33lhx/fVgWcuCBY4bb3R3fLE1GzA+Cx8rdlezZ5EFGEspf0XW55/38PgpH5zbvVv9889cdjacTs3SpbBaNd9+q1mxImTjRogiVV7OyH5mL9Tp6bETJqg3b6bPnXN3s9d6e4mdMMH1bHU4fD9E3J2x7k7OWgkJUYzMqjrp3pSU4Lbb6tAs4RKGGGAEQlNw/q+/qt4EPBZsFCTJxwx9WRl27Ajucc4fOhT6zTf12NH85ZdK7a/AkdyfiB4pNIQmoYmLNVVj+3bU7Px0dO9uu/NO/w24BlU6XaNk77zxhnLR1eLbFUX4dKGsWoUxY3y2ILktdNlg7dtLNfuduPfeE9xrRiveZkHQXXcdRFGn15ePHh26fHnYJ5947qzRGE+cKPnyyyrNw969vQ+h1HGqqQ9VVI6SJQB33cVu3Mjm5ta+F6C98062uJgym7W33RZag8Z6Qwj/5BPtuHF0cXHMxIkxkyfTRUVhn39ePHs2t3Mnc+oUAOrChfCPPoqeMkWzbh1YNuyLLzzKHKszMmpq3GfhY1VOTgvJIvOIpfRpLiq4e/wi58yJmD8fgkA5nZYXX9T88ouk0Zi2bhU6dDCePYuICNsDD9jGj6+4+WbVoUOQJNpiiXrjDW8nmH30aLq4mLpwAQCWLJFjU2XrqxYbrKKCEkUKoBjGW6JGArBsGWw2ZGdjwQKJ57FggRJHWgtOJ3geY8dWNeUNRZHik4TAIQYYgdAUuE9qmvLy3BMMnP37i9Xn6sRGzR+QJDmuBjQtdOkiz+oZc3Nx771BPEjoihVytU1Zz7pO+0Y/9xyXmVmPg7oGkr/+ihtuqMfuhIuY3r1BUTVpa9CiyP3yi5+9XWdOZKR5717ExfnYQs5Fcc9ICQlxOX98BjKdP39hzZqqweLnnwMAy2LXLninqynb+M80e/tt+BrTU3o9PvjA9UatpgCwbE1mXunMmVFffcW4zwG5SZIYK42fyLlzwfOUYtMqRprNhv375TF3TZ60OmE6ftzVDsNIZrPL6qBphIb6kA4/fFg7cqT26qvjkpLY3bvlztNGI3vsWOyjj9b1PuMf9sQJ5vhxAJTT6ezaVWjXzrRtW/jy5XRxsVw7W0xIsD77bPGnn9rGjnUMHmxeskTRkuX27QtLTWVPnnTPE5PxWfhYsbuYM2ccQ4a0kCwyxbLyaS76pOSVV0xbtwo6XfEHH8Q++6x6yxb15s1RL79sefttAMacHMv8+Va56p3VKsXEiFFRljfe8OkjLVy/3nj2LFgWdju6dHG3u/IrqbEfooi///btAeN5pKcjORkvvEABeOEFfPFFLZ/KPezQ/1chSUR+gxA4xAAjEBqZvDz89lus1eo+qelKMKBp8w8/OAcPLtqwQejYUdmDbuy5T1GEIEAUmdOnwfOIior6v/8LrppC+fjx5i++EDp1Mn/xRZ007rUjR9JHjwaqeeCGa4QYFuaRlEK4JOjVS7Y9PP5k2GPHmJrdzlRkJAYMwLvvOgsKqgnWL1kCAK+8Ao7DI4/g/Hl89BFQaXE5ndiwAUBpZakrZUR4Yc2aonXrXO7fRx5B584oLETnzuB5DB0KUZQ9tJ5m2BNPYPp0f59x0yYsXAit1jND0mDAV1+5em63o0cPiCI4Dh06uD6g24Ei5syxfPSRo4Y8JZ0Se+khFBkaKl/FRoOhboFbAaBOTxeuuMLzQ9ntsFjAcfjwQwCIiUFKCt5+m83JYXNzmUrLUOjcuWjZMr53b/OXXwa3kmHxwoXnjx6VYmNt99xj+eCDwg0bAFifesq0ZQt/+eXWGTMK9u61PvtsRXKyZf58jzLHjoEDyyZN4rt2LZs0yaMEgs/axB4ep4ZnkdUbj5w6n+ZirTgGDbKPHm1evtw+apSzTx/Lu+9qfv7Zvc2QzEyJYcSYGNPGjf4jVI1nztQzsLlLF0kUvZWuZEcr0tKqxHKefLJODUs1ub9kiAA9IWAoqTZBXsKIESMeeOCBSZMmNXdHLhUsFgtFUZFyLdRWw5YtGDXK40ESkplZkZysHTOm9OWX+U6dYocPZ5pWQ4Lv2VOMjxcuuyy4hTgbQkOy4ygAy5b5TqG5SHA4HCUlJbGxsXTds+AISEyE2YzycgBgGHm+w7dSmTspKfj4Y3Cc/OUD0Gg0YT/8gNmzsWYNhg+H1SoB4mWXAeD79FH9+itV+dx09O8vdu7s7N277OGHXQWLDx2KefhhSaulLBaR50vnzq0YNSrB/azu0QNHjiAtDY8/Li9wyW8MGxbQ9LlK5a7e4fpEH36Iyy6T7r6bio2FKMJqxYAB2L9fDsv0fMazLBgGFRXKV+FHVEACqOHDsWePpNHYr7mm/KGHHFddFXTnTPgnn4R/8AHsdu8OgGWdKhVrs4GiPM1CjjNmZqJdu+B25lIm7pprTL//7rEwatq0Oj0gdF26GE+dkl/H3n+/0Lkze+QI36uXZeZM7s8/HcOGyQeyzJ0rv64rtcc5q1RSzZOYlHwB+oTjfEQkqlQQhFoHyhSAe+/F0qWeVQcDxmazlZeXt2nTpn67ExqCzWYrKysDEBEREeIt6RQADodj+PDhM2fOvOOOOwLchTzjCYQmwZecmuqvv+LGjGFPn4565RXm6FFzZqbYZMNuirJOn164ebN5xYoWYn3FDRgQBG2SCRPgphxAuLTIy4PV6pKAz8xEdTkH34F/Y8bI1peygM3J4d5+W3rqKenUKalPH8lqlcde9L//UuXl7J9/Vtx1lxxCbJ0xw/zzz3y3boqjQ52eHjF7Nl1YSFmtUkgIazQyBQUJx49Xk6eXC9alpEAUq9UNe/bZgD6j0pTyiVQq/O9/uO8+CoAcxRcRgaNHFTutmlewbVsIgkflNO+vhQLQpg1Gj6b++QcREUJkpNCunbN//8awvgCo/vwTarXHQpdICc+zsu/F2/rKzSXWV7CInDMnbuRIxmiMGzkSZrP7qsAfELEPPaTr1g02m65bN/U338g1wQDwnTrJHj/NmjWyV01SqaKffLKuYRcBZZmqVBAEf5mWx4+j0j6shlwiwoOIiECS8VyHS06ut/VFuAQhBhiB0GxYn3rK9MsvfKdOljlzHDfcICQmFv/4o+ieH984iCpVxW23SaGhgeYfNwmm/fv5moTsAsM1QLvllmB0h3CRM3SoXMurmiA7x0EUsWmT6+/dd7F+fZW42cSJtMkU+sYb1Ndfu0yU8HD3TBKxTRuKotRbtlBWK3/llY6ePSEI5ZWS8VFTp4YuXcr9+SdEkT53jsnNBRD50kuIj3cZLbLhtHZtVSfdDbP77qvDpxNFpTQzJAlGo8uvFRGBsjKUlECtRmioMtPvujQiIlBaSkkSRdMUy4KmXcYqw1D9+yttUwA0GuzZgw0bkJiITZtoUay45hpn37516GFdYP/+GwFUaeMTExERIXTubDQYjIFpdRACREnfMm3d6l2YK0Asc+eWTpsGhjF/9ZX9vvuUYEvLBx8o0YwhmZkVQ4awp07RRUVR77wT/EKCbjMUvhFFrFvnuVClcllfNI1RoxAeDo0GKpWsmBVonFhzacASLk6IAUYgNB0+Z+8Kf/lFCfp3DBxYcOKEVNcqWHWEdjqpkpKKq65qUdN14QsWBKeKV3Z2EBohtAJKS6FSQdEGRKWKxqhRGDUKu3d75Fyxa9eGvfwybDZKpZL9LRJNS27hKMzff/PR0aXPPOMYMMB+ww2O664Dw3DZ2dqkJPXGjZq1a4W2bW233iq1aWPMyzOePQuaNp49W5WUOGyYy8+jVlebg697xiMAZGVBFKFSweGAzYaKClAUbDZXnYniYrzyiiscl6YpAG++iVGjXB2gaeTmVs33z5oFmqY4jmJZav16UBTKytCxI+6+G2FhkCQUF4ds2eLo1auRlCFMGRnGs2d9rKh+ONZgMKane8fIEYJF+cSJ3gu5rKwAS5MJej17/LgYH+8YPjzytde4rCzFe6Ykv1UkJ0fMmyfXxON27QrcAKubwuo//9T4EL3qKqSkVFviFtYLAL//jvJyVFQELkTpur3Uo7AY4RKGGGAEQpMSyFNE7NWrsbvBbd8e/v77zah07EFcYmJ4gyMhXU/cWbNw/HiDe0RoFQwYUKWO2K1bldcIwOefu2rfLVmC66+XNBo4ndz69ZIowuGQh/7Ovn2LFi8W27eXi4yVP/44RdMQRb57dzE6Wv3TT+pffgnZuZPl+egnngDPa77/nj1+3Nmjh+xblo2KqszPU6dcPmeHA7LEdsMRRdlHJ8FV6Bk8D4cDPI+ZM/Hnn5K8zZw5+L//w+rVKCxEZCQcDriH+06fjj/+QN++iI7GmDFVwX7btsFmk99IjT9ZYzQYZEXEKhlY9xsUwxjz8hRlEUJjELp0qfJaMbo0a9YEUppMnZ4eN3q0ZuVKuqAgbuRIueyyxza2O+/UrF7NVHovmX/+CVC7sm7Wl0qFDh1qdFvdeKOn8seWLdXeulVLr0VyoxLXo8fNjUwg1AoxwAiEFofp11+DIvHsB1GvZw2GsC+/bJooxOgpU/ysjXr1VabepmBlhFjVfGe3br6VxAmXGmlp0OmUmlfS8eMYPBhbt+KBB9C5s1RQgP79YTJh4cKyjh2LvvpK3ozet08KCwPPIzRU6NzZMWxY2aRJfM+eIsuGLFnCnjjBXLhQNmmS0L69c+DAyMmTNbICXuUJrPrrLzidYV9/7ePKqqykDCC49YKkyn89R42JiRSAsWPx1FO+u+HOgQNSYaHEMBIAhsHBg7j1Vuh08pVV+M031YrYNhpC27Y+ZWCNn37aBEdvDNoEtcJHI+GdA6bKyVGnp0c/9xy3b1/4hx9yv/3mf8LOPnq0KT1dlthl8vJgtWq++y5q6lR3H1f4woVifLxz8GCwLFjWmJsbSNHzOlcXjI+vaQ3FMPj++yqr78cfMXIkrr8edbS4fDBiBF5/vX67Ei5NiAFGIDQ1AT5OHNdf33h9ECIimPx8Z48ejVdtRpuUJL8IX7BA7R1zX0ncoEGar7+u/2FEER4qAkeO4ODB+jdIaDXceCNuv11yi2uV9u2reP1159mzBd99J4WH2wcO5K+9Vjp1KnTJkpgHH5S3YXneNUNfXm7r3p07dIg9coT96y+a5xmHA05naGoqCgr4Tp1U+/ZVU51mGCk6uiwlhQJ8X1nuGV+VmWNBgapJYiQvDz16YO3a2iXao6JcX5Ts/hIE9O2Lr79WfAW6AQNw4kQQ+1wTpv37leknqTIZyWgw4NZbm+DowUJ7003apKTwBQu0N92k2rlTvXFjc/eoRuQ6y0oOWNEnnzA2m1yXTIyMtN94o2PgQOuzz8oBt37aiUtOrlJRcjgQHm677z7LggXQaLisLDkHTNHkMJ45Y165MvgfJiUFnTvDYvFe47pABAF79lQlub31FrZtQ72MLsojv7R9+/p0mHAJQwwwAqGFYl6+XLjsskZpmmVVp09TTqfm558bzwMmJ3S1uftuObZQ16ULzp0DoO3SRbHNAFAFBUE+sCiiMW1XwkVDYiJ++AFJSZLbwJHbtYvNzlb/9NP5ffvsN98syflOvrBNmOC47z725ElNZaUvF4KgffhhITzcfvvtpW+9ZX3tNVCU+YcfjLm5548ccVx7rXXqVMfVV9c4Wq1fxldNOJ3uB/KsgbZzZ42K2+6oVCgtrWohMbHK1/H33xg5EoDx3Dlcfnkwe+4XORzx/KFDSlzixULkjBnaLl3Yw4dZng+fP589fBhAdEoKTp9u7q75xj1Q0PT77+qMDPe6ZKErV1rmz/coTRbqcUXI+2ZmGg0GUBRY1njmjPH4ccv8+bJ1Fzlnjn30aAlQNDlQl/rOdWDlSuTmugpRVFJ1OfToAQAaDQ4fRloaaBp//om6W1/ukx2uFxs3otKFTiAECDHACISWS9nUqWiYMKAPGAYajdC+vbNbN9vttzeGDkdcYqI8FarT61WKJIbNhpwcAKzNJttm3L598YmJDaw6XW3if/v2II9uCRcv2dm4805bZGRFcjIiI4UuXapWiWL44sXaG24QEhMpURR1Oo9di1autM6YYXn3XXBc2FtvVVvHcXy/foUbN8rxeLZx46xPPFH07bdyCV0AFcnJymiVzclBPQKo6oq7Y80dUUSAdZacTlx7retS4jhs21Zl1N1yC7ZuBaDr1g3//hvEXrdWQpctY30JS8Q+/niA+U6NjZLc5VFnmdu3Lyw1lT15Miw1FQ4Hk5cX+9hjzOnTsY89pvRcNqjcU8UUtElJtMlkPHeueNEiZWH4woXRL7zAHj6sHTcudPVq56BB3settcMBFWK+5RYwjGJ6KTZVNbfwsWMSAJrGrFkYOtRjS2V770ruHqs8+c9/cNNNtfeQQKgOMcAIhGYgwQ0/m5WPH29es8YzY7ghyELVFAVJ4rt2dQwa1BghiKa8PHnSumTePMdNN8mHMB4/Hvfoo0qMik6vd+zZU7hvn8AwAGyVAWDyjoJcK8kLoXqhsGrPQlFE9WlawiXN0KE4dkyMji55883zhw/b7ruP79kTlfqi53fvZk+d0qxZI0ZGinq99eWX5TNQ9rdUJCdbK7MW+WHDxMo0FePBg8bc3MJffvE4VEUNJ546I8N1gctqH42KYoMpf3Vi2zaIIkJCYLejY0fXwt69kZ7uGqFK9UyNuXSImTRJ165dTYlSzIULza46K88IKIoaijKhXKTLMXBg2aRJfNeucl278vHji999V+jUyfzFF0oIa9TLL2vHjWPOntWOG8dt2aLt3Fkx51iel1uOTklBpZXFnDql/vlnVFSwe/bAao2cNg1Go8dxA+l57TbYhg3u37wPY8m95t7336NPH6m6nUZVyqVKbkmV7msB+PgFZ83Cl18G8hEIBA+IAUYgNDP+zbCoyZODVimFovhOnSSOcwwYYLv//tJp0xp1QGA0GMrHjzd/8YXj2muNBgPCw20vvVSVi8KyGDMmdtQoRhCMBoNl/nz3WCPGp4whwzA+g5GI44vgwXPPoU8f6Z9/NGvXRj3zDGMwaJYtY48eVawIXceOADRLlvBabeFPP1mfeUY+A93lthmDgdu1q2L06OL33xcTEowGA7TaAI/P7dsX/r//sSdPYsECOBw4dCjoH7FR8LjVbNjgMsZouvTFFwP/+JcmRampxnPnaprSYgoKapQ/aSo0a9fKyV3crl2KueJRZ9nqJpikyskxyxozlQYVXVzs7NlTaNeucO1aza+/sna7KidHCXmIuf9+bd++AGIfe4z77TfrlClCz56OIUPAsuA4SJIUHa198kk5Ryvw+s4ytdhg8+YhORnx8bjqKh9rnU641ZOQ7wMeRlrt8hvr1sFuhyhi166qX3nGDKxeHeBHIBDcIQYYgdAiqMkGM/3xR0WwKgtLEnvyJGUyMQUFju7dVYEkhwQD5RFufeop4/HjfL9+YNmyyZPjr76aLSwEoNPrMXcugLgRI1wuMp/T7ZUjhmoPzq1bieOrtdHwcjq33XZh9myIYsX112t++ok5d46prjpo3LwZgNFgsKSluS93l9t2z4Qp2Lu3Tsd3DBzoHDSI79q14OqrsWsX8vJQm4hci2PdOvTsCVmPRBTLkpOb3YFzUWDMy+MHDPC5Sjd4MP75p2m740IOL2QKClRHjgjx8UrErDvesw8eppqCdfJknV6v+eYbADH330+53a7lWzqXnh76/feCXm9eurTs8ceLP/8carVz8GBQVGPJaU6fjsxMJCUhM1OuLQ4AISHYtMn11mp1/8juni7vqELK61/cfDNuu821euhQhIZWbV2z6CKB4AdigBEILQWfNlhcYmLIhg3BPIwk0SYTXVzMGI0+H67BQjtsGOuregx1+LAoSaGLFlXL/ho3DvCagK8VorfRyjh8GOfPoyEnfF7ehdWrbampke+8A4pS//ADeD72zjvdN7HffnvYzp3GymJEMozBEP6//3mPOGsKL/SDMnh19Osn6HT53bqZw8NRm4hci2P3buh0clH40pdegnsSHcEvhevX+54143kEUFCrMXAPL6wYMcLnNjXNPsjnrRw3aL/xRsusWfbbby+ZN09s1w4AP3hwwbFjcvBCVRRDdDQcDl1SEozGiuRk++jRxmPH+K5dzx88GMyIem9275bVNSRBkABUVGDsWMiGZVSUfF17e7r8+L6qbLM77qi2wmKpCrsgM4CEekEMMAKhZeNLhEN0F7+uO5TZLIWGimFhPudBgwWbl6fOyPBezvA8LQhiXJxUOXFoPHAAl18el5iouCmE7t1r6pjriThnDgk7bIX0748HH0ROjityr+7kq1SO4cNtd91VuHat0L69HBIm9OwJABQFmrZNnMh37y5nubjvKOj13P797iPOeuM9eK1ITg5ISKBFMXky0tIkrdb20ENlTz1F3F91oig11fbwwz5WtGvX5H2pwlpDPcaa/F3esw9K3GD5+PEFu3c7Rowo/PHH8LQ0VKbvyi+MR464os3dFG7qGnPoTUAX0ZNPwj1EokMHxMVBp3PX+XRHqi5pWLXj/PlVMbeiiEmTPA8UE+N6QdPYubMOH4NAAEAMMAKhpXD+PAIWTKPdShvVB0GInjGDyc1tJPdXXK9eciRh+KxZYW++qYyklVQBAEx+/vmJE6XYWOdVVyE+Pvahh5CU5Hpmh4ebli0TdDrnkCEeLVepCT//fGP0nNBsZGfj9dclQcCff4Jh8Mwz9Rjxy+MzNidHCg0NS011DhwY9cILFVdfDVEERUlarW3cOMucOdbnnvPYMXTFClnwLWzJkmBJ1XkPXvOr05DGg9JILSQm5nfrVvzRR5a5c1uO7869gkULh/OZGhT0qhvBwHvKIEDk8PLQ5cs9lmtvuw0VFeB5XceOwa05XjuKKCgAUXSVYSgp8b9TlVXWr59rxxdfREGBPz2boqIq5RufiWcEgl+IAUYgtAx8pemr09OlAQOgUnmuaPBsNFVQILEst3t3o9hgbk+ssttuU3pryssT3J7ucd9+e377dlVWFrdvH/fbb85Bg0r/+19oNMbjx0NOnbIsWEAbjdX6LP+n12PXLjIf39pITsbbb1MAioqweXM9rCDFGlFnZMgBV0J8PHfwICVJlrffFnW683/+afnwQ5/7ymoxHoJvjU39LCiPvRrbsVaPCMxGhW3g3FMTYs7IsI0f776EHzAAAwc2V39qpR6/ddSrr8YPG0ZfuBA/bBgKC5XlhevXG3NzwbLG3FxUiog2Ke6Gk0oFu91jvWchL+XFLbfULbbi3Xfr2UPCJU+wSwwRCIS6kpeH06ddafrVH4HOK65w9OnDegsAmM0NPagoqo4cKU9JafjcdlhaWllKivsS07FjAHR6vXcFVVNenrxK6NwZLKvr1w+iGHv77QDUq1ZZv/667NQpAJpVq4o//NC9RrPr6diuHXJzW858PCFoOJ0AQNMYPBi7d9evDW7fPtX+/aq9e8NSUyWOU2/YwOTnMydPRpaVWadO5XbtcgwZ4ufkUdRimhLZggrQ9X3xxTEGj7jEREYQIN9YevTAli3N3aNaEPR6y7x5fLduYYsW0TabGBpauHp1K5s5ssyeDSB+0KCCrCzvtcYzZ4J+xPz8/DoX1lPuLQAYBoJA1ZT0VSfTKzsb2dmueOkpU1rZL0toAogHjEBobhITcd11rn8Zxv3pIuj1Ja+9Zrv7bh+yUXRdLl7vQWd0tO2OO+ptybA5Odprr5Vfh//vf94bcFlZ3taXgtFgMP3+uykjw5iXB5o2GgxgGOPZs+qcHFmtK2Tnzrhrr6UrYxdd1tdHHyEvj1hfrRlRrLf1hUqlAfbvv7nsbG7fPrqkBE4nBIHJzRUuu6xRMx6bgJqsrwZFNvrNJm1R8X5KdUGjwdDyrS+FssceK/jjD+uUKQV79rTWMXpdNUIbSJ1PcnlyMy0NGRm+/dthYfj33zonFQ8diqlT0b07pk5trb8soVEhBhiB0DIYNaqmNZb33jMePYqICEWQQ1SrlZKytSLFxBiPH7fOmAGOA8c5Rozg+/UrWrTIccMNAY5Hvcdh4YsWsadORc6Zo+vYkSoujhs50sMpF/7ZZz4lEL0xnj0LoOjLL9uMG8eePBmWmhqyaxdVWsqYTK7KLfIj0+nEU08F0iDhEuT8X39B0drOzw9JT1evXUtduACeB0CZzZFvvBEEv3Gj0QyuLXnIWHNuTH5+fguM9/MzrdOSqUn9glBX/JfN9I0yxXnDDbBYfPi+hg1zFwupG9On13NHwiUPMcAIhJaO/MihLBbjmTPQaMSEBCk+vpbcLZXK+uKL4Djbgw+eP3wYGo11yhRjbq4xN9e8bFnhL7/UKdzffRzG7dsX37Wr+ocfAIR+/LEssEGbzajcRq7XqTp4MHr6dEVW3tsYC/3uu2rvQ0JUx47xXbsWLVpk/uorx5AhhWvW2O64Q0xIKEpLq6rrQiD4QlbQVm/aFP7uuygrAwBRdK8mZ3rtNSf2WA0AACAASURBVMTGNlf3mpJAHWI8L9G0BEg0nb9ihedalUrWy9Hp9Xj11cbsL4FQB+o/VTFqlDyX52Pm8uIq0EdoLRADjEBoSfjVQkxISDCeOlWwd68pK8s5bJjPbUpnzuT79jX+84/1hReMubkNVP5VdAt1er3so2Nzcnw8wOQg+0qYggLKZqMslrAlS2QLLezTTz32CF+wIGLWLABRU6e2ufPOmIkTUVoaPncujEYA5mXLwpYuVZ065UhOjv333/opkhMuCfLy0K2brKBdNn68/a67fETnMkzYwYO1nkXuhWibnlqtpjpP/Ls1W22RSiWbXjJGgwEjRiiHvrBmTX5+fr57vN/s2fU4LqGJad6ztympvw1WVOSKqnAvskxR+OCDoHSMQKgTxAAjEFoSvrQQfXJh1SqjwQCO4/v1k2Jji1autD34oHXGjLInnywMYuHmyscVAHkcVj5+vOO661xLKke657dsQWVRL/vo0ebUVNvYsbb77it78knu0KGw1FT1zp1hqanyCDj8k0+048bReXlhn39O5+Zqfvnlwpo1EEWwLHgeOl3USy+FpaaqVqxgDx4UdDoSYU/wR2IiTp6Ui9oJiYncli3euRy8Tlf24ou1nkWqZiqS641PM6whYYrVnGLVxUiVuRUZzZo1yuuLNN7v0qTlnL0tGptNCaZwzSQuX46+fZuvQ4RLF6KCSCC0DKprISYkJAQy3jLm5iqvG0Mw2nTyJKrrGcYNHsz8+6/r6Js36+64w+jrwa943ticnJDsbKqiIiQ7u+yBB+RBMPP33wAgCPFXXw1A166dEi2m0+tFrZa+8kqW58HzYV98gWnTUFk9jECoRlISzp4FED15srFrV3TvLvTsyZSUKLGvcqokazDAZoNGU1MzjMHAnDkju9H8KyU2JfURfGsA6vT0kMxM9uTJqBkzLDNn+vm6CC2Klnn2NhINuiLWrcO4cZ4LT5xoSH8IhHpDDDACoWWQmIjERPA8FP+SLwI0zIKF/Ggvef99+dEeunIlJSfYAOA4hIb6tL7cKR8/vnz8+ITHHgvZsEF+cvKrV9NFRfJaKSoKFot7rg6iouiiopBKJ17p0KGRJ09Cp2vdowpCPTlzBnl56NCBuusuzmx2CIJ5+XLGYIgbPlyKjaUKCkBRskNM17WrMSMDl1/usxlBrxf0ekoQHMOHN+0HqIVGutiVahBwc3PZR4+2jx4dNW2aZdasxjgooZFosWdv0GnofMTYsbIMPQBJ8YBVj58nEJoMEoJIILQkfGkhNmPxH0GvdwwfLv8LhikfP77g6FHHiBF1rrDpFhXJHjsGngdNY/Roym73yCiz9e7t/jZs/34YDMT6ItTIv//igw8qCgtVR44oyfTW558Xo6LAcZISdsgwtYYgtrSiw42N0WDwDjJsYNZo/UioJMQ95plQFy6Fs9c9SbKej0WnU46cdz13UlLwzjvB6yCBUAeIAUYgtFD8SHE0cU88Hu3mZcvqVGHTd4d5Hhs24N575WExJf+NGBH6/POCm11HWyz8O+8QlSoCanLLDB2KqVMdV19dNmmSfC4Jer3tnntsDzzg7N9f6NVLiosDIF52me8SQIQWRmRkZHN3gdD8aHv18r9BfZ6DcoT/VVchIwMARBGLF9erdwRCECAhiARCy0UJOGzibJAA8dOlQKcnk5NRUkKtXw+Kwtq1uPVWpKUx7rPyosicPImxY7FyJRlAX7ps347XX8eMGT5X5ufno3qdJUGvtz7xhLNnT3nuIH7QoIKsrKboJ6GOtMDbGqElwBYX+1lbzwfigQP48EOYzVi1CkosPYHQTBAPGIHQolEeM+4mTcsftSg9lF/UaI+lpGDtWtx4I5xO3HorsrPx3XeUVL1UpihCqyVCiK2csLAaVz39NEaOhCiic2fURWtb8dwW7N3bwN4RGolmjK8mtEziOnWqqn2yY0cwmx47FlYrhg7Fxx8TjRlCs0MMMAKhpePTBmt2ajUC5aSOgDZWMsSGDsXmzbjqKqp60ld5Xh6JQmzlKLqFHFfN2F63Dp9/7lKWz83F/v0e+7Woi4IQFFr+BBOh8TCdPl1Vg+7qq31uU58zZN48JCfj0CF88QUslgZ2kkBoOMQAIxAuSppxjOJuWTUKDz6IW2+tKqcbE2N79FHiAWu1qFSQ6wLTNDgOPA+eBwC1GgCeeAKC4HKJ7t6Nm25y35VYX41Hk91hfP6IxAa7xPFTg66e58b06Vi1CnY7AKxdW99+EQhBgxhgBMJFQAtxgjW66SWTkoJhw0BRUps2iIoqeeEFvk8fIoTYanniCXTs6BIl43mXrUXTctluXLhQteVPP+H8eeUdsb4IhEuQ+lz4ffvi7ruRkOC6vTz6KL79NsjdIhDqCDHACISLlSaeJG66w6WlIStLaN+ecjqNe/aoTpxQ1VZtjHAR8/HHyMvzXuzyiQlCVcUeQcChQ6hUo27KPhIIhJZAPScBDx3Cjz9CuZOwLD76qLECEX/8sVGaJbQ6iAoigdCCOXw4v00bP+trkbgIHk1q7KWkICVFvOaa0rfeili0KGTLFspiuSBJbe6+m/jBWicsq+T4UV4rXUt27YLdbjlwgLdYMGQIOROagCYr++5T1K7Jbm6Ei4X6PIb0esinkCi6pnJiYtCxI3btCnbvKlm8GHfc0ViNE1oRxANGILRgNmzwfuRcIiMS69NPqw4epIuKwDC03e4YPJiMuVsh118PlQoVFa63ct4Xw0AeKsm/eGgoRBFDh56PjVVqgjdTdy8J6iCfEzxquq2RZDBCgzAYMG6c/NI1lfPyy2gkWdS0NIwbh/R0jBsHq7VRDkFoRRAPGIHQIsnORnY2cnKwYEHClCn57pkwrZ68PGRnh2zfThsMjmuuQUWF5b33mrtPhMZh2zYA0GhQUeGSOpSJj4fZDKfTfVtVTo5HTXDCpUCTOeIIrRN3yY1163DbbY11oJQUpKSAponIByEQiAeMQGiRDB2KqVPRvTumTgXHeUwDewxHWtskcWIi7r03bNw42mqli4oU64sMwlotNls16wtAQYFLC1EmLw+//cYYDNyuXaQgQWPTXLcXPxe4z8wfeUkTKQMRmpv6/MrDhnl6y7XaYPXHByqVS7yXpvHmm414IEKrgBhgBEILZvp05aXHOMN7kNSoo5CmNn7WrcOiRezJk5rvvgv79FOXIJ5bZxQZBmKVXRIkJuZ360biD1s9FUowqi+8YyOJ6UWokbZtsXcvJAmyog+AHj0wbFgjHvGzzzB2LACMHYsXX2zEAxFaBcQAIxAuJpprwNHUxx07FqtWMTfeaLvvvrIpUzyKgCVU0gwdIzQHsplN4g+bixZ1lRGX1yVILb/49u0+FppMsre8Skb15ps9t0lMDEbvKnnySaxbBwDr1uGNN4LZMqE1QgwwAuEio1lqgjWPoyk11TplivIuYffuZugDobkhTs6m52L5zi+WfhIake3bsXx5tSVhYa5QQACK9ZWYiLlzPfc9dy6YPXE6XaHUogiSt0yoDWKAEQgXH5fOBHC1T7p4cfN1hEC4pGniew4p9UYIiHXrMGUKcnLw9NOw2VwLy8pchpBK5VoSE4Ps7GrRy1FRVflamZlB6Mmzz7peeKSzEgg1QAwwAqH10CoNs4SEhNAVK2IfewynThF5XwKhafC2f5rm9lJSUhLglu49THCjcfpFaDY8f9MPP3Slcq1bh82bERsLsxnz50OjqbaZKLq0VbVaXLgAna7a2s6dwbIAwLKIjw9CL5cuDUIjhEsJIkMfEKIoCkR6q6mQJAkA+cIDIT8/P776wyM+Pr6goCDoB4qPj2/GX6R8/Pjy8eN1jz0mrloFoBXr4ImiCEAQBPkqIDTGyUwIkOa65JXj+umAcmJ4b+NxS/R5CsnbyKvctyfnm3rjRrt3rlSzUu0nPnyYfvFFCIIoCLj1Vtx6Kz15srhokbwd7roLGzZUucJk8vN9PDL++AMA/f/s3Xl8E3X+P/DXJJO0TY+UXiQG2wW5BDwQVMrary6g4oG7rIquuOsBFUV30VX5iuii7hZc8fddUHBdCyineABeHLqCHEqB5ViEapFaJBCTtqElvdLmmt8fU4Y0V3NMkkn6fj548Egnk5lPksnM5z2fz+f9SU118StHcqhPmiTbsQPNzZDJXD/9BJ0uvM0IJ//wS0LC5TrXbhl2bZ9/VUgXbgrAusdxXHt7e2NjY7wL0rPQBx6kuro6hdDRAgCgUCjsXSdQilx8vw7+DZ5ZsQJuxbDb7fw79Xj7ScBiscS7CITE7Vcv7DeYAnS7js/zA/8q/qlEv9bkDRxo/uEHsbamWrNGUgGYQqEQviDVX/+a9vrr/GOZUnlmxw71nXc2HjmCxkZ1nz72adPSNm2Cw3Em+C/UaETk3/6//gUgt6gIVmujShXhBhP9aEx0ra2tra2tYbyQr3Q53GdP6Q4FYN1jGCYlJUWtVse7ID0Ff/Snp6fHuyCSZjab+Qd5viY2EZ4ViwSPf7PZ7F4qs9ns86NILA6Ho7W1NSsri2GYeJdFEkQ/kknw7Ha7x28qNl+HcP/I32nHvRjRODUl1lHHutUX84qKzCdPhrcd1erVqdu2yWtqcqZMaVi4EBkZIhUwfO6HH7N3r+yNN84/x3Hqn35ia2vVajXS01mHgz0Xm+UWFDjeegv33RebQjKnTjEDB/JDv3ILChx/+xuefjqM7XR0dHR0dGRlZYldQNK9jo6O9vZ2ACqVKrxbujabDQDLhhBVUQAWFLlcnnx32SWLYRiGYegDD5LPD0qr1Yo7hF2CXwf/Hj3mBUp0fAcGlmVlMhqgSznu4s/jhy/6iSUAf79ojwKYzebk+O2HIb+wUO50AtDodKbly/OmTGFDuQHvof2GG9omT875/e8bli4Vr4xh4o+0Loffr37Fnesbxt+dUvzhDwAUKSlwzzUPQKlUXHcdYnbN6tcPDge+/BI33ACXK+y98o0nErzU9gRCy1XYtX3+2h3SnVO6xhOSkITh5v7ShfXMSglV2QkRUbxScfjcNaVG9FCv15sMBgAmgyH/wQf56Euj02HZslA3lbFggaKqCkDDypXCQll9vXiFDVmXI02vR8DRNZ3V3kmToFCgvR39+0e1bJ5eeQUvvoiCApSUgDqQk+BQAEZIAgs8J1gPjMF64FtOVlTVlqxYxmDuAqwm7n4T6zRiMhiEpjAAptJSPPhgSFuQGwwZr76qeucd5e7d7ukoVG7BWJzddx/nkd792Wc7E77n5HQuOXUKa9eioyPWZQMwcyZ27UJREXbtgvS66xNpogCMkMQWg7pCfKojs2ahthbvvIPaWgA4etR7lcSqJxFCoiSYOC0kiXVucW8KwwsvhPRa9bPP5t12Gzgu5fPPbQMH8pNlyQ0G5e7daR984BGSxYaPD7+wEEol/7CzseuyywDA5YLZjKwsuFxhpx8Uzd69cS4ASSgUgBGS8IS+iP6eCkPetddGVKawZWejrAyTJ2PpUuzciX/+E0eOAMCmTfEpD4kHav6SOCnHJz0zBgMffYVO+f77jMkEABxXMGECzGYAKdu3ZyxdKq+ry1i61DOrezT5ncltzRrYbOf/vOMO3Hrr+T/Pno16yQgRGwVghCQJf9WF8KoRbHV1ZMUJV1MT5s3Du+9yjY3c3XdzR49yd97Zdu+9+PRTLFjQ5RpMCCHRlHAxWKiUBw5wAwcKjUtnn38+Y+VKAK7cXKdGA6XSqdHwbWJx5pGU6NNPwQeNhCQsCsAISQYiVhTyL7tMo9OBH8ztq+NftKSkQCbjAK6tjZ+Ku+13v+PS0+FyWebPd9bUGO+6S6godIuaUBIXfXeS4u/rkHJwIuIhpHUj1jalwzZihHnTppann+ZychrXrrXdfLNq9WoA7ePHW8rKrLfeaikrQ1patIvR/SfsMQBs3z707RvtUhESVRSAEfGMHNk5XIdITEhVh/rDh88PJxg2LGqF8vL++65zs74wAKPRpANMczOamzWDBjFWa97EicaqKn6FbitYSVlbIiQuAv/c4psrzx/Rw3gp3xeIMERsmT699siR1M2bC4qLZWfOFBQX8x0RLfPni1rM8/iiBlvsJUvgdPJDvxgAcnnwd+IIkSwKwIh4Dh7sHK4DUCSW6MIbThC+V17B5MlMQwMAZsgQsCzuvx+ffNKZ0orjXGp12913Q63uMs7e/2Em5doSCYC+OGkK8L0oqqrYc3dGko+4uT2iLZIbT5a5c+sqKly5uXUVFYj+pPYhFHXq1C7dIF99FYMGRaNIhMQSBWBEDEVFfOcx3HADysvx888YOTLeZSKiiUXlY+ZMjuMcl17KDBqErVvhcGDGDPzf/zHp6QzAXH45O3Nm+htvuOfjMhqN5wN+L9QCRki08bny5AZD+ttvxz5XXmBinQECjK1NypNM3f790d5F2J9bZ/7DX/xCtKIQEj8UgBExnDwJl4sB8MUXuPFGvPsuZzBg4UI4nejVK96FI4DEA5Kbb4ZazbS3K378EdXV0Go5AFotMjPR3Izx4zFhAt54g21q0v7ud/w0l3zNz3LkyJl166RW8yOkh3DqdEhJUe7Zw9hs6cuWJWuOHJ8nTyk0iyXQ4LRIh9JNm9Y56KtvX4weLW7ZCIkLNt4FIEnE5YJej8su65wJ/oknMGoULBa89hrGjInpaCIiPR6VlS6XYT7FfEYGjhzBnj346ivmX//CU08hPx9OZ+ezM2fi6quxaxf/MiPg1OkYp9M2erSxrq5za7W16N07Ru+HkB7GaDR6155tI0YwbW2KI0daS0vjUiqfYjY7YixjMIkHWt7F4z8ccYq9aBEAFBbixx9F2BohEkABGBFVYSE2b8aLLzKffw6AKy4GwDz+OFg2WW+OksBCqKC0tABAYSFycnD77QAwZkyXFdymudRqtUajsaOkxH0v2spKjwBMzBoAIaQrucEgP3lSbjDYLr8cTqck8pVHB3/CiXcpEklUzr16vZhbIySuqAsiEduoUdi8GS+/jIsvZtRqABwAhwNz51IMlrjCq3yEWWUZN67zX9D4Hokd8+Zh+3Y4ncIQxETpn0N4VMdNLAUjR9pGj3bqdLbRo6UTfUXpJy9sVuJnldiXTeIfCCHSRAEYiY6ZM1FZifnzGWHg7HPPoawsvoXq4SSVLTryqrb7iIKUr792DBig3L/fOGiQsa4OBw+KUUYSa1STS0RCQ7RERC+Mp+PTW4AkJTEuCSGJhQIwEk1Tp8LlwvjxAKBUYsGCeBeo5zIajWnr1kWyhdpvv42wDKr33uMfiF6PSf/rXwuuvRZtbZrCQo1OxwGcTIZDh0TcBYkZqrolEPcvS1lREceSIKGSUkSVRD6BvKKieBeBEOmiAIxEn9UKhuFsNq65mQaDxYderz12LH3evMxnn4XTmXfZZQHW7TVlis/l6pkzIyyFavHiCLfgrfm55/JvuUXudLpyciCXm06cMBkMDMC4XBg+nF+HOrYREj1CdV+1Zk18S5LEJBJTeQhcKtbhoHMvIf5QAEai7OOPkZsLjuv80+XCN9/EtUA90qFD+PBDmcOR/sEHsNlYsznAxKkpX37psYQfYZWyc2dIOd/dL70ZixfnTZzInjqVN3GiVqUK4x34k/m3v7EHDzI6nfzGG5l77tF++KE2Nxcul0cxhP+lkDyaBEZfUMLR7tunnj1bcfSoevZsWK2QWIfnhBZem158WwIdCgUnkwHQ6HTGJ56IVzEIkTIKwEiU7d2LrVuFvzgAY8fir3+NX4F6pDvuwBtvMADa2jT9+wPIGzsWe/Z4rJU3YYKmb184HJq+fd3zTWW98EJOaSk6OnJKS2EyhbF/x0UX2YcMgdNpHzLEeOZMBO/Ej8pKvPEGBg/G449DqXR/RqiFuFfrO8Ow2lrxS0JIDzR8uOoPf3D16mW95Rb+B6jwf4uHBE+aDV88f2UzGo31er3JYABgMhi0//hHbMtFSGKgAIxE2cMPo7mZf3g+IYfdHr8C9Ui7duHBByF8/gAYJn3HDo/uoOZPPzWdOAGWNZ04gcJCYXljebmpshIZGabKSqMs/JMGF+1ZuUPtJHnkSHTKQUgPU1iI665reeIJ2+jRcpNJuXs332xOk6RHQsrRV7fyior4GIwQ4hPNA0airLAQDAP3qr9b9zASI6NGYdQoDByI48eZ8nJOoWh55pnW6dN9rms6edL3co9b2lOnYskSfzv06EXWPn58+/jxsNksZWWi1Spuvx1BpBXhZ4/1KA8/f5FFr3dYLLarr9b26dPlNbNmYd48cQpJQkdzLkmWz7mYBXw6RKdOJ0ySHrOCJXSs4pMo7yiOPyXW4UDUvpfAxyEhCYFawEj02e2dQZfLRdFXPM2cifJyAIzd3uIn+gpGZ/+9tWt9L/fPMn9+2Dv14bPPAjwplMTndZqfuUiYv8iz2EuX4qOPxCsoIckjwG9c+K1lLFgQy9z0VBcPIPYfTn5hoUanA6DR6TB0aDR2Qd84SQIUgJFYodBLSiK5gOXce69m0CCurQ1qNT9UzD30ChyGiXPhLC5Gaipnt3Opqca9e/3tzujGZ0lyJk3iyyOUyjppkkuj4RobubvvDm+0GyFEtWpVvIuQ2BIiwPB34mXt9vOpaCsrxd1j4LM6IQmEAjBCeqgw0mTlDRiQN3Bgw6pVpmPHkJZmrKoyKhRBXgjFnCOoogLt7YxCIYxV8y6DEFm5g6+Zgtwfn124sPmppyCTOS+4AI88gpYW0cpMSLIIUP1VP/tsQXGx7MyZguJimM0xKEx8Y5Vo7D0hoi+ev8NAq9VG+5ZrAn1KhPhEARghPVpIYRjb1sa2tvKPTdXV7k91G1+lrV8fRvEC6ejwCK48hJe7Wf3UU0xHBzt4MDZsQEaGGAUlPVHPzMOuevvtuooKV25uXUWFTJh9JDqScs7lHh7REdJzUABGCOn+Ci106wffs99rrrBed9/t77WpW7aoZ89mjx8X5giKlxAqIps2RbMgJPn12DzsWq22bv9+RPkTSMqgIinfVBQdPRrvEhASPgrACCFAd9f+1nnzbOPH849Nx45h3DjhqdQtW/IGD2Ycjt59+uQVFXm/tn38eEtZGeN0WsrKkJYmbrEJkRo+A3vS52EP0Pe4h3wC4krQ6CteY7GMRiPdJiMJjQIwQkgnrVarUql8PtU2eXLD0qW2MWNMBoNHx7zMhx5im5sBMBzHOhw+YzAA7OHDoheYSI0otbFEH17vkWMz8g3mjRgR+UZiqWDkSHE/AUGALscJLarvKNo/qNj/YJUHDqSXl6OqCgsWeMxmSUiioACMENKFQqFQKBTuS5QVFar33gPQsHIlvyT93Axg+ZdcIu96h5t1OLLuuQeAEIllzZuXP3YsnM78sWPR0BDt8pM48q5HJno0FTYR87CzCZWQU/jGxc1En5RxV7yI/mHG4GfuvgvbiBGtpaUYPBiPPw6lMtq7JiQaKAAjhPjQu3dv4QqdvmyZasUKAGxVVd7Qob2mTOH/BNDsa2ov1Y4dmDePn4gTQMqyZfKqKv7lOHIkFqUnkkGV5kjkDxp0fkql/fvjXZygiP6NJ33oFeN3lxwfplarxcyZ8S4FIeFj410AQoh0afftw9//zh08CIbJmzDBdtll7Nmz7JYtSE/X3ngjfvEL7vPPfb5Qs2gRAI1OZ3rggfrjxwFodTp8+y2GDQOAsjLMnh3D9yE+o9GYHPUYImX1x46B/x0ZDPEuS2i0Wq0orSLS/5VF8k5j/+6it8eonhI9PmHpHxWEdItawAgh/vXujUmTmKIiRq2WHT6sevttAAzAtLZi/Xp88gnT0cGwXvdxGKZh+XIAJoMBf/sbv8xoMGDEiM4ZhP71r86FCTuxJtUASMxINvrif7M+f7mJ9XNObu6zIHosF3dH9KUTEjxqASOE+DdqFEaNgs2G//kfufuIjs8/R//+nY85jgGEGX8cF1/cPGeOraTEvdaoPHBAcfAgZ7fn/eY3stparq7O9Ytf1H36KWs2OwYPFlZLrGalxCotIVFCv4IwGsGSqe3LHZ0VCQkStYARQrozcyZGjYLdjpdfBgCXC9dff/7ZH3/EVVcx/GOZzD5sWMfIkR4bUE+cmPnCCwDY//yn7sUX+XlakZeXum2bx5p0DzVphPdV0gGQWKL6fVFVnvDcjwQ6KkhyoACMEBK0mTPhcnkuLCzEnj344gukpVnvvtuyYIH3ZF/1ej3fIGYyGHDDDXX79/N5hNnjx9PLyz3yCCdKFZzqAaKL+1cvq6+PbwESkc9vLZJfR7Lmmk84yoqKeBfBh4Trr06ITxSAEULEMG4c09pq8ZkU8b33+AfunRL5PMKOAQNaS0s98ghTxSs5hPo9SqFSpaiqincREpJY311KSkpWVpYom4qxpDxrZc2dG8arYvBDTspPm/Q0FIARQkTjfV1MX7JEyFkvyBs7ln/QMn2690akUBEnsRffRg+5waDcvZv/H12ntiPBiLBdgpq8JCV1yxb17NlsZaV69mxYrfEuDkBBF0k6FIARQsTkfpnMWLw4c84c+alTeRMnwmLhFyorKtiA7Qx0oSWx59TpbKNH8/9DLo93cQiJBX8nW+WhQ8o9e+B0KvfskUgA5i4RE+cS4oECMEKIyDoHcLz+etr69QCY1lbz0qVQqwHkX3FFzh13gJ9Y9rvvgtrc5MnRLGxEqAaQZDrcU32S0IWRDDBp2r6S413wmmbNqt+61VlUVL91K3Jy4l0cv4QwjE7FJOFQAEYIiY7589mqKgZAezu2bAGgev992003cRoNAFN1NYYMCWo769dHs5QRSaYql0R0+5EGbj4lcSdUhbv9KunnI3H1O3fGuwhdaN3EuyyERIoCMEJIdNjtfMpExuXSPvkkAKdWC46TmUwACsaMgdmcunmz+ytk9fVd0tD96ldIT0dHB9LTceJETAtP4qTbO9neUxeQBEJ16NgIvkXI44tQKpWS/Wrc27s8jiLJlpkQfygAI4REE5+2Xq/XKyzlOAAAIABJREFUHjuWs3ChauVKfrHMYEBTk2rNGvd1FVVVyj17zv/91VdobUVKClpb0bdv7MpMJCnA1AVEUvzV/kWoJc+aFekWSOITDiTqf0gSFwVghJDoKyzEddfhxRfhcCAvDzJZ07x5OWVl8pqavFtvRUuL3GBI++QT5Y4dGf/8J7Zt65KGTnpDwElcBJi6IBJ5/fqJtSki8K4Ti9NGsXSpCBshfigUClG2E6WIyPsQotZUkrgoACOExMq4cQBQV2c6dapt8uSGpUud/fq5evVCRoZTp7ONGAGOkx8/Dlkszkt00zSB9JoyRXjsc+qCSLAdHR5LaDpmUbj3E4u8imydNMml0XCNjbjgAphMopRQdIkYCfibRzuSby0unwPlRSSJhQIwQkis8Zdn1erVUCrlNTU5U6agpSXto4/SPvtM1taG559HS4voO/W4PCdiVakn8Pm9pGzZIsrGPSKr/MJCjU4HPifnZ58Jy7v0gyXSkPb++zKTienVCz//DI0m3sWJSAxOPsHvwn1Nu90e9naiKkBmF4+gi2IwkigoACOExIFWqxUawRqWLlUeO5a2cWNn/bi6OgbdDuk6LVnuday8CRM0ffsC0PTtC70+wi0rqqr4Y4z/v16vNxkMAEwGA269FeemY1YeOpS6eTPfD9YzMQyJvkC/zbq6GBYkHMLRm7FgQXxLEgafXRAlEoMFwB8w0i8nIe4oACOExFPDypUAbCNG1G/a1PLUU8jLg9Eowh3u3r0xdSo++ghubV90hU4UQvcnprq6M9+GzQazOewN8pEVW1WVtm4dnE6FWy57PgbzXP/kSf6BoqpKQYnvQxdht8MkuD+SvmRJvIsQlIT4qAM0fNEYMJKgKAAjhMQHf9XMKy4WlrRMny7CHe7XXgOA+nqsXIm33grcd4WGDUhc/fffn2+kuuIKYXne2LHKiorgt+PU6eBwKI4eBcelL1smP3VKuXt3l1wv51ZzFhW5evfmsrPTNm5M++gj5Y4dKTt2KL/+2ntlEkB4v6yOjo6mpqZolCeW1M8+W1BczJw9W1BcHMldg9hI3OjF4xijMzlJLGy8C0AI6bm0Wi2n1wPImj27qaxMWVGB3/42oi0qleA4PP44AM5ux5YtOb/9bcOKFcjI4FMCgK7TCci7kYqtqkpbv97mFr0HpjhyJH3VKmefPmCY1gcfTNm92zZ6tM81nTpdy7RpKbt2dZSUAEjJzQVgu+aaCIpPfEvWX6Lql7/sqK1VGgyOIUOQmhrv4gQrJSXFxc8aEoEYh3Meu0vcYJL0QNQCRgiJk9xcPuGhRqdTvfcegKy776799tvwN/jss3A4OKfToVZz55Y5ioqQkcE/5u+Ysl49yrpUBPkGNCIBPqtT+VdcwWfOSFuzRv3YY8EMF1QeOJD+1lvs998rvv3WPmQIAD64CkBYoaOkpNuViT8BQqxkjb4AYOrUhqVLbdde27B0qXDySWhBdvOLUvwT+CgK0MeBECmjAIwQEidnzkC44drerunbl3U4cseNQ3l5OFtTKPDyy3zcJbdYnOdGkanef1/56afu/cdSt23ztw2j0eh4/fXOK/qOHTh6VFjuTlgYTjlJKLwrVfUHD/INYtZ77rEsWoS0tMBbkBsM7JEjjMMBwNG/v23UKMjlwew6d9KkkHo5Ep/cfy/eP6Ik1nBu0vkeIqrxT4Bp5bRaLZ2TSSKiLoiEkPgpLoZSCZsNHMfnWpCbzZg/Hw8+GGQt2TeWRXo6ZDI+wFP/3//V//KXyMlRHjigOHiQPX48vby8o7jYMWyY8Aqj0Zg1b17+l1/KTab8sWONH3ygXbUKAwZg2DCPizrdZ5UCn5kzfHLqdG333++86CLFkSMhzSGmqKhIKyoKvpcj8SeManGi/8rcowLvp2JcmGBotdqGhoZu14HXtxnttyN0HfdZHoq4SOKiFjBCSPxUVJhOnADLOt3CLa66GldfDYsltE3Z7fjiCwCQyexXXCE3mzub12Qyy8yZUKu1Wm3urbe2lpY6BgywDxuWunOnxwaaZs2q37rVqdE0P/10r2eecX7xhWPJkqbnn+/MwncO9XiJMVE+546SkuCjr/wxYzQXXgiXK23NGvWf/hSDSRFID5EEJw2P7ohRDYECRF8e61CeW5JwKAAjhMSTVqs1nTxZr9c7Lr+cX+K4/HLjp59Crfax9tSpvrei12P7dsybB5kMDKP4z3+EqZwbFyyw3XST0J6m1WptV1+dNXcu3w7mEVwBqN+5s338+Ma33uooKbHedVfr9OlQKj3W6SF9qKQjmHqViLN11W/bZjp1CjKZ9Z57LK+91m0vR0JCkuhnj5jNaB9449TzkCQ0CsAIIXGmXblS27ev4r//5f+Unz6d9eSTPq+p3LJlvoOfwkJ88QVOnODryi1PPeXs359/ptcTT6CmBsJF+uOP09av5+Ry9scfW++91zu4Eljmzw/cZkJhWCx1W88TfbYu06lTlvnzPRYmyuRORMok1XeOLwn/v91uD+m1MR735a8MsWyUI0QsFIARQuJt5kyMGQOZjAEAtN51l+rDDwHw0yh3uvlmLisLgGbQIPz8s4/gZ+5c4zffODUak17f8vjjzgsu6FyeliZkgjYajbV9+1rKyhwDBlhvuy3ylg3q8SIF/CTL/P/dztYVYV4N1YoVkbycBCNZf1Ye70tqcUJHR4dCoQh+/WhHX91uX+KfJyGBUQBGCJGATZvgcEClYlSqjDfegMOhGTjQPnNm5zW1ttaxbRvfq5BpadGem9vUexbO+p07+Yz2DatWAYBMZjp2DEIwdq6dxDJ/vndN2js9PZEUfxUyp05nGz3aqdM5BgzoNndL2vr14e09a968/LFj+Rwt6C5dASEBpqhKglAh7tGXdzH4dkX3Bj1CpIwCMEKINLzyCrKyuLY2cBwAtLayNTV5Y8cajx+3PvTQmX37TAYDA8Dlwo03Ctdd76zWqhUr8vv356eKgsuVc/PNfOQmtJNkP/po/pgx3jXpAOnpvblHa3Sxj43An3NHSYmiqirASLDULVvUs2ezx4+rZ88OI6+GkKOlfutW5OSE+nJCvCXoqSPaTZQhbd/nSLBkbUQlyYQCMEKIZFx0ESOXMwwDAHI5XC62pkb90kupmzZlT5+uLSjgExv6q7VkLF6cN3Gi/NQp7pJL6rdvB+AcPLjluef4roacUsm3k5xdvLh+2zb3mrTywIH08nJ/aTl84qM1uuEqEUJ0nbZunay21uc67ePH871PLWVlYfc+rfdKnknElZWVFe8iiMZ9rqr4liRIoY4Bizvh9OtxBqYTMpE+CsAIIdIwcyZ27cIVV8DpZH7/eyY9nWEYOBxpq1fD6VTu3o133uFH+PiszWTNnt3y6KPmDRucF15o3rDBOWCAyWBoeuEF2+jRfLc0vvNhR0kJv757Tdo2YgSfnr61tDRAWg6ev2iNLvnRFqAW69TpnEVFMouFy85O27AhwEgw77wa0SBiSkaS0DzyQ0iQ9EvoD51ySUKjAIwQIiV79wLA8uU4exaXXtrZGsb73/+F/3qtat26jAULAJg3bhQW8uGWe5KG9PJyf1sIcp6oANEaVQiiLXAMZr31Vj4GU+7d2202jqjyTsmYV1QUl5IklpSUlHgXIdakdtKwBdcFIO6k9rkREioKwAghUvXxxwCECMzBsjh4UKhYC3XxXqWlmqFD0dKSMX8+TCaPbbBVVUKSBtvo0aqVK0UpWvCz+pKYcep0LdOm8V90t9k4IsEnevHJX0pG1uGIXnkIiVAiNoJp3cS7LISEjAIwQohUFRbCbufT0zMAW1cHo9G7Yt1YXm799a/51B0FEyfiXI5EAGxVlZBaI+Xrr2OQxY7uy0Zbt5UtoZdp9ARIRu8e7fPHan5hIZ8SRqPT4cUXo102QhJa8NN/RbskhEQVBWCEEGlzOPjcG3C5MGWK+zPCNVjx9dd8b0Cmvb1zZUB54EDWyy8Lg7Uoi13SiOSed4RdAYVEL3kTJ8Ji8beaexBYr9ebDAYAJoMBc+ZEsvfkRlXq+BL6f8bxLhLdwCI9BwVghJBEcC6s8pa6ZQur17sKCpCSUv/JJygokNXXKw8cUBw86OrVS9bY2HrffcJgLRGz2PmbN4zqEFIWoCtgMHM0uyd6gVrtb7X0JUv4Bzn33ssfJ3wMlgTyxo6NdxFI1PmY6V5KApSNeiSSREEBGCEkgfUqLc2eMQN2u8xgaJ4xQ3H8OABFVZWQKuPs/PndJjYMT4CBQFKuuySNwNWs1M2bPZZ06QpYVubxrKy+PsAczR6jTdwTvfgk9FFUfvVVSPPLSVz29OlRmq+8x1aaJfXGFQpFHPfuc0YvnwJ8aHzoKKlPlRCfKAAjhCQw+f79pmPHwLJtjz5qv/JK9tix9PJy+alTfAqElunTlXv2iJ4TnM9Er9yzx+e8YZllZaAYLCYC3O1WrVnjucg9Du/ajJO6ZUv2zJkeczT7G+IfuG6XNW9e70sukZtMmr59NYWFADLmzk2fNy/I+eWkLP+KK1I//hh8BPvdd/EuTgJLlPnBJN4O5s79k5T4p0oIjwIwQkgCU9TVAUBaWtOsWbbRox3DhrWWljovvNA2erTcZFLu3q08dCht3bpYJiVXrV3LPzD60bne0aMxK1JyE+pbfKStWr0675ZblNu25UyZgpYWYbX66urzY7FGjRKWyw0GV1ZW+403cpmZlpdeCmaO5gA1vKZZswA4NZqOceOQmQkAKSmtDzwQpWbYmMm94w75mTP8Y8fQodDp4lueRBf7nnISD6Uin0mZOh+SxEIBGCEkMWVmQibj+PvxLS2aoUNhMnWUlKRu3txRUsL3D5SZzfKff5aZzcqKChFjML5/Y/uECR5TgWXPmNG7qIixWHoPHw4+MvSlMwzbtEms8hAeP/tW2+TJrpwcAA1LlyIjQ3iWH+LlPRZLyFvYsHIl5HKFQpGVlRVeTS57xozew4czFousubmxrMxUWYnMTNOPP0KjCf9dScOZDz9sWL8ecjnXq5f1zjuDCVODR/Xm2AgvBotB5OZzF+Htl44lkigoACOEJKbmZrhcDF+lzsgwVVZCo0lfsiTj5ZcBqFascOp07bfd1jZ5su3aa23XXCP6xFDeU4GdXbiQcTg4tbr20CEUFPh7Id+D0XrwIBYsSIKeaVKgtdv52beyXnpJo9Mpt20DH5m7DetKW78+wD3yjpKS3Nzc4MfA+NzO2YULaw8d4tTqjuJi/gAwRWfEVFzYRoww6fWt06d7T0FOEoVnO7wXpa9vNl6tZwnUB5KQUFEARghJHFOnei5xuXCumqtavTpz3jy2pkYzdCj7/feawkJYLB0lJTGYGApuOR6YhgaMGxdgTSFBiPGuu6giK47Cwtzbb3fqdE1/+YvJYLCNGQM+Mv/tbwFo9+3TlpWpTp7EY4/BavUe2SVu56XaI0e8U4AkDdGnIKcmi9jw+JwTIrahXoUkiVEARghJHOeGV3nLmjcv/eWX0d4Ol8uZlwe7HU5ngEThomuoqGj5y18ANHzwAT7/vNv1+Yqs9OtACSRn0iT+QcPKlXxXw84K3K9/jUWLMHgwFi1y7zvnM8dGhLT33KPp3x82m6Z/f5w+LeKWCUk+AeJACr1IcqMAjBCSCG6+GWo1rFao1dDr3Z/JWLAAgG34cNttt4FlwbLy6mq+ZUyj02H3bn61KKXP5skNhpzi4oyXXgKQc+edePPN4F9LMZiIhIDKR2RVXi76vnzs+quvmNZWAKbqavTpI+4ekw9VsmPJ+9MOcPLJmj07qoXptgmOTowkuVEARghJBJs2wWJBWhosFhQWCouNRmPGokWpmze3jx9vKSuDTFa/e3fDBx8gNRWASa/H6NH8mlGdjsmp09Xr9Y1r14Lv+fboo92+xL2XGlU1xBWzar2/VPWESFPwB6pq3bpQNy7WeYx+U6QnoACMEJI43LKKA8Bjj2mvuQZWa/a0admPPNJ7+HA4nXm33mrr37/xnXdMBgOfeINPesEeP+5z2i4RdZSUeCfZ88fHRFUkCSgUkMkYQKvT+Ut0KfrEdAmKathS4B01af/4R83QoUJq2djsNPhnCUkOFIARQhJWTQ34S7XTKbNYanftEjIQuifeEJJeSCR7m2r16pwpU+Q1Ne4TVVGdI0nY7UY+CHe5cPPNPldRJFFqRJJwvBuXPE8+H35oqqwUUsuGtOVoFI+QpBRpAPbqq6+++uqrLpcr8Gp6vf7VV19dvnx5hLsjhJDzNm3qKC7mHyoPHEBTU+2RI/7WFT17W9jaJk9uWLrU2a+fx0RVJDlotVr4uSbKDQY+Xb5y9+5YTg4uQVTJlhSPGEyr1fKpZfOuvTba+/J+lu5GkZ6AjfD1Tz/9NIDHH39cJgsUy5nN5qefflqn0913330R7pEQQgQNq1YB0PTvbzp2LN5lCU3DypXxLgKJNadO59TpGKfTdm5oYs9E0VfcabVajzino6PDex48trpa3P1ScJU0jEYj/ZAjEYsuiE6nc8eOHQDqqeM7IUQ8wrXcVF3N50IkRPr8TUyXKMdw7rl0/+GhSptk2e124XH+ZZfxExtqdDocPRpJ4GR0I0Ipu9tXtHdBePRDjlA4LWB5eXkeS3r37s0wjL/1rVZrW1sbAJ1OF8buImGxWN599919+/adPXs2Nze3uLj47rvvVqlUMS4GIUR0Hhda1apVLY8/Hq/CEBI5iR/DeUVF5pMnASgqKuJdFiIC70Ywd2xdndFo1Oh0wScWkgJ/UQE11xCpCacF7IwbfklDQ8MZ//joC8Bjjz0mWsGDK+cTTzyxadMms9nMsmxtbe1HH3301FNPtXgkUiOEJBr3eoP62WcLiotlZ84UFBfDbI5jqSJE9257rDgew+lLlgS5Jutw5I8ZoykshMulKSxETU0Yu6NKsETwZxvvr8NmswknIq1W6x59hXOC+uijSIpHSBILpwVszpw5wuMXX3wRwPPPPx94DJhCobjqqquuv/76MHYXtrfeestsNvfr1+/JJ5/s06dPTU3NvHnzTp8+vWLFiumSGY5PCImQZe5cAAUjR9Yl/o35M2fOeA/DIEkvjsewasWK1qlTA6+TX1godzoByI8dM82Zo/nrX01dJ0MPBoVekiJ8HT7bwYTwLHArmT+dzU1lZfjmG/zmN5EUL3J8YejwI1ITTgD2wgsvCI/5AOwvf/kLy0aaz0NcFotl3759SqVy1qxZvXv3BnDRRRc9++yzjz/++M6dO6dOnaqUQDZqQkgY+AqB6r332u66S1hYt39//EokJvdhGCQpsVVVjsGDvZeHfQz722BgWfPmpXz5pdxkyh871tGnT2PXNMV5EyeaN2zgH9fr9QCE3mimhx4KdV9U/U1c/HcXahhmefXVrL/9jbnwQkyciFdeCTXda3g9BqmfIUkgkSbhmDZt2rRp0wIMAIuXXbt2OZ3OSy+9lI++eP369evXr19bW9v+ZKmrEdKzfPQRAK1Wm3fNNVl//nP09pM1e3b0Nk56ggAV1tRt28TdF79BZYitZ02zZtVv3erUaOq3bk3Zvt3jWfY///FYYjIY8oqKwige1YklyP34DDBuKryNq599NmPRInAcd/q08aWXwptsI9S9B1ifUtsTCYo0AHvzzTfffPNNuVweeDWz2fyb3/yGz1kfG0eOHAEwfPhwj+VXXHEFgMOHD8esJIQQ0fzpTwCan3uOPXECQN4tt8BiicZ+VOvWRWOzwaAuiElMeeBAr0ceYY8fTy8vh80mygbTy8v5Dar/+McwtsCp1Zq+feFwaIqKoNcDyC8p0Vx4IThOc+GFqK4GkDd2LB96sQ5H5GUmUhBk30IhdAm+O6LRaLTMnVtXUeHKzTX9+CO80rYFz2ffyABloFCfJJBYpKEH8NVXX3388cdvv/12bHYHoLGxEcAFF1zgsZz/fZ49ezZmJSGEiGDJEkycyJ0+zSmVGXPn8svY//4XW7eKu59epaWaoUPR0qIZOhQmk7gbJz2Hz7qgbcQIuV7vGDCgtbQUYnSDt40Y0VpaCpeL/eknudGonj2bDfH2ovnTT00nToBlW/73f1FYCKBh7dqG994D0PDee+jbFwBbVcU6HOeTkrt1/e0W1YmTSUjfZiTdwrXnCEvcQy+jL91uMOzCEBINIgzccjgcCxcu3L59+/Hjx/2t8OOPPyK2d3YtFguA9PR0j+UZGRnCs4SQhLF+Pb75BgBSU01ffaW58koATf/v/yk1Gkdtber27W2hVAoDaCwvB6AZPNhUWSnKBknP5F0jzFi8OPXLL+WnTqX++98tkydDrRZrX4qqKnlVFYC0VaucaWktl10W0suVBw40P/ec4rvv0svLW++7j58tunHtWtvo0flXXCGvrXVf2cGyeO+9ILdMtV4pS7JvJ/DboeFhRGoiDcCcTueECRO2bNkSzMqzZs2KcHfB40OsDK+exwECsEOHDpWWlnovz8jIaGtrMydyeutERB94fDU0NMS7CF2tWAEgt6jIdOyY3GBASoqrVy+ZxWK7+uqU3btVK1aIFYDxTFVVIm4tJHa7XXIffg9jtVqtVqvom2159NGWRx/Nu+UWIbmFWOo//xyAprDQPY4KvoXNNmKEbcSIjDfeaHW7AvKzRVvKy1O++ir9H/8QlrMOR5A5PxQKRRin8Sh9+CQwhUIRIP0PfzchyHvogTcV5BY8jhy73d7t3gMcbPxrE6JSkRCFTGLNzc3Nzc1hvJA/5kM68iPtgvjJJ5/w0ZdOp/vDH/4wceJEfvnNN988bdq0yZMn9+nTh1/y7rvv/ulPf4pwd8HjOC7As5RnjJDoidLvy263m6qr84YNy7/hBnR0yEwm6+jR6lmz1M88w9bU5P361wHGg+WdOzVJmUKh4CsKdIJKYuaNG6O0ZZNe31paGnb/xhZfs7PYRoxwarXOgQPdF+aNHYt33gm7nESaesLoUzq1EumItAVsyZIlAIqKig4cOJCbmwvg/vvvX758+ZVXXslnq3e5XI8//vjrr7++cuXKu+66K2b5ErOzs61Wa2trq8dyfhbmXr16eb9EpVJdfPHF3stPnTolk8mklmc/iTn5CWe6y+xCosHpdPI3LyI54O12O8uyVqtV1dzMFRSIVTb+2sk2NnJpafx5JH/8eEffvpaXX868//6mZ54J0KfLO6Wb1KSlpQEQ7v0LFQV+OYkBjuP4k49MJgs8s2Uw4lXV8xlHRSJ91ix+ErAuC9evb73nngBhXnjHrcPhEOXDJ8GzWq38l+XoLsNK8BeFCA9+7x3x15Twtub+WuGBcKaVzgnW5XK5XC6qasaFcPKXy+XhxSkulwtASK+N9Juurq4G8MADD/DRF4Cbbrpp+fLlFefy4cpksoULF1ZUVGzatGnr1q3jxo2LcI9Bys7ONhqN3gEYv8RnADZo0KCVK1d6Lx8zZkxqamp2dnY0ykm8WSwWhmGysrLiXZCeyGKx8NfOrKyssKtB/K9Pq9U27NqVM2kS3nkH998fedkyRo6U19QAYKxWpKXBagXAnjjRUVLSq709bf16W3Gx96vyS0rkP/3Ep3QzffUV+vePvCSiEwYneHS+okELsWSz2ZqamgCkpKR4jx8OSVLlvE5LQ0uLx7LW554LEH2Ffdw2NDRE/uGTkAh1m4aGhgC9B0P6TiPsROpd3bJareHVwfwN/XLfmvBrje/51mq1trW1UVUzLoQGG5VKlZKSEsYWbDYbQrxzHel9ptOnTwMY6NY/4Ze//CWAY8eOCUsYhuE7Hy7vOs9jVPEHsfdVsLa2Fr5+3oQQsRiNRrnBgO3bc1pasH27feFCUbbpEub0S03l3GoJfHK2tDVr1A89BK8Lf/2uXaZTp8AwplOnpBl94dyZymetPfg0X4SITm4wIDPTY6HJYMBVV8WlPCRewjj/5HnNAyTKrkNNfujvvAqvpPbe26QTL4meSAMw72jvggsuSE1N1ev17q1Pl156KYBdu3ZFuLvgXXLJJfA139d///tfAMOGDYtZSQjpabRabcHIkbjuOlRU4PnnFUYjSkoimrBr5MhepaWK778HwwCwzJnjchvk6dJoAFjvucfy1lvw05/EdPp0+HuPCZ93apv++lePdag2QGLJqdNxFkvj2rX8T89kMJgMhsAvoWbbhON+VlH6b9gM/vzDZ5Bn6+rCKIzP4ydvxAjvXXvkqQ9pg0HOaUYHM4meSAMwPseGewJ6mUx20UUXcRzHhzo8vsufKYaT6pSUlMjl8sOHD7snPDSZTD/88INKpRo1alTMSkJIz1Vejl27UFSEXbsiSrp98GBjebmpshIqVcMHHyi//945erRJrwfg0mrrDhwwGQyW+fNFK3aI8oYODfu1/AWen+XW+ynVihXeyykGIxFSVlSwQef5ZNvasu69FxwHvrV527ZoFo1ITurmzT5PUIFkZkImA3/A7NsX/Ov8BTysyQRfEWAwMaG/FYIMrigGI1ESaQA2ZMgQAOXl5WfOnBEWDho0CMDmzZuFJfw8YPn5+RHuLnhqtfqqq66yWq2vvvpqW1sbAIvF8vLLL3Mc96tf/SrAPR5CiMj27g3/tUVFwoU8Y86c+q++Uu7bl7JjB/vTT+rnnjNVV0cy16dY2AgmducrB6zDAbeKQu/evbWvv+4YMkRuMuWPHQuvrPTUFCZxEq+0qdasSQ0ijsovLOT798odDtPbb4PvfDhmTICXSPyNE58CNwdlPvww63DkXXON+8JuTkHNzXC5EGJvVd8Hj1p9fgbwc2d7oe3LvREsjLNit21o1CORRE+kARg/uOv06dNXXHHFX/7yF37h2LFjAbzxxhuVlZUA2traysrKAAwYMCDC3YXkoYceys3NPXz48OTJkx977LE//OEPNTU1hYWFv//972NZDEJI+E6eFC7kqo0bATj79bMPGsRlZFhvuSWMXNviyu/X73zl4OuvA6+s8jV9rVDH1eh0eP11fmFtba3xj3+s37rVqdHUb92KnBxdOgysAAAgAElEQVSxC056qNQtW7JLS1N27Upbuzb9jTdgswVYuV6v5zscmgwG3HADdT5MYu7fnfBYtXp1fmGh3OEAwJ44Abfp4ILR7QHjwXdsY7GcPwhHjoT/w8xfNOW9MPggyiPAEx5EGIZRFEcQeQB2zTXX3H777QD0ev1fzw1XuOuuu9RqdWNj42WXXTZkyBCtVrt161YA06ZNi3B3IcnNzV2wYMFNN92UnZ1tMBjy8/N/+9vfzp8/X6VSxbIYhJAItd13X0FxsezMmdw77rCOHm2/8sqmOXNs11yDeM9VUF9Tc75y0PUOsTef/Qm71HH/+EfPZ3fuDLBBuopLmTSjEfsll7Q98ICjXz9bcXHrtGnB3MIItRpNkobHDASaV1/Ft9/yp52YHd787twPwsjPex6F99me5rMYHkvCLok0Tw4kxiJNQ88wzJo1a1577bUNGzYcOHCAX5ibm/vWW2/dc889Tqfz+++/5xdOmjTpzjvvjHB3oVKr1Y888sgjjzwS4/0SQkSkevtto9FYMHLkmQ8/TN+wwZWTw7S0wOmMewDGa+1u5qWMxYtTv/xSfupU3sSJ5nfe8R4OF3Yd170GQBd10i2nTufU6VqeeKKjpETcLdPhlwTsdrv7AI16vR6ARqczGQz8//xyIQbzl+SdF2SiizAE3m943Evrsf0A70LcFPa2gC3SJMmIMN2hUql86qmnvvnmG34GFd6kSZP279//8MMPX3/99VOmTFmzZs3atWtpdkVCSHi0Wm3d/v1OnY794QenTsdlZAQZfYU8fDx0qmXLAq/Q8uij5g0bnBdeaN6wIaJkJAFRtnqpkWxMQtEX8UmhUPAP3L/Q8030AUV+8onXURT4zBnkmxLl3EvpCXoUMafc9jh0Lr/88n/+858ibp8Q0pNp9+1r+/hj9ujR9IYGl0KhevvtxvLybsMw1uHIGzHCfK59XlzZM2ak7NzJtLf3Hj689vPPUVAQYGXzxo3RKIM3j3oAVY7jKHqNAIREQ/CNMN7NUN6nmiDbkYLBb8pfI1Xg4vlMYe9vy0Fuv9udRigarXxEUqhJihCSGIxXXWUpK3MMG9awdKly//6U3bsDR19CfgvWZML990ejSExbG2OzAWBsNj5ZiARRAECiiqqJyUS4kx7q1xp8VvfwDpiQmpiM/qe2d19BxD16vEqUgWp06k5uFIARQhKAZcEC/oFywwaNTiczGtHcrBkyBP5nF3TceKPwWPPvfyMKCes7ZyfLzDRVVkKjEX37YqELeRxRfEISVOBDN4wITXiJ9pywyxBq2bRdBVfkiIieLIQkmdC6IC5atCjC/T322GMRboEQ0tMYjca8FSschYWZ//iH3GoF4EpJkSmVpu++8/eS/Msuk5vNwp9RzeRmCnpO2ziiDi1xRDezSYIKcOiKdUrpdiNCGdz7Cna7d5+J9bvdqc/uiGGLccZIklhCC8D+6JUlOVQUgBFCQvPKK3nr18tPncq54w5hmayjw3TddYFe1dh4/nFGRrTKllAoBiOioyOqx4pN9OXzJe49DMU6Aj0CNhHvmER44qXzdrKiLoiEEEkz/v73LdOmMWfPeizXfPEFfvjB36vq9fo2ftxXdjZaWzVDhwborNhzUDtMvFAViiSo4KfGig0h7orqb0rczophjAqjlLZJL7QAjItYlN4GISSJtY8fb7/qKvDzWLCso7AQgOn0aQwcGOBVqnXrAJgqK5GRIfExWrFEF3USudTNm0FRZY8R3y/aX1rX2JzKRAnDOmdD+dOfQtpvhDslEkctYIQQSeOvQ2c+/NB06hQUiqa5c+UtLYHHdPUqLdUUFqK5GfwsotFJgZi4KAaLi2SqUanWrOEf0LHUQ8T96PUe0xWzdBqR74t1OABgxYrAqwlzAPDNX8LbDHu/RMooACOEJAxnnz5Zc+YwFkvv4cNRV5dxLjWih8bycpNej8xM8Ok3nnkmtsUMR9bs2bHcndFNLPdLEp1q9eqcKVPkNTU5U6agpSXexSGx0+2sX1HlfqaK1+krjLcszIai0enQ1IS8PPi/e+gxmy6dnJMbBWCEkASQumVLTmkpHA5OpYJSWbt3LwoKVKtWBXiJqaoqqskPxcV3mCRE4tomT25YutTZr1/D0qXIyKDb8yQGPBqghD+jdPgFiHxC3WO9Xs9fhkwGA5eZaTxyBDqdx754Z8+etdlsQlTpr82NorKkQQEYISQBtI8f3/Lww1xenlOns06YkH/TTQXFxbIzZwqKi+GWbj4R9Sot1QwdipYWyhSS9JImXGlYuZJy6/dAMZ5KS9hpSMslqDMGq6qC/yFtwaPfXXKgAIwQkhhsI0aYP/usfcIE+c8/yw2GuooKV25uXUUF8vIyy8riXbrwdc7mTJlCSGKprY13CUg8GbuKd3FiJ/LAz+MT89e+F6W9E4mgAIwQInXCJUe1enVaebny66/R3KwZMqTus886l69dG7/SiSOOszn3qMoTEUvLiy9SXZAIeloYFjmPjys7O1upVAbzm6LG5+RAARghJAHwNwU7rrvOsnixc/BgqFSmI0eg0WTPmNF7+HAhLUe8i0lI8pMbDMrdu9M2bsT27XA6410cEgfBBwCJGJjRnQUSA2y8C0AIIcFy6nROna7phRc6Skr4JWcXLgTQ+5JLag8dimvRCAlKEty9Tvvoo9Qvv5RZLPZnnlF8/jnU6niXiMSav8m4/B3b3st7eJAT4dt3//x7+CeZuKgFjBCSMPgrjRB9CWqPHIlHcQjpiVoefdS8YYOjXz/zhg0UfZGQxD6HRzRIp/xJcEOnx6IAjBBCCCGhMW/cKJ1qKIkXiQdUgYOT8EIXUTpVihg1SfbDJ4FRF0RCCCEkdpLmpjV1fyIC7yPB50Hukf0vSoURjkyfpYpkv6H+cv311RSLx9uhn2QCoRYwQkgiCfXqIquvj1JJCCGE+BPkuToakUmQadzDjlWCfGHg5PKivHH+bo6wKY8/iZRRAEYISSpZs2e7/6moqqIYjBBCYk/bFbziED5UcP9fWO4RSPiMK9wX+nxWzDdzDh/kBO576e+pKMVg/iI9isSkjLogEkISTOAeXKp165rKygDIDQb5yZNyg4GtrEz5+uuGVatiWEZCCCFdCIEB/4APY9x7zXWbRDHw/MUBtiAW756NPq9Hse8KSJ0PEw61gJHkRzeBeohepaWaoUPR0qIZOBAmk1OncxYVySwWLjtbuWMHTVjkD122Y4zOSITAK5jxbsZxf8qb9wYDhGdR5bGj1M2bu13Zo6eG6GUQFtLZRrIoACPJj+qXPURjebmpshIZGbarr4ZGA8Cp06WtX581cyZcLk2/fvjppwAvp56KhBASR5HkVHQfBxX7i757B0vVmjVarRavvYbaWn/rq9at4x90O2SLIqhkRQEYISTx+Lu+qlavtv3yl/KampwpU9DSAqD+889Nej3kctPJk/jFLwJsU1FV5f5nXlGReOWVLro9EXv0mRMSJO/BYP7W4R/H8cel1WqxZAluvjmlpgYTJ2LRIhw54iMGu+MO7SWXoKVFM3QoTCaPJ8WasVr4TKgRTLIoACOEJAlZfb1q0SIOcPbr17B0KTIyhKdMen2AF8oNBuXu3fz/fE/FvKIi1uGIeokJSXBUtyNRFVI+ifjf2pg6FUol2tpQVQWDAQ88gLfe8uz9/uGHMJuZzExTZSXfUwOA0Wg8e/YsxH4LQgwm4jaJWCgAI4QkCUVVFavXp3z5ZcPKlSG9kGluto0e7dTpbKNHQy7PLyzkoy+NTocHHwxpU6L37I8qujATQiRO6FIYOAaL/9lMr8f772PjRlx3HRYvhkaDxx+HToddu3yMQD57NqpliaQzJ4kNCsAIIQnJ/dIiNxjyBw7sdffdAOBwaPr2RcAmL3dsVVXqtm0AOkpKAOQXFsrdL5YzZ4ZUKqFnv/TRtTmOkunDp0YwEgOBwwlJ/KD+/GdMmwanE+vWoaEBP/yAJ59EYSGuuw5yuffq3jlFbDZbNH5N9AuVJgrACCEJz6nTdTzwgOvCC/k/TQcOoLAwmBcqDxzIevll9vjx9PJy2GwAuEsuMRkMndsxGDB4cJBlOJ+D0VfPfkKSGNXwSBxJIvoCkJ6OtDQAcDpxzTWdQde4cUG+Ojs7m38g+q+JhoFJEwVghJBE5X7dbZo1q27PHrCsyWBATk4wL1ceOKA4eNDVq5essbH1vvsyysvzJk6UnzqVN3Gi6bvvQi2MkIPRvWe/ZEmlykIIIcnhwIHzt94uvhjnbuQFT6lURqnfIJ3wJYgCMEJIMsiaNy9/7FikpOSPHYuGhmBeYhsxorW01DFgQMM770CpbHn0UfOGDc4LL2QOHNAMGQJ+DNjUqSEVw9Q1laI00cWYEEJElp8PuZwDOAAZGVAq410gImlsvAtACCEiaJo1C7Nm5f/P/9Rv3epvnbyiIvPJkx4LW6ZPd//TvHEj/0Cj05lCv4VJSA9EIT1JLO5p60VLYV9YCLm8M9+G2YyKCtx2W0QbJEmNWsAIIQnM45JZv3NngJW9M8sHmOwrWaMvqisTQnoyj4hLtF5/JSWw2zsfd3Tg73/3kfyQkHMoACOEJL/8wkKNTge+V+Fbb/EL8wYPZh2OHjLhMiHRQ0P8SQLxl6Ld6CbkjX78MT7/nDv3Fwdgzx5MmQKrNcLSkmRFXRAJIYktmBRP9Xo9uvYqFNLNsw4HPvwQd9wR7XL6JKuvd+Xnx2XXRIJSN29uv+mmeJdCZEajsdsWhmDWIURcAS4c3k91c3wOH45Nm7os4Ti8/HJnXkRCvFALGCGkpzgfff3iF+6TfWlmzMDf/x6XIqV+8UUsd0d1XInwV/NTrVmTunlzjAsTbUEeddSMRmIppOOt+2P40CE0NHjO9zVzJrWAEX8oACOEJLwga3iy+noAcoOB8e6aH/PIRG4wKHfvTtmxQ7l7d2yGClD0JRE+a36q1atzpkyR19RkP/UUWlpiX6poo/iKSIf4R+Ovf40nn+TYrt3KVq3Ct9+KvCOSLCgAI4T0FIqqKgBOna7u1CmX7PzZz6nT4dZbw9hg+pIlYRdGbjIpKiuZlhZFZWUMAjCKviSubfLk9jFj5A0NsFpzZsxIvhgsmCOwo6MjBiUhJCouuMB52WU4d2XpTEZPJ17iBwVghJDkxzc38f/D6cyeMUPmcgndRewjRwY5d7MHPgBjw5r7i5+FzHbNNa2lpdGeMYaiL+kIcOvdMXiwIyUFHR1obu45kwiFmfOAkJgIIUdiYWHb7bfDvRFs2TLodFEqGEl0FID1FHSFIz2ZU6ezjR7N/9/r4YdTv/wSDCO0O6V+/HGoHUX4eZ9ltbX5Y8emeoy9DoXHLGSkx0rdskX9xBNsfT0A5e7dOHs23iUiJDlFqzq0Z0/6u++ez0QP4LHH0NCA2tqo7I4kOArAegr+Fg6FYaQn6ygpAdBYXm6qrERGhslgsBcX809pfvvb7PvvD35T7TfcwFVXQy535uSwJ0+ml5fDZotGmUkPkbZunfzHHzv/4LjeJSWoq4triQhJbD4rPOHVgoJ51Rmz2cVxUCjOLzKbMWECbr45jD2SpEcBWM9CPZFIsgr12DZVVQE48+GHJoMBcrmpujp1x45gXsh3O7SNGME6HA67HRkZjkGDYtCNMBJ050X6GsvLTQYDUlMBgGXbfv97ZGfHu1BRR0cmiQahX2uoBxifqMl7a92/cs+e3EOHWKOxy4Belwv79uHQITzzDE3KTDxQAEYI6fEYRtO/P2w2Tf/+OH068LqqFSuEaZ1Zh0P5zTecQhF281d448dCRXdeEkXLk0+aDAYuK4txOKQc0hMiWR7xUkgxmKLrCZk/cwY1DOyCC3DwIHPmjHsLGHfuH155BW++GXwxSE9AARghJEmEEWbwQ7ngdDqLiqBUmqqr0adP4JXlJlOX82Zrq2r16rBz1qVu2xbeC0kiClAXVB44kF5enrZuXe9hw5iWFtXy5ekLFyZ3v1Zq/iKiC7vboUeiptD2qtfj9ddRUQGnEy6X9/McgCeegMUS2mZji36PMUYBGCGk53JlZXFZWWAYLivL9N//Bl65adas+q1bnRpN44YNzS+8wC/k8vIsc+dCrQ5113yFmz1+nMaPEZzLimm9/fbG5cu5zExXTg5UKvaHH2LTRioRmWVlTU1N8S4FSVQBQgjjOf5WcE/UxCfIldXXBxuT/PwzGhvBsuA4v8Gbw4G77pLy9BJarVZ4vxSMxQAFYISQ5BFqI1jLo4+aN2xwXHqpecOGYIKo1M2b63fu5B87Lr20+YUXzv7jH8IFOyR8hdsxYEAMxo/R1TRR8FkxW/74R1dBAYDUbduStY3U92zUa9fGviSECPhETTxFVRVbVRXUyXPUKEyYAKcTDBPoZL5zJ3yNMZMg6rUeAxSAEUKSShhXDvPGjQAyy8q6XVO1Zg3OxU7tEya0lpZ2jBkTRiEF3aahz7v22ki2TxIOf3QhNZU9dSrl889TN25Mf/NNibeRhvqj867UZs+Y0Xv4cMZi6T18OEwm8YpGegoRbzMJ3RHTly0LqjuiXo+vv+bq68FxsFoBgGF8rNa3bxh9JWKJ4q5YogCMEJJsQpg68xxlRUXgu++q1atzpkyR19TkTJnCdyOJzRRebHV1DPZCYiCkCqL8xAnLSy913HJL+y23tD78cNIk5OC7gaVu3uyx/OzChbWHDnFqde2hQ9Bo4lI2QnhOnQ4pKYrDhxm7PX3ZMuPJk938eN98E4sXnx/9xbJdpmMWHD+eKC1gJAYoACOEJKfgY7DsGTNy7r238+671+RLeUVFANomT25YutTZr1/D0qXIyBC5rL7kX3YZn2tRo9Ph6NEY7JFIAZ/rhamvzx87tuXuu6U/VXeQPzT3ETh8S7K3sz/8kJWVJVrJCAmXbcQIy7x5jgEDrL/5DX/743wM5j1hSb9+6Nev87FCAbnclZMDALLzdWyOfypB7qRQr/UYoACMEJK0gqkapm7ZwmVk2C+5BCxbu3s3Cgo8VmAdDuFxw8qVIhfRv/rDh00GAwCTwYBhwyLZFHUsSSCdiWEALisrjLGF0nQ+9PJqSSYkQoGza0SiZfr0lL173XeEo0fx1FPn/+TdcAOefNLZv79Lo0FqKhwOWW0tAM+MiOPGIT8/GuUUl9FojNIlg+I6dxSAEUKSWbfdEdvHj7eUlTkGDDDV1CAtzf0pYb4vjU6HN96IbkH94GMw0nOk/f3v7L59ANh9+/DVV/EuTjdCrajFviWZkPDwI8EUBw/yienZqqrULVucN9yAw4fx2GOwWs8f/IWF2LvXPnRo2+9+58rL8ztsbPNmJML5PBrRV9hTYycxX71UCSEkubgn2PXJMn++98J6vZ4PwCgKIjFTr9cD0Oh01nvuUfbuLeXkG8F3PvRY4q8luaOjIyUlJdJikZ4hxlX59BUr2O+/l5lMHOD65BP5BRfg2WcBYM8erFzp+uADVqttv+km64QJjoEDM+fMkZ0547EFTqVieupNB+qF4Y1awAghPUKoFwCh+QsAzg1ZCSZTIiERSt2yxXr//ezx4zmTJrGHDwOQ1Gxg2nNE3yxFXyRIQvQli1paC35OsI5f/QopKenLlim3b1ccPsw/1fHLXzpfew21tfjoI3z8MTZsYJqa5A0NKbt2cTKZ7aqrZGfP+sjD0dSEmpoolZYkHArAiERROzURXUhVxnq9/vwQrHvu4VNx0DxFJAbax4/vKCmRnT0Llyv7+efZw4dV772nrKiId7kAMTLOEyIiRZTvTXSUlHTODJGWxp1LoZH22WeyM2ecl1+Ol17CsmVcXR2cTlitYJiMRYtyb7wRTifcBg+ft2lTUHntk0W381/3ZBSAEYmiBmsiBULnQ9bhOD9PkVemRADZks9WRxJI5sMPy48fB8AeONCrtFS5e3fW3Llxnw0sjNMynclJlAizdfFjtKK9Oy41lWlt7fyjtRVOp8xs5g4f5urr+WQbjNWasnUrHA5ZY2OXVwpzgimVOH48aTLrkAhRAEYI6UHCqA4KfRGZujqOZWsPHfLOlAjAe2ojiaAacCKq/+knPvh3XHklFAq2pkZWX6+eM6dzmtd4oAOJSIdWq+W7CPL/e0Q14vZL5GM8xmY7H0rJZFAqudxcyGTnd22zyTyaevj1OU5YAf/+N6ZPj+OvmEgHBWCEkJ4lknpk7SuvZM2enbFggfvC3Dvu0PTvD5tN078/Tp+OuIAkOYVx4JkMBvNHH1knT2554omOkhLLvHkeiTqTQNbs2fEuAkk8Qq+2jpIS72fF7ZfIx3jWiRMtCxciJQUMw6Wnw+FgrFZkZiIlBUollErnxRdDperySj70EsI2AG1tuO22RJkNLHJRGi+aHCgAI4SQQLoMBrvjDtW6dapVq9xXOPPhh6bqaiiVpupq9OkTp2KSpNUyfXrL9Ok+E3XGTPSqUKp166K0ZZKsAowpika/RLnBkPrJJ7KGBuW2bfYRIyCTMc3NcLnQ3u5SqeBwwOVyXnABY7E4tVofkytwnNBKxgG4/34cOCBKwUhCowCMEEK6ZzIYepWWavr2RXOzzGgsuPJKmM1dVjhxIi4FC5CbQf3nP8eyJKRbCXonOErF7lVaqhk6FC0tmqFDYTJFYxekpwnQLzGSbbbfdlvHtde6+vZlrNbzm2UY2GxgWSiVYBjGbpfX1XEqVZcmr85NOM8/qKtD11t4Ukb5M6KHAjBCSI8TXoWysbzcdOIEMjNdanXdf/6DvDzRCxaGtPXr/T71ySexLAlJOKmbN2eWlQUeMBO9oLGxvNxUWYmMDFNlpXb48CjthSSZYEICn/0SI+To169j1KjO3IapqVCpuMxMKBQAnBpN/b//7crOdgwYwDQ0nB/05QsHYNEiPPEETp0SvZCiS9B7RgmBAjBCCAmBqarK1bdvvEsBAKlbtqhnz2aPH1fPnu0xqjvn3ns1gwbBatUMGgS9Pl4lJN4kVaFJLy9PX748wIAZUUobeCMmKU1xRkgAKfv2yY1Gl04HhrFfeinsdlljIziOcTjUL77YfsMNXHo6FArIZGAYyLpWsN3+dGo07d9/j6+/xtGjAFBbG9v3EQJqAYseCsAIISRYGYsX502cKD91Km/iRFgs8S1M+/jxlrIyx4ABlrIyj9wMDatWmY4dQ1oa09SEwsJ4lZBIlmr16vyRIxV796K1tdfUqcqNG70HzEgqViQkvjNKyU0mV3q6S62WmUyuzEzFkSNMUxNcLsfFFzuKijquvdYxaBDjcPBtYuA4Pjf9eSyLtDQwjHPwYFlTk+L77zveeQcvvoixY3H99XF5R8Ggk0D0UABGCCHBann0UfOGDc4LLzRv2AC1Ot7FAYAAuRlM1dWxLAlJII7Bgx3DhoFlATi1Wts110RveqJYVJrLyuhWfVIyuolvSZwaDadQICXFlZEhq6/v7HRgs1nHjAGgOH489d//ZvfuRVNTZ+jlMRLMZoPVCo6T//ADXC6Z2azct8+1Ywe++gpHj2L79jhM0Hz99dixI9Y7JedQAEYIIaExb9wY7yIEhW5eSpMUvhfbiBGN77zT8r//67j88vrt2+N7N0GED+Rf/xKjIERa4h50uXPqdI5LLuFSUmQNDQD4mxeQyzOWL1cePpy2bJniu+8gl4NlOycHS00Fy3au5qb1scfsV1xhHzKEs1oZs7lzuNi4cTh2LJZvx2g0Yts23HMPxWDxQgEYIYQQ0hO1TJ+eKHcT/HrsMVx0Ecxm7TXXQNTpd0kcnBsNJYUmL59cmZlgGHBc53AvhQJyOaxWWVNT6513OoYMaVi/Hikp9quugkwGjutM2uEm/a23nBkZLq2WcX/K5fIO1aJo2DDthRdyHAejEbfcQhNDxwUFYIQQkoSk0MxCEpooNeCoV6MXLcKPPyIvDz/+iPz86O6LRJPRaGzYsUOyoRePS0/ncnIgkzEWC+x2dHSgtRUOBxwO1Sef2EaOzFi8mMvOZn/4wdG/P6dWc+npnptgGJnVannpJVdqauc2AQAykyl2vRBvu40fq8YBaGvDQw9RDBZ7FIAlISmfvAghImKrqlhKIpeAAoTHgZPCE55nNZ1SfSa4uv37RZ9AWVxygwEdHR3jxtmGD3eMGOHq0wcymbOw0HXBBa7evSGX24YPb3ruuYZly+wXX9z04ouuggL75Zc7+/f33FBHh9xgyPvNb2R2u/ti5U034dChGL2ZuXNh/f/s3XucE/W9//HPZJLsbvbK3iCsgIAIFdAiVgTEu0faevm11nqrR61QLWpLT099FG2tpy3qQWsRb0cB26Ig1ApFRVERBFTAchWqiyjIQsjCLstm2Vuu8/tjIIQkm83u5p7X89GHzSYzk2+GSWbe8721KWaz6BnslVfk/vsT9NY4LoE1nkgU7nwDGUO/HPd1cGs/d+VKEfFt29Z6/fWBz/MjkL5M1dXOTKnJid/dQI7wTGK326WqyltVpXi9rnHjkl2c8LzHS3jkxRdFpODZZ0XEPXKkZrEUPPWU4eBBz5AhIqLabM0//WnumjXq118bbDaltTVoO55hw8Rs9lZUmPfv9z+piXgefljOPDOBH0gkL09xuTQRzedTXnlFvF6ZNUt/xW638xWLN2rAACB1mdevz3333TDPb9pU9Lvf5S5blrNsWcHjj4vLlfiyoSdCr2/02/+pXAkQD1znZbnAlB6PCZRjy1/C5ilTmqdMcU6Y4Bo9uuGvf22/6qqWyZPFbPZWVRmamow7d2p5eZKTEzq4qHHnTrWmxnDokK+01D1mjIiI2Syqqr72mvn11xP6YY4ckUcfVUREUbS6Onn6af+cJXwrE4AABgCpSLXZcl9/PW/ZsoKZM3NDpmlyjR7d9D//4+3VS62vV5zO8uuvT/q8ZOghb1WVa9w4/b/xGxQeSAUpMrh8IPO6dd1et3nKFH/j4faJExv+8hf3iBGOxx/3jBgRvKiqKkePGnfsMBw+bNqwQRRFKygQEd/YsXkPPiirV4+e+WkAACAASURBVCd0Xub77hOfTykpEb0t4v79YrMl7t2zGwEMAFKUoaFBtdsNBw/mz58ftkrkyMsvH9qwIWheMm5epouw/1LeVGp/mFLXx0BsBfW3zFu8uCdbM53cHdfx2GOGw4e13NxjIyUe5z31VF/v3j7/xA+apjQ3i6KoL7yg1tVpEydKaGaLt/JyRVEUPYP16ycffZToAmQlAhgApCJvVZV5yxbjZ5+J12v68EPze+911CzNM2CA/zHpK93p/fqyBIcrohSPwWn8kSl3+fLiBx4w7tpV/MAD3RgPsKPGw60339z41FNaQYGvslIMBq28XEwmxx/+4Dn9dK1XL620VG+jqJnN4vUea0budMrhw/LuuwlthLxzp3zrWyKiiIjZLL17J+6tsxgBDEDWSYv7+qrN5hk40KtfoZrNBa++2tGVQe7bbye0ZIgP86ZN+bNnG3ftyp89m059yGRdb2VnXr8+hu8fFJnaJ050TJ/uGTLEMX265OV1dWsdNR42b9pU8Kc/efv1MzQ3i8+nNDaKqhbfd5+0thoOHVKOHhVNE58vdKAOmThRPv64h5+xa9atE59PTCZpb5fQkRsRBwQwAEhF3qqqtuuua7v5ZveYMZ6hQxvmzpWCgsLp0/0LWK1W6003WU87TXG5rKedZm1vpz4hrblGj26ZPNkzZIjemz/ZxYml8iuvTHYRkEq2b49+WT0mmbdsieHgNGEjk+Oxx3qyzdARRFyjR6v79onBoOXmiohWXCyq2n7ddeqRI4rLJT7fsbCnaaJpJ635jW/I8OE9KUw3OZ1JeNNsRQADgBTlrapqvvPO5l/8on7ZMv0qwbJwof7Ssay1apW0tEhOjrS0yMCBSSwqYqV5ypRkFyFm/HcEjAmb4AgprqZGPvhAampSYajP0MgUw4aOlvnzS++4w7hnj6GhwduvnxgMvqIi94gRhiNHxOcTTROTyXPKKaKqoo+XqCgnVm5uPhYLf/azWJUHqYYABgBxV/xf/9W9FYseeEC/Sij5+c97jxqlOBy9R42yBp6qRbrRaQGIRs/rVCvGju1zyiki0ueUU+SLL2JRKKSz/v2lsbFRn+8ruqE+9Xoq58UXx3t0UGN1tSm6ee0NdXWdRrX2//iPhrlzfb17+0pLDfv2iaKoe/aYdu3SDAb3GWd4Bw8WRTHabGI0SmvrsaqnnBwR0VRVbDa54ALZsUPmzUvooIhIIAIYAMRdXncneLG89pr+oPHJJw9u2aL06mWorZU+fWJXNKBDPe8tWbduXe3+/SJSu3+/nH564Eu0mM1SL7xgsNlExFhdbYwu8Ej8pwgzbd+e/5e/RDkLnymKqJbz4YcFM2dqqmo4dEhMJlEUURRxONR9+7TCQnX/fmlrk8ZGaW8/toKmHXtfr1fz+WT7dhk1Slpa5PTTGRo+IxHAACCS6C8Rwir90Y/6DB0qbW19hg6VAweiX7HX5Ml9hg+X5uY+w4dLba3VarVarXLoUE8KAyRFLVeQEJE5c2TiRNm4sXDWLPPKlXlLl+b/5S/JLpOIiHnTJsuCBYrLZdq61XXOOYH1bEE1Xfr0jDmrV5tXrzZ/+GHYqKanOMXpdJ17bvN//ZfrvPPabrzRM2yYGAzi8xk/+8z42Wee00/XVFVU9aSWhx6P/6EmIl6vKIo89pjs2pX05pqIOWOyCwAAKS135crmYcO6vXrDyy+LSJ/TTqvdubNLKx6ZPVtE+gwbVvvvf3f73YGeoJIKsTRpklRUyPe/7+3Xr/iRR6StzeBweCsrm++9N4mjzqg2mzid7rPOMm3Z4pg+PaiVo6m62hkwNZ+3qspbVaX16iUirvPPD7tBfRlFb2YpYt60yTV6tLG62lhTIy0tqt2u7t/vNRgUj0crLlaOHhWDIWy+0kQUn0+KiuSii2L4eZEiCGCd0zTN7Xa30csiUXw+n4iww5NC3/ki0t7ergR1NMo+5k2bTJs368OCt9x6a08uEWq//LKbK1ZXi0hJSQnfiHjzHr8G8ng8CdvbJSUljY2NiXmvror3URe6cU3TErnzEUg7PhBf/Pa/+sYbhj/+UdU0xettveIKy+LFYjDkfPxx++WXe848M05v2il/Xmq94YbA503btytHj6o2W97ChW3XXRcYzCK0hzTU1fkqKvRlVJtN3bs3d+lS0/btznPPVZqbzR9+KG63iKg+n4goDocoihgMeuVY6NY0n8/z9tv1559fUlYWq8+LUG63W3/gcrl84f4hOuVyuSTgCioaBLCouN3ulpaWZJciu7DDk6s1dGaS7OMaPdo1enTBs8+2TJ6cxGKYTCa+Donkdrv95+PsZDKZJEY/wiaTKezO7OioZucnl6Zp8fu1KfnlL1WbTUQMNlvzlVd6Bw/OW7xYy8vLnz/fMXx4XAfY6FSYEREbG50TJiher2n79ujLFlhjlvPBB3mvvaYePKi0tYmIZ9Ag02efKYcPn5S1DAYxm6XjE67xpZfkRz9qGTWqSx8H3eN0Op3dGotf/9XydqWlKAGsc4qiWCyW8vLyZBckWzgcDkVRioqKkl2QbORwOPTfkdLSUoMhY/uIdmlogeQOC04bsIRxuVxNTU0ikpeXl5+fn7D3TalpweN3vOkfM/L2GxoacnJyErnz4dfQ0ODz+RRFKYtTZcsPfiDNzaIoomlSWZm/erX31FN9ffqYNmzQTKb82bNbfvzjFJn+Tq+5Um22/L/+VZxO08aN0TSC8K9l/vhj15gxoqqtN9/cevPNpbfc4ho7Vj+P+Pr2FRHzunXmlStFpO2WW8wffug6/3yD3Z6zalXYhoiKiPX++2XVKikoiM/HhbS1ten3HQoLC3NycrqxBb0GTL91FSUCGACkCn2e5aMPPFA4fXrO0qWmffuSXSJkkbimfW4lZLt//ENqauSMM2ToUG3Llrb/9/9MX3zRdvXVnoEDc1avbrnrrqDF/W35Ek9vlGg4fLj9hhtEJOfDD6NpBBHU9cuv4aWX/I+P3c47flNPtdkKm5t9BQWm+npf376GAwfEbPZZLIbDh/2raCJKTU0sPhZSCwEMABLNWF1t3LOn/dvfDnyy1x135Lz3nhgMqs2Wu3RpssoGAHHRv79861uyerWIVJ5zTvull0phoVZQIB5PaBVT0OgXiaeVlOS8/75x925feXn03YC7NFy+t6qq8emnc994w2e1Gmpr8+fN8wwbZtixI3i5ujqZOVPuuy9FaggRExnbxAgAUlbJ7bcX/PrXve64w1hdXTh9euH06RXnnZezfLl4veJ2n0hfBoN89FFSSwoAMfKDH8hHHx0b60NRjHa788IL2666SjTNHdAHTG/FF+WUXPGgv7Wxutr05ZctP/6xZ8iQlsmT4xd+tJKSljvu0Hr1avvud42ffmoIO5DDggXS3BynAiApqAEDgFgyr1vnGju2w1c3bSr64x+NNTUiYly+3Pjvf6t2+4kpOEPR7j/TWa3WlOoGBsTL0qXi9Sr6JFc+n3LkSM7q1a3XXuv+5jcDl+qoLV/CGiV6q6pEJG/pUveoUeYNG5rvvDNOb6R3GzN/9FHu8uXmVavUffvCjoUoIvKPf0hpaZyKgaSgBgxAdon3xW7e4sURXi2eOtX4ySf+P9V9+8TjiXSX1+WKYdkAIGncbnn0Uf2hZjJ5+/VrveEG10UXOS++2DVuXNBIg6Ft+UzV1Ykppp6L3KNGKY2NrjFjDA0NkZcPmqw5et6qKte4cd5+/ZqnTPEMGyYRpn4ZOVK2b+/euyA1EcAAIDZyly8vfuAB465dxQ88IOHm0rHMny8Bvauj0tQUm8IBQNLdd5/4fMq3vqWItEydmvfPf0oU/ab0NoH5zz+fmEaJx3JRVVXLXXeJqkYOfoa6utx33+3J2xkcjqLf/978ySf6R/OFrenSNG7GZRgCGADERvvEiY7p0z1DhjimT5e8vNAFLAsXql0NVH/8I03/AWSO73xHPvtMXK5eN91k3rSpeNq0oNtVoRVKeiIyb9wYWlEWP/pMypF7o6k2m2Xx4pzVq7uXDM2bNlVceKFx1y4tJ6fl9ttFRMxmg8MRfully8hgmYQABgCx5HjssY5eqn/jjdr9+8VoFINBi7JBf00NJ92MxxDtyCJvvSVHjyomU+stt7hGj3Y88kjQ7Sp/hZI/iZX8/Oe9R42S1tbew4fLoUMJKKP+1v6qsLDBT7XZct97z7h1q/HLL03bt0cfwIzV1fr2XaNHq3v2aGazVlKiNjRIUZFmsWghN++ODVvy+9/Lzp09+lRIJQzCAQAJVbt3r/+xZf78ovvui7T0Qw/R9xoJQAhEgtTUyO7dMnRo7rJl9e++Gzi0ht75Kmf1as/Aga4xY/wj0Tc++aSI9B450nXeeVJZmYAy+t/aUFfXUQtJb1VVy2235QwebHjhhZauDNSRu3Kle+TIoh/9SK2uFq83b+FC5/jxioi0tysGgzid4Vfz+eSVV2TkyC5/GKQkasAAZJFUG26u9eab2269NdISFkuiyoJkIv8gW7z7rtx5p1RXG+rryydOzHn/fUNdnV4jpNbWmv79b6W5Oefjj80ffRTY9i93+fL2q682ffppRz1sYyWo2aGputoY0gfMXzVn3rTJWF2tTxQWTVMF86ZNhY8/bv7oo7wFC5rvuqth/nwxGI7+5jeu8ePdZ58tqirt7aJp4VeurJRf/KJnHw4phBowAEgmx8MPm7ZvN27eHOY1VZURIxJeIgCIm0mTpKJC7r5bDhxQmpry58/PWb/edc45rT/6kWv0aNfo0Yrb3Txliogoa9f6R6L3VVR4Tj3VbDJ5Tj3V0NjoC9fJtof0ujj/IPjeAQPMGzaoNlvum286Hn7Y3wTRUFfnrx/TC1zw7LMtkydH8xb68oWPPeY67zz3sGEicmTBAm9FRcnNN0trq2Y0KgZDhyPR//a3tIbIJNSAAUCS1b/xRq3NFjQGsSIiN94o/fsnqVBItHhXgoXeyE/YWwMn+cEP5MABRURpbzfu2JHzwQf5c+eaP/wwd9mygpkz9fQlJ4+O6Bo9umXy5LabbmqZPNn05ZfxKJR5/XoRMdTVmdetc06Y4K2qkpwc07ZtisuV/+KLegWXarPlv/RS0LAczVOm5L79duH06eZ16/xbK5g501BXZ1m0qOiBB8oHDAj89pn/9S/nhAm5775rqq7Of/55y6JFxtpaY1OTlpfXYfoSkbvvTtgAJEgAasAAZItUa38oJ08t6hk1yrhli97+RBGRoiKZOTPsaIrIVPGblLlw+nT10CG9L03om8bjHYEOlZWdGEvD5VIaGtQjR0zbtuW++65qszVPndrRem3XXONvH+gaMyZWgeTYhMhbtojRqFksuW++6Ro7VkIquPTFDHV10tzcet11xl27PMOG6VsoeOYZdedOtbbWvGFD89Sphro6y8svi9eb/9e/Kk1N4vEU/f737uHDc9asafrd70zr1xc+/rh53Tpl40ajx2NetUrfiCHy+CIGg7z/vlx8cUw+MpKOAAYgW3Tv6jYwI8WcvynLMf7W/wMHyldfxelNkW3Mmzblz5mj5ebmz57dcuutYjYnu0TIbrW1cs898uyzij7En6aJqhY+8YQ+/kTlmDGHli2T8vLQ9fztA/1NEwOZ163znHZat3+uleZmy8svi8ulHj5cPG2a48EH9ftf/ho5neHwYSUvT0RyV65sHjbMMn9+/p//rNrtIpL7z3+KquYuWqTW1ytOZ8ETT5wo2+rV5rVrxecrveUW8Xrzn3rKq2lql0auN5vl1FO799GQgmiCCAAd0pv7612uc99+O4ZbDurqXfTII6rNduyG7sSJsm1bDN8LaSTm9VElP/956c03i8ulNDXlfPBB0FABVH8h+Xw+n9nsGTlSLBYpLDy0dm1o+rIsWlQSrmlioLzFiyNPmqwLbYvrraryDhjgHTy4/aqrXJdd5jr77NDB8XWmL75QGhpMW7eWTppk3Lmz4M9/9hUXnyitzydut7GmRvH5woxKrzcvbG8XVRWPp2vpKydH2ttl4MAurILURgADgPD0STZVmy3vtdfE67UsWBDDjQfNMNM0bdrBzZu9p57qvuQS7c03paAghu+F9FJ+/vkx3Jrr3HO9ffrojw1HjwZeF5K+kDQ/+lFgr1dDc7OhtlaMxobZs3NXrJCQmGSZNy/3zTc72lju8uXFP/+5edOm/FmzzB98EHlKrtyVK0+87/HxDDWzufnOO71VVc133ul4/PGwK3qrqtovv9x52WWeoUObJ0/2DBniPuecnI8/NoQ2rGhvl8LCoG69YjCIiM9g6MaUzdKrl9TWdnktpDACGACEoTf3F5/PtHWref368quvNu7aVXrHHdLcHMN3CbqVW7dmTdPChTHcPtKRcc8eESm/8MLYbM5kco0frxUVaWVl9YsWSXFxbDYL9MTjjweNt27Yt0+czoI5c/Kfe04CYlLBM89UDBtm3LpVvN4+gwfL/v2hG2ufONHx5JOu0aNbfvYz10UXddQ3zLxpU/7s2cZdu/yjxvtHmderzjqqW/PzVlW13HVX6y23eAcMcJ19tmqzeSsr27/znTCLOp3BA8obDKIoBp/vRDDLzY2mPbAiIrW1EjCBJDIAAQxAtmj6wx+iX1ivm3KPGOEeNUorLDz661/7iosb5s6lbgpxVFGh3ybvU1VljNFQb16r1TF9evuVVx789FPGdEGquOWW4AoiEXE6DQ0Npp07e48aZdyypfgXvyj84x+bA0f/a2+X+vqONul47LHICUofStEzZEjL5MlqXZ3eCLzg6afNH37obw0eYbDQE8WcMMHfhMHQ1pb7+uvh3swlIidFQY/nWCTzBzNFiTTsYRBqwDILAQxAtrDMm9el5Q11dZrFUvRf/2XatKlg1izPgAG5y5Z1p/VIFKxWq9VqLSsri8fGkTbq6sTn81+W9qmqkh07ur2xwH6GjkcfDXqV9odIpmuu0e81nETTlLo68fnE6zWuWGHatcsye7aI+L7xjWMLGI3Fzz/f6bYjhyh9UI1jo8xv3Somk+nzz729e+utwQsDvin+BoqBAp90TpiQs3ix0th40hKBoSvy+aKtTTyeiB/luMpKGTMmqiWRJghgALLA/ffLmWeqtbUVl14qDQ1RrlT0P/9T9Nvfiohqs4nbrZWWGqurDR3ff+0Ju92egqPkIzl8vlqbTUSannjCfPRotzcT1M8wduUD4kWtqZG2NqWhwehyGbdsUTyePv36Gb/66lha83jy3nqr040E9vKKwJef73j0Ub1CzD1ihN5AMWf9+sAGiqFrBT3pGzBATKYTfxsMvsBWvqG1fN1TWyvHe3IiMxDAAGSBhx+WTz/19ulT9/77Ulra6eJ6pUHO668b9dEIPR7Trl3i8RhaWvJfeil+lWDx2CzSkdVqrbXZLC+80POhX8I2yuJgQ/LdeafoHZxCBfae8vmO/Pa3J5rqeTx9TjtNDhwIu15oL68IcleuNNTV6RVipurq3HfftSxcKE6nZeFCdc+ewFFq9eWDhq7Vn3SPHq0VFp4obK9eWmC3rqBuYN1mNMrOnbHZFFID84AByBZ1a9Z0f+XW1tz33vMMGuSrrDSvW+caOzZWVQpcCiOMGTMq5s5Vd+827tlTItI4Y0YMu29xyCElXH65PP98pPtZiiKaJopSeu+9oqqa2ay0tYmIr6Kio7ErgqZONlZXe4YNC53L0bxpk2nzZuOuXYVPPNF8553qgQOqzeb65jebf/zjsuuuq3v/fRHxigRNOBZ2FjJP//6+sjJVb1ihqoaGhjBNK3tIVY8NXo8MQg0YAIRhqK9XcnP9f/rKyprvuKP9iisUlyu251daHiKMCy4w3nCD5OVpHo+mKDGcOpn0hVRxzTX6/3fYSk/TfKecIqrqHj9eKy52PP102223icnkvOQSyc/3LxXaU8tfB5X/17/K8UaD1gBlV15ZdNtteSUllgsuUA8ccI0Z462q0goKTF98UbdmjfH43I9ha4+DnvSVlZ2IRl6vaFpsm0goIrJxI+kr81ADBgDBvFVVpT/4gbS0HPtz4MC65csL5s1rvusuy9//Hnj7s+e4IEYY550nffs6d+zIWbIk75//dF5xRfvEiT2/CONgQ3oxHDwoPp/p449r9+8XkfaJE8XlckyfHriMqbraeXIFl2XePPeoUabNm3NWry5+4AH3N75hrayUysqTvkH9+8v//Z+sWFF22WVSUyMizatXKyKaopi3bnWfdVbQNjti/OorcTiOF9dwrKmkXncXK1OmyIoVDGGaYagBA5At9KvPsANbhfKMGOE/4WklJfnz5uW+807FpZcaDh6M+WxgQLCDB2Xw4JwlS0REvN6C3/xG2tqSXSYgsQwGcbvF5xNN69O/v+zeLSKOxx7zvx7aKavokUcqLr3UeOhQ2T33GKurVUWxWCzFw4dLR5ODXXaZiEj//vLDHxZ873v5w4blrF9vXrcub8EC85o10dRlNd99d8PSpd4+fcRs1goLRVVFUURVY1ln9eMfk74yDwEMQHYJO7BVqKaHHmqYN09EPKNG1S9d2jJlinv48NYbbpDcXOd550VoEtalSgZqJBDe9u3idnuLivS/jIcOmV97rYdNmzjYkHL69o30asAcWW3/8R9itea+/bYE3EQLHeczf9Ys42efSd++8vXXlgUL5LLL5OmnJexEyaEuu0zuvbfgT39yjR/fdtNNrgsuiD5EeYcMEaNRnM5jrRA1zRf5o0XnWOPMzz/v+aaQamiCCCBbHNq40bx3r3671DVmTOSTa+GMGTlr1oiIunevHD4slZWOhx8WEcXt1rt3A3FRUyO7d0tNjefMM10TJ5rWrDHW1h5ZuNB1cs+T8qFD67syKhrpC6nowAER6bytXm6uY+ZMQ3Nz4R/+4DrnHFN1tfbll66xY/UX/Z2yThzk/sQye3Y3CqWPixil3OXL8+fMMX36qbS2Hus2rCjeU05Ra2q68daBjqWv/v3loYd6uCmkIGrAAGSLLk2L5Dr3XPfZZ4ui+MrLxWKR47ddOz03M6gGeqR/f7noIunfX/3ss7zFi421tR6j0TlhgqGuLrD1rPHkRrC97rijfOjQjjZJ+kKKUhSJMAiHn9NZccYZZddeq9bUlP3wh+pXXxX/5jd6hbAxYICNeBc2LPfIka7zz/dZLCLiGTBARFqmTvUMHXqsD5jFIiJRDqLj7d+//eqr9cfH9snFF8vXX0tBQezLjWQjgAHILu5hw4xRtEJ0XnSRc8IEX0WFt2/f/PnzxeWKsu1i9LgsRngjRsi3v634fOLxiIjR47H87/+aqqtLr766fMCAigED+lRViUifqio5PuFszrvvGjvol8hhhtTl8cjxGjBNzyphaZrq9ap79oimqbt35z/5pLp3b/GDDxq3bYtyzuUu6dJXxltVpe7ZYzhyRESMO3eKouTNnp3z7rvHXvZ4ajdsqN2zR1S17frrI8/LrOXmmj744MTfF18s06bFadpJJB0BDEB2MVVXR3PO9lZVtdx2m2PWLNf48e1XXmneuNFYXR04/2a3FU6fLlwWI4KpU4MOs6JZs3JmzjTW1Bg9HvX4LAi1Nptcckn5ZZf1qarSe8sERjJJarUA0ImyMn0+D3/7Q6W19cSrYet8fD4xGLTCQrWhQTwe8yefFM2YYdy1y7poUadzLndV6Bcn6Nvkr45Wbbb2Sy89lqxUVTTNEHgrxO3Ofeed8nPP9QwZ4njiibb//M8Ib2r84gu1qenYH0OGyNSpctllDECfqegDBiAr2O121WbLfe8904YNhqamfFVtuf32TluGOCdM0DsYeKuqzFu3xmQAesvChQVPP93z7SBjTZoka9fKSy8FPmdZv/7Yo+PXmn2qqmrfeCPw+kwrK5MRI4R4j9QXMpuit6pKtdlERBRFPB4xGl0XXGBeuVIC2yj6fMqRI/rqxjFjjF6vNDTIlCkxnCgvrNAvlH/s+8IZM3JWrdKr8sLcnjOZimbNMtTXi4ihrs7x8MPmtWvV3buPvWo2e0891XvqqZqi5Lzzjn8lRURGj5YrrojPp0FKoAYMQLbQK7XabrrJNX58y513dnrOLpg501BXZ6yu1sft8JWWRlMDFuHat+TnP+89apTicEjfvlJb253PgCyxYEHgX1rIXXBFRDEarbfeatqxQ9H/VFXD7NnWs84ifSENnNzg0HvGGYbGxmN/aJq0t4vHY1y9WvzpS1Fk8GB59FH51rekvFyWL5e5c+WMM+T11+OUvvzfI/8DvX9v0Nj3jU8+6ZgxQ0wmX2WlqKrWq5fzeD8uURRxufT0JSKV3/ym4aOPDi9efGThQhE5snBh7Z497uHDnePHH3nxRV9Ozklvv3y5RDdjCtIUNWAAsou/UqtTlpdfVvfu9Q4Z0n7JJa5x4xSvN8oaMP2EHToaR+OTT4qI9ayz9LG/gMj0S09NRPF6vaecYty//6SXPR6pr5cZM+TXv5ZBg2TOHNm9Wz74QCZMoNkSUt2gQXLggHi9+kGufvZZ6CKG469KVZXs23fs2fvuO7FE4ONY62g4JW9VlWY2B54O2idOrN2zp2TKFM9ZZ5k2bfKVl3uHDVN37gyai1nLzc1//33TCy8YP/tMSkqK/vCHo3ffbfz885zly/PmzTM4nfpiiojk5Ehtbbyr9XrIbrdzr6cnCGAAEKz4/vtz3nvPcOhQ3t//7ho/3rx+fcOcOVHGNv9pKWwMs1qtcuhQPMqMjOJ2ixxrpqVfgxqvu05695Zdu2Tu3BOLGQzyv/97Yrokj0cuuiixBQW6ZdUqERGTKUKbAkVECgrE3y0qsaxWa2jG0P9sWLs29HTQ+OyzIpI/d675X/8yHDwYukHF5cpdtkwrLdXy8jwVFb7i4sJZs9TqahExfvXVSYuaTFJbK/37x/QDxRjpq4doggggi/S6445oFnM8/LDz8stF00RVzZs2+fLz8//2t+j7eQeGLuvJulNoZC2f71i48vnkT3+S++6T6hW+VgAAIABJREFU2bOPPel//le/OrH8ZZclp5xA97jd8v3vi96G9vj//H/KPfeI3uMrSQJ/sY/9qtfUyAcfqDZb7ltvhY2OLXfc0fTb37Z/5zu+vn0lP/+k13w+df9+47//bairM9hs5o8+UjsaWfeCC6S0NHafI17sdrtbr6ZL7cq61EQAA5Dppk3zJ6KcFSuiXMnx8MO1+/b5Kitrv/rKM3Jky+TJXTrHMBsYYsZfwRXl80Aa+cc/xOeToiIxGPSmsyeG3LjxxtRpTHvsDlr//nLRRd6qKq2wsKOyeauqHDNmuEaPDv8N9XqVo0cN9fVh85siIqecIq++mhZzf1mtVqPHY7fbNX0MEnQFAQxApnv2WREpv+qqPgMHisfTZ+BAqamJctVDGzdKFJMvAwC6r7FRPB5xu8XnE5NJRMTnk7Fjk12sE+x2u35b7dDGjZqqqjZb3sKFoSFKH55etdlMX34p7e3ht3Vy37CT5ObKgAExH1U/LkwmvY20Pi2hGAxyzTUp3mwypRDAAGSuW2+Vvn21o0d7jxpVP3du7Z49YjTW7tnDSQIAUpTTmWq1u4EtGirPOafs2muLR4401tQYGhqCljRVV4teCfboo+4xY8JsS1U7nI7ZbJbcXHn7bSkujlXJ4y1whgDZu1eCBgpCxwhgADLXhAkyZowoivvss8ViyZ8zp3bv3mSXCQCQToI78a5fLzt2FHz+eeGf/uSvrQoant41enTb97/vs1pPaql4fPYz38mj8B/jcsnUqWnTn0qvrhSptdka584Vs1k+/VRExGCQtWuTXLZ0QAADkLkmTZIlS1wXX9wwd64UFFjmzUvkm9MNDAAyUN++0revtLf7CgrMn3yiN0T0VlW5xo3T/6uHrtabbz60caPrwgvbbrqp1mbzWa1HFixou/5676BBrVOnes49N3izhYWyeXN6tD/08/msVmuvDz6Q8vJjzxw4INGNGJzlGIYeQCaz2+3y0ktFjzySs2KFWltbcemlda++mhYDTAEAUlH//tK/v5SWerdudZ1/fuArocPTN7z0kv5A71HsX6D57rvLv/vd5nvvLZ42TWloEINBcnLk5ZfTYviNYFVV+rTRmojSt6+sWCGXXJLsMqU6asAAZL6madPq3n/fJ1L3/vukLwBAT112menTT/VRN7qnftmy9okT699803XBBd5Bg47OmSN5eTEsYOI8/LCInBhaZNas5BUlbRDAAGQsu91efsUV/hOkwelMbnkAAJlg/XqZOdP80UeF06f3sNGgt6qq4aWXmh56yD1+fOoMu981S5dqxweE1ETk9dflxRcjTLENIYAByGzGHTtM1dXdG4O+h5h2GQAy08GDsnWrsbU1Z/Xqwt/9zvjZZz3cXmjbxXRSV6eMH+8fYkSuvloGD5YPP9T/ojt0WPQBA5ChBgzos2+fiPS64YaGGTN8o0aVX3557Z49iXlz0hcAZKxrrpFRo+TwYXX16rwVK7SqquYzzujqNgJPE21tba2trTEtYgJNmiQbNshHH3mMRvcPf5j32mtKRYW8847U1JC+OkINGIAMtXdvrc0mIo3/93/Fc+eWX365iPTp31927052yQAAaW7GDPnwQ2luVg8cKHzuufxZs8K2RTxp/PqTn49/ERNi6VIpLpa5c0XE6PHkvfKKOJ3a3Lna/v3OK66QtrZkly9FEcAAZLJam009dKj1xhv1tvW1X34pgwbF+00z58wKAAjr6aflyBE55RQZOlR+/euiRx6xDhgQ9OOv/xlaC5RR54hrrhGH48QIHNqJh+YVK+TgwWSUKQ3QBBFAxrK63Yf/9S/LggXq7t3i9Yqi5D/7bMuUKXGa6TKjzqkAgE6FdCr2hy7/GcH/IPDJzHHWWbJtm1dV1dBRNzSt+JFHLIsWJaNYqY4ABiBz9e/vMpmaHnpIs1hKr77aU1kp+fkx3HwGnkoBAD2W4c0OA23fbrfb+4Qd81BRHNOmWdJ0bP04I4AByFyrVxt9PrWmJvftt0XEePBgy4039rz6KzNPogAARK+qSux2TaRPVVXoi4qIeL2cLDtCHzAAmWv27NJbb82fN8+8Zo3+ROXo0Za5c3u4VYZ1AgBku6Ym0YNWCO+gQVJfn+DipBcCGIBMtHSpXHSRLFtm2L/fPWSIt6REf9rQ3Gx55hm9QqzbqAEDAGS7o0fF5xMRpbIy6BV1926ZPz8ZZUobBDAAmWjUKNm4UXM4RCR3yRK1sdH/ivHgwZKpU8XhSF7hAADZLo0bU6xeLTt2HHvs80ltreLznbSAosillya+XGmEAAYg4yxdKrfeKiKSlycitTt3OidOPGmBtrbSe+6R5uZkFA4AgHQ2Z4689VbQc4qqnni8caN0fWbqrEIAA5BxRo2S3/3Oa7F4hg2rralRHQ7j5s1isYhyvLG6ydT8n/9paGkpnD7dvG6ded26pBYXAJB10rI1+9KlYjLJK6/ItGny2GMn5p6uqNCOD4RY+/bbMmpU0kqYJghgADLOgQOydavi9bZdc03BM8+UXnuteuiQtLb6J4hs/tnPfP36FbzwQv6LLxY+/HDhY491NFGJ1WpNy3MkACA12O320NaGYZ9MA6NGider+XyapskDD0hBgdtsFpNJDh/2L2L94x+TWMB0wTD0ADLOjh2yerWI5Kxf3/Dkk+Lz5S1cqNpscryResHzz1tefNFw+LBommnzZjEYjF991Xr11dLBdCVkMABAT+hxy1hd7Rk2LNll6S6TSQLm+9I8HtGDhKpq/meNRpkzJ/FFSzvUgAHIOJMmyZIlhqIi59ixUlBgmTNHq6yUvDxRFDEYNIvFW1lpaGz0V4iJz6ccOVJ+3XWMzAEAiJ/clSuTXYSe0kKf8nqV4+PRK0OGyMCBCS5SOiKAAchEO3bIkSOFf/pT5dixhpYWQ11d2xVXeM46q3bfvqYZM1puu817+ulSWChmsxQVicWi9epV/+qrUlyc7HIDADKQedOm/Nmzjbt25c+efaLrVBqpqRGvN0z6EpHjw28oIvKTn4jZnLhSpS2aIALIOD/4gSxdqnm9iohqtUplZf3rr/sqKvQX2773PRHxDh5s2r69ecoUESn+1a8cjz2WzAIDADKU1Wq12+2u0aNdo0cXPPtsy+TJyS5R1w0dKrt2hX2l1mY71krfYJCgwejRMWrAAGSW9evl/POPzUBy+uny+efuggJTdXXQUs4JE/T0JSIR0pc9QNxKDADICv7zjqRX7+Lduzt6xVpVJTffLCKkry4hgAHILH37ysKFsmKFiIjdLuvXG6urVZvN/PHHgb2HAQBAVBRFwvX+Oja1C9Gr6whgADJL//4yaZIUFYmIuN0ybpyIFP3yl66SEgmYJrKr0ulWJQAglaTxGcRsFrNZPJ7wvb9E5Mc/lhdfTGSJMgMBDEBmWbpU5s/XWltFVWX8eHnrLRFpePVVGTq0e9tjKjAAQDYym8Xj6Sh9KSJSUiIzZnQ0gwsiIIAByDjDhyslJUpVlbz+el1OjuP5513jxnWv+ovoBQDoucCzSRrc1ysuFpNJPB4JO+68nr4qKqShQUpLE1uyDEEAA5BZrrlGnn5arrpKvv5a8vIq/vUvX3Gxoa6uG1tK9RMkACB9WI9LdkGicPSo3mu6o5aHmojU1cn8+QksU0ZhGPrMYbfb0+NbDSTA7Nmyfr0sX+5cs8ZSVOQaObLlzjt70gcMAIDMpzc77Dh6Kc8+K6+/LsuXM/ZGT1ADljlIX0Ag+4AB8tBD7hEjPEOGKE6necMGRkEEACASTZOOmx0q+/bJXXfJW2+RvnqIAAYgA/krhI9Om+b61rfUAwe63Q0MAICsUFMjFkv4ui9VlaYmqapKcIkyFQEMQGay2+1SU2NdsiRvwQL1wIH8558Xlyv61alSBgBkkcsvly1bWq+9Vv/LddFFtTabiNTabK5LLqmtqZGCgqSWL6PQBwxA5urf3/697+WUl5u2b2+5884oVyJ6AQCyzqpVng8+yDveVr/hu98VET2DNbz0UjILlokIYAAyUGCIck6Y4JwwoRsrAgCQ+UaMkJ07NZ9PVdXatWv7TJig5y6ded06z2mn+SoqkljAzEMTRACZxm636//VH+hj0BurqztdkfQFAMg6O3aI2y0Gg+uCC/p8+9si0mfAADlwQH8xb/FiU3U158fYogYMQEbxpy8RMVZXe4YNM1VXOysqcleubB42LNmlAwAg5djtdsPmzfrjyrFjRUT69s1dvtyycKFaU2P8+mspKZFLL2Usq1ghgAHIWJYlS9ovvDD3vfdyly9XWlryZ89uufVWMZvDLsztPQBAdrJarQ1r14pI4T33iKpKc3OfoUNrV60y7t6tVlRYbrtNLrss2WXMKAQwAJlDr/gSEfOmTabNmw2HDpn+/W9vebnrW98yb9nSMnly5HXJYACArFNTI+vXl65aJY2NUl8vV1yhrVnTsGBB/rJlxl278s47Ty64INlFzDT0AQOQOaxWqx6iXKNHt0ye7KusdA8fruXlFTz3XHMUoyD68xsAANmif3/54Q/ls8/krbdERN55R/nii7Irryx68MG8s8+WqVM7ajmCbiOAAcg0/hjWNG2aoanJsmSJ0tRU/OCD0tbW6bpkMABANvrsMzl6VBPRROQb35CaGhGR++5LcqkyFAEMQAbSc5Rqs4mmOc87Tysqcvz+95KXF+W6xDAAQHaZM0emTFFEFKNRDh6U/v2TXaBMlpZ9wNra2lpaWsK+1KtXLzVghBaHw/HKK6988sknjY2NZWVlY8eOveGGGywWS6JKCiDJ1L17RaT5rruSXRAAAFLYNdfINdeI0ymzZye7KJkvLQPY4sWLFy1aFPalp556asCAAfrjw4cP/+pXv6qvrxeR3NzcgwcP/vOf/9y4ceOMGTMKCgoSV1wAyaDabOrevVpJiU9RXGPGMHguAACdIH0lRFo2QTxwfG64yF544YX6+vpBgwY988wzixYt+vOf/1xZWbl///558+bFu4QAkiKw9aC3qso1bpy3qqr5zju7mr4YDhEAAMRJWtaA6RdYgZVdoRwOxyeffGI2m6dNm9a7d28RGTx48P333z916tQ1a9ZMmjTJzIguQIYK7MHlnDChq6uTvgAAQPykXw2Ypml2u11RlL59+0ZYbO3atV6v98wzz9TTl27QoEGDBg1qbW3duHFj/EsKIAn8QyB2e/UYFgZAWmM8HgDxkH4BrLm5uaWlpU+fPiaTKcJi27dvF5FRo0YFPX/22WeLyLZt2+JXQgDJ1e1rJtIXgED8JgCIh/RrgqhfWp1yyikffvjhqlWramtrKyoqBg4ceNVVV5WWlvoXO3LkiIiE1pLpP6aNjY0JLDKABLFaraQvALES+HvCTwSAWEm/AKaPwLF58+Z//etf+jP79u3bvHnzO++887Of/ey8887Tn3Q4HCKSn58ftLo+/qH+apDGxsawTRM1TfN4PE6nM3YfApH4fD5FUdjhSeHz+fQHLpdLUZTkFqYnSktLGxoaurRKKhxyHo9H0n/npyl954uI1+tNhYMhC2malso7P2ULFhOapukPMvtjpiyPx6NpGjs/Kfw//v4HXeVyuSTgCioa6RfA9NtRXq/3e9/73sUXX1xZWblnz5558+Z9/vnnTzzxxHPPPVdWVibHI1bocPMRAtiePXt+/etfhz5fUFDgcrmOHj0a88+CCNjhydXc3JzsIvRIV9OXpNIhl+47P925XC79bIrES7WdH9jZIXV+IuJH07Rs+Jgpi52fXG1tbd1b0e12i4jX641+lfTrA9arV68JEybcc889t99++6mnnmqxWIYPH/7www8PGDCgvb39lVde0Rfz38sJS99TADJS5A6iYZfv6ioAAGSGvCeeSHYRsk7q1oA98sgjra2t/j/POOOMG2+8UUQmTpw4ceLEoIVVVb322mufeOKJnTt36s+UlJS0tbW1tLQELanfWu7Vq1foO/bu3fvWW28Nff61114zGo15eXk9+DToAr0KPicnJ9kFyUZOp1OvQ8/NzU3TVnB5eXlNTU3RL19UVBS/wnSV1+t1uVzpu/PTmr7zRcRoNBLIk6K9vV1VVXZ+UrS3t+t3rrnaSQqPx+N2u5O18y0vvCAPPJCUt04F+s4XEbPZrHZx1lCdvlaX1k3dALZjx47AqtjQ3lxBBg4cKCL79+/3er2qqpaUlNjt9tAApj8TNoD17dv33nvvDX1+yZIlZrO50wIgVjwej6Io7PCk8Hg8egCzWCwGQ/rVkNvtdqvV2qUAllJHmt7+Kk13frrzN34zmUwpdVRkD6fTyc5PFqfTqWkaJ99kaWtr83g8Sdj599wjb7+tHTmSf+aZsn69VFQkugApoK2tTQ9gOTk53bv7r9826tKJO3UD2Pz587u0vL7LcnNz9c9fUlIi4UajPnjwoP9VABmmq8OUMawZACB7ffObYrMpNTVy5plC5WcCpdlN1vb29nvuueeee+4JbJ2o279/v4j069dPb7ozcuRICTff19atW0VkxIgRiSgugCSJMlkxyyoAIHtNmiRLlsjll8uSJRIycB3iJ80CWG5ubq9evWpqat59992gl958800ROeuss/Q/J0yYoKrqtm3bAgc8rK2t/eKLLywWi3+0egCZJ2z6MlZXi4h53bqYv509RMzfAgCAeHnrrWSXIOukWQATkW9/+9siMm/evBUrVugDPh45cuSpp57avHlzWVnZtddeqy9WXFx87rnntrW1Pf7443p1mcPhePTRRzVNu/jii81mcxI/AoD46Sj/5K5cKSKWBQvi9L60ZgQAANFI3T5gHRk3btxVV131xhtvzJo165lnnrFYLPpYHaWlpf/93/+dm5vrX/InP/nJF198sW3btptvvrmqqmrfvn2apvXv3/+WW25JXvEBxJfVatWH4tAfiIh50ybT5s05H3yQ+957ypEjxQ884PjNb/yN3fWFu/de+vb11QMfAwCQ9nbsEPrsxEf6BTARmTRp0llnnfX666/bbLaWlpbTTz992LBh119/fWFhYeBiZWVlM2fOXLBgwSeffGKz2SoqKs4///zrr7+eIVaBzBaYiETENXq0a/Rotb6+/cILCx9/vO2735XjdeA9zEuBqxO9AAAZ5a23CGBxkpYBTFGUc88999xzz+10yeLi4p/+9Kc//elPE1AqACnLarXKrFlNdnvzL37hGjdOjleU1a1a5Rk2jOwEAMAJ69fL+vVSXS0zZ8qUKULPnVhLvz5gABCNwFjlHxvDOWFCYOtEvWMYw2YAAHDCeefJ1KkybJhMnUr6igcCGIBMpscwPXT5n7Tb7eZNm/Jnzzbu2pU/e7a1rCx5BQQAICXdd1+yS5CxCGAAMpk+xkbQ6PBWq7XsyiuLHnzQM2RIy+TJ9sOHk1hCAACQVdKyDxgARM8/zqE/g50IY1OmBC0DAAAQV9SAAchYQc0O5fjYG5ZFi8zr1pnXrTPU1QUtkNmYJxoAgKSjBgxAJguq19JrutwzZ5ouv1xEGs89t+3KKwNfDV0lkzBlGQAASUcNGIAsUvDMM57TTzfW1Gh/+5v2j38UzJxp/uAD8XpFxLJokb5MxtcRBY4DCQAAEowABiAr6KmjsKjI2Lu3oqpKSYnrrLOcF1zgH2DXMm+ef+HApnqZGlSoAQMAICloggggm9x3n9x3n/vss+uXLRORnLVrXePGWV96yb14sbpvX/n3vmd65x0pLg5cg6ACAABiiBowAFnHtHmzXiHmnDBBROy33GJav94waJBp/fqg9AUAABBb1IAByF4n1W5t2JC8ggAAgGxBDRgAAAAAJAgBDAAAAAAShAAGAAAAAAlCAAMAAACABCGAAQAAAECCEMAAAAAAIEEIYAAAAACQIAQwAAAAAEgQAhgAAAAAJAgBDAAAAAAShAAGAAAAAAlCAAMAAACABCGAAQAAAECCEMAAAAAAIEEIYAAAAACQIAQwAAAAAEgQAhgAAAAAJAgBDADSjN1uT3YRAABANxHAACDNWK3WZBcBAAB0EwEMAAAAABKEAAYAAAAACUIAAwAAAIAEIYABQMzY7XZGyAAAABEYk10AAMgcDI8BAAAiI4ABQDf5K7vIXQAAIEoEMADoJnIXAADoKvqAAUB80SsMAAD4UQMGALEUGLesVivpCwAABCKAAUBshO0SRjNFAAAQiAAGAN0XVMGlV3nZ7XZyFwAACIs+YADQBYGJi+aFAACgq6gBA4BOBHXrCnoyqLKLui8AABABAQwAOhGYqULbHCa8OAAAII0RwACgc6GtDYleAACgG+gDBgBdRvoCkJHo2gokAAEMAIIFXYLQ7BAAAMQKTRABIFjoSBthMdw8EG9hv4N87+JH37exvetEE24gCAEMAE7wZ6qOolfgq1xDAHHS6b0P4QsYN6E7v9t5rKN/x+TevYp8dPEjjwQggAHACR2dboNSGWdlIE6i74PE9zFKEdJO4Etut1ui2/8xqR+LR8IJO2VIRwtEsxHq7hAnBDAAOOkqJMIZmlMvkFIy+ysZNjgFxc4o82qExXo+6kbYJBx9wXqS3xKPEwRiggAGINv5T6jc7AQSz/+9y8nJ6dKKGV8vHTlipeBwhV0tUtA/WUeBM3SxrhamS2G12+iviOgRwABktQjNYDhxAvEQdElttVr1r6HT6XQ6nV3aTtg/0/qbm4KxKh46anEQ9uPHsI4OSBEEMADZLjE3RwHI8S9alI1+e/IW0UidqJZtvz9Z8nmDDvLUOd6QdAQwAFnNf0YkhgFxEqdqjZ6LsgzxuG5OhY+PeAtbv0cMgxDAAKAjTPMFdA/pIix2CwAdAQwAOsedS6BTmRowYnIvJlN3Drqq0xEpOxpAnxNQJiGAAUCHOp1VBsgY3R7EIuOjBekLidTR+I3cB8wkBDAAWSEmM4cCmYr0FT/sInRb6MFDVVhmIIAByEaRZziNvArnP2Qe/1jwmTGYeyogdyFOOjq0+M6mEQIYgAznb7YROiBVV0c+5IoK2SOaGw3Z8I3oxkVtNuwWpCDunqQRAhiAzBH29BPzUxH1YIi51OzdEflGOzFDQn5z2CdIBZyeUp8h2QUAgJjRTzkdnXg6anPYvU4vnN4yW/yupMNu2Wq1xvaI6lL57XZ7XJdPL9aTRVgycCdk9j5B2uGATHHUgAHIKJEvmELvUut3CkMbKHb7LZBSInT2i+ZQiXKDEi7wRFgswsEWuFZH5Qx9vqOP2dWOjpAoBuyhegHpIqilPcdt6iCAAcgokQeOj8nVJ5dfaSQeDVCjPIpCG8RGs2Kny4QdFS10saAPTu6KoS7drwFSR+TjlvNaIhHAAGSCKEeZD9tPoxuVYMwPljpC83CnB0OXevH1/FK7h1voaPXQw1h/0KW8h8iirO0EUlY3zmuc1BKAAAYgE0TfVSNhb4qECWpdE5ilI/wbRXgpra+w07rwKYUvOLIT7RUTgAAGIAMl4BqUk1OyRKgRCtvHL8rNlpWViYjb7Xa73T0uI9JehE6ACS4JkBRRtitB9xDAAHQoHTs7RRgLodMrp662Qky7nZMZIvyD9uTi+PDhw90vEzIL6QtAXBHAgGwX9pLi4MGDEV5N5eDRjRGfuv1xyGAJxg5HAtDvCwjEr248EMCAbBf42+pwODKjCVboWN7RLIkUF/0/KxBDHGwAYosABiCYyWQqLS01GCJN1B6hLiLV+u/qDQs7nTRJun6ZlTqfMZN0emgBCcDBBginubghgAFZqocDzkYeXM6/8QT34u3oQ0X+M2jdrr4d56fYYu5gJBFfZwAJQAADskhg3YI/JkXuA+YX5Zjd+mJhp9vq0uRLEd4lyuqRTt8oVpf1dEyKB0IXEo8p1JDNOJElEgEM6Kk0mpO304ogvQ+YiIR2A4vyiiTCYh1Vi4UtSYRtdtSeMCj1xftaKsX/rdMX175IFo49ZLOwNxO5wxgnBDCgp8LW9vil8iiCodGxtbU16SXRRY5PYUNv92Z/6jbaH3ZPp6fzLk0GAADooe5NWI+eIIABsdFRo7sI8SzsFXzok/G70A+MLql2ydul+bjiWpKOcFrqquiPZFqCAUC8cRZLIgIYEEvRjO4Q2Aur0y0ENtvr6KWe/4ZS59AN1IB1VVc7AXJMAkD80LwwiQhgQI9E8/sV5fAVcS1Dp/QtZMw8YPHGSavbGGIeAJKFk1eKIIB1TtO09vZ2h8OR7IJkC4/HIyKJ2eFd6vJksVjCrpKYC0eLxaLvk6AC6KWK1e7yeDykr2jE6fjUNE1Ejh49Go+Np7JkdT4EgCwR26uFTOLz+fQHbW1t7e3t3diCy+WS45evUSKARUVRlMiT0iK24rHDm5ube7iF5F4jhr57QUFBVzfS0U4I3JTJZBIRs9msKErPd1qG6cY+7xL9NKAoiqIocX2j1MExBgAJwHVsR/Rbn9KDi099rS6duAlgnVMUJScnp7CwMNkFyRYOh0NRlFjt8Axu1xTDK9fQTVEPFioBLTdcLpfb7S4oKMieM2VhYWEGf0kBIBXQ8jCCtrY2vfIqNzc3JyenG1vQa8BUVY1+FQIY0h5Xb4grzls9wdcTAJKO8TZSDQEM6YdLOsQbJ6qu4lsJAKmMDJZSCGBIaWHn2wVii0OrG0hcAAB0DwEMKS30ypjLPsQEoasb+PYBANBzBDCkrrDV5f65XJNRIqQiolQC8I0DACBWCGBIRS0tLS0tLVxYIxq0a48fchcAZAxOl6mDAIa4iOa6LcKvQH5+flFRkf5LEbQpfjsQSj9IODZ6jsQFABksQgbjTJpIBDAkTdhLvaBvfugyXCCiIx0dG5xOosE3CwCylv8U4H/AqTOuCGBILf5vfktLS3JLgtQR+XZd99ZNFwlIlUQvAMgeYWu60v1cmXYIYIiLnlwxA0E6aoaawSeMTr8psbpJyVcSALKN/8QR2tcjg0+sKYUAhsThUg+dCvzp7+iAicepInUaXbjd7oMHDybmvfhKAkAWCvzxp+tXUhDA0DXd/qIGyEWUAAASJ0lEQVRyqYdoBPYPjhDGYnKqSMHxXQ4fPhzNYqlQVABAOuIMkgoIYIhW6P0SXZTf5MD67tgWDBkm7NEV85quQGl3NopVdIymvhEAkKb8U6em3Wku4xHA0FNdrROjexiiF3h09Xw4itAtBG05TU9RPTy5Rvnx+YYCQBrJhv7S6YsAhmhFvlne8zbE/nUdDkdra2u3t4PME/nSv9vxKejkZLfbs/M2YdiPHLorQiflAwCkpiw8l6UXAhi6I95fbH0iZv+fXPahU9Eck5GXCa1n63SbMRwOJNUO8rC1jl39jKn2oQAASAUEMKQcvfqLecAQWZx6FfakQWOXxLDY8bshQoNhAEg7VH+lPgIYgLQUlAFiO5BuVwNGl9632+klKedUshYApIvAxgvEsFRGAEPKsVgsiqIUFRVx5YeuityJK/reYkE9HmNY2xbNFnr37m0wGHr4RtHjiwYAmSFowGoyWMoigCG1+H87aIKI7okmTnSpa1Pgqz0/mUXegsvlampq6uFbBAn7YQldAAAkCwEM8cV1HlJfDMfSSBERvnd8JQEgG2TG6SxTEcDQfdE06Ap9ies/pLKezzaWXHy/AABCT7DURgBD90U5fVDoWlwjIr2kxQmMrxUAIEi3p8pEXBHAEGP+HiZ81ZHWEnYAhwangwcPdrRwR3c9YlwmAEBmIYmlFAIY4iLKUQ24cETK6vTg7MY5rIcHfNA78vUBAHSqe+2VEFcEMCQH145IU109Y8XwUOdbAwDoqo7OHdSJJREBLMOF/dZ1+5vWw8HiuHxEBojyW8DRDgBICySxxCOAZbiwgxBGf2kYtDqhC/CjOxYAIJOQxBKGAJZ1unTVGOFqMrQfFxO8IqtwqAMAMlJs208hFAEMIt3KTqELcz0KAACQkUhlMUQAwwmRv0XkKwAAAPhF01QKoQhgiBYTKCPxsu3n2+VyNTU1lZaWGgyGZJcl6+g7X0Ty8vLy8/OTXZxs1NDQkJOTw85PioaGBp/PpyhKWVlZssuSjdra2lpbW9n52YMAlr16nqbidHHscDgURSkqKorHxhGZw+Fwu90iQgYAAACIBwJY9ur5dEZRRrhsq8QAAAAAOkIAQ7QYgx4AAADoIQIY4oi6LwAAACAQfTwAAAAAIEEIYAAAAACQIAQwAAAAAEgQAhgAAAAAJAgBDAAAAAAShAAGAAAAAAlCAAMAAACABCGAAQAAAECCEMAAAAAAIEEIYAAAAACQIAQwAAAAAEgQAhgAAAAAJAgBDAAAAAAShAAGAAAAAAlCAAMAAACABCGAAQAAAECCEMAAAAAAIEEIYAAAAACQIAQwAAAAAEgQAhgAAAAAJAgBDAAAAAAShAAGAAAAAAlCAAMAAACABCGAAQAAAECCEMAAAAAAIEEIYAAAAACQIAQwAAAAAEgQY7ILkB62bt36t7/9LdmlyBbt7e2KouTk5CS7INmovb3d6/WKiMViURQl2cXJOl6vt729nZ2fFPrOFxGTyWQ2m5NdnGzU2tpqNBrZ+UnR2tqqaZqiKBaLJdllyUZut9vtdrPzk8LtdrtcLhHJyckxGruTjPQLpy4hgHWusLDw888///zzz5NdkGyhaZqIcAGaFD6fT3+gKAr/BEmhXwMluxRZSj/+OfiThR//JPL/+BsMtI1KAg7+JNI0zb//u/1PUFRU1KWbR4r+lgAgInffffeGDRtEZNmyZb179052cYDEWb169S9/+UsRufXWW++9995kFwdIqO985zuHDh2yWCxr1qxJdlmAhPrLX/7yzDPPiMhDDz105ZVXJuZNuc8BAAAAAAlCAAMAAACABCGAAQAAAECCEMAAAAAAIEEIYAAAAACQIAQwAAAAAEgQhqEHcEJ1dXVTU5OIfPOb32Q6VGSVI0eO7Nq1S0SsVmu/fv2SXRwgobZs2eJ2uw0GwznnnJPssgAJdeDAgf3794vIoEGDysvLE/OmBDAAAAAASBCaIAIAAABAghDAAAAAACBBCGAAAAAAkCAEMAAAAABIEGOyCwAgCVasWDFr1qznn3/earWGvupwOF555ZVPPvmksbGxrKxs7NixN9xwg8Vi6d5iQOrjYEYG4wcf2aa+vn7BggVfffWV3W4vKysbNGjQddddd+qppwYtlsSDn1EQgayjadqDDz64bdu2sOfjw4cP/+pXv6qvrxeR3Nzc9vZ2ETnllFNmzJhRUFDQ1cWA1MfBjAzGDz6yzZYtWx599NG2tjYRKS4ubmpq0jRNVdVJkyZ997vf9S+W3IOfJohAdvH5fEuXLt22bVtHC7zwwgv19fWDBg165plnFi1a9Oc//7mysnL//v3z5s3rxmJA6uNgRqbiBx/Zxu12P/fcc21tbePGjXv55ZdfeumlV1555fvf/77X650zZ87XX3/tXzK5Bz8BDMgWGzdunDlz5k9+8pMXX3yxo2UcDscnn3xiNpunTZvWr18/RVEGDx58//33i8iaNWtcLleXFgNSHwczMhI/+MhOq1evrq2tLS8v/+Uvf1lUVCQiFovltttuu+iii7xe76uvvqovlvSDnwAGZIt169atXLny0KFDEZZZu3at1+s988wze/fu7X9y0KBBgwYNam1t3bhxY5cWA1IfBzMyEj/4yE67d+8WkUsvvdRkMgU+f+mll/pflRQ4+AlgQLa44YYbZh7XUefR7du3i8ioUaOCnj/77LNFxN+OJcrFgNTHwYyMxA8+spPNZhOR/v37Bz1fUlIiInV1dfqfST/4GQURyBYVFRUVFRX6Y1VVwy5z5MgREenbt2/Q83rX7cbGxi4tBqQ+DmZkJH7wkZ1uv/32m266qV+/fkHP79q1S0T8FVlJP/gJYABOcDgcIpKfnx/0vD7Uj/5q9IsBqY+DGVmLH3xkntCx5kWkubn573//u4iMHz9efybpBz8BDMAJ+q9J6MiqYX+SOl0MSH0czMha/OAjGxw4cGDGjBm1tbWlpaVXXnml/mTSD34CGIATIk8M6Ha7u7QYkPo4mJG1+MFHZnO73UuWLPn73//ucrkKCwsffPBBfVxESYGDnwAGZJRHHnmktbXV/+cZZ5xx4403Rr96SUlJW1tbS0tL0PPNzc0i0qtXry4tBqQ+DmZkLX7wkcH27t372GOP1dTUiMjIkSN/8YtflJeX+19N+sFPAAMyyo4dO44ePer/M7ThcmQlJSV2uz30t0Z/JvAnKZrFgNTHwYysxQ8+MtU777zzwgsvuN3uXr163X777RdeeKGiKIELJP3gJ4ABGWX+/Pk9WV0fp9Vutwc9f/Dg/2/v3kKieP84jn9HTVl3NzMqs7KDRUUlZUi6ZIgJRRfZkYq2LhJLsKKik0RReBEWYVGpZULeaP0IO1p0IESy00UHO5ApYSlmUVOkHdTN9ncxsO1/tf7WL2fNeb+uxuf5zuwz8DDyYWaeee3q7XgZ0PUxmWFYXPDRLZWWlmZlZYmIzWZbs2ZNu59h8Prk5ztgAL6LiIiQ9j5tcf/+fREZN27cL5UBXR+TGYbFBR/dT319/f79+0Vk4cKFaWlpP/oIntcnPwEMwHdTpkzx9fUtLy93X9vn1atXlZWVgYGBMTExv1QGdH1MZhgWF3x0P5cuXXI4HAkJCXa73eOxQ3den/wEMADfBQUFTZo06cuXL3v27NEW8/jw4UNGRobT6YyPj/f39/+lMqDrYzLDsLjgo/spKysTkejo6PftceUor09+5ecLLALolux2e2Nj4+HDh7WvubtTVXXDhg2qqvr6+g4cOLC2ttbpdA4ePHj37t3ut/I7WAZ0fUxmdG9c8GEQDodj3rx5Pyno169fXl6etu3dye+7Y8eO394ZwF/q5MmTLS0tM2fOtFqtHl2BgYHx8fFNTU2qqr5586ZPnz7Tp09ft26dx4Wmg2VA18dkRvfGBR8G8fr16+Li4p8UmM3mxMREbdu7k587YAAAAACgE94BAwAAAACdEMAAAAAAQCcEMAAAAADQCQEMAAAAAHRCAAMAAAAAnRDAAAAAAEAnBDAAAAAA0AkBDAAAAAB0QgADAAAAAJ0QwAAAAABAJwQwAAAAANAJAQwAYAiKoiiKcvDgQW8PBABgaAQwAAAAANAJAQwAAAAAdEIAAwAAAACdEMAAAAAAQCcEMAAAAADQCQEMAGB0FRUVK1euHD16tNlstlgso0ePTk1Nffz4cdtKi8WiKMrp06dF5Nq1a3PmzBkwYIDJZBozZkxSUtLz58/bPf6VK1fmzJkTGhoaEBAwfPjwjRs3vn37VkT69OmjKMrx48c78+QAAF2L4nQ6vT0GAAA6naIoInLgwIFVq1a5t2dmZm7atKm1tdWj3sfHZ+fOnZs2bdJ21Fgslk+fPp06daqmpmbt2rUe/0MDAgJKSkpsNpur5du3b6tWrcrJyfE4eFhY2OXLl2NjY1VVPXbs2KJFi/7IOQIAuj4/bw8AAACvyc/PX79+vYj4+fnZ7XYtO926daugoMDhcKSlpfXu3Xv58uUee126dOnQoUPh4eGrV6+OiopSVfXIkSPnz59vbm622+3Pnj1zZbbt27dr6SskJMRut0dGRlZXV58+ffru3buJiYnNzc36ni4AwPu4AwYAMIS2d8AaGhrCwsIaGhqCg4NPnToVFxfnKi4rK5s9e7aqqlartba2NigoSGvX7oCJiM1mKy4u7t27t9budDpnz5599uxZEXn27Fl4eLiIVFZWjhkzprW1NSIi4sKFC4MGDdKKW1pakpKSCgoKtD+5AwYAhsI7YAAAgyosLGxoaBCRrVu3uqcvEYmNjd22bZuINDY2FhYWtt03KyvLlb5ERFGUlJQUbbuqqkrbyMnJ0Z5szM3NdaUvEfH39z98+HBwcPAfPh8AwN+AAAYAMKirV6+KiNVqdWUnd8nJyVarVURKSko8uiZPnhwZGenROHToUG3D9WjJxYsXRcRms8XExHgUm83mtk82AgCMgAAGADCoR48eicjIkSPNZnPbXrPZPGrUKBF58OCBR5fW7sHH53/+pX769KmiokJExo8f3+6vt41wAAAjIIABAAzq/fv34nbnqi2tSytzFxYW9n8PrqqqtjFkyJB2CwYPHtyhUQIAuhcCGAAA7fPz8xORr1+/ttv+c6693Fex/9WDAAC6HwIYAMCgtGUwXrx48aOC6upqEXFfbKPjXHvV1NS0W/CT3wUAdGMEMACAQY0dO1ZEKisrP3/+3Lb3y5cv2ktcWtmvCgoKGjhwoLT3Cpnm8ePHv3FYAMDfjgAGADCoqVOnikhDQ0NeXl7b3iNHjnz48MFV9qsURZk2bZqIlJWV3blzx6O3ubk5Nzf3Nw4LAPjbEcAAAAa1ePFii8UiIunp6Tdv3nTvunHjRnp6uoiYzealS5f+3vFTU1O1jRUrVtTX17vav379um7dOvcWAIBx8AYwAMCgevXqlZmZuWLFClVV4+Lili1bFh0d7XQ6b9++nZ+f73A4RGTv3r2//cXkqKio1NTU7Ozsu3fvRkVFLV26dMKECbW1tWfOnLl+/fqkSZOePHnS2NiofW0MAGAQBDAAgHElJye/e/duy5YtDocjNzfX/bFAHx+fjIyM5OTk/3L8ffv2qar6zz//vHz5cteuXa52m8127tw5bSX6kJCQ//ITAIC/C48gAgCMS1GUzZs3l5eXp6SkjBgxwmQymUymESNGpKSkPHz4cOPGjT9aRL6DevTocezYsRMnTiQkJAQHB5tMpoiIiMzMzNLSUkVRtMU/+vfv/4fOBgDwF1CcTqe3xwAAgOHcu3dv4sSJItLc3Ozv7+/t4QAAdMIdMAAAOsXRo0fnz5+/ZMmS1tbWtr0FBQUiMmzYMNIXABgK74ABANApevbsWVRUJCKJiYkLFixw76qoqMjOzhaRuXPnemdwAAAv4RFEAAA6xcePHydOnFhVVRUQEJCWljZr1qy+ffvW1NRcu3YtPT398+fPVqv16dOnoaGh3h4pAEA/BDAAADpLVVVVfHx8XV1d2y6TyVRUVDRjxgz9RwUA8CICGAAAnaipqSkvL6+oqKi6urquri4wMHDo0KEJCQlr167VlqEHABgKAQwAAAAAdMIqiAAAAACgEwIYAAAAAOiEAAYAAAAAOiGAAQAAAIBOCGAAAAAAoBMCGAAAAADohAAGAAAAADohgAEAAACATghgAAAAAKATAhgAAAAA6IQABgAAAAA6IYABAAAAgE4IYAAAAACgEwIYAAAAAOjkX5tdKa/G1GoZAAAAAElFTkSuQmCC" width="576" style="display: block; margin: auto;" /></p> +<p><img src="data:image/png;base64,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" width="576" style="display: block; margin: auto;" /></p> <p>Summarize data across data sets in sPlot, and create list of data custodians</p> <pre class="r"><code>db.out <- read_csv("/data/sPlot/users/Francesco/_sPlot_Management/Consortium/Databases.out.csv") %>% dplyr::select(`GIVD ID`, Custodian) @@ -2894,7 +2847,7 @@ Risto Virtanen 00-00-005 </td> <td style="text-align:right;"> -115 +66 </td> <td style="text-align:left;"> Anne D. Bjorkman @@ -2916,7 +2869,7 @@ Vasiliy Martynenko 00-RU-002 </td> <td style="text-align:right;"> -1044 +978 </td> <td style="text-align:left;"> Milan Chytrý @@ -2927,7 +2880,7 @@ Milan Chytrý 00-RU-006 </td> <td style="text-align:right;"> -1079 +612 </td> <td style="text-align:left;"> Sergey Yamalov @@ -2938,7 +2891,7 @@ Sergey Yamalov 00-RU-XXX </td> <td style="text-align:right;"> -186 +137 </td> <td style="text-align:left;"> Olga Demina @@ -2949,7 +2902,7 @@ Olga Demina 00-TR-001 </td> <td style="text-align:right;"> -6653 +6615 </td> <td style="text-align:left;"> Ali Kavgacı @@ -2971,7 +2924,7 @@ Deniz Işık Gürsoy AF-00-001 </td> <td style="text-align:right;"> -80 +79 </td> <td style="text-align:left;"> Marco Schmidt @@ -3004,7 +2957,7 @@ Norbert Jürgens AF-00-006 </td> <td style="text-align:right;"> -1070 +1069 </td> <td style="text-align:left;"> Miguel Alvarez @@ -3081,7 +3034,7 @@ Jiri Dolezal AF-EG-XXX </td> <td style="text-align:right;"> -1596 +1557 </td> <td style="text-align:left;"> Mohamed Abd El-Rouf Mousa El-Sheikh @@ -3103,7 +3056,7 @@ Desalegn Wana AF-MA-001 </td> <td style="text-align:right;"> -203 +190 </td> <td style="text-align:left;"> Manfred Finckh @@ -3125,7 +3078,7 @@ Ben Strohbach AF-ZA-003 </td> <td style="text-align:right;"> -1736 +1731 </td> <td style="text-align:left;"> John A.M. Janssen @@ -3158,7 +3111,7 @@ Tomáš Černý AS-00-003 </td> <td style="text-align:right;"> -629 +329 </td> <td style="text-align:left;"> Arkadiusz Nowak @@ -3180,7 +3133,7 @@ Mohammed A.S. Arfin Khan AS-CN-001 </td> <td style="text-align:right;"> -84 +80 </td> <td style="text-align:left;"> Hongyan Liu @@ -3191,7 +3144,7 @@ Hongyan Liu AS-CN-002 </td> <td style="text-align:right;"> -32 +9 </td> <td style="text-align:left;"> Karsten Wesche @@ -3224,7 +3177,7 @@ Zhiyao Tang AS-CN-007 </td> <td style="text-align:right;"> -843 +839 </td> <td style="text-align:left;"> Zhiyao Tang @@ -3290,7 +3243,7 @@ Holger Kreft AS-ID-XXX </td> <td style="text-align:right;"> -809 +622 </td> <td style="text-align:left;"> Jiri Dolezal @@ -3301,7 +3254,7 @@ Jiri Dolezal AS-IR-001 </td> <td style="text-align:right;"> -810 +490 </td> <td style="text-align:left;"> Jalil Noroozi @@ -3323,7 +3276,7 @@ Hamid Gholizadeh AS-JP-002 </td> <td style="text-align:right;"> -46720 +45765 </td> <td style="text-align:left;"> Yasuhiro Kubota @@ -3334,7 +3287,7 @@ Yasuhiro Kubota AS-KG-001 </td> <td style="text-align:right;"> -439 +167 </td> <td style="text-align:left;"> Peter Borchardt @@ -3345,7 +3298,7 @@ Peter Borchardt AS-KZ-001 </td> <td style="text-align:right;"> -57 +17 </td> <td style="text-align:left;"> Viktoria Wagner @@ -3356,7 +3309,7 @@ Viktoria Wagner AS-MN-001 </td> <td style="text-align:right;"> -147 +142 </td> <td style="text-align:left;"> Henrik von Wehrden @@ -3367,7 +3320,7 @@ Henrik von Wehrden AS-RU-001 </td> <td style="text-align:right;"> -112 +66 </td> <td style="text-align:left;"> Victor Chepinoga @@ -3378,7 +3331,7 @@ Victor Chepinoga AS-RU-002 </td> <td style="text-align:right;"> -3345 +3045 </td> <td style="text-align:left;"> Andrey Korolyuk @@ -3389,7 +3342,7 @@ Andrey Korolyuk AS-RU-004 </td> <td style="text-align:right;"> -158 +140 </td> <td style="text-align:left;"> Norbert Hölzel @@ -3400,7 +3353,7 @@ Norbert Hölzel AS-RU-005 </td> <td style="text-align:right;"> -530 +516 </td> <td style="text-align:left;"> Igor Lavrinenko @@ -3422,7 +3375,7 @@ Mohamed Abd El-Rouf Mousa El-Sheikh AS-TJ-001 </td> <td style="text-align:right;"> -15 +1 </td> <td style="text-align:left;"> Kim André Vanselow @@ -3433,7 +3386,7 @@ Kim André Vanselow AS-TR-002 </td> <td style="text-align:right;"> -1145 +1144 </td> <td style="text-align:left;"> Emin Uğurlu @@ -3477,7 +3430,7 @@ Ben Sparrow AU-AU-003 </td> <td style="text-align:right;"> -12767 +12642 </td> <td style="text-align:left;"> John Thomas Hunter @@ -3488,7 +3441,7 @@ John Thomas Hunter AU-AU-XXX </td> <td style="text-align:right;"> -4405 +4404 </td> <td style="text-align:left;"> Paul David Macintyre @@ -3510,7 +3463,7 @@ Jérôme Munzinger AU-NZ-001 </td> <td style="text-align:right;"> -15738 +15616 </td> <td style="text-align:left;"> Susan K. Wiser @@ -3532,7 +3485,7 @@ Timothy J.S. Whitfeld EU-00-002 </td> <td style="text-align:right;"> -3831 +2732 </td> <td style="text-align:left;"> Jürgen Dengler @@ -3554,7 +3507,7 @@ Xavier Font EU-00-004a </td> <td style="text-align:right;"> -1606 +1390 </td> <td style="text-align:left;"> Borja Jiménez-Alfaro @@ -3565,7 +3518,7 @@ Borja Jiménez-Alfaro EU-00-004b </td> <td style="text-align:right;"> -2401 +2184 </td> <td style="text-align:left;"> Xavier Font @@ -3576,7 +3529,7 @@ Xavier Font EU-00-004c </td> <td style="text-align:right;"> -5805 +2834 </td> <td style="text-align:left;"> Maria Pilar Rodríguez-Rojo @@ -3587,7 +3540,7 @@ Maria Pilar Rodríguez-Rojo EU-00-004d </td> <td style="text-align:right;"> -1449 +1434 </td> <td style="text-align:left;"> Borja Jiménez-Alfaro @@ -3620,7 +3573,7 @@ Federico Fernández-González EU-00-004g </td> <td style="text-align:right;"> -922 +894 </td> <td style="text-align:left;"> Rosario G Gavilán @@ -3631,7 +3584,7 @@ Rosario G Gavilán EU-00-011 </td> <td style="text-align:right;"> -11801 +9322 </td> <td style="text-align:left;"> Idoia Biurrun @@ -3642,7 +3595,7 @@ Idoia Biurrun EU-00-013 </td> <td style="text-align:right;"> -4540 +3980 </td> <td style="text-align:left;"> Kiril Vassilev @@ -3653,7 +3606,7 @@ Kiril Vassilev EU-00-016 </td> <td style="text-align:right;"> -493 +451 </td> <td style="text-align:left;"> Corrado Marcenò @@ -3664,7 +3617,7 @@ Corrado Marcenò EU-00-017 </td> <td style="text-align:right;"> -244 +164 </td> <td style="text-align:left;"> John A.M. Janssen @@ -3675,7 +3628,7 @@ John A.M. Janssen EU-00-018 </td> <td style="text-align:right;"> -9097 +8550 </td> <td style="text-align:left;"> Jonathan Lenoir @@ -3686,7 +3639,7 @@ Jonathan Lenoir EU-00-019 </td> <td style="text-align:right;"> -11044 +10159 </td> <td style="text-align:left;"> Kiril Vassilev @@ -3697,7 +3650,7 @@ Kiril Vassilev EU-00-020 </td> <td style="text-align:right;"> -1319 +975 </td> <td style="text-align:left;"> Flavia Landucci @@ -3719,7 +3672,7 @@ Andraž Carni EU-00-022 </td> <td style="text-align:right;"> -3825 +3567 </td> <td style="text-align:left;"> Tomáš Peterka @@ -3752,7 +3705,7 @@ Idoia Biurrun EU-00-026 </td> <td style="text-align:right;"> -6764 +6756 </td> <td style="text-align:left;"> Gianmaria Bonari @@ -3774,7 +3727,7 @@ Anni Pyykönen EU-00-028 </td> <td style="text-align:right;"> -7983 +2640 </td> <td style="text-align:left;"> Filip Küzmič @@ -3785,7 +3738,7 @@ Filip Küzmič EU-AL-001 </td> <td style="text-align:right;"> -237 +221 </td> <td style="text-align:left;"> Michele De Sanctis @@ -3796,7 +3749,7 @@ Michele De Sanctis EU-AT-001 </td> <td style="text-align:right;"> -40800 +36399 </td> <td style="text-align:left;"> Wolfgang Willner @@ -3807,7 +3760,7 @@ Wolfgang Willner EU-BE-002 </td> <td style="text-align:right;"> -18242 +15285 </td> <td style="text-align:left;"> Els De Bie @@ -3818,7 +3771,7 @@ Els De Bie EU-BG-001 </td> <td style="text-align:right;"> -3935 +3211 </td> <td style="text-align:left;"> Iva Apostolova @@ -3829,7 +3782,7 @@ Iva Apostolova EU-CH-005 </td> <td style="text-align:right;"> -14182 +14181 </td> <td style="text-align:left;"> Thomas Wohlgemuth @@ -3840,7 +3793,7 @@ Thomas Wohlgemuth EU-CH-011 </td> <td style="text-align:right;"> -5010 +4352 </td> <td style="text-align:left;"> Ariel Bergamini @@ -3851,7 +3804,7 @@ Ariel Bergamini EU-CZ-001 </td> <td style="text-align:right;"> -67465 +48695 </td> <td style="text-align:left;"> Milan Chytrý @@ -3862,7 +3815,7 @@ Milan Chytrý EU-DE-001 </td> <td style="text-align:right;"> -26234 +15747 </td> <td style="text-align:left;"> Florian Jansen @@ -3873,7 +3826,7 @@ Florian Jansen EU-DE-013 </td> <td style="text-align:right;"> -19540 +6726 </td> <td style="text-align:left;"> Florian Jansen @@ -3884,7 +3837,7 @@ Florian Jansen EU-DE-014 </td> <td style="text-align:right;"> -44179 +25995 </td> <td style="text-align:left;"> Ute Jandt @@ -3895,7 +3848,7 @@ Ute Jandt EU-DE-020 </td> <td style="text-align:right;"> -4607 +3099 </td> <td style="text-align:left;"> Ricarda Pätsch @@ -3906,7 +3859,7 @@ Ricarda Pätsch EU-DE-035 </td> <td style="text-align:right;"> -2997 +1640 </td> <td style="text-align:left;"> Maike Isermann @@ -3917,7 +3870,7 @@ Maike Isermann EU-DE-040 </td> <td style="text-align:right;"> -2119 +805 </td> <td style="text-align:left;"> Joachim Schrautzer @@ -3928,7 +3881,7 @@ Joachim Schrautzer EU-DK-002 </td> <td style="text-align:right;"> -124884 +100321 </td> <td style="text-align:left;"> Jesper Erenskjold Moeslund @@ -3939,7 +3892,7 @@ Jesper Erenskjold Moeslund EU-ES-001 </td> <td style="text-align:right;"> -1024 +473 </td> <td style="text-align:left;"> Aaron Pérez-Haase @@ -3950,7 +3903,7 @@ Aaron Pérez-Haase EU-FR-003 </td> <td style="text-align:right;"> -132104 +113339 </td> <td style="text-align:left;"> Emmanuel Garbolino @@ -3972,7 +3925,7 @@ Jean-Claude Gegout EU-GB-001 </td> <td style="text-align:right;"> -29058 +14944 </td> <td style="text-align:left;"> John S. Rodwell @@ -3983,7 +3936,7 @@ John S. Rodwell EU-GB-XXX </td> <td style="text-align:right;"> -22387 +236 </td> <td style="text-align:left;"> Irina Tatarenko @@ -3994,7 +3947,7 @@ Irina Tatarenko EU-GR-001 </td> <td style="text-align:right;"> -2410 +2290 </td> <td style="text-align:left;"> Erwin Bergmeier @@ -4005,7 +3958,7 @@ Erwin Bergmeier EU-GR-005 </td> <td style="text-align:right;"> -4696 +4639 </td> <td style="text-align:left;"> Panayotis Dimopoulos @@ -4027,7 +3980,7 @@ Ioannis Tsiripidis EU-HR-001 </td> <td style="text-align:right;"> -2941 +1728 </td> <td style="text-align:left;"> Zvjezdana Stančić @@ -4038,7 +3991,7 @@ Zvjezdana Stančić EU-HR-002 </td> <td style="text-align:right;"> -7306 +6155 </td> <td style="text-align:left;"> Željko Škvorc @@ -4049,7 +4002,7 @@ EU-HR-002 EU-HU-003 </td> <td style="text-align:right;"> -4842 +4037 </td> <td style="text-align:left;"> János Csiky @@ -4060,7 +4013,7 @@ János Csiky EU-IE-001 </td> <td style="text-align:right;"> -17901 +10912 </td> <td style="text-align:left;"> Úna FitzPatrick @@ -4071,7 +4024,7 @@ EU-IE-001 EU-IT-001 </td> <td style="text-align:right;"> -6832 +6222 </td> <td style="text-align:left;"> Roberto Venanzoni @@ -4082,7 +4035,7 @@ Roberto Venanzoni EU-IT-010 </td> <td style="text-align:right;"> -3707 +3545 </td> <td style="text-align:left;"> Laura Casella @@ -4093,7 +4046,7 @@ Laura Casella EU-IT-011 </td> <td style="text-align:right;"> -19597 +18433 </td> <td style="text-align:left;"> Emiliano Agrillo @@ -4104,7 +4057,7 @@ Emiliano Agrillo EU-IT-019 </td> <td style="text-align:right;"> -552 +511 </td> <td style="text-align:left;"> Angela Stanisci @@ -4115,7 +4068,7 @@ Angela Stanisci EU-LT-001 </td> <td style="text-align:right;"> -6713 +5124 </td> <td style="text-align:left;"> Valerijus Rašomavičius @@ -4126,7 +4079,7 @@ Valerijus Rašomavičius EU-LV-001 </td> <td style="text-align:right;"> -5179 +2303 </td> <td style="text-align:left;"> Solvita Rūsiņa @@ -4137,7 +4090,7 @@ Solvita Rūsiņa EU-MK-001 </td> <td style="text-align:right;"> -791 +661 </td> <td style="text-align:left;"> Renata Ćušterevska @@ -4148,7 +4101,7 @@ Renata Ćušterevska EU-NL-001 </td> <td style="text-align:right;"> -117910 +58172 </td> <td style="text-align:left;"> Stephan M. Hennekens @@ -4159,7 +4112,7 @@ Stephan M. Hennekens EU-PL-001 </td> <td style="text-align:right;"> -53216 +41565 </td> <td style="text-align:left;"> Zygmunt Kącki @@ -4192,7 +4145,7 @@ Adrian Indreica EU-RO-008 </td> <td style="text-align:right;"> -17914 +11700 </td> <td style="text-align:left;"> Eszter Ruprecht @@ -4203,7 +4156,7 @@ Eszter Ruprecht EU-RS-002 </td> <td style="text-align:right;"> -2417 +1399 </td> <td style="text-align:left;"> Svetlana Aćić @@ -4214,7 +4167,7 @@ Svetlana Aćić EU-RS-003 </td> <td style="text-align:right;"> -3408 +3080 </td> <td style="text-align:left;"> Mirjana Cuk @@ -4225,7 +4178,7 @@ Mirjana Cuk EU-RU-002 </td> <td style="text-align:right;"> -1563 +1410 </td> <td style="text-align:left;"> Valentin Golub @@ -4236,7 +4189,7 @@ Valentin Golub EU-RU-003 </td> <td style="text-align:right;"> -204 +138 </td> <td style="text-align:left;"> Tatiana Lysenko @@ -4247,7 +4200,7 @@ Tatiana Lysenko EU-RU-011 </td> <td style="text-align:right;"> -8147 +7327 </td> <td style="text-align:left;"> Vadim Prokhorov @@ -4258,7 +4211,7 @@ Vadim Prokhorov EU-RU-014 </td> <td style="text-align:right;"> -4824 +4713 </td> <td style="text-align:left;"> Larisa Khanina @@ -4269,7 +4222,7 @@ Larisa Khanina EU-SI-001 </td> <td style="text-align:right;"> -15590 +13955 </td> <td style="text-align:left;"> Urban Šilc @@ -4280,7 +4233,7 @@ Urban Šilc EU-SK-001 </td> <td style="text-align:right;"> -29122 +24391 </td> <td style="text-align:left;"> Milan Valachovič @@ -4291,7 +4244,7 @@ Milan Valachovič EU-UA-001 </td> <td style="text-align:right;"> -2446 +1097 </td> <td style="text-align:left;"> Anna Kuzemko @@ -4302,7 +4255,7 @@ Anna Kuzemko EU-UA-005 </td> <td style="text-align:right;"> -598 +507 </td> <td style="text-align:left;"> Tetiana Dziuba @@ -4313,7 +4266,7 @@ Tetiana Dziuba EU-UA-006 </td> <td style="text-align:right;"> -2079 +1949 </td> <td style="text-align:left;"> Viktor Onyshchenko @@ -4390,7 +4343,7 @@ Birgit Jedrzejek NA-US-002 </td> <td style="text-align:right;"> -55282 +54539 </td> <td style="text-align:left;"> Robert K. Peet @@ -4401,7 +4354,7 @@ Robert K. Peet NA-US-006 </td> <td style="text-align:right;"> -15302 +15292 </td> <td style="text-align:left;"> Robert K. Peet @@ -4423,7 +4376,7 @@ Donald Waller NA-US-014 </td> <td style="text-align:right;"> -1390 +1389 </td> <td style="text-align:left;"> Donald A. Walker @@ -4445,7 +4398,7 @@ Dylan Craven SA-00-002 </td> <td style="text-align:right;"> -176 +170 </td> <td style="text-align:left;"> Gwendolyn Peyre @@ -4467,7 +4420,7 @@ Glenda Mendieta-Leiva SA-AR-002 </td> <td style="text-align:right;"> -232 +230 </td> <td style="text-align:left;"> Melisa Giorgis @@ -4478,7 +4431,7 @@ Melisa Giorgis SA-AR-003 </td> <td style="text-align:right;"> -141 +139 </td> <td style="text-align:left;"> Karina Speziale @@ -4568,7 +4521,7 @@ Gonzalo Rivas-Torres <div id="extract-climate-and-soils-data" class="section level1"> <h1>4 Extract climate and soils data</h1> <pre class="r"><code>soilclim.xylem <- soilclim %>% - filter(PlotObservationID %in% plot.sel) %>% + filter(PlotObservationID %in% plot.sel2) %>% dplyr::rename(Elevation=Elevation_median) %>% dplyr::select(-Elevation_q2.5, -Elevation_q97.5, -Elevation_DEM.res)</code></pre> <table class="table table-striped table-hover table-condensed table-responsive" style="width: auto !important; margin-left: auto; margin-right: auto;"> @@ -4750,67 +4703,67 @@ SNDPPTsd <tbody> <tr> <td style="text-align:right;"> -1910216 +1944710 </td> <td style="text-align:right;"> -459 +3032 </td> <td style="text-align:right;"> -142.00000 +32.00000 </td> <td style="text-align:right;"> -87.00000 +127.00000 </td> <td style="text-align:right;"> -296.0000 +345.0000 </td> <td style="text-align:right;"> -7325.000 +7995.000 </td> <td style="text-align:right;"> -287.0000 +221.0000 </td> <td style="text-align:right;"> --7.00000 +-149.00000 </td> <td style="text-align:right;"> -294.0000 +370.0000 </td> <td style="text-align:right;"> -81.00000 +-31.00000 </td> <td style="text-align:right;"> -161.000000 +104.000000 </td> <td style="text-align:right;"> -239.0000 +142.0000 </td> <td style="text-align:right;"> -41.000000 +-77.000000 </td> <td style="text-align:right;"> -1664.0000 +660.0000 </td> <td style="text-align:right;"> -173.00000 +78.00000 </td> <td style="text-align:right;"> -121.00000 +28.00000 </td> <td style="text-align:right;"> -10.00000 +26.00000 </td> <td style="text-align:right;"> -483.0000 +231.0000 </td> <td style="text-align:right;"> -365.0000 +96.0000 </td> <td style="text-align:right;"> -440.0000 +197.0000 </td> <td style="text-align:right;"> -406.0000 +186.0000 </td> <td style="text-align:right;"> NA @@ -4870,457 +4823,457 @@ NA NA </td> <td style="text-align:right;"> -1193.2500 +1122.8000 </td> <td style="text-align:right;"> -13.75000 +32.80000 </td> <td style="text-align:right;"> -19.750000 +21.800000 </td> <td style="text-align:right;"> -20.750000 +18.800000 </td> <td style="text-align:right;"> -48.75000 +68.40000 </td> <td style="text-align:right;"> -50.50000 +57.00000 </td> <td style="text-align:right;"> -31.75000 +40.60000 </td> <td style="text-align:right;"> -48.75000 +38.00000 </td> <td style="text-align:right;"> -36.280160 +30.227471 </td> <td style="text-align:right;"> -0.9574271 +0.4472136 </td> <td style="text-align:right;"> -0.5000000 +1.3038405 </td> <td style="text-align:right;"> -0.9574271 +1.3038405 </td> <td style="text-align:right;"> -2.3629078 +4.393177 </td> <td style="text-align:right;"> -0.5773503 +0.0000000 </td> <td style="text-align:right;"> -0.9574271 +1.1401754 </td> <td style="text-align:right;"> -0.9574271 +1.4142136 </td> </tr> <tr> <td style="text-align:right;"> -1545565 +1916052 </td> <td style="text-align:right;"> -755 +817 </td> <td style="text-align:right;"> -106.50810 +88.00000 </td> <td style="text-align:right;"> -90.17206 +102.00000 </td> <td style="text-align:right;"> -340.3340 +311.0000 </td> <td style="text-align:right;"> -5942.322 +7696.000 </td> <td style="text-align:right;"> -254.2935 +280.0000 </td> <td style="text-align:right;"> --10.54251 +-48.00000 </td> <td style="text-align:right;"> -264.8664 +328.0000 </td> <td style="text-align:right;"> -91.24089 +-12.00000 </td> <td style="text-align:right;"> -151.196356 +205.000000 </td> <td style="text-align:right;"> -194.3117 +205.0000 </td> <td style="text-align:right;"> -30.914980 +-12.000000 </td> <td style="text-align:right;"> -926.2915 +685.0000 </td> <td style="text-align:right;"> -98.97571 +88.00000 </td> <td style="text-align:right;"> -47.16194 +21.00000 </td> <td style="text-align:right;"> -19.67004 +35.00000 </td> <td style="text-align:right;"> -287.0891 +259.0000 </td> <td style="text-align:right;"> -173.4494 +73.0000 </td> <td style="text-align:right;"> -180.5223 +73.0000 </td> <td style="text-align:right;"> -225.7247 +259.0000 </td> <td style="text-align:right;"> -17.5308171 +NA </td> <td style="text-align:right;"> -0.4688567 +NA </td> <td style="text-align:right;"> -1.8732063 +NA </td> <td style="text-align:right;"> -62.373309 +NA </td> <td style="text-align:right;"> -18.5595057 +NA </td> <td style="text-align:right;"> -16.5762488 +NA </td> <td style="text-align:right;"> -2.1819759 +NA </td> <td style="text-align:right;"> -25.0874468 +NA </td> <td style="text-align:right;"> -65.3039384 +NA </td> <td style="text-align:right;"> -18.439858 +NA </td> <td style="text-align:right;"> -16.6196217 +NA </td> <td style="text-align:right;"> -164.92343 +NA </td> <td style="text-align:right;"> -17.186113 +NA </td> <td style="text-align:right;"> -8.8065811 +NA </td> <td style="text-align:right;"> -1.7715446 +NA </td> <td style="text-align:right;"> -50.210997 +NA </td> <td style="text-align:right;"> -31.707149 +NA </td> <td style="text-align:right;"> -31.589380 +NA </td> <td style="text-align:right;"> -43.737150 +NA </td> <td style="text-align:right;"> -1039.8724 +698.8333 </td> <td style="text-align:right;"> -22.84389 +27.83333 </td> <td style="text-align:right;"> -22.184973 +10.666667 </td> <td style="text-align:right;"> -20.628019 +12.833333 </td> <td style="text-align:right;"> -53.14594 +95.00000 </td> <td style="text-align:right;"> -66.57221 +56.33333 </td> <td style="text-align:right;"> -38.02339 +41.83333 </td> <td style="text-align:right;"> -39.82164 +47.66667 </td> <td style="text-align:right;"> -139.949084 +22.319647 </td> <td style="text-align:right;"> -3.0456224 +1.9407902 </td> <td style="text-align:right;"> -1.5047230 +0.5163978 </td> <td style="text-align:right;"> -2.6745388 +3.4302575 </td> <td style="text-align:right;"> -24.3901287 +6.228965 </td> <td style="text-align:right;"> -3.1833859 +0.8164966 </td> <td style="text-align:right;"> -1.6778614 +0.9831921 </td> <td style="text-align:right;"> -2.2233448 +1.2110601 </td> </tr> <tr> <td style="text-align:right;"> -594863 +1494640 </td> <td style="text-align:right;"> -335 +NA </td> <td style="text-align:right;"> -142.00000 +98.02286 </td> <td style="text-align:right;"> -55.00000 +83.06286 </td> <td style="text-align:right;"> -244.0000 +279.8724 </td> <td style="text-align:right;"> -5858.000 +7372.890 </td> <td style="text-align:right;"> -262.0000 +251.9695 </td> <td style="text-align:right;"> -38.00000 +-45.42667 </td> <td style="text-align:right;"> -224.0000 +297.4533 </td> <td style="text-align:right;"> -121.00000 +183.65905 </td> <td style="text-align:right;"> -228.000000 +2.502857 </td> <td style="text-align:right;"> -228.0000 +197.7371 </td> <td style="text-align:right;"> -68.000000 +-3.135238 </td> <td style="text-align:right;"> -913.0000 +1300.6286 </td> <td style="text-align:right;"> -132.00000 +148.09524 </td> <td style="text-align:right;"> -30.00000 +66.92000 </td> <td style="text-align:right;"> -37.00000 +23.44952 </td> <td style="text-align:right;"> -385.0000 +412.3695 </td> <td style="text-align:right;"> -116.0000 +202.3600 </td> <td style="text-align:right;"> -116.0000 +391.9600 </td> <td style="text-align:right;"> -241.0000 +224.2705 </td> <td style="text-align:right;"> -NA +8.659342 </td> <td style="text-align:right;"> -NA +0.2429373 </td> <td style="text-align:right;"> -NA +1.2634388 </td> <td style="text-align:right;"> -NA +38.07615 </td> <td style="text-align:right;"> -NA +9.177170 </td> <td style="text-align:right;"> -NA +8.249963 </td> <td style="text-align:right;"> -NA +1.061206 </td> <td style="text-align:right;"> -NA +15.445915 </td> <td style="text-align:right;"> -NA +8.202034 </td> <td style="text-align:right;"> -NA +9.1269383 </td> <td style="text-align:right;"> -NA +8.163103 </td> <td style="text-align:right;"> -NA +162.74093 </td> <td style="text-align:right;"> -NA +18.233810 </td> <td style="text-align:right;"> -NA +9.374792 </td> <td style="text-align:right;"> -NA +1.7593330 </td> <td style="text-align:right;"> -NA +51.28681 </td> <td style="text-align:right;"> -NA +28.424970 </td> <td style="text-align:right;"> -NA +52.912937 </td> <td style="text-align:right;"> -NA +32.00196 </td> <td style="text-align:right;"> -1228.2500 +749.2215 </td> <td style="text-align:right;"> -20.00000 +25.95691 </td> <td style="text-align:right;"> -28.500000 +25.077279 </td> <td style="text-align:right;"> -18.500000 +12.944682 </td> <td style="text-align:right;"> -32.00000 +65.19468 </td> <td style="text-align:right;"> -71.25000 +59.35897 </td> <td style="text-align:right;"> -34.00000 +43.33737 </td> <td style="text-align:right;"> -37.25000 +31.57609 </td> <td style="text-align:right;"> -9.394147 +85.123443 </td> <td style="text-align:right;"> -0.8164966 +3.4166064 </td> <td style="text-align:right;"> -0.5773503 +3.3263059 </td> <td style="text-align:right;"> -1.2909944 +2.6952591 </td> <td style="text-align:right;"> -1.8257419 +16.276449 </td> <td style="text-align:right;"> -0.5000000 +2.5497650 </td> <td style="text-align:right;"> -0.0000000 +2.0668283 </td> <td style="text-align:right;"> -0.9574271 +4.3713043 </td> </tr> <tr> <td style="text-align:right;"> -980285 +1819472 </td> <td style="text-align:right;"> -514 +899 </td> <td style="text-align:right;"> -147.00000 +64.00000 </td> <td style="text-align:right;"> -48.00000 +51.00000 </td> <td style="text-align:right;"> -237.0000 +337.0000 </td> <td style="text-align:right;"> -5384.000 +3306.000 </td> <td style="text-align:right;"> -261.0000 +142.0000 </td> <td style="text-align:right;"> -57.00000 +-10.00000 </td> <td style="text-align:right;"> -204.0000 +152.0000 </td> <td style="text-align:right;"> -86.00000 +70.00000 </td> <td style="text-align:right;"> -216.000000 +17.000000 </td> <td style="text-align:right;"> -228.0000 +111.0000 </td> <td style="text-align:right;"> -79.000000 +17.000000 </td> <td style="text-align:right;"> -954.0000 +5336.0000 </td> <td style="text-align:right;"> -137.00000 +523.00000 </td> <td style="text-align:right;"> -18.00000 +358.00000 </td> <td style="text-align:right;"> -52.00000 +12.00000 </td> <td style="text-align:right;"> -374.0000 +1521.0000 </td> <td style="text-align:right;"> -60.0000 +1102.0000 </td> <td style="text-align:right;"> -71.0000 +1210.0000 </td> <td style="text-align:right;"> -323.0000 +1102.0000 </td> <td style="text-align:right;"> NA @@ -5380,117 +5333,117 @@ NA NA </td> <td style="text-align:right;"> -917.5000 +727.8000 </td> <td style="text-align:right;"> -20.25000 +39.40000 </td> <td style="text-align:right;"> -21.250000 +12.000000 </td> <td style="text-align:right;"> -21.500000 +31.200000 </td> <td style="text-align:right;"> -61.00000 +177.20000 </td> <td style="text-align:right;"> -61.00000 +52.20000 </td> <td style="text-align:right;"> -37.00000 +35.60000 </td> <td style="text-align:right;"> -41.50000 +52.60000 </td> <td style="text-align:right;"> -33.191364 +39.066610 </td> <td style="text-align:right;"> -0.5000000 +2.4083189 </td> <td style="text-align:right;"> -0.9574271 +0.0000000 </td> <td style="text-align:right;"> -1.2909944 +4.3243497 </td> <td style="text-align:right;"> -2.9439203 +8.318654 </td> <td style="text-align:right;"> -0.8164966 +0.4472136 </td> <td style="text-align:right;"> -0.8164966 +0.8944272 </td> <td style="text-align:right;"> -0.5773503 +1.1401754 </td> </tr> <tr> <td style="text-align:right;"> -1296123 +331350 </td> <td style="text-align:right;"> -NA +48 </td> <td style="text-align:right;"> -76.00000 +84.00000 </td> <td style="text-align:right;"> -69.00000 +44.00000 </td> <td style="text-align:right;"> -246.0000 +215.0000 </td> <td style="text-align:right;"> -7581.000 +5666.000 </td> <td style="text-align:right;"> -228.0000 +194.0000 </td> <td style="text-align:right;"> --52.00000 +-9.00000 </td> <td style="text-align:right;"> -280.0000 +204.0000 </td> <td style="text-align:right;"> -176.00000 +68.00000 </td> <td style="text-align:right;"> --25.000000 +54.000000 </td> <td style="text-align:right;"> -178.0000 +165.0000 </td> <td style="text-align:right;"> --25.000000 +10.000000 </td> <td style="text-align:right;"> -633.0000 +842.0000 </td> <td style="text-align:right;"> -84.00000 +94.00000 </td> <td style="text-align:right;"> -29.00000 +46.00000 </td> <td style="text-align:right;"> -34.00000 +22.00000 </td> <td style="text-align:right;"> -240.0000 +276.0000 </td> <td style="text-align:right;"> -93.0000 +149.0000 </td> <td style="text-align:right;"> -230.0000 +226.0000 </td> <td style="text-align:right;"> -93.0000 +172.0000 </td> <td style="text-align:right;"> NA @@ -5550,457 +5503,457 @@ NA NA </td> <td style="text-align:right;"> -834.0000 +559.0000 </td> <td style="text-align:right;"> -14.00000 +11.42857 </td> <td style="text-align:right;"> -7.000000 +6.285714 </td> <td style="text-align:right;"> -5.000000 +8.285714 </td> <td style="text-align:right;"> -43.00000 +47.14286 </td> <td style="text-align:right;"> -57.00000 +53.85714 </td> <td style="text-align:right;"> -21.00000 +16.28571 </td> <td style="text-align:right;"> -72.00000 +77.42857 </td> <td style="text-align:right;"> -NA +47.881799 </td> <td style="text-align:right;"> -NA +0.5345225 </td> <td style="text-align:right;"> -NA +0.4879500 </td> <td style="text-align:right;"> -NA +0.4879500 </td> <td style="text-align:right;"> -NA +7.755183 </td> <td style="text-align:right;"> -NA +1.3451854 </td> <td style="text-align:right;"> -NA +1.2535663 </td> <td style="text-align:right;"> -NA +0.9759001 </td> </tr> <tr> <td style="text-align:right;"> -1265190 +165379 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> -88.00000 +101.97390 </td> <td style="text-align:right;"> -71.00000 +43.56770 </td> <td style="text-align:right;"> -252.0000 +319.9772 </td> <td style="text-align:right;"> -7622.000 +3293.302 </td> <td style="text-align:right;"> -238.0000 +177.3687 </td> <td style="text-align:right;"> --44.00000 +41.23654 </td> <td style="text-align:right;"> -282.0000 +136.1223 </td> <td style="text-align:right;"> -188.00000 +63.00163 </td> <td style="text-align:right;"> --14.000000 +105.662317 </td> <td style="text-align:right;"> -189.0000 +150.7276 </td> <td style="text-align:right;"> --14.000000 +61.659054 </td> <td style="text-align:right;"> -533.0000 +1195.7618 </td> <td style="text-align:right;"> -77.00000 +130.73899 </td> <td style="text-align:right;"> -25.00000 +69.11093 </td> <td style="text-align:right;"> -39.00000 +22.13377 </td> <td style="text-align:right;"> -224.0000 +384.0326 </td> <td style="text-align:right;"> -77.0000 +220.0538 </td> <td style="text-align:right;"> -203.0000 +276.8532 </td> <td style="text-align:right;"> -77.0000 +306.2219 </td> <td style="text-align:right;"> -NA +1.082830 </td> <td style="text-align:right;"> -NA +1.6639392 </td> <td style="text-align:right;"> -NA +5.3635298 </td> <td style="text-align:right;"> -NA +39.02486 </td> <td style="text-align:right;"> -NA +1.422668 </td> <td style="text-align:right;"> -NA +1.984705 </td> <td style="text-align:right;"> -NA +2.885003 </td> <td style="text-align:right;"> -NA +2.735926 </td> <td style="text-align:right;"> -NA +8.490970 </td> <td style="text-align:right;"> -NA +0.9160016 </td> <td style="text-align:right;"> -NA +1.491667 </td> <td style="text-align:right;"> -NA +48.30326 </td> <td style="text-align:right;"> -NA +5.990221 </td> <td style="text-align:right;"> -NA +2.629166 </td> <td style="text-align:right;"> -NA +0.6895947 </td> <td style="text-align:right;"> -NA +18.80444 </td> <td style="text-align:right;"> -NA +7.337034 </td> <td style="text-align:right;"> -NA +8.668814 </td> <td style="text-align:right;"> -NA +16.55708 </td> <td style="text-align:right;"> -1068.0000 +426.2734 </td> <td style="text-align:right;"> -14.00000 +30.31971 </td> <td style="text-align:right;"> -13.000000 +20.383066 </td> <td style="text-align:right;"> -8.000000 +17.837410 </td> <td style="text-align:right;"> -17.00000 +106.36792 </td> <td style="text-align:right;"> -63.00000 +60.43024 </td> <td style="text-align:right;"> -45.00000 +37.80235 </td> <td style="text-align:right;"> -43.00000 +41.81726 </td> <td style="text-align:right;"> -NA +48.747379 </td> <td style="text-align:right;"> -NA +3.3263461 </td> <td style="text-align:right;"> -NA +2.0298615 </td> <td style="text-align:right;"> -NA +2.3976066 </td> <td style="text-align:right;"> -NA +33.435885 </td> <td style="text-align:right;"> -NA +2.3509428 </td> <td style="text-align:right;"> -NA +2.3089200 </td> <td style="text-align:right;"> -NA +3.7560478 </td> </tr> <tr> <td style="text-align:right;"> -1507913 +1455323 </td> <td style="text-align:right;"> -429 +277 </td> <td style="text-align:right;"> -132.08722 +89.00000 </td> <td style="text-align:right;"> -72.76876 +75.00000 </td> <td style="text-align:right;"> -296.3022 +256.0000 </td> <td style="text-align:right;"> -5842.996 +7712.000 </td> <td style="text-align:right;"> -265.9067 +240.0000 </td> <td style="text-align:right;"> -20.28600 +-52.00000 </td> <td style="text-align:right;"> -245.6105 +291.0000 </td> <td style="text-align:right;"> -162.29615 +188.00000 </td> <td style="text-align:right;"> -60.677485 +20.000000 </td> <td style="text-align:right;"> -218.8580 +190.0000 </td> <td style="text-align:right;"> -57.965517 +-17.000000 </td> <td style="text-align:right;"> -802.9047 +606.0000 </td> <td style="text-align:right;"> -87.07708 +83.00000 </td> <td style="text-align:right;"> -45.69777 +29.00000 </td> <td style="text-align:right;"> -19.23529 +37.00000 </td> <td style="text-align:right;"> -251.2170 +248.0000 </td> <td style="text-align:right;"> -139.4767 +87.0000 </td> <td style="text-align:right;"> -190.5497 +221.0000 </td> <td style="text-align:right;"> -161.1744 +99.0000 </td> <td style="text-align:right;"> -11.2843198 +NA </td> <td style="text-align:right;"> -1.7010512 +NA </td> <td style="text-align:right;"> -3.5687121 +NA </td> <td style="text-align:right;"> -38.189940 +NA </td> <td style="text-align:right;"> -11.2913835 +NA </td> <td style="text-align:right;"> -11.2714721 +NA </td> <td style="text-align:right;"> -2.8274299 +NA </td> <td style="text-align:right;"> -13.8359114 +NA </td> <td style="text-align:right;"> -11.0593116 +NA </td> <td style="text-align:right;"> -11.544018 +NA </td> <td style="text-align:right;"> -11.0218200 +NA </td> <td style="text-align:right;"> -121.72981 +NA </td> <td style="text-align:right;"> -12.396324 +NA </td> <td style="text-align:right;"> -7.9875370 +NA </td> <td style="text-align:right;"> -1.2483370 +NA </td> <td style="text-align:right;"> -36.703818 +NA </td> <td style="text-align:right;"> -23.580815 +NA </td> <td style="text-align:right;"> -29.764046 +NA </td> <td style="text-align:right;"> -25.648222 +NA </td> <td style="text-align:right;"> -1025.2901 +1072.5000 </td> <td style="text-align:right;"> -21.32826 +19.16667 </td> <td style="text-align:right;"> -23.151457 +20.666667 </td> <td style="text-align:right;"> -19.485805 +6.500000 </td> <td style="text-align:right;"> -47.08264 +25.00000 </td> <td style="text-align:right;"> -63.52294 +60.50000 </td> <td style="text-align:right;"> -37.37947 +47.83333 </td> <td style="text-align:right;"> -39.47060 +31.16667 </td> <td style="text-align:right;"> -137.808380 +39.312848 </td> <td style="text-align:right;"> -2.6220444 +1.1690452 </td> <td style="text-align:right;"> -1.9603759 +0.8164966 </td> <td style="text-align:right;"> -3.0337375 +0.8366600 </td> <td style="text-align:right;"> -15.1539784 +2.449490 </td> <td style="text-align:right;"> -3.8740199 +1.3784049 </td> <td style="text-align:right;"> -1.8210566 +2.5625508 </td> <td style="text-align:right;"> -2.6117241 +2.7868740 </td> </tr> <tr> <td style="text-align:right;"> -646475 +1420284 </td> <td style="text-align:right;"> -544 +NA </td> <td style="text-align:right;"> -95.00000 +41.00000 </td> <td style="text-align:right;"> -73.00000 +83.00000 </td> <td style="text-align:right;"> -295.0000 +285.0000 </td> <td style="text-align:right;"> -6174.000 +7137.000 </td> <td style="text-align:right;"> -232.0000 +191.0000 </td> <td style="text-align:right;"> --17.00000 +-98.00000 </td> <td style="text-align:right;"> -249.0000 +290.0000 </td> <td style="text-align:right;"> -30.00000 +135.00000 </td> <td style="text-align:right;"> -177.000000 +-51.000000 </td> <td style="text-align:right;"> -182.0000 +138.0000 </td> <td style="text-align:right;"> -14.000000 +-57.000000 </td> <td style="text-align:right;"> -1311.0000 +1524.0000 </td> <td style="text-align:right;"> -154.00000 +186.00000 </td> <td style="text-align:right;"> -83.00000 +64.00000 </td> <td style="text-align:right;"> -20.00000 +32.00000 </td> <td style="text-align:right;"> -445.0000 +552.0000 </td> <td style="text-align:right;"> -257.0000 +204.0000 </td> <td style="text-align:right;"> -277.0000 +535.0000 </td> <td style="text-align:right;"> -426.0000 +215.0000 </td> <td style="text-align:right;"> NA @@ -6060,117 +6013,117 @@ NA NA </td> <td style="text-align:right;"> -585.4000 +693.4000 </td> <td style="text-align:right;"> -24.80000 +33.00000 </td> <td style="text-align:right;"> -14.800000 +16.000000 </td> <td style="text-align:right;"> -19.800000 +15.800000 </td> <td style="text-align:right;"> -103.60000 +134.60000 </td> <td style="text-align:right;"> -46.80000 +45.60000 </td> <td style="text-align:right;"> -32.00000 +37.00000 </td> <td style="text-align:right;"> -53.20000 +47.00000 </td> <td style="text-align:right;"> -24.562166 +24.865639 </td> <td style="text-align:right;"> -0.4472136 +0.7071068 </td> <td style="text-align:right;"> -0.8366600 +0.0000000 </td> <td style="text-align:right;"> -1.6431677 +0.8366600 </td> <td style="text-align:right;"> -2.3021729 +11.371016 </td> <td style="text-align:right;"> -0.4472136 +0.5477226 </td> <td style="text-align:right;"> -2.0000000 +0.0000000 </td> <td style="text-align:right;"> -2.5884358 +0.7071068 </td> </tr> <tr> <td style="text-align:right;"> -45898 +987690 </td> <td style="text-align:right;"> -516 +420 </td> <td style="text-align:right;"> -83.00000 +163.00000 </td> <td style="text-align:right;"> -79.00000 +46.00000 </td> <td style="text-align:right;"> -282.0000 +228.0000 </td> <td style="text-align:right;"> -7115.000 +5418.000 </td> <td style="text-align:right;"> -228.0000 +274.0000 </td> <td style="text-align:right;"> --54.00000 +71.00000 </td> <td style="text-align:right;"> -282.0000 +203.0000 </td> <td style="text-align:right;"> -175.00000 +156.00000 </td> <td style="text-align:right;"> --10.000000 +232.000000 </td> <td style="text-align:right;"> -178.0000 +244.0000 </td> <td style="text-align:right;"> --14.000000 +95.000000 </td> <td style="text-align:right;"> -1073.0000 +474.0000 </td> <td style="text-align:right;"> -123.00000 +87.00000 </td> <td style="text-align:right;"> -64.00000 +3.00000 </td> <td style="text-align:right;"> -19.00000 +67.00000 </td> <td style="text-align:right;"> -357.0000 +213.0000 </td> <td style="text-align:right;"> -208.0000 +11.0000 </td> <td style="text-align:right;"> -345.0000 +23.0000 </td> <td style="text-align:right;"> -248.0000 +155.0000 </td> <td style="text-align:right;"> NA @@ -6230,287 +6183,287 @@ NA NA </td> <td style="text-align:right;"> -674.8333 +1209.7500 </td> <td style="text-align:right;"> -26.33333 +27.50000 </td> <td style="text-align:right;"> -23.333333 +27.250000 </td> <td style="text-align:right;"> -17.166667 +19.750000 </td> <td style="text-align:right;"> -65.16667 +30.75000 </td> <td style="text-align:right;"> -55.33333 +73.50000 </td> <td style="text-align:right;"> -44.16667 +40.00000 </td> <td style="text-align:right;"> 32.50000 </td> <td style="text-align:right;"> -34.579859 +9.464847 </td> <td style="text-align:right;"> -1.6329932 +1.0000000 </td> <td style="text-align:right;"> -0.5163978 +0.9574271 </td> <td style="text-align:right;"> -0.9831921 +1.5000000 </td> <td style="text-align:right;"> -4.7504386 +1.892969 </td> <td style="text-align:right;"> -1.8618987 +0.5773503 </td> <td style="text-align:right;"> -0.7527727 +0.8164966 </td> <td style="text-align:right;"> -1.0488088 +0.5773503 </td> </tr> <tr> <td style="text-align:right;"> -1965914 +19891 </td> <td style="text-align:right;"> -1880 +NA </td> <td style="text-align:right;"> -90.00000 +44.75875 </td> <td style="text-align:right;"> -114.00000 +81.71087 </td> <td style="text-align:right;"> -293.0000 +290.7735 </td> <td style="text-align:right;"> -9130.000 +6949.753 </td> <td style="text-align:right;"> -305.0000 +188.5875 </td> <td style="text-align:right;"> --83.00000 +-92.21731 </td> <td style="text-align:right;"> -388.0000 +280.8840 </td> <td style="text-align:right;"> -105.00000 +135.60221 </td> <td style="text-align:right;"> -226.000000 +-42.456722 </td> <td style="text-align:right;"> -226.0000 +138.6685 </td> <td style="text-align:right;"> --31.000000 +-50.036832 </td> <td style="text-align:right;"> -246.0000 +1213.5138 </td> <td style="text-align:right;"> -28.00000 +157.58379 </td> <td style="text-align:right;"> -11.00000 +64.15654 </td> <td style="text-align:right;"> -25.00000 +27.54696 </td> <td style="text-align:right;"> -82.0000 +453.2118 </td> <td style="text-align:right;"> -35.0000 +212.8232 </td> <td style="text-align:right;"> -35.0000 +439.3425 </td> <td style="text-align:right;"> -70.0000 +262.2210 </td> <td style="text-align:right;"> -NA +26.501319 </td> <td style="text-align:right;"> -NA +0.4537785 </td> <td style="text-align:right;"> -NA +3.0846418 </td> <td style="text-align:right;"> -NA +120.56563 </td> <td style="text-align:right;"> -NA +27.925956 </td> <td style="text-align:right;"> -NA +24.592410 </td> <td style="text-align:right;"> -NA +3.391897 </td> <td style="text-align:right;"> -NA +27.969016 </td> <td style="text-align:right;"> -NA +26.919750 </td> <td style="text-align:right;"> -NA +27.7613157 </td> <td style="text-align:right;"> -NA +24.639664 </td> <td style="text-align:right;"> -NA +268.00790 </td> <td style="text-align:right;"> -NA +37.803872 </td> <td style="text-align:right;"> -NA +14.942923 </td> <td style="text-align:right;"> -NA +4.1178561 </td> <td style="text-align:right;"> -NA +107.32854 </td> <td style="text-align:right;"> -NA +49.422178 </td> <td style="text-align:right;"> -NA +98.974710 </td> <td style="text-align:right;"> -NA +59.75895 </td> <td style="text-align:right;"> -1392.8000 +736.9489 </td> <td style="text-align:right;"> -15.40000 +29.52463 </td> <td style="text-align:right;"> -14.800000 +16.586394 </td> <td style="text-align:right;"> -6.200000 +20.538798 </td> <td style="text-align:right;"> -9.20000 +113.13913 </td> <td style="text-align:right;"> -81.00000 +54.03106 </td> <td style="text-align:right;"> -35.80000 +40.07854 </td> <td style="text-align:right;"> -49.40000 +43.29845 </td> <td style="text-align:right;"> -5.449771 +74.868860 </td> <td style="text-align:right;"> -0.8944272 +4.2626615 </td> <td style="text-align:right;"> -0.4472136 +2.6847856 </td> <td style="text-align:right;"> -1.3038405 +3.7852525 </td> <td style="text-align:right;"> -0.4472136 +40.576396 </td> <td style="text-align:right;"> -0.0000000 +3.4188101 </td> <td style="text-align:right;"> -1.0954451 +3.1288340 </td> <td style="text-align:right;"> -0.8944272 +5.0610356 </td> </tr> <tr> <td style="text-align:right;"> -840883 +1785533 </td> <td style="text-align:right;"> -25 +730 </td> <td style="text-align:right;"> -103.00000 +115.00000 </td> <td style="text-align:right;"> -66.00000 +69.00000 </td> <td style="text-align:right;"> -295.0000 +232.0000 </td> <td style="text-align:right;"> -5612.000 +7927.000 </td> <td style="text-align:right;"> -227.0000 +263.0000 </td> <td style="text-align:right;"> -2.00000 +-35.00000 </td> <td style="text-align:right;"> -225.0000 +298.0000 </td> <td style="text-align:right;"> -177.00000 +208.00000 </td> <td style="text-align:right;"> -84.000000 +11.000000 </td> <td style="text-align:right;"> -182.0000 +227.0000 </td> <td style="text-align:right;"> -29.000000 +8.000000 </td> <td style="text-align:right;"> -761.0000 +1549.0000 </td> <td style="text-align:right;"> -73.00000 +241.00000 </td> <td style="text-align:right;"> -47.00000 +38.00000 </td> <td style="text-align:right;"> -12.00000 +55.00000 </td> <td style="text-align:right;"> -218.0000 +715.0000 </td> <td style="text-align:right;"> -152.0000 +130.0000 </td> <td style="text-align:right;"> -215.0000 +650.0000 </td> <td style="text-align:right;"> -169.0000 +158.0000 </td> <td style="text-align:right;"> NA @@ -6570,117 +6523,117 @@ NA NA </td> <td style="text-align:right;"> -650.0000 +944.4000 </td> <td style="text-align:right;"> -12.33333 +25.20000 </td> <td style="text-align:right;"> -11.166667 +21.400000 </td> <td style="text-align:right;"> -5.833333 +18.600000 </td> <td style="text-align:right;"> -17.00000 +70.00000 </td> <td style="text-align:right;"> -63.50000 +53.40000 </td> <td style="text-align:right;"> -31.83333 +38.00000 </td> <td style="text-align:right;"> -57.16667 +40.80000 </td> <td style="text-align:right;"> -18.899735 +26.292585 </td> <td style="text-align:right;"> -1.0327956 +0.8366600 </td> <td style="text-align:right;"> -0.7527727 +0.8944272 </td> <td style="text-align:right;"> -0.4082483 +1.1401754 </td> <td style="text-align:right;"> -0.8944272 +4.301163 </td> <td style="text-align:right;"> -1.2247449 +0.5477226 </td> <td style="text-align:right;"> -2.2286020 +1.2247449 </td> <td style="text-align:right;"> -2.6394444 +1.0954451 </td> </tr> <tr> <td style="text-align:right;"> -1930658 +1321029 </td> <td style="text-align:right;"> -140 +NA </td> <td style="text-align:right;"> -176.00000 +76.00000 </td> <td style="text-align:right;"> -90.00000 +74.00000 </td> <td style="text-align:right;"> -319.0000 +261.0000 </td> <td style="text-align:right;"> -6976.000 +7488.000 </td> <td style="text-align:right;"> -309.0000 +224.0000 </td> <td style="text-align:right;"> -27.00000 +-60.00000 </td> <td style="text-align:right;"> -282.0000 +284.0000 </td> <td style="text-align:right;"> -121.00000 +173.00000 </td> <td style="text-align:right;"> -197.000000 +-23.000000 </td> <td style="text-align:right;"> -266.0000 +175.0000 </td> <td style="text-align:right;"> -76.000000 +-25.000000 </td> <td style="text-align:right;"> -1449.0000 +637.0000 </td> <td style="text-align:right;"> -173.00000 +93.00000 </td> <td style="text-align:right;"> -75.00000 +29.00000 </td> <td style="text-align:right;"> -22.00000 +44.00000 </td> <td style="text-align:right;"> -487.0000 +279.0000 </td> <td style="text-align:right;"> -251.0000 +89.0000 </td> <td style="text-align:right;"> -326.0000 +255.0000 </td> <td style="text-align:right;"> -430.0000 +99.0000 </td> <td style="text-align:right;"> NA @@ -6740,797 +6693,797 @@ NA NA </td> <td style="text-align:right;"> -1409.6000 +801.0000 </td> <td style="text-align:right;"> -16.60000 +19.00000 </td> <td style="text-align:right;"> -18.600000 +17.000000 </td> <td style="text-align:right;"> -9.600000 +13.000000 </td> <td style="text-align:right;"> -28.40000 +30.00000 </td> <td style="text-align:right;"> -50.20000 +54.00000 </td> <td style="text-align:right;"> -28.60000 +44.00000 </td> <td style="text-align:right;"> -52.60000 +40.00000 </td> <td style="text-align:right;"> -19.243181 +NA </td> <td style="text-align:right;"> -0.5477226 +NA </td> <td style="text-align:right;"> -0.5477226 +NA </td> <td style="text-align:right;"> -1.1401754 +NA </td> <td style="text-align:right;"> -1.3416408 +NA </td> <td style="text-align:right;"> -0.4472136 +NA </td> <td style="text-align:right;"> -1.5165751 +NA </td> <td style="text-align:right;"> -1.6733201 +NA </td> </tr> <tr> <td style="text-align:right;"> -811191 +1906192 </td> <td style="text-align:right;"> -51 +897 </td> <td style="text-align:right;"> -97.00000 +96.40987 </td> <td style="text-align:right;"> -64.00000 +82.34764 </td> <td style="text-align:right;"> -281.0000 +273.1845 </td> <td style="text-align:right;"> -5840.000 +7636.567 </td> <td style="text-align:right;"> -223.0000 +246.3112 </td> <td style="text-align:right;"> --6.00000 +-55.49356 </td> <td style="text-align:right;"> -228.0000 +301.7918 </td> <td style="text-align:right;"> -173.00000 +196.81760 </td> <td style="text-align:right;"> -77.000000 +66.401288 </td> <td style="text-align:right;"> -179.0000 +198.4764 </td> <td style="text-align:right;"> -20.000000 +-7.886266 </td> <td style="text-align:right;"> -733.0000 +1134.9013 </td> <td style="text-align:right;"> -73.00000 +125.17811 </td> <td style="text-align:right;"> -46.00000 +75.38627 </td> <td style="text-align:right;"> -14.00000 +15.74893 </td> <td style="text-align:right;"> -215.0000 +358.4871 </td> <td style="text-align:right;"> -150.0000 +227.7318 </td> <td style="text-align:right;"> -215.0000 +332.7146 </td> <td style="text-align:right;"> -155.0000 +262.2768 </td> <td style="text-align:right;"> -NA +5.910209 </td> <td style="text-align:right;"> -NA +0.4767326 </td> <td style="text-align:right;"> -NA +0.9391471 </td> <td style="text-align:right;"> -NA +36.98493 </td> <td style="text-align:right;"> -NA +6.258909 </td> <td style="text-align:right;"> -NA +5.290381 </td> <td style="text-align:right;"> -NA +1.054238 </td> <td style="text-align:right;"> -NA +6.255749 </td> <td style="text-align:right;"> -NA +5.636280 </td> <td style="text-align:right;"> -NA +6.2096422 </td> <td style="text-align:right;"> -NA +5.241885 </td> <td style="text-align:right;"> -NA +150.79271 </td> <td style="text-align:right;"> -NA +17.559742 </td> <td style="text-align:right;"> -NA +10.460008 </td> <td style="text-align:right;"> -NA +0.7414378 </td> <td style="text-align:right;"> -NA +49.12622 </td> <td style="text-align:right;"> -NA +31.348868 </td> <td style="text-align:right;"> -NA +43.442436 </td> <td style="text-align:right;"> -NA +36.97896 </td> <td style="text-align:right;"> -679.5000 +939.7073 </td> <td style="text-align:right;"> -15.00000 +27.79152 </td> <td style="text-align:right;"> -9.666667 +19.648721 </td> <td style="text-align:right;"> -6.166667 +18.353701 </td> <td style="text-align:right;"> -54.66667 +92.49812 </td> <td style="text-align:right;"> -57.33333 +46.65612 </td> <td style="text-align:right;"> -28.50000 +43.04509 </td> <td style="text-align:right;"> -61.66667 +37.29327 </td> <td style="text-align:right;"> -38.630299 +78.770294 </td> <td style="text-align:right;"> -0.6324555 +3.5633616 </td> <td style="text-align:right;"> -0.8164966 +1.5622396 </td> <td style="text-align:right;"> -0.9831921 +2.8756354 </td> <td style="text-align:right;"> -7.8145164 +23.567323 </td> <td style="text-align:right;"> -0.8164966 +2.9127945 </td> <td style="text-align:right;"> -1.3784049 +1.9564479 </td> <td style="text-align:right;"> -1.6329932 +2.6987173 </td> </tr> <tr> <td style="text-align:right;"> -891935 +1828009 </td> <td style="text-align:right;"> -2 +1170 </td> <td style="text-align:right;"> -89.65957 +54.00000 </td> <td style="text-align:right;"> -45.45745 +54.00000 </td> <td style="text-align:right;"> -207.8191 +350.0000 </td> <td style="text-align:right;"> -6199.053 +3256.000 </td> <td style="text-align:right;"> -208.1702 +136.0000 </td> <td style="text-align:right;"> --10.59574 +-18.00000 </td> <td style="text-align:right;"> -218.7872 +154.0000 </td> <td style="text-align:right;"> -171.05319 +42.00000 </td> <td style="text-align:right;"> -8.914894 +102.000000 </td> <td style="text-align:right;"> -178.1383 +102.0000 </td> <td style="text-align:right;"> -8.914894 +10.000000 </td> <td style="text-align:right;"> -576.6915 +2355.0000 </td> <td style="text-align:right;"> -63.44681 +239.00000 </td> <td style="text-align:right;"> -30.71277 +130.00000 </td> <td style="text-align:right;"> -20.23404 +15.00000 </td> <td style="text-align:right;"> -187.4043 +697.0000 </td> <td style="text-align:right;"> -105.1277 +430.0000 </td> <td style="text-align:right;"> -181.2128 +430.0000 </td> <td style="text-align:right;"> -105.1277 +632.0000 </td> <td style="text-align:right;"> -0.4763931 +NA </td> <td style="text-align:right;"> -0.6163523 +NA </td> <td style="text-align:right;"> -1.9452880 +NA </td> <td style="text-align:right;"> -8.373495 +NA </td> <td style="text-align:right;"> -0.7709552 +NA </td> <td style="text-align:right;"> -0.4933787 +NA </td> <td style="text-align:right;"> -0.8279050 +NA </td> <td style="text-align:right;"> -0.4721723 +NA </td> <td style="text-align:right;"> -0.2805361 +NA </td> <td style="text-align:right;"> -0.499485 +NA </td> <td style="text-align:right;"> -0.2805361 +NA </td> <td style="text-align:right;"> -11.22787 +NA </td> <td style="text-align:right;"> -1.169661 +NA </td> <td style="text-align:right;"> -0.6659513 +NA </td> <td style="text-align:right;"> -0.4256692 +NA </td> <td style="text-align:right;"> -3.367521 +NA </td> <td style="text-align:right;"> -2.263474 +NA </td> <td style="text-align:right;"> -3.534385 +NA </td> <td style="text-align:right;"> -2.263474 +NA </td> <td style="text-align:right;"> -711.5904 +663.8000 </td> <td style="text-align:right;"> -20.27800 +40.80000 </td> <td style="text-align:right;"> -13.728745 +11.400000 </td> <td style="text-align:right;"> -6.290823 +20.400000 </td> <td style="text-align:right;"> -52.25034 +211.60000 </td> <td style="text-align:right;"> -63.09379 +50.00000 </td> <td style="text-align:right;"> -26.16397 +34.40000 </td> <td style="text-align:right;"> -60.08974 +54.20000 </td> <td style="text-align:right;"> -137.377690 +46.029339 </td> <td style="text-align:right;"> -5.4528525 +5.1672043 </td> <td style="text-align:right;"> -2.3890584 +0.5477226 </td> <td style="text-align:right;"> -0.8362383 +3.5777088 </td> <td style="text-align:right;"> -28.6656213 +4.277850 </td> <td style="text-align:right;"> -3.0745808 +1.4142136 </td> <td style="text-align:right;"> -3.0051897 +1.1401754 </td> <td style="text-align:right;"> -3.3261861 +1.3038405 </td> </tr> <tr> <td style="text-align:right;"> -751762 +1541800 </td> <td style="text-align:right;"> -NA +331 </td> <td style="text-align:right;"> -117.48204 +144.32179 </td> <td style="text-align:right;"> -74.00000 +70.16293 </td> <td style="text-align:right;"> -310.0945 +290.3829 </td> <td style="text-align:right;"> -5769.304 +5838.676 </td> <td style="text-align:right;"> -251.9301 +275.4236 </td> <td style="text-align:right;"> -12.57467 +33.86151 </td> <td style="text-align:right;"> -239.3459 +241.5519 </td> <td style="text-align:right;"> -144.01323 +170.82485 </td> <td style="text-align:right;"> -67.824197 +145.761711 </td> <td style="text-align:right;"> -200.7032 +231.7128 </td> <td style="text-align:right;"> -43.223062 +70.771894 </td> <td style="text-align:right;"> -744.4877 +641.0998 </td> <td style="text-align:right;"> -80.23629 +74.98778 </td> <td style="text-align:right;"> -50.77883 +31.28921 </td> <td style="text-align:right;"> -12.75992 +25.28513 </td> <td style="text-align:right;"> -217.0870 +218.9817 </td> <td style="text-align:right;"> -156.0794 +108.4725 </td> <td style="text-align:right;"> -192.6711 +138.9532 </td> <td style="text-align:right;"> -183.1474 +128.2668 </td> <td style="text-align:right;"> -2.0310466 +11.000107 </td> <td style="text-align:right;"> -0.0000000 +2.5518962 </td> <td style="text-align:right;"> -0.3825604 +5.8281541 </td> <td style="text-align:right;"> -15.061490 +40.40745 </td> <td style="text-align:right;"> -2.2158230 +10.581644 </td> <td style="text-align:right;"> -1.8866058 +11.456090 </td> <td style="text-align:right;"> -0.6595651 +4.017672 </td> <td style="text-align:right;"> -16.9136010 +10.987464 </td> <td style="text-align:right;"> -2.7201027 +76.646460 </td> <td style="text-align:right;"> -2.145469 +11.0949988 </td> <td style="text-align:right;"> -1.8978051 +10.873151 </td> <td style="text-align:right;"> -62.95901 +96.12326 </td> <td style="text-align:right;"> -6.811235 +11.292939 </td> <td style="text-align:right;"> -4.3447815 +5.807619 </td> <td style="text-align:right;"> -0.5814532 +1.6487976 </td> <td style="text-align:right;"> -18.325859 +32.51426 </td> <td style="text-align:right;"> -13.903119 +19.256718 </td> <td style="text-align:right;"> -16.499240 +21.315986 </td> <td style="text-align:right;"> -16.215669 +22.22758 </td> <td style="text-align:right;"> -988.5854 +1230.4833 </td> <td style="text-align:right;"> -16.25147 +20.66854 </td> <td style="text-align:right;"> -20.636278 +23.452567 </td> <td style="text-align:right;"> -12.025206 +19.464729 </td> <td style="text-align:right;"> -23.63887 +31.76674 </td> <td style="text-align:right;"> -62.96561 +72.37166 </td> <td style="text-align:right;"> -38.21720 +37.60005 </td> <td style="text-align:right;"> -41.12073 +38.95468 </td> <td style="text-align:right;"> -92.959008 +120.219216 </td> <td style="text-align:right;"> -2.2463988 +2.1869963 </td> <td style="text-align:right;"> -3.4595559 +1.7558819 </td> <td style="text-align:right;"> -1.8352642 +2.4716325 </td> <td style="text-align:right;"> -5.7520812 +11.855030 </td> <td style="text-align:right;"> -4.4650441 +3.6060499 </td> <td style="text-align:right;"> -3.4865659 +1.7895185 </td> <td style="text-align:right;"> -5.6465916 +2.3069776 </td> </tr> <tr> <td style="text-align:right;"> -1804066 +1317768 </td> <td style="text-align:right;"> -282 +NA </td> <td style="text-align:right;"> -120.75000 +91.00000 </td> <td style="text-align:right;"> -84.00000 +70.00000 </td> <td style="text-align:right;"> -247.7500 +264.0000 </td> <td style="text-align:right;"> -9286.250 +7084.000 </td> <td style="text-align:right;"> -284.7500 +235.0000 </td> <td style="text-align:right;"> --55.75000 +-30.00000 </td> <td style="text-align:right;"> -340.2500 +265.0000 </td> <td style="text-align:right;"> -247.75000 +184.00000 </td> <td style="text-align:right;"> --9.750000 +-2.000000 </td> <td style="text-align:right;"> -247.7500 +187.0000 </td> <td style="text-align:right;"> --9.750000 +-2.000000 </td> <td style="text-align:right;"> -1419.0000 +478.0000 </td> <td style="text-align:right;"> -330.75000 +69.00000 </td> <td style="text-align:right;"> -37.75000 +24.00000 </td> <td style="text-align:right;"> -76.75000 +33.00000 </td> <td style="text-align:right;"> -859.2500 +194.0000 </td> <td style="text-align:right;"> -114.7500 +76.0000 </td> <td style="text-align:right;"> -859.2500 +175.0000 </td> <td style="text-align:right;"> -114.7500 +76.0000 </td> <td style="text-align:right;"> -7.0887234 +NA </td> <td style="text-align:right;"> -0.0000000 +NA </td> <td style="text-align:right;"> -0.9574271 +NA </td> <td style="text-align:right;"> -34.989284 +NA </td> <td style="text-align:right;"> -7.0887234 +NA </td> <td style="text-align:right;"> -6.6017674 +NA </td> <td style="text-align:right;"> -0.9574271 +NA </td> <td style="text-align:right;"> -7.0887234 +NA </td> <td style="text-align:right;"> -6.6017674 +NA </td> <td style="text-align:right;"> -7.088723 +NA </td> <td style="text-align:right;"> -6.6017674 +NA </td> <td style="text-align:right;"> -73.63423 +NA </td> <td style="text-align:right;"> -19.085335 +NA </td> <td style="text-align:right;"> -0.9574271 +NA </td> <td style="text-align:right;"> -1.5000000 +NA </td> <td style="text-align:right;"> -53.952912 +NA </td> <td style="text-align:right;"> -2.872281 +NA </td> <td style="text-align:right;"> -53.952912 +NA </td> <td style="text-align:right;"> -2.872281 +NA </td> <td style="text-align:right;"> -1151.4054 +1043.0000 </td> <td style="text-align:right;"> -17.95946 +20.00000 </td> <td style="text-align:right;"> -20.270270 +15.000000 </td> <td style="text-align:right;"> -16.162162 +8.000000 </td> <td style="text-align:right;"> -49.10811 +38.00000 </td> <td style="text-align:right;"> -59.55405 +64.00000 </td> <td style="text-align:right;"> -38.98649 +22.00000 </td> <td style="text-align:right;"> -40.70270 +62.00000 </td> <td style="text-align:right;"> -49.259147 +NA </td> <td style="text-align:right;"> -1.1871364 +NA </td> <td style="text-align:right;"> -1.2745915 +NA </td> <td style="text-align:right;"> -2.2270259 +NA </td> <td style="text-align:right;"> -7.4916713 +NA </td> <td style="text-align:right;"> -0.9236896 +NA </td> <td style="text-align:right;"> -1.5393758 +NA </td> <td style="text-align:right;"> -1.9912805 +NA </td> </tr> <tr> <td style="text-align:right;"> -50981 +385820 </td> <td style="text-align:right;"> -2280 +56 </td> <td style="text-align:right;"> --4.00000 +83.00000 </td> <td style="text-align:right;"> -82.00000 +48.00000 </td> <td style="text-align:right;"> -302.0000 +234.0000 </td> <td style="text-align:right;"> -6504.000 +5556.000 </td> <td style="text-align:right;"> -136.0000 +194.0000 </td> <td style="text-align:right;"> --135.00000 +-10.00000 </td> <td style="text-align:right;"> -271.0000 +205.0000 </td> <td style="text-align:right;"> -87.00000 +68.00000 </td> <td style="text-align:right;"> --86.000000 +53.000000 </td> <td style="text-align:right;"> -87.0000 +163.0000 </td> <td style="text-align:right;"> --91.000000 +10.000000 </td> <td style="text-align:right;"> -850.0000 +857.0000 </td> <td style="text-align:right;"> -113.00000 +99.00000 </td> <td style="text-align:right;"> -46.00000 +47.00000 </td> <td style="text-align:right;"> -33.00000 +25.00000 </td> <td style="text-align:right;"> -336.0000 +293.0000 </td> <td style="text-align:right;"> -139.0000 +151.0000 </td> <td style="text-align:right;"> -336.0000 +226.0000 </td> <td style="text-align:right;"> -148.0000 +171.0000 </td> <td style="text-align:right;"> NA @@ -7590,117 +7543,117 @@ NA NA </td> <td style="text-align:right;"> -722.0000 +611.3333 </td> <td style="text-align:right;"> -31.50000 +11.83333 </td> <td style="text-align:right;"> -11.333333 +6.166667 </td> <td style="text-align:right;"> -22.166667 +7.166667 </td> <td style="text-align:right;"> -136.33333 +38.66667 </td> <td style="text-align:right;"> -55.33333 +53.83333 </td> <td style="text-align:right;"> -37.00000 +15.33333 </td> <td style="text-align:right;"> -51.83333 +78.50000 </td> <td style="text-align:right;"> -12.312595 +36.626038 </td> <td style="text-align:right;"> -1.5165751 +0.7527727 </td> <td style="text-align:right;"> -1.0327956 +1.4719601 </td> <td style="text-align:right;"> -1.1690452 +0.9831921 </td> <td style="text-align:right;"> -13.0639453 +3.265986 </td> <td style="text-align:right;"> -0.5163978 +0.7527727 </td> <td style="text-align:right;"> -1.5491933 +1.7511901 </td> <td style="text-align:right;"> -0.7527727 +3.0166206 </td> </tr> <tr> <td style="text-align:right;"> -67923 +173431 </td> <td style="text-align:right;"> -NA +108 </td> <td style="text-align:right;"> -110.00000 +94.00000 </td> <td style="text-align:right;"> -76.00000 +58.00000 </td> <td style="text-align:right;"> -275.0000 +325.0000 </td> <td style="text-align:right;"> -7157.000 +4160.000 </td> <td style="text-align:right;"> -258.0000 +193.0000 </td> <td style="text-align:right;"> --19.00000 +16.00000 </td> <td style="text-align:right;"> -278.0000 +177.0000 </td> <td style="text-align:right;"> -88.00000 +55.00000 </td> <td style="text-align:right;"> -212.000000 +150.000000 </td> <td style="text-align:right;"> -212.0000 +155.0000 </td> <td style="text-align:right;"> -17.000000 +42.000000 </td> <td style="text-align:right;"> -730.0000 +734.0000 </td> <td style="text-align:right;"> -90.00000 +79.00000 </td> <td style="text-align:right;"> -37.00000 +49.00000 </td> <td style="text-align:right;"> -25.00000 +15.00000 </td> <td style="text-align:right;"> -257.0000 +233.0000 </td> <td style="text-align:right;"> -117.0000 +153.0000 </td> <td style="text-align:right;"> -117.0000 +169.0000 </td> <td style="text-align:right;"> -186.0000 +165.0000 </td> <td style="text-align:right;"> NA @@ -7760,117 +7713,117 @@ NA NA </td> <td style="text-align:right;"> -1048.8000 +574.0000 </td> <td style="text-align:right;"> -29.00000 +22.00000 </td> <td style="text-align:right;"> -28.000000 +21.333333 </td> <td style="text-align:right;"> -9.800000 +14.666667 </td> <td style="text-align:right;"> -30.80000 +66.83333 </td> <td style="text-align:right;"> -63.20000 +54.50000 </td> <td style="text-align:right;"> -38.60000 +39.16667 </td> <td style="text-align:right;"> -33.20000 +39.50000 </td> <td style="text-align:right;"> -22.928149 +24.859606 </td> <td style="text-align:right;"> -0.7071068 +1.0954451 </td> <td style="text-align:right;"> -1.2247449 +0.8164966 </td> <td style="text-align:right;"> -1.4832397 +0.5163978 </td> <td style="text-align:right;"> -1.9235384 +3.970726 </td> <td style="text-align:right;"> -0.8366600 +1.0488088 </td> <td style="text-align:right;"> -1.1401754 +0.7527727 </td> <td style="text-align:right;"> -1.3038405 +1.6431677 </td> </tr> <tr> <td style="text-align:right;"> -404743 +702783 </td> <td style="text-align:right;"> -5 +695 </td> <td style="text-align:right;"> -85.00000 +93.00000 </td> <td style="text-align:right;"> -32.00000 +75.00000 </td> <td style="text-align:right;"> -161.0000 +315.0000 </td> <td style="text-align:right;"> -5852.000 +5619.000 </td> <td style="text-align:right;"> -191.0000 +226.0000 </td> <td style="text-align:right;"> --7.00000 +-10.00000 </td> <td style="text-align:right;"> -198.0000 +237.0000 </td> <td style="text-align:right;"> -147.00000 +35.00000 </td> <td style="text-align:right;"> -9.000000 +168.000000 </td> <td style="text-align:right;"> -169.0000 +174.0000 </td> <td style="text-align:right;"> -9.000000 +21.000000 </td> <td style="text-align:right;"> -557.0000 +1326.0000 </td> <td style="text-align:right;"> -56.00000 +141.00000 </td> <td style="text-align:right;"> -31.00000 +84.00000 </td> <td style="text-align:right;"> -18.00000 +14.00000 </td> <td style="text-align:right;"> -168.0000 +405.0000 </td> <td style="text-align:right;"> -105.0000 +263.0000 </td> <td style="text-align:right;"> -166.0000 +272.0000 </td> <td style="text-align:right;"> -105.0000 +395.0000 </td> <td style="text-align:right;"> NA @@ -7930,117 +7883,117 @@ NA NA </td> <td style="text-align:right;"> -799.0000 +653.8000 </td> <td style="text-align:right;"> -18.40000 +22.20000 </td> <td style="text-align:right;"> -17.800000 +14.400000 </td> <td style="text-align:right;"> -6.800000 +16.000000 </td> <td style="text-align:right;"> -55.80000 +92.00000 </td> <td style="text-align:right;"> -61.80000 +49.00000 </td> <td style="text-align:right;"> -26.00000 +33.00000 </td> <td style="text-align:right;"> -55.80000 +53.00000 </td> <td style="text-align:right;"> -30.886890 +18.566098 </td> <td style="text-align:right;"> -1.1401754 +0.8366600 </td> <td style="text-align:right;"> -0.4472136 +0.5477226 </td> <td style="text-align:right;"> -0.4472136 +1.0000000 </td> <td style="text-align:right;"> -13.5351395 +11.575837 </td> <td style="text-align:right;"> -0.4472136 +0.7071068 </td> <td style="text-align:right;"> -2.5495098 +0.7071068 </td> <td style="text-align:right;"> -2.3874673 +0.7071068 </td> </tr> <tr> <td style="text-align:right;"> -1797249 +584588 </td> <td style="text-align:right;"> -836 +1703 </td> <td style="text-align:right;"> -71.00000 +48.00000 </td> <td style="text-align:right;"> -62.00000 +81.00000 </td> <td style="text-align:right;"> -208.0000 +303.0000 </td> <td style="text-align:right;"> -8149.000 +6340.000 </td> <td style="text-align:right;"> -225.0000 +194.0000 </td> <td style="text-align:right;"> -74.00000 </td> <td style="text-align:right;"> -299.0000 +268.0000 </td> <td style="text-align:right;"> -171.00000 +72.00000 </td> <td style="text-align:right;"> --33.000000 +-32.000000 </td> <td style="text-align:right;"> -189.0000 +139.0000 </td> <td style="text-align:right;"> --38.000000 +-34.000000 </td> <td style="text-align:right;"> -1337.0000 +1537.0000 </td> <td style="text-align:right;"> -167.00000 +143.00000 </td> <td style="text-align:right;"> -68.00000 +103.00000 </td> <td style="text-align:right;"> -27.00000 +10.00000 </td> <td style="text-align:right;"> -489.0000 +424.0000 </td> <td style="text-align:right;"> -207.0000 +340.0000 </td> <td style="text-align:right;"> -450.0000 +353.0000 </td> <td style="text-align:right;"> -220.0000 +352.0000 </td> <td style="text-align:right;"> NA @@ -8100,52 +8053,52 @@ NA NA </td> <td style="text-align:right;"> -753.6000 +743.8000 </td> <td style="text-align:right;"> -34.40000 +31.80000 </td> <td style="text-align:right;"> -15.400000 +19.600000 </td> <td style="text-align:right;"> -18.400000 +19.600000 </td> <td style="text-align:right;"> -184.40000 +125.60000 </td> <td style="text-align:right;"> -45.20000 +58.20000 </td> <td style="text-align:right;"> -37.80000 +35.80000 </td> <td style="text-align:right;"> -47.20000 +44.40000 </td> <td style="text-align:right;"> -18.420098 +18.833481 </td> <td style="text-align:right;"> -2.1908902 +0.8366600 </td> <td style="text-align:right;"> -0.8944272 +1.3416408 </td> <td style="text-align:right;"> -0.8944272 +1.1401754 </td> <td style="text-align:right;"> -14.8256534 +6.693280 </td> <td style="text-align:right;"> -0.4472136 +0.8366600 </td> <td style="text-align:right;"> -1.0954451 +0.4472136 </td> <td style="text-align:right;"> -0.4472136 +1.8165902 </td> </tr> </tbody> @@ -8212,26 +8165,28 @@ sessionInfo()</code></pre> ## other attached packages: ## [1] rgeos_0.5-5 rgdal_1.5-23 sf_0.9-3 sp_1.4-5 ## [5] downloader_0.4 gridExtra_2.3 viridis_0.5.1 viridisLite_0.3.0 -## [9] kableExtra_1.3.1 knitr_1.31 forcats_0.5.1 stringr_1.4.0 -## [13] dplyr_1.0.4 purrr_0.3.4 readr_1.4.0 tidyr_1.1.2 +## [9] kableExtra_1.3.4 knitr_1.31 forcats_0.5.1 stringr_1.4.0 +## [13] dplyr_1.0.4 purrr_0.3.4 readr_1.4.0 tidyr_1.1.3 ## [17] tibble_3.0.1 ggplot2_3.3.0 tidyverse_1.3.0 ## ## loaded via a namespace (and not attached): -## [1] Rcpp_1.0.5 lubridate_1.7.9.2 lattice_0.20-41 class_7.3-18 -## [5] utf8_1.1.4 assertthat_0.2.1 digest_0.6.25 R6_2.5.0 -## [9] cellranger_1.1.0 backports_1.2.1 reprex_1.0.0 evaluate_0.14 -## [13] e1071_1.7-4 highr_0.8 httr_1.4.2 pillar_1.4.3 -## [17] rlang_0.4.10 readxl_1.3.1 rstudioapi_0.13 rmarkdown_2.6 -## [21] labeling_0.4.2 webshot_0.5.2 munsell_0.5.0 broom_0.7.0 -## [25] compiler_3.6.3 modelr_0.1.6 xfun_0.20 pkgconfig_2.0.3 -## [29] htmltools_0.5.1.1 tidyselect_1.1.0 fansi_0.4.2 crayon_1.4.1 -## [33] dbplyr_2.1.0 withr_2.4.1 jsonlite_1.7.2 gtable_0.3.0 -## [37] lifecycle_0.2.0 DBI_1.1.1 magrittr_2.0.1 units_0.6-7 -## [41] scales_1.1.1 KernSmooth_2.23-18 cli_2.3.0 stringi_1.5.3 -## [45] farver_2.0.3 fs_1.5.0 xml2_1.3.2 ellipsis_0.3.1 -## [49] generics_0.1.0 vctrs_0.3.6 tools_3.6.3 glue_1.4.2 -## [53] maps_3.3.0 hms_1.0.0 yaml_2.2.1 colorspace_2.0-0 -## [57] classInt_0.4-3 rvest_0.3.6 haven_2.3.1</code></pre> +## [1] httr_1.4.2 sass_0.3.1 maps_3.3.0 jsonlite_1.7.2 +## [5] modelr_0.1.6 bslib_0.2.4 assertthat_0.2.1 highr_0.8 +## [9] cellranger_1.1.0 yaml_2.2.1 gdtools_0.2.3 pillar_1.4.3 +## [13] backports_1.2.1 lattice_0.20-41 glue_1.4.2 digest_0.6.25 +## [17] rvest_0.3.6 colorspace_2.0-0 cowplot_1.1.1 htmltools_0.5.1.1 +## [21] pkgconfig_2.0.3 broom_0.7.0 haven_2.3.1 scales_1.1.1 +## [25] webshot_0.5.2 svglite_1.2.3.2 generics_0.1.0 farver_2.1.0 +## [29] ellipsis_0.3.1 withr_2.4.1 cli_2.3.1 magrittr_2.0.1 +## [33] crayon_1.4.1 readxl_1.3.1 evaluate_0.14 fs_1.5.0 +## [37] fansi_0.4.2 xml2_1.3.2 class_7.3-18 tools_3.6.3 +## [41] hms_1.0.0 lifecycle_1.0.0 munsell_0.5.0 reprex_1.0.0 +## [45] compiler_3.6.3 jquerylib_0.1.3 e1071_1.7-4 systemfonts_1.0.1 +## [49] rlang_0.4.10 classInt_0.4-3 units_0.7-0 rstudioapi_0.13 +## [53] labeling_0.4.2 rmarkdown_2.7 gtable_0.3.0 DBI_1.1.1 +## [57] R6_2.5.0 lubridate_1.7.10 utf8_1.1.4 KernSmooth_2.23-18 +## [61] stringi_1.5.3 Rcpp_1.0.5 vctrs_0.3.6 dbplyr_2.1.0 +## [65] tidyselect_1.1.0 xfun_0.21</code></pre> </div> @@ -8261,7 +8216,7 @@ $(document).ready(function () { $(document).ready(function () { $('.tabset-dropdown > .nav-tabs > li').click(function () { - $(this).parent().toggleClass('nav-tabs-open') + $(this).parent().toggleClass('nav-tabs-open'); }); }); </script>