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placeholderEl.remove();
}
el.classList.remove("rollup");
};
if (isReaderMode()) {
convertToMenu();
isVisible = false;
} else {
// Find the top and bottom o the element that is being managed
const elTop = el.offsetTop;
const elBottom =
elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight;
if (!isVisible) {
// If the element is current not visible reveal if there are
// no conflicts with overlay regions
if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) {
convertToSidebar();
isVisible = true;
}
} else {
// If the element is visible, hide it if it conflicts with overlay regions
// and insert a placeholder toggle (or if we're in reader mode)
if (inHiddenRegion(elTop, elBottom, hiddenRegions)) {
convertToMenu();
isVisible = false;
}
}
}
}
};
};
const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]');
for (const tabEl of tabEls) {
const id = tabEl.getAttribute("data-bs-target");
if (id) {
const columnEl = document.querySelector(
`${id} .column-margin, .tabset-margin-content`
);
if (columnEl)
tabEl.addEventListener("shown.bs.tab", function (event) {
const el = event.srcElement;
if (el) {
const visibleCls = `${el.id}-margin-content`;
// walk up until we find a parent tabset
let panelTabsetEl = el.parentElement;
while (panelTabsetEl) {
if (panelTabsetEl.classList.contains("panel-tabset")) {
break;
}
panelTabsetEl = panelTabsetEl.parentElement;
}
if (panelTabsetEl) {
const prevSib = panelTabsetEl.previousElementSibling;
if (
prevSib &&
prevSib.classList.contains("tabset-margin-container")
) {
const childNodes = prevSib.querySelectorAll(
".tabset-margin-content"
);
for (const childEl of childNodes) {
if (childEl.classList.contains(visibleCls)) {
childEl.classList.remove("collapse");
} else {
childEl.classList.add("collapse");
}
}
}
}
}
layoutMarginEls();
});
}
}
// Manage the visibility of the toc and the sidebar
const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, {
id: "quarto-toc-toggle",
titleSelector: "#toc-title",
dismissOnClick: true,
});
const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, {
id: "quarto-sidebarnav-toggle",
titleSelector: ".title",
dismissOnClick: false,
});
let tocLeftScrollVisibility;
if (leftTocEl) {
tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, {
id: "quarto-lefttoc-toggle",
titleSelector: "#toc-title",
dismissOnClick: true,
});
}
// Find the first element that uses formatting in special columns
const conflictingEls = window.document.body.querySelectorAll(
'[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]'
);
// Filter all the possibly conflicting elements into ones
// the do conflict on the left or ride side
const arrConflictingEls = Array.from(conflictingEls);
const leftSideConflictEls = arrConflictingEls.filter((el) => {
if (el.tagName === "ASIDE") {
return false;
}
return Array.from(el.classList).find((className) => {
return (
className !== "column-body" &&
className.startsWith("column-") &&
!className.endsWith("right") &&
!className.endsWith("container") &&
className !== "column-margin"
);
});
});
const rightSideConflictEls = arrConflictingEls.filter((el) => {
if (el.tagName === "ASIDE") {
return true;
}
const hasMarginCaption = Array.from(el.classList).find((className) => {
return className == "margin-caption";
});
if (hasMarginCaption) {
return true;
}
return Array.from(el.classList).find((className) => {
return (
className !== "column-body" &&
!className.endsWith("container") &&
className.startsWith("column-") &&
!className.endsWith("left")
);
});
});
const kOverlapPaddingSize = 10;
function toRegions(els) {
return els.map((el) => {
const boundRect = el.getBoundingClientRect();
const top =
boundRect.top +
document.documentElement.scrollTop -
kOverlapPaddingSize;
return {
top,
bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize,
};
});
}
let hasObserved = false;
const visibleItemObserver = (els) => {
let visibleElements = [...els];
const intersectionObserver = new IntersectionObserver(
(entries, _observer) => {
entries.forEach((entry) => {
if (entry.isIntersecting) {
if (visibleElements.indexOf(entry.target) === -1) {
visibleElements.push(entry.target);
}
} else {
visibleElements = visibleElements.filter((visibleEntry) => {
return visibleEntry !== entry;
});
}
});
if (!hasObserved) {
hideOverlappedSidebars();
}
hasObserved = true;
},
{}
);
els.forEach((el) => {
intersectionObserver.observe(el);
});
return {
getVisibleEntries: () => {
return visibleElements;
},
};
};
const rightElementObserver = visibleItemObserver(rightSideConflictEls);
const leftElementObserver = visibleItemObserver(leftSideConflictEls);
const hideOverlappedSidebars = () => {
marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries()));
sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries()));
if (tocLeftScrollVisibility) {
tocLeftScrollVisibility(
toRegions(leftElementObserver.getVisibleEntries())
);
}
};
window.quartoToggleReader = () => {
// Applies a slow class (or removes it)
// to update the transition speed
const slowTransition = (slow) => {
const manageTransition = (id, slow) => {
const el = document.getElementById(id);
if (el) {
if (slow) {
el.classList.add("slow");
} else {
el.classList.remove("slow");
}
}
};
manageTransition("TOC", slow);
manageTransition("quarto-sidebar", slow);
};
const readerMode = !isReaderMode();
setReaderModeValue(readerMode);
// If we're entering reader mode, slow the transition
if (readerMode) {
slowTransition(readerMode);
}
highlightReaderToggle(readerMode);
hideOverlappedSidebars();
// If we're exiting reader mode, restore the non-slow transition
if (!readerMode) {
slowTransition(!readerMode);
}
};
const highlightReaderToggle = (readerMode) => {
const els = document.querySelectorAll(".quarto-reader-toggle");
if (els) {
els.forEach((el) => {
if (readerMode) {
el.classList.add("reader");
} else {
el.classList.remove("reader");
}
});
}
};
const setReaderModeValue = (val) => {
if (window.location.protocol !== "file:") {
window.localStorage.setItem("quarto-reader-mode", val);
} else {
localReaderMode = val;
}
};
const isReaderMode = () => {
if (window.location.protocol !== "file:") {
return window.localStorage.getItem("quarto-reader-mode") === "true";
} else {
return localReaderMode;
}
};
let localReaderMode = null;
const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded");
const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1;
// Walk the TOC and collapse/expand nodes
// Nodes are expanded if:
// - they are top level
// - they have children that are 'active' links
// - they are directly below an link that is 'active'
const walk = (el, depth) => {
// Tick depth when we enter a UL
if (el.tagName === "UL") {
depth = depth + 1;
}
// It this is active link
let isActiveNode = false;
if (el.tagName === "A" && el.classList.contains("active")) {
isActiveNode = true;
}
// See if there is an active child to this element
let hasActiveChild = false;
for (child of el.children) {
hasActiveChild = walk(child, depth) || hasActiveChild;
}
// Process the collapse state if this is an UL
if (el.tagName === "UL") {
if (tocOpenDepth === -1 && depth > 1) {
el.classList.add("collapse");
} else if (
depth <= tocOpenDepth ||
hasActiveChild ||
prevSiblingIsActiveLink(el)
) {
el.classList.remove("collapse");
} else {
el.classList.add("collapse");
}
// untick depth when we leave a UL
depth = depth - 1;
}
return hasActiveChild || isActiveNode;
};
// walk the TOC and expand / collapse any items that should be shown
if (tocEl) {
walk(tocEl, 0);
updateActiveLink();
}
// Throttle the scroll event and walk peridiocally
window.document.addEventListener(
"scroll",
throttle(() => {
if (tocEl) {
updateActiveLink();
walk(tocEl, 0);
}
if (!isReaderMode()) {
hideOverlappedSidebars();
}
}, 5)
);
window.addEventListener(
"resize",
throttle(() => {
if (!isReaderMode()) {
hideOverlappedSidebars();
}
}, 10)
);
hideOverlappedSidebars();
highlightReaderToggle(isReaderMode());
});
// grouped tabsets
window.addEventListener("pageshow", (_event) => {
function getTabSettings() {
const data = localStorage.getItem("quarto-persistent-tabsets-data");
if (!data) {
localStorage.setItem("quarto-persistent-tabsets-data", "{}");
return {};
}
if (data) {
return JSON.parse(data);
}
}
function setTabSettings(data) {
localStorage.setItem(
"quarto-persistent-tabsets-data",
JSON.stringify(data)
);
}
function setTabState(groupName, groupValue) {
const data = getTabSettings();
data[groupName] = groupValue;
setTabSettings(data);
}
function toggleTab(tab, active) {
const tabPanelId = tab.getAttribute("aria-controls");
const tabPanel = document.getElementById(tabPanelId);
if (active) {
tab.classList.add("active");
tabPanel.classList.add("active");
} else {
tab.classList.remove("active");
tabPanel.classList.remove("active");
}
}
function toggleAll(selectedGroup, selectorsToSync) {
for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) {
const active = selectedGroup === thisGroup;
for (const tab of tabs) {
toggleTab(tab, active);
}
}
}
function findSelectorsToSyncByLanguage() {
const result = {};
const tabs = Array.from(
document.querySelectorAll(`div[data-group] a[id^='tabset-']`)
);
for (const item of tabs) {
const div = item.parentElement.parentElement.parentElement;
const group = div.getAttribute("data-group");
if (!result[group]) {
result[group] = {};
}
const selectorsToSync = result[group];
const value = item.innerHTML;
if (!selectorsToSync[value]) {
selectorsToSync[value] = [];
}
selectorsToSync[value].push(item);
}
return result;
}
function setupSelectorSync() {
const selectorsToSync = findSelectorsToSyncByLanguage();
Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => {
Object.entries(tabSetsByValue).forEach(([value, items]) => {
items.forEach((item) => {
item.addEventListener("click", (_event) => {
setTabState(group, value);
toggleAll(value, selectorsToSync[group]);
});
});
});
});
return selectorsToSync;
}
const selectorsToSync = setupSelectorSync();
for (const [group, selectedName] of Object.entries(getTabSettings())) {
const selectors = selectorsToSync[group];
// it's possible that stale state gives us empty selections, so we explicitly check here.
if (selectors) {
toggleAll(selectedName, selectors);
}
}
});
function throttle(func, wait) {
let waiting = false;
return function () {
if (!waiting) {
func.apply(this, arguments);
waiting = true;
setTimeout(function () {
waiting = false;
}, wait);
}
};
}
function nexttick(func) {
return setTimeout(func, 0);
}
</script>
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// AnchorJS - v4.3.1 - 2021-04-17
// https://www.bryanbraun.com/anchorjs/
// Copyright (c) 2021 Bryan Braun; Licensed MIT
//
// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
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// @license-end</script>
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t[e.name]=i?Object.assign({},i,e,{options:Object.assign({},i.options,e.options),data:Object.assign({},i.data,e.data)}):e,t}),{}),Object.keys(c).map((function(t){return c[t]}))));return a.orderedModifiers=u.filter((function(t){return t.enabled})),a.orderedModifiers.forEach((function(t){var e=t.name,i=t.options,n=void 0===i?{}:i,s=t.effect;if("function"==typeof s){var o=s({state:a,name:e,instance:h,options:n});l.push(o||function(){})}})),h.update()},forceUpdate:function(){if(!c){var t=a.elements,e=t.reference,i=t.popper;if(Re(e,i)){a.rects={reference:Me(e,te(i),"fixed"===a.options.strategy),popper:Kt(i)},a.reset=!1,a.placement=a.options.placement,a.orderedModifiers.forEach((function(t){return a.modifiersData[t.name]=Object.assign({},t.data)}));for(var n=0;n<a.orderedModifiers.length;n++)if(!0!==a.reset){var s=a.orderedModifiers[n],o=s.fn,r=s.options,l=void 0===r?{}:r,d=s.name;"function"==typeof o&&(a=o({state:a,options:l,name:d,instance:h})||a)}else a.reset=!1,n=-1}}},update:(s=function(){return new Promise((function(t){h.forceUpdate(),t(a)}))},function(){return r||(r=new Promise((function(t){Promise.resolve().then((function(){r=void 0,t(s())}))}))),r}),destroy:function(){d(),c=!0}};if(!Re(t,e))return h;function d(){l.forEach((function(t){return t()})),l=[]}return h.setOptions(i).then((function(t){!c&&i.onFirstUpdate&&i.onFirstUpdate(t)})),h}}var $e=We(),ze=We({defaultModifiers:[pe,Pe,ue,Ft]}),qe=We({defaultModifiers:[pe,Pe,ue,Ft,Ie,xe,je,le,Ne]});const Fe=Object.freeze({__proto__:null,popperGenerator:We,detectOverflow:ke,createPopperBase:$e,createPopper:qe,createPopperLite:ze,top:mt,bottom:gt,right:_t,left:bt,auto:vt,basePlacements:yt,start:wt,end:Et,clippingParents:At,viewport:Tt,popper:Ot,reference:Ct,variationPlacements:kt,placements:Lt,beforeRead:xt,read:Dt,afterRead:St,beforeMain:Nt,main:It,afterMain:Pt,beforeWrite:jt,write:Mt,afterWrite:Ht,modifierPhases:Bt,applyStyles:Ft,arrow:le,computeStyles:ue,eventListeners:pe,flip:xe,hide:Ne,offset:Ie,popperOffsets:Pe,preventOverflow:je}),Ue="dropdown",Ve="Escape",Ke="Space",Xe="ArrowUp",Ye="ArrowDown",Qe=new RegExp("ArrowUp|ArrowDown|Escape"),Ge="click.bs.dropdown.data-api",Ze="keydown.bs.dropdown.data-api",Je="show",ti='[data-bs-toggle="dropdown"]',ei=".dropdown-menu",ii=m()?"top-end":"top-start",ni=m()?"top-start":"top-end",si=m()?"bottom-end":"bottom-start",oi=m()?"bottom-start":"bottom-end",ri=m()?"left-start":"right-start",ai=m()?"right-start":"left-start",li={offset:[0,2],boundary:"clippingParents",reference:"toggle",display:"dynamic",popperConfig:null,autoClose:!0},ci={offset:"(array|string|function)",boundary:"(string|element)",reference:"(string|element|object)",display:"string",popperConfig:"(null|object|function)",autoClose:"(boolean|string)"};class hi extends B{constructor(t,e){super(t),this._popper=null,this._config=this._getConfig(e),this._menu=this._getMenuElement(),this._inNavbar=this._detectNavbar()}static get Default(){return li}static get DefaultType(){return ci}static get NAME(){return Ue}toggle(){return this._isShown()?this.hide():this.show()}show(){if(c(this._element)||this._isShown(this._menu))return;const t={relatedTarget:this._element};if(j.trigger(this._element,"show.bs.dropdown",t).defaultPrevented)return;const e=hi.getParentFromElement(this._element);this._inNavbar?U.setDataAttribute(this._menu,"popper","none"):this._createPopper(e),"ontouchstart"in document.documentElement&&!e.closest(".navbar-nav")&&[].concat(...document.body.children).forEach((t=>j.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;i<n;i++){const n=hi.getInstance(e[i]);if(!n||!1===n._config.autoClose)continue;if(!n._isShown())continue;const s={relatedTarget:n._element};if(t){const e=t.composedPath(),i=e.includes(n._menu);if(e.includes(n._element)||"inside"===n._config.autoClose&&!i||"outside"===n._config.autoClose&&i)continue;if(n._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;"click"===t.type&&(s.clickEvent=t)}n._completeHide(s)}}static getParentFromElement(t){return n(t)||t.parentNode}static dataApiKeydownHandler(t){if(/input|textarea/i.test(t.target.tagName)?t.key===Ke||t.key!==Ve&&(t.key!==Ye&&t.key!==Xe||t.target.closest(ei)):!Qe.test(t.key))return;const e=this.classList.contains(Je);if(!e&&t.key===Ve)return;if(t.preventDefault(),t.stopPropagation(),c(this))return;const i=this.matches(ti)?this:V.prev(this,ti)[0],n=hi.getOrCreateInstance(i);if(t.key!==Ve)return t.key===Xe||t.key===Ye?(e||n.show(),void n._selectMenuItem(t)):void(e&&t.key!==Ke||hi.clearMenus());n.hide()}}j.on(document,Ze,ti,hi.dataApiKeydownHandler),j.on(document,Ze,ei,hi.dataApiKeydownHandler),j.on(document,Ge,hi.clearMenus),j.on(document,"keyup.bs.dropdown.data-api",hi.clearMenus),j.on(document,Ge,ti,(function(t){t.preventDefault(),hi.getOrCreateInstance(this).toggle()})),g(hi);const di=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",ui=".sticky-top";class fi{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,"paddingRight",(e=>e+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t<e;t++)if(n[t].test(i))return!0;return!1};function Yi(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(let t=0,i=s.length;t<i;t++){const i=s[t],n=i.nodeName.toLowerCase();if(!Object.keys(e).includes(n)){i.remove();continue}const o=[].concat(...i.attributes),r=[].concat(e["*"]||[],e[n]||[]);o.forEach((t=>{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,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,selector:!1,placement:"top",offset:[0,0],container:!1,fallbackPlacements:["top","right","bottom","left"],boundary:"clippingParents",customClass:"",sanitize:!0,sanitizeFn:null,allowList:{"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},popperConfig:null},en={HIDE:"hide.bs.tooltip",HIDDEN:"hidden.bs.tooltip",SHOW:"show.bs.tooltip",SHOWN:"shown.bs.tooltip",INSERTED:"inserted.bs.tooltip",CLICK:"click.bs.tooltip",FOCUSIN:"focusin.bs.tooltip",FOCUSOUT:"focusout.bs.tooltip",MOUSEENTER:"mouseenter.bs.tooltip",MOUSELEAVE:"mouseleave.bs.tooltip"},nn="fade",sn="show",on="show",rn="out",an=".tooltip-inner",ln=".modal",cn="hide.bs.modal",hn="hover",dn="focus";class un extends B{constructor(t,e){if(void 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Dn="toast",Sn="hide",Nn="show",In="showing",Pn={animation:"boolean",autohide:"boolean",delay:"number"},jn={animation:!0,autohide:!0,delay:5e3};class Mn extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get DefaultType(){return Pn}static get Default(){return jn}static get NAME(){return Dn}show(){j.trigger(this._element,"show.bs.toast").defaultPrevented||(this._clearTimeout(),this._config.animation&&this._element.classList.add("fade"),this._element.classList.remove(Sn),u(this._element),this._element.classList.add(Nn),this._element.classList.add(In),this._queueCallback((()=>{this._element.classList.remove(In),j.trigger(this._element,"shown.bs.toast"),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this._element.classList.contains(Nn)&&(j.trigger(this._element,"hide.bs.toast").defaultPrevented||(this._element.classList.add(In),this._queueCallback((()=>{this._element.classList.add(Sn),this._element.classList.remove(In),this._element.classList.remove(Nn),j.trigger(this._element,"hidden.bs.toast")}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this._element.classList.contains(Nn)&&this._element.classList.remove(Nn),super.dispose()}_getConfig(t){return t={...jn,...U.getDataAttributes(this._element),..."object"==typeof t&&t?t:{}},a(Dn,t,this.constructor.DefaultType),t}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){j.on(this._element,"mouseover.bs.toast",(t=>this._onInteraction(t,!0))),j.on(this._element,"mouseout.bs.toast",(t=>this._onInteraction(t,!1))),j.on(this._element,"focusin.bs.toast",(t=>this._onInteraction(t,!0))),j.on(this._element,"focusout.bs.toast",(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=Mn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}return R(Mn),g(Mn),{Alert:W,Button:z,Carousel:st,Collapse:pt,Dropdown:hi,Modal:Hi,Offcanvas:Fi,Popover:gn,ScrollSpy:An,Tab:xn,Toast:Mn,Tooltip:un}}));
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) format("woff");
}
.bi::before,
[class^="bi-"]::before,
[class*=" bi-"]::before {
display: inline-block;
font-family: bootstrap-icons !important;
font-style: normal;
font-weight: normal !important;
font-variant: normal;
text-transform: none;
line-height: 1;
vertical-align: -.125em;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
}
.bi-123::before { content: "\f67f"; }
.bi-alarm-fill::before { content: "\f101"; }
.bi-alarm::before { content: "\f102"; }
.bi-align-bottom::before { content: "\f103"; }
.bi-align-center::before { content: "\f104"; }
.bi-align-end::before { content: "\f105"; }
.bi-align-middle::before { content: "\f106"; }
.bi-align-start::before { content: "\f107"; }
.bi-align-top::before { content: "\f108"; }
.bi-alt::before { content: "\f109"; }
.bi-app-indicator::before { content: "\f10a"; }
.bi-app::before { content: "\f10b"; }
.bi-archive-fill::before { content: "\f10c"; }
.bi-archive::before { content: "\f10d"; }
.bi-arrow-90deg-down::before { content: "\f10e"; }
.bi-arrow-90deg-left::before { content: "\f10f"; }
.bi-arrow-90deg-right::before { content: "\f110"; }
.bi-arrow-90deg-up::before { content: "\f111"; }
.bi-arrow-bar-down::before { content: "\f112"; }
.bi-arrow-bar-left::before { content: "\f113"; }
.bi-arrow-bar-right::before { content: "\f114"; }
.bi-arrow-bar-up::before { content: "\f115"; }
.bi-arrow-clockwise::before { content: "\f116"; }
.bi-arrow-counterclockwise::before { content: "\f117"; }
.bi-arrow-down-circle-fill::before { content: "\f118"; }
.bi-arrow-down-circle::before { content: "\f119"; }
.bi-arrow-down-left-circle-fill::before { content: "\f11a"; }
.bi-arrow-down-left-circle::before { content: "\f11b"; }
.bi-arrow-down-left-square-fill::before { content: "\f11c"; }
.bi-arrow-down-left-square::before { content: "\f11d"; }
.bi-arrow-down-left::before { content: "\f11e"; }
.bi-arrow-down-right-circle-fill::before { content: "\f11f"; }
.bi-arrow-down-right-circle::before { content: "\f120"; }
.bi-arrow-down-right-square-fill::before { content: "\f121"; }
.bi-arrow-down-right-square::before { content: "\f122"; }
.bi-arrow-down-right::before { content: "\f123"; }
.bi-arrow-down-short::before { content: "\f124"; }
.bi-arrow-down-square-fill::before { content: "\f125"; }
.bi-arrow-down-square::before { content: "\f126"; }
.bi-arrow-down-up::before { content: "\f127"; }
.bi-arrow-down::before { content: "\f128"; }
.bi-arrow-left-circle-fill::before { content: "\f129"; }
.bi-arrow-left-circle::before { content: "\f12a"; }
.bi-arrow-left-right::before { content: "\f12b"; }
.bi-arrow-left-short::before { content: "\f12c"; }
.bi-arrow-left-square-fill::before { content: "\f12d"; }
.bi-arrow-left-square::before { content: "\f12e"; }
.bi-arrow-left::before { content: "\f12f"; }
.bi-arrow-repeat::before { content: "\f130"; }
.bi-arrow-return-left::before { content: "\f131"; }
.bi-arrow-return-right::before { content: "\f132"; }
.bi-arrow-right-circle-fill::before { content: "\f133"; }
.bi-arrow-right-circle::before { content: "\f134"; }
.bi-arrow-right-short::before { content: "\f135"; }
.bi-arrow-right-square-fill::before { content: "\f136"; }
.bi-arrow-right-square::before { content: "\f137"; }
.bi-arrow-right::before { content: "\f138"; }
.bi-arrow-up-circle-fill::before { content: "\f139"; }
.bi-arrow-up-circle::before { content: "\f13a"; }
.bi-arrow-up-left-circle-fill::before { content: "\f13b"; }
.bi-arrow-up-left-circle::before { content: "\f13c"; }
.bi-arrow-up-left-square-fill::before { content: "\f13d"; }
.bi-arrow-up-left-square::before { content: "\f13e"; }
.bi-arrow-up-left::before { content: "\f13f"; }
.bi-arrow-up-right-circle-fill::before { content: "\f140"; }
.bi-arrow-up-right-circle::before { content: "\f141"; }
.bi-arrow-up-right-square-fill::before { content: "\f142"; }
.bi-arrow-up-right-square::before { content: "\f143"; }
.bi-arrow-up-right::before { content: "\f144"; }
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.bi-4-square::before { content: "\f7ab"; }
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.bi-5-circle-fill-1::before { content: "\f7ad"; }
.bi-5-circle-fill::before { content: "\f7ae"; }
.bi-5-circle::before { content: "\f7af"; }
.bi-5-square-fill::before { content: "\f7b0"; }
.bi-5-square::before { content: "\f7b1"; }
.bi-6-circle-1::before { content: "\f7b2"; }
.bi-6-circle-fill-1::before { content: "\f7b3"; }
.bi-6-circle-fill::before { content: "\f7b4"; }
.bi-6-circle::before { content: "\f7b5"; }
.bi-6-square-fill::before { content: "\f7b6"; }
.bi-6-square::before { content: "\f7b7"; }
.bi-7-circle-1::before { content: "\f7b8"; }
.bi-7-circle-fill-1::before { content: "\f7b9"; }
.bi-7-circle-fill::before { content: "\f7ba"; }
.bi-7-circle::before { content: "\f7bb"; }
.bi-7-square-fill::before { content: "\f7bc"; }
.bi-7-square::before { content: "\f7bd"; }
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.bi-8-circle-fill-1::before { content: "\f7bf"; }
.bi-8-circle-fill::before { content: "\f7c0"; }
.bi-8-circle::before { content: "\f7c1"; }
.bi-8-square-fill::before { content: "\f7c2"; }
.bi-8-square::before { content: "\f7c3"; }
.bi-9-circle-1::before { content: "\f7c4"; }
.bi-9-circle-fill-1::before { content: "\f7c5"; }
.bi-9-circle-fill::before { content: "\f7c6"; }
.bi-9-circle::before { content: "\f7c7"; }
.bi-9-square-fill::before { content: "\f7c8"; }
.bi-9-square::before { content: "\f7c9"; }
.bi-airplane-engines-fill::before { content: "\f7ca"; }
.bi-airplane-engines::before { content: "\f7cb"; }
.bi-airplane-fill::before { content: "\f7cc"; }
.bi-airplane::before { content: "\f7cd"; }
.bi-alexa::before { content: "\f7ce"; }
.bi-alipay::before { content: "\f7cf"; }
.bi-android::before { content: "\f7d0"; }
.bi-android2::before { content: "\f7d1"; }
.bi-box-fill::before { content: "\f7d2"; }
.bi-box-seam-fill::before { content: "\f7d3"; }
.bi-browser-chrome::before { content: "\f7d4"; }
.bi-browser-edge::before { content: "\f7d5"; }
.bi-browser-firefox::before { content: "\f7d6"; }
.bi-browser-safari::before { content: "\f7d7"; }
.bi-c-circle-1::before { content: "\f7d8"; }
.bi-c-circle-fill-1::before { content: "\f7d9"; }
.bi-c-circle-fill::before { content: "\f7da"; }
.bi-c-circle::before { content: "\f7db"; }
.bi-c-square-fill::before { content: "\f7dc"; }
.bi-c-square::before { content: "\f7dd"; }
.bi-capsule-pill::before { content: "\f7de"; }
.bi-capsule::before { content: "\f7df"; }
.bi-car-front-fill::before { content: "\f7e0"; }
.bi-car-front::before { content: "\f7e1"; }
.bi-cassette-fill::before { content: "\f7e2"; }
.bi-cassette::before { content: "\f7e3"; }
.bi-cc-circle-1::before { content: "\f7e4"; }
.bi-cc-circle-fill-1::before { content: "\f7e5"; }
.bi-cc-circle-fill::before { content: "\f7e6"; }
.bi-cc-circle::before { content: "\f7e7"; }
.bi-cc-square-fill::before { content: "\f7e8"; }
.bi-cc-square::before { content: "\f7e9"; }
.bi-cup-hot-fill::before { content: "\f7ea"; }
.bi-cup-hot::before { content: "\f7eb"; }
.bi-currency-rupee::before { content: "\f7ec"; }
.bi-dropbox::before { content: "\f7ed"; }
.bi-escape::before { content: "\f7ee"; }
.bi-fast-forward-btn-fill::before { content: "\f7ef"; }
.bi-fast-forward-btn::before { content: "\f7f0"; }
.bi-fast-forward-circle-fill::before { content: "\f7f1"; }
.bi-fast-forward-circle::before { content: "\f7f2"; }
.bi-fast-forward-fill::before { content: "\f7f3"; }
.bi-fast-forward::before { content: "\f7f4"; }
.bi-filetype-sql::before { content: "\f7f5"; }
.bi-fire::before { content: "\f7f6"; }
.bi-google-play::before { content: "\f7f7"; }
.bi-h-circle-1::before { content: "\f7f8"; }
.bi-h-circle-fill-1::before { content: "\f7f9"; }
.bi-h-circle-fill::before { content: "\f7fa"; }
.bi-h-circle::before { content: "\f7fb"; }
.bi-h-square-fill::before { content: "\f7fc"; }
.bi-h-square::before { content: "\f7fd"; }
.bi-indent::before { content: "\f7fe"; }
.bi-lungs-fill::before { content: "\f7ff"; }
.bi-lungs::before { content: "\f800"; }
.bi-microsoft-teams::before { content: "\f801"; }
.bi-p-circle-1::before { content: "\f802"; }
.bi-p-circle-fill-1::before { content: "\f803"; }
.bi-p-circle-fill::before { content: "\f804"; }
.bi-p-circle::before { content: "\f805"; }
.bi-p-square-fill::before { content: "\f806"; }
.bi-p-square::before { content: "\f807"; }
.bi-pass-fill::before { content: "\f808"; }
.bi-pass::before { content: "\f809"; }
.bi-prescription::before { content: "\f80a"; }
.bi-prescription2::before { content: "\f80b"; }
.bi-r-circle-1::before { content: "\f80c"; }
.bi-r-circle-fill-1::before { content: "\f80d"; }
.bi-r-circle-fill::before { content: "\f80e"; }
.bi-r-circle::before { content: "\f80f"; }
.bi-r-square-fill::before { content: "\f810"; }
.bi-r-square::before { content: "\f811"; }
.bi-repeat-1::before { content: "\f812"; }
.bi-repeat::before { content: "\f813"; }
.bi-rewind-btn-fill::before { content: "\f814"; }
.bi-rewind-btn::before { content: "\f815"; }
.bi-rewind-circle-fill::before { content: "\f816"; }
.bi-rewind-circle::before { content: "\f817"; }
.bi-rewind-fill::before { content: "\f818"; }
.bi-rewind::before { content: "\f819"; }
.bi-train-freight-front-fill::before { content: "\f81a"; }
.bi-train-freight-front::before { content: "\f81b"; }
.bi-train-front-fill::before { content: "\f81c"; }
.bi-train-front::before { content: "\f81d"; }
.bi-train-lightrail-front-fill::before { content: "\f81e"; }
.bi-train-lightrail-front::before { content: "\f81f"; }
.bi-truck-front-fill::before { content: "\f820"; }
.bi-truck-front::before { content: "\f821"; }
.bi-ubuntu::before { content: "\f822"; }
.bi-unindent::before { content: "\f823"; }
.bi-unity::before { content: "\f824"; }
.bi-universal-access-circle::before { content: "\f825"; }
.bi-universal-access::before { content: "\f826"; }
.bi-virus::before { content: "\f827"; }
.bi-virus2::before { content: "\f828"; }
.bi-wechat::before { content: "\f829"; }
.bi-yelp::before { content: "\f82a"; }
.bi-sign-stop-fill::before { content: "\f82b"; }
.bi-sign-stop-lights-fill::before { content: "\f82c"; }
.bi-sign-stop-lights::before { content: "\f82d"; }
.bi-sign-stop::before { content: "\f82e"; }
.bi-sign-turn-left-fill::before { content: "\f82f"; }
.bi-sign-turn-left::before { content: "\f830"; }
.bi-sign-turn-right-fill::before { content: "\f831"; }
.bi-sign-turn-right::before { content: "\f832"; }
.bi-sign-turn-slight-left-fill::before { content: "\f833"; }
.bi-sign-turn-slight-left::before { content: "\f834"; }
.bi-sign-turn-slight-right-fill::before { content: "\f835"; }
.bi-sign-turn-slight-right::before { content: "\f836"; }
.bi-sign-yield-fill::before { content: "\f837"; }
.bi-sign-yield::before { content: "\f838"; }
.bi-ev-station-fill::before { content: "\f839"; }
.bi-ev-station::before { content: "\f83a"; }
.bi-fuel-pump-diesel-fill::before { content: "\f83b"; }
.bi-fuel-pump-diesel::before { content: "\f83c"; }
.bi-fuel-pump-fill::before { content: "\f83d"; }
.bi-fuel-pump::before { content: "\f83e"; }
.bi-0-circle-fill::before { content: "\f83f"; }
.bi-0-circle::before { content: "\f840"; }
.bi-0-square-fill::before { content: "\f841"; }
.bi-0-square::before { content: "\f842"; }
.bi-rocket-fill::before { content: "\f843"; }
.bi-rocket-takeoff-fill::before { content: "\f844"; }
.bi-rocket-takeoff::before { content: "\f845"; }
.bi-rocket::before { content: "\f846"; }
.bi-stripe::before { content: "\f847"; }
.bi-subscript::before { content: "\f848"; }
.bi-superscript::before { content: "\f849"; }
.bi-trello::before { content: "\f84a"; }
.bi-envelope-at-fill::before { content: "\f84b"; }
.bi-envelope-at::before { content: "\f84c"; }
.bi-regex::before { content: "\f84d"; }
.bi-text-wrap::before { content: "\f84e"; }
.bi-sign-dead-end-fill::before { content: "\f84f"; }
.bi-sign-dead-end::before { content: "\f850"; }
.bi-sign-do-not-enter-fill::before { content: "\f851"; }
.bi-sign-do-not-enter::before { content: "\f852"; }
.bi-sign-intersection-fill::before { content: "\f853"; }
.bi-sign-intersection-side-fill::before { content: "\f854"; }
.bi-sign-intersection-side::before { content: "\f855"; }
.bi-sign-intersection-t-fill::before { content: "\f856"; }
.bi-sign-intersection-t::before { content: "\f857"; }
.bi-sign-intersection-y-fill::before { content: "\f858"; }
.bi-sign-intersection-y::before { content: "\f859"; }
.bi-sign-intersection::before { content: "\f85a"; }
.bi-sign-merge-left-fill::before { content: "\f85b"; }
.bi-sign-merge-left::before { content: "\f85c"; }
.bi-sign-merge-right-fill::before { content: "\f85d"; }
.bi-sign-merge-right::before { content: "\f85e"; }
.bi-sign-no-left-turn-fill::before { content: "\f85f"; }
.bi-sign-no-left-turn::before { content: "\f860"; }
.bi-sign-no-parking-fill::before { content: "\f861"; }
.bi-sign-no-parking::before { content: "\f862"; }
.bi-sign-no-right-turn-fill::before { content: "\f863"; }
.bi-sign-no-right-turn::before { content: "\f864"; }
.bi-sign-railroad-fill::before { content: "\f865"; }
.bi-sign-railroad::before { content: "\f866"; }
.bi-building-add::before { content: "\f867"; }
.bi-building-check::before { content: "\f868"; }
.bi-building-dash::before { content: "\f869"; }
.bi-building-down::before { content: "\f86a"; }
.bi-building-exclamation::before { content: "\f86b"; }
.bi-building-fill-add::before { content: "\f86c"; }
.bi-building-fill-check::before { content: "\f86d"; }
.bi-building-fill-dash::before { content: "\f86e"; }
.bi-building-fill-down::before { content: "\f86f"; }
.bi-building-fill-exclamation::before { content: "\f870"; }
.bi-building-fill-gear::before { content: "\f871"; }
.bi-building-fill-lock::before { content: "\f872"; }
.bi-building-fill-slash::before { content: "\f873"; }
.bi-building-fill-up::before { content: "\f874"; }
.bi-building-fill-x::before { content: "\f875"; }
.bi-building-fill::before { content: "\f876"; }
.bi-building-gear::before { content: "\f877"; }
.bi-building-lock::before { content: "\f878"; }
.bi-building-slash::before { content: "\f879"; }
.bi-building-up::before { content: "\f87a"; }
.bi-building-x::before { content: "\f87b"; }
.bi-buildings-fill::before { content: "\f87c"; }
.bi-buildings::before { content: "\f87d"; }
.bi-bus-front-fill::before { content: "\f87e"; }
.bi-bus-front::before { content: "\f87f"; }
.bi-ev-front-fill::before { content: "\f880"; }
.bi-ev-front::before { content: "\f881"; }
.bi-globe-americas::before { content: "\f882"; }
.bi-globe-asia-australia::before { content: "\f883"; }
.bi-globe-central-south-asia::before { content: "\f884"; }
.bi-globe-europe-africa::before { content: "\f885"; }
.bi-house-add-fill::before { content: "\f886"; }
.bi-house-add::before { content: "\f887"; }
.bi-house-check-fill::before { content: "\f888"; }
.bi-house-check::before { content: "\f889"; }
.bi-house-dash-fill::before { content: "\f88a"; }
.bi-house-dash::before { content: "\f88b"; }
.bi-house-down-fill::before { content: "\f88c"; }
.bi-house-down::before { content: "\f88d"; }
.bi-house-exclamation-fill::before { content: "\f88e"; }
.bi-house-exclamation::before { content: "\f88f"; }
.bi-house-gear-fill::before { content: "\f890"; }
.bi-house-gear::before { content: "\f891"; }
.bi-house-lock-fill::before { content: "\f892"; }
.bi-house-lock::before { content: "\f893"; }
.bi-house-slash-fill::before { content: "\f894"; }
.bi-house-slash::before { content: "\f895"; }
.bi-house-up-fill::before { content: "\f896"; }
.bi-house-up::before { content: "\f897"; }
.bi-house-x-fill::before { content: "\f898"; }
.bi-house-x::before { content: "\f899"; }
.bi-person-add::before { content: "\f89a"; }
.bi-person-down::before { content: "\f89b"; }
.bi-person-exclamation::before { content: "\f89c"; }
.bi-person-fill-add::before { content: "\f89d"; }
.bi-person-fill-check::before { content: "\f89e"; }
.bi-person-fill-dash::before { content: "\f89f"; }
.bi-person-fill-down::before { content: "\f8a0"; }
.bi-person-fill-exclamation::before { content: "\f8a1"; }
.bi-person-fill-gear::before { content: "\f8a2"; }
.bi-person-fill-lock::before { content: "\f8a3"; }
.bi-person-fill-slash::before { content: "\f8a4"; }
.bi-person-fill-up::before { content: "\f8a5"; }
.bi-person-fill-x::before { content: "\f8a6"; }
.bi-person-gear::before { content: "\f8a7"; }
.bi-person-lock::before { content: "\f8a8"; }
.bi-person-slash::before { content: "\f8a9"; }
.bi-person-up::before { content: "\f8aa"; }
.bi-scooter::before { content: "\f8ab"; }
.bi-taxi-front-fill::before { content: "\f8ac"; }
.bi-taxi-front::before { content: "\f8ad"; }
.bi-amd::before { content: "\f8ae"; }
.bi-database-add::before { content: "\f8af"; }
.bi-database-check::before { content: "\f8b0"; }
.bi-database-dash::before { content: "\f8b1"; }
.bi-database-down::before { content: "\f8b2"; }
.bi-database-exclamation::before { content: "\f8b3"; }
.bi-database-fill-add::before { content: "\f8b4"; }
.bi-database-fill-check::before { content: "\f8b5"; }
.bi-database-fill-dash::before { content: "\f8b6"; }
.bi-database-fill-down::before { content: "\f8b7"; }
.bi-database-fill-exclamation::before { content: "\f8b8"; }
.bi-database-fill-gear::before { content: "\f8b9"; }
.bi-database-fill-lock::before { content: "\f8ba"; }
.bi-database-fill-slash::before { content: "\f8bb"; }
.bi-database-fill-up::before { content: "\f8bc"; }
.bi-database-fill-x::before { content: "\f8bd"; }
.bi-database-fill::before { content: "\f8be"; }
.bi-database-gear::before { content: "\f8bf"; }
.bi-database-lock::before { content: "\f8c0"; }
.bi-database-slash::before { content: "\f8c1"; }
.bi-database-up::before { content: "\f8c2"; }
.bi-database-x::before { content: "\f8c3"; }
.bi-database::before { content: "\f8c4"; }
.bi-houses-fill::before { content: "\f8c5"; }
.bi-houses::before { content: "\f8c6"; }
.bi-nvidia::before { content: "\f8c7"; }
.bi-person-vcard-fill::before { content: "\f8c8"; }
.bi-person-vcard::before { content: "\f8c9"; }
.bi-sina-weibo::before { content: "\f8ca"; }
.bi-tencent-qq::before { content: "\f8cb"; }
.bi-wikipedia::before { content: "\f8cc"; }
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<h1 class="title">voorbeeld resultaat Dinter O2</h1>
</div>
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</div>
</header>
<section id="voorbeeld-resultaat-dinter-o2" class="level2">
<h2 class="anchored" data-anchor-id="voorbeeld-resultaat-dinter-o2">voorbeeld resultaat <strong>Dinter O2</strong></h2>
<div class="cell">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(tidyverse)</span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(leaflet)</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(sf)</span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(plotly)</span>
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="co"># library(anomalize)</span></span>
<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(slider)</span>
<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(anomaly)</span>
<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a><span class="co"># read custom functions</span></span>
<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a><span class="fu">source</span>(<span class="st">'../scripts/test_get_tsfeatures.R'</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
</section>
<section id="data-inlezen" class="level2">
<h2 class="anchored" data-anchor-id="data-inlezen">Data inlezen</h2>
<div class="cell">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>locs <span class="ot"><-</span> <span class="fu">read_csv2</span>(<span class="st">"../data/raw/locatie_mapping.csv"</span>)</span>
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>sensor_lims <span class="ot"><-</span> <span class="fu">read_csv2</span>(<span class="st">"../data/raw/meet_range_sensoren.csv"</span>) <span class="sc">%>%</span> </span>
<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(path_length <span class="sc">%in%</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="cn">NA</span>))</span>
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>par_ranges <span class="ot"><-</span> readxl<span class="sc">::</span><span class="fu">read_excel</span>(<span class="st">'../data/raw/validation_master_v1.xlsx'</span>, <span class="at">sheet =</span> <span class="st">'realistic_range'</span>)</span>
<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a>df_dt <span class="ot"><-</span></span>
<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a> arrow<span class="sc">::</span><span class="fu">read_parquet</span>(<span class="st">"../data/modified/sensor_data_tot.parquet"</span>, <span class="at">as_data_frame =</span> <span class="cn">FALSE</span>) <span class="sc">%>%</span></span>
<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">filter</span>(project <span class="sc">==</span> <span class="st">"Project RWZI Dinther"</span>) <span class="sc">%>%</span></span>
<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">collect</span>() <span class="sc">%>%</span></span>
<span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">mutate</span>(</span>
<span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a> <span class="at">sensor =</span> <span class="fu">case_when</span>(</span>
<span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a> sensor <span class="sc">==</span> <span class="st">'C4E'</span> <span class="sc">~</span> <span class="st">'Ponsel C4E'</span>,</span>
<span id="cb2-12"><a href="#cb2-12" aria-hidden="true" tabindex="-1"></a> sensor <span class="sc">==</span> <span class="st">'OPTOD'</span> <span class="sc">~</span> <span class="st">'Ponsel OPTOD'</span>,</span>
<span id="cb2-13"><a href="#cb2-13" aria-hidden="true" tabindex="-1"></a> sensor <span class="sc">==</span> <span class="st">'PHEHT'</span> <span class="sc">~</span> <span class="st">'Ponsel PHEHT'</span>,</span>
<span id="cb2-14"><a href="#cb2-14" aria-hidden="true" tabindex="-1"></a> <span class="cn">TRUE</span> <span class="sc">~</span> sensor</span>
<span id="cb2-15"><a href="#cb2-15" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb2-16"><a href="#cb2-16" aria-hidden="true" tabindex="-1"></a> )</span>
<span id="cb2-17"><a href="#cb2-17" aria-hidden="true" tabindex="-1"></a><span class="co"># df_extra <- read_csv("../data/intermediate/data_voorbereidingworkshop_extra.csv") %>%</span></span>
<span id="cb2-18"><a href="#cb2-18" aria-hidden="true" tabindex="-1"></a><span class="co"># mutate(</span></span>
<span id="cb2-19"><a href="#cb2-19" aria-hidden="true" tabindex="-1"></a><span class="co"># sensor = case_when(</span></span>
<span id="cb2-20"><a href="#cb2-20" aria-hidden="true" tabindex="-1"></a><span class="co"># sensor == 'C4E' ~ 'Ponsel C4E',</span></span>
<span id="cb2-21"><a href="#cb2-21" aria-hidden="true" tabindex="-1"></a><span class="co"># sensor == 'PHEHT' ~ 'Ponsel PHEHT',</span></span>
<span id="cb2-22"><a href="#cb2-22" aria-hidden="true" tabindex="-1"></a><span class="co"># TRUE ~ sensor</span></span>
<span id="cb2-23"><a href="#cb2-23" aria-hidden="true" tabindex="-1"></a><span class="co"># ),</span></span>
<span id="cb2-24"><a href="#cb2-24" aria-hidden="true" tabindex="-1"></a><span class="co"># datetime = ymd_hms(datetime, tz = 'CET')</span></span>
<span id="cb2-25"><a href="#cb2-25" aria-hidden="true" tabindex="-1"></a><span class="co"># )</span></span>
<span id="cb2-26"><a href="#cb2-26" aria-hidden="true" tabindex="-1"></a>df <span class="ot"><-</span> <span class="fu">filter</span>(df_dt, parameter_combi <span class="sc">==</span> <span class="st">'aEFFLDI003 - 2620015709 WA1111-EU-V2 / Dissolved Oxygen (OPTOD)(mg/L)'</span>) </span>
<span id="cb2-27"><a href="#cb2-27" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb2-28"><a href="#cb2-28" aria-hidden="true" tabindex="-1"></a>s_lims <span class="ot"><-</span> <span class="fu">semi_join</span>(sensor_lims, df)</span>
<span id="cb2-29"><a href="#cb2-29" aria-hidden="true" tabindex="-1"></a>lims <span class="ot"><-</span> <span class="fu">c</span>(s_lims<span class="sc">$</span>ondergrens, s_lims<span class="sc">$</span>bovengrens)</span>
<span id="cb2-30"><a href="#cb2-30" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb2-31"><a href="#cb2-31" aria-hidden="true" tabindex="-1"></a><span class="co"># oh <- read_csv('../data/raw/data_oh_voor_workshop.csv') %>% </span></span>
<span id="cb2-32"><a href="#cb2-32" aria-hidden="true" tabindex="-1"></a><span class="co"># mutate(datum = ymd_hms(datum, tz = 'CET'))</span></span>
<span id="cb2-33"><a href="#cb2-33" aria-hidden="true" tabindex="-1"></a><span class="co"># </span></span>
<span id="cb2-34"><a href="#cb2-34" aria-hidden="true" tabindex="-1"></a><span class="co"># oh_saqc <- oh %>% select(datum_start = datum) %>% </span></span>
<span id="cb2-35"><a href="#cb2-35" aria-hidden="true" tabindex="-1"></a><span class="co"># mutate(maint = datum_start + hours(3))</span></span>
<span id="cb2-36"><a href="#cb2-36" aria-hidden="true" tabindex="-1"></a><span class="co"># </span></span>
<span id="cb2-37"><a href="#cb2-37" aria-hidden="true" tabindex="-1"></a><span class="co"># df_lab_cor <- read_csv('../data/raw/lab_cor_data_workshop.csv') %>% </span></span>
<span id="cb2-38"><a href="#cb2-38" aria-hidden="true" tabindex="-1"></a><span class="co"># mutate(datetime_compare = ymd_hms(datetime_compare, tz = 'CET'))</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
</div>
</section>
<section id="criteria-tabellen" class="level2">
<h2 class="anchored" data-anchor-id="criteria-tabellen">criteria tabellen</h2>
<div class="cell">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>sensor_lims <span class="sc">%>%</span></span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a> knitr<span class="sc">::</span><span class="fu">kable</span>(<span class="at">caption =</span> glue<span class="sc">::</span><span class="fu">glue</span>(<span class="st">"Sensor ranges, dit geval: {s_lims$sensor} {s_lims$parameter_code} {s_lims$hoedanigheid_code}"</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<table class="table table-sm table-striped small">
<caption>Sensor ranges, dit geval: Ponsel OPTOD O2 NVT</caption>
<colgroup>
<col style="width: 17%">
<col style="width: 15%">
<col style="width: 18%">
<col style="width: 13%">
<col style="width: 11%">
<col style="width: 11%">
<col style="width: 12%">
</colgroup>
<thead>
<tr class="header">
<th style="text-align: left;">sensor</th>
<th style="text-align: left;">parameter_code</th>
<th style="text-align: left;">hoedanigheid_code</th>
<th style="text-align: left;">eenheid_code</th>
<th style="text-align: right;">ondergrens</th>
<th style="text-align: right;">bovengrens</th>
<th style="text-align: right;">path_length</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td style="text-align: left;">Ponsel PHEHT</td>
<td style="text-align: left;">pH</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">DIMSLS</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">14</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Ponsel PHEHT</td>
<td style="text-align: left;">T</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">oC</td>
<td style="text-align: right;">-5</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Ponsel C4E</td>
<td style="text-align: left;">T</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">oC</td>
<td style="text-align: right;">-5</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Ponsel C4E</td>
<td style="text-align: left;">GELDHD</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">uS/cm</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">2000</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Ponsel OPTOD</td>
<td style="text-align: left;">O2</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">mg/l</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">20</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Ponsel OPTOD</td>
<td style="text-align: left;">O2</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">%</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">200</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Ponsel OPTOD</td>
<td style="text-align: left;">T</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">oC</td>
<td style="text-align: right;">-5</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Eureka Manta +35</td>
<td style="text-align: left;">pH</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">DIMSLS</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">14</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Eureka Manta +35</td>
<td style="text-align: left;">GELDHD</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">uS/cm</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">5000</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Eureka Manta +35</td>
<td style="text-align: left;">O2</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">mg/l</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Eureka Manta +35</td>
<td style="text-align: left;">O2</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">%</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">500</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Eureka Manta +35</td>
<td style="text-align: left;">T</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">oC</td>
<td style="text-align: right;">-5</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">YSI EXO 3</td>
<td style="text-align: left;">pH</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">DIMSLS</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">14</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">YSI EXO 3</td>
<td style="text-align: left;">GELDHD</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">mS/cm</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">100</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">YSI EXO 3</td>
<td style="text-align: left;">GELDHD</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">uS/cm</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">100000</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">YSI EXO 3</td>
<td style="text-align: left;">O2</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">mg/l</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">YSI EXO 3</td>
<td style="text-align: left;">O2</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">%</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">500</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">YSI EXO 3</td>
<td style="text-align: left;">T</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">oC</td>
<td style="text-align: right;">-5</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Trios NICO</td>
<td style="text-align: left;">NO3</td>
<td style="text-align: left;">nf</td>
<td style="text-align: left;">mg/l</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">266</td>
<td style="text-align: right;">1</td>
</tr>
<tr class="even">
<td style="text-align: left;">Trios NICO</td>
<td style="text-align: left;">NO3</td>
<td style="text-align: left;">Nnf</td>
<td style="text-align: left;">mg/l</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">60</td>
<td style="text-align: right;">1</td>
</tr>
<tr class="odd">
<td style="text-align: left;">OTT EcoN</td>
<td style="text-align: left;">NO3</td>
<td style="text-align: left;">nf</td>
<td style="text-align: left;">mg/l</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">266</td>
<td style="text-align: right;">1</td>
</tr>
<tr class="even">
<td style="text-align: left;">OTT EcoN</td>
<td style="text-align: left;">NO3</td>
<td style="text-align: left;">Nnf</td>
<td style="text-align: left;">mg/l</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">60</td>
<td style="text-align: right;">1</td>
</tr>
<tr class="odd">
<td style="text-align: left;">YSI EXO 2</td>
<td style="text-align: left;">pH</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">DIMSLS</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">14</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">YSI EXO 2</td>
<td style="text-align: left;">GELDHD</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">uS/cm</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">100000</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">YSI EXO 2</td>
<td style="text-align: left;">O2</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">mg/l</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">YSI EXO 2</td>
<td style="text-align: left;">O2</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">%</td>
<td style="text-align: right;">0</td>
<td style="text-align: right;">500</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">YSI EXO 2</td>
<td style="text-align: left;">T</td>
<td style="text-align: left;">NVT</td>
<td style="text-align: left;">oC</td>
<td style="text-align: right;">-5</td>
<td style="text-align: right;">50</td>
<td style="text-align: right;">NA</td>
</tr>
</tbody>
</table>
</div>
</div>
</section>
<section id="section" class="level2">
<h2 class="anchored" data-anchor-id="section"></h2>
<div class="cell">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>par_ranges <span class="sc">%>%</span> <span class="fu">select</span>(parameter_id, jaar_min, jaar_max) <span class="sc">%>%</span> knitr<span class="sc">::</span><span class="fu">kable</span>(<span class="at">caption =</span> <span class="st">"Realistische ranges per parameter, dit geval Zuurstof_opgelost_mg/l"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<table class="table table-sm table-striped small">
<caption>Realistische ranges per parameter, dit geval Zuurstof_opgelost_mg/l</caption>
<thead>
<tr class="header">
<th style="text-align: left;">parameter_id</th>
<th style="text-align: right;">jaar_min</th>
<th style="text-align: right;">jaar_max</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td style="text-align: left;">Ammonium_mg/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">1000.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Ammonium_N_mg/l_AW</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">1000.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Ammonium_N_mg/l_OW</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">1000.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Chlorofyl-a_blauwalg_ug/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">5000.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Chlorofyl-a_groenalg_ug/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">5000.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Doorzicht_dm</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">617.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Geleidendheid_25oC_uS/cm</td>
<td style="text-align: right;">100.00</td>
<td style="text-align: right;">1000.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Geleidendheid_25oC_mS/m</td>
<td style="text-align: right;">10.00</td>
<td style="text-align: right;">100.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Lichtintensiteit_1/m</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">28000.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Lichtintensiteit_ref_A_212_nm_SNR</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">28000.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Lichtintensiteit_ref_B_254_nm_SNR</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">28000.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Lichtintensiteit_ref_C_360_nm_SNR</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">28000.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Lichtintensiteit_ref_D_reference_diode_SNR</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">28000.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Nitraat_mg/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">50.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Nitraat_N_mg/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">50.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">pH</td>
<td style="text-align: right;">2.00</td>
<td style="text-align: right;">13.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Ptot_P_mg/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">4.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Redoxpotentiaal_mV</td>
<td style="text-align: right;">-400.00</td>
<td style="text-align: right;">800.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Relative_fluoresence_units_blauwalg</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">100.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Relative_fluoresence_units_groenalg</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">100.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">SAC_254_nm</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">1500.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Saliniteit_PSU</td>
<td style="text-align: right;">0.05</td>
<td style="text-align: right;">0.5</td>
</tr>
<tr class="odd">
<td style="text-align: left;">SQI</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">1.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Temperatuur_oC_OW</td>
<td style="text-align: right;">NA</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Totaal_opgeloste_bestanddelen_mg/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">500.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Troebelheid_NTU</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">10000.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">TRP_mg/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">1.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Zuurstof_verzadiging_%</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">300.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Zuurstof_opgelost_mg/l</td>
<td style="text-align: right;">NA</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Chlorofyl-a_blauwalg_ug/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">400.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Chlorofyl-a_blauwalg_ug/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">400.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Chlorofyl-a_groenalg_ug/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">400.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Chlorofyl-a_groenalg_ug/l</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">400.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Geleidendheid_25oC_mS/m</td>
<td style="text-align: right;">25.00</td>
<td style="text-align: right;">100.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Geleidendheid_25oC_mS/m</td>
<td style="text-align: right;">25.00</td>
<td style="text-align: right;">250.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Geleidendheid_25oC_mS/m</td>
<td style="text-align: right;">30.00</td>
<td style="text-align: right;">260.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Geleidendheid_25oC_mS/m</td>
<td style="text-align: right;">43.00</td>
<td style="text-align: right;">54.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Geleidendheid_25oC_mS/m</td>
<td style="text-align: right;">20.00</td>
<td style="text-align: right;">83.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Temperatuur_oC_OW</td>
<td style="text-align: right;">1.00</td>
<td style="text-align: right;">28.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Temperatuur_oC_OW</td>
<td style="text-align: right;">6.00</td>
<td style="text-align: right;">28.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Temperatuur_oC_OW</td>
<td style="text-align: right;">9.00</td>
<td style="text-align: right;">30.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Temperatuur_oC_OW</td>
<td style="text-align: right;">4.00</td>
<td style="text-align: right;">28.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Temperatuur_oC_OW</td>
<td style="text-align: right;">4.00</td>
<td style="text-align: right;">28.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">pH</td>
<td style="text-align: right;">6.00</td>
<td style="text-align: right;">11.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">pH</td>
<td style="text-align: right;">6.00</td>
<td style="text-align: right;">11.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">pH</td>
<td style="text-align: right;">6.00</td>
<td style="text-align: right;">9.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">pH</td>
<td style="text-align: right;">7.00</td>
<td style="text-align: right;">11.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">pH</td>
<td style="text-align: right;">7.00</td>
<td style="text-align: right;">11.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Zuurstof_verzadiging_%</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">180.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Zuurstof_verzadiging_%</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">130.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Zuurstof_verzadiging_%</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">100.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Zuurstof_verzadiging_%</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">250.0</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Zuurstof_verzadiging_%</td>
<td style="text-align: right;">0.00</td>
<td style="text-align: right;">250.0</td>
</tr>
<tr class="even">
<td style="text-align: left;">Zuurstof_opgelost_mg/l</td>
<td style="text-align: right;">NA</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Zuurstof_opgelost_mg/l</td>
<td style="text-align: right;">NA</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Zuurstof_opgelost_mg/l</td>
<td style="text-align: right;">NA</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="odd">
<td style="text-align: left;">Zuurstof_opgelost_mg/l</td>
<td style="text-align: right;">NA</td>
<td style="text-align: right;">NA</td>
</tr>
<tr class="even">
<td style="text-align: left;">Zuurstof_opgelost_mg/l</td>
<td style="text-align: right;">NA</td>
<td style="text-align: right;">NA</td>
</tr>
</tbody>
</table>
</div>
</div>
</section>
<section id="visualiseer-originele-data-serie" class="level2">
<h2 class="anchored" data-anchor-id="visualiseer-originele-data-serie">Visualiseer originele data serie</h2>
<div class="cell">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>p <span class="ot"><-</span> <span class="fu">ggplot</span>(df, <span class="fu">aes</span>(<span class="at">x =</span> datetime, <span class="at">y =</span> waarde)) <span class="sc">+</span></span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="at">size =</span> <span class="fl">0.1</span>, <span class="at">shape =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_line</span>() <span class="sc">+</span></span>
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">x =</span> <span class="cn">NULL</span>, <span class="at">y =</span> glue<span class="sc">::</span><span class="fu">glue</span>(<span class="st">"{s_lims$parameter_code} [{s_lims$eenheid_code}]"</span>))</span>
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a> </span>
<span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a><span class="co">#ggplotly(p)</span></span>
<span id="cb5-7"><a href="#cb5-7" aria-hidden="true" tabindex="-1"></a>p</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<p><img 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" class="img-fluid" width="672"></p>
</div>
</div>
</section>
<section id="check-op-onrealistische-waarden" class="level2">
<h2 class="anchored" data-anchor-id="check-op-onrealistische-waarden">Check op onrealistische waarden</h2>
<div class="cell">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>lims_real <span class="ot"><-</span> <span class="fu">c</span>(<span class="dv">0</span>, <span class="dv">12</span>)</span>
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>df <span class="ot"><-</span> df <span class="sc">%>%</span> <span class="fu">mutate</span>(<span class="at">waarde_realistisch =</span> <span class="fu">between</span>(waarde, <span class="at">left =</span> lims_real[<span class="dv">1</span>], <span class="at">right =</span> lims_real[<span class="dv">2</span>]))</span>
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(df, <span class="fu">aes</span>(<span class="at">x =</span> datetime, <span class="at">y =</span> waarde)) <span class="sc">+</span></span>
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_line</span>() <span class="sc">+</span></span>
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">col =</span> waarde_realistisch, <span class="at">shape =</span> waarde_realistisch)) <span class="sc">+</span></span>
<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">x =</span> <span class="cn">NULL</span>, <span class="at">y =</span> <span class="st">"NO3-N [mg/l]"</span>) <span class="sc">+</span></span>
<span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_manual</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="st">"red"</span>, <span class="st">"black"</span>)) <span class="sc">+</span></span>
<span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_shape_manual</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="dv">1</span>, <span class="cn">NA</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<p><img 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" class="img-fluid" width="672"></p>
</div>
</div>
</section>
<section id="check-op-flatlines" class="level2">
<h2 class="anchored" data-anchor-id="check-op-flatlines">Check op flatlines</h2>
<div class="cell">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>df <span class="ot"><-</span> <span class="fu">get_flatline</span>(<span class="at">dataset =</span> df, <span class="at">value_col =</span> <span class="st">"waarde"</span>, <span class="at">threshold =</span> <span class="dv">0</span>, <span class="at">n_measurements =</span> <span class="dv">10</span>)</span>
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(<span class="fu">filter</span>(df, <span class="sc">!</span><span class="fu">is.na</span>(flatline)), <span class="fu">aes</span>(<span class="at">x =</span> datetime, <span class="at">y =</span> waarde)) <span class="sc">+</span></span>
<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_line</span>() <span class="sc">+</span></span>
<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">col =</span> flatline, <span class="at">shape =</span> flatline)) <span class="sc">+</span></span>
<span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a> <span class="fu">labs</span>(<span class="at">x =</span> <span class="cn">NULL</span>, <span class="at">y =</span> <span class="st">"NO3-N [mg/l]"</span>) <span class="sc">+</span></span>
<span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_manual</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="st">"black"</span>, <span class="st">"red"</span>)) <span class="sc">+</span></span>
<span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_shape_manual</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="cn">NA</span>, <span class="dv">1</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<p><img 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" class="img-fluid" width="672"></p>
</div>
</div>
</section>
<section id="check-overige-outliers" class="level2">
<h2 class="anchored" data-anchor-id="check-overige-outliers">Check overige outliers</h2>
<div class="cell">
<details>
<summary>Code</summary>
<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>df_trans <span class="ot"><-</span> <span class="fu">filter</span>(df, flatline <span class="sc">==</span> <span class="cn">FALSE</span>, waarde_realistisch <span class="sc">==</span> <span class="cn">TRUE</span>) <span class="sc">%>%</span> </span>
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a> <span class="fu">distinct</span>(datetime, waarde) <span class="sc">%>%</span> </span>
<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a> <span class="fu">group_by</span>(datetime) <span class="sc">%>%</span></span>
<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a> <span class="fu">summarise</span>(<span class="at">waarde =</span> <span class="fu">mean</span>(waarde, <span class="at">na.rm =</span> <span class="cn">TRUE</span>)) <span class="sc">%>%</span></span>
<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a> <span class="fu">ungroup</span>() <span class="sc">%>%</span></span>
<span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a> <span class="fu">transform_data_uv</span>(<span class="at">time_col =</span> <span class="st">'datetime'</span>)</span>
<span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a> df_trans<span class="sc">$</span>features <span class="ot"><-</span> <span class="fu">slide</span>(df_trans, <span class="sc">~</span><span class="fu">get_tsfeatures</span>(.x<span class="sc">$</span>waarde), <span class="at">.before =</span> <span class="dv">9</span>, <span class="at">.complete =</span> <span class="cn">FALSE</span>)</span>
<span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a> df_trans <span class="ot"><-</span> df_trans <span class="sc">%>%</span> <span class="fu">unnest_wider</span>(features)</span>
<span id="cb8-10"><a href="#cb8-10" aria-hidden="true" tabindex="-1"></a> </span>
<span id="cb8-11"><a href="#cb8-11" aria-hidden="true" tabindex="-1"></a>col_keep <span class="ot"><-</span> <span class="fu">is.na</span>(df_trans) <span class="sc">%>%</span> <span class="fu">colMeans</span>() </span>
<span id="cb8-12"><a href="#cb8-12" aria-hidden="true" tabindex="-1"></a>col_keep <span class="ot"><-</span> <span class="fu">names</span>(col_keep[col_keep <span class="sc"><</span> <span class="dv">1</span>])</span>
<span id="cb8-13"><a href="#cb8-13" aria-hidden="true" tabindex="-1"></a>col_keep <span class="ot"><-</span> col_keep[<span class="sc">!</span>col_keep <span class="sc">%in%</span> <span class="fu">c</span>(<span class="st">'datetime'</span>, <span class="st">'waarde'</span>, <span class="st">'time'</span>)] </span>
<span id="cb8-14"><a href="#cb8-14" aria-hidden="true" tabindex="-1"></a>df_testout <span class="ot"><-</span> df_trans[, col_keep]</span>
<span id="cb8-15"><a href="#cb8-15" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb8-16"><a href="#cb8-16" aria-hidden="true" tabindex="-1"></a>out_forest <span class="ot"><-</span> isotree<span class="sc">::</span><span class="fu">isolation.forest</span>(<span class="at">data =</span> df_testout, <span class="at">ntrees =</span> <span class="dv">500</span>)</span>
<span id="cb8-17"><a href="#cb8-17" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb8-18"><a href="#cb8-18" aria-hidden="true" tabindex="-1"></a>df_testout<span class="sc">$</span>datetime <span class="ot"><-</span> df_trans<span class="sc">$</span>datetime</span>
<span id="cb8-19"><a href="#cb8-19" aria-hidden="true" tabindex="-1"></a>df_testout<span class="sc">$</span>waarde <span class="ot"><-</span> df_trans<span class="sc">$</span>waarde</span>
<span id="cb8-20"><a href="#cb8-20" aria-hidden="true" tabindex="-1"></a>df_testout<span class="sc">$</span>iforest_score <span class="ot"><-</span> <span class="fu">predict</span>(out_forest, df_testout)</span>
<span id="cb8-21"><a href="#cb8-21" aria-hidden="true" tabindex="-1"></a>iforest_th <span class="ot"><-</span> <span class="fu">quantile</span>(df_testout<span class="sc">$</span>iforest_score, <span class="at">probs =</span> <span class="fl">0.99</span>, <span class="at">na.rm =</span> <span class="cn">TRUE</span>, <span class="at">names =</span> <span class="cn">FALSE</span>)</span>
<span id="cb8-22"><a href="#cb8-22" aria-hidden="true" tabindex="-1"></a>df_testout<span class="sc">$</span>iforest_type <span class="ot"><-</span> df_testout<span class="sc">$</span>iforest_score <span class="sc">>=</span> iforest_th</span>
<span id="cb8-23"><a href="#cb8-23" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb8-24"><a href="#cb8-24" aria-hidden="true" tabindex="-1"></a><span class="co">#plot</span></span>
<span id="cb8-25"><a href="#cb8-25" aria-hidden="true" tabindex="-1"></a><span class="fu">ggplot</span>(df_testout, <span class="fu">aes</span>(<span class="at">x =</span> datetime, <span class="at">y =</span> waarde)) <span class="sc">+</span></span>
<span id="cb8-26"><a href="#cb8-26" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_line</span>() <span class="sc">+</span></span>
<span id="cb8-27"><a href="#cb8-27" aria-hidden="true" tabindex="-1"></a> <span class="fu">geom_point</span>(<span class="fu">aes</span>(<span class="at">col =</span> iforest_type, <span class="at">shape =</span> iforest_type)) <span class="sc">+</span></span>
<span id="cb8-28"><a href="#cb8-28" aria-hidden="true" tabindex="-1"></a> <span class="co"># labs(title = par) +</span></span>
<span id="cb8-29"><a href="#cb8-29" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_color_manual</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="st">"black"</span>, <span class="st">"red"</span>)) <span class="sc">+</span></span>
<span id="cb8-30"><a href="#cb8-30" aria-hidden="true" tabindex="-1"></a> <span class="fu">scale_shape_manual</span>(<span class="at">values =</span> <span class="fu">c</span>(<span class="cn">NA</span>, <span class="dv">1</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</details>
<div class="cell-output-display">
<p><img 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uoCXY0/yUCg5ECgLYBAiYFA9T/JQKDkQKAtgECJubhAV+dDGhAoORBoCyBQYiDQfX1BoI8GAm3BCAItuaurMp6oW5Tv2gK9i/O+SnEK/3Ag0Bb0L9B1XZYTCoVAKySEQAcAAm1B9wIt3CFVxtKKpfkuLtDCf/AgUHIg0BZAoMRcXqAYSN8JEGgLehdo6U0JlbGwXikQaNE+AIGSA4G2AAIlBgKFQPsAAm1B7wLFKXxCyuYJIdABgEBbAIESA4FCoH0Agbage4FiGNNxyuYJIdABgEBb0L9AMZD+MGXzhBDoAECgLRhBoHiU8yBl84QQ6ABAoC2AQImBQCHQPoBAWwCBEgOBQqB9AIG2AAIlBgKFQPsAAm0BBEoMBAqB9gEE2gIIlBgIFALtAwi0BRAoMRAoBNoHRQL9+R8+Pb3xxz9xpp9YynnFIdB4Ogi0QsrmCSHQASgR6I+fNj79D/aME0s5rzgEGk/XkUBPjc8P54NAIdAuKBDo+y+ePvO92wffffqMfQx6YinnFYdA4+m6EWjZz5cn5INAIdAuKBDom9ycbz593ZpzYinnFYdA4+l6EWjhr+8m5INAIdAuyBfoB9/i4nz36bPWrBNLOa84BBpPB4HSA4GWQSCpnikR6Bt/sX14/4V9Dn9iKecVh0Dj6ToRaOnPlyfkg0Ah0C4gEehHOZQNi7KUjr4qrkhPflNOND6haoVFs4qwK3loULK+Otr8Z6HoGuhn+V8I9AQXEOhdnPew8GcFINAuKLsL/wc/ud+Ff/qUNZDpxHF+XnGcwsfTdXIKf/pF9+F8OIXHKXwXlPyT9PY+DvSPcA00lasK9OyL7sP5IFAItAuKjun/6atPT7/3PdxESuayAsVA+hMJIdABOHFRBMOYkrmwQE+FDeeDQCHQLjgh0DefvmxNObGU84pDoPF0EGiFlM0TQqADUCDQt3dxvv+CD2dSnFjKecUh0Hg6CLRCyuYJIdABKBDou09vfO12+6cXzgHoHAKtcs8j2JQcIFCVDwJtJNDTuwOFpTqm5BT+u/tdeOddIjMItM7bLyBQYiDQNgIl2B0IJNUzRddAf/y7T0+/9TV3+omlnFe8mkArPbwNgRIDgTYRKMXucNZQnYM30htAoGVAoBUSQqADAIHq1Hr7BQRKDATaQqAkuwOlYDoEAtVZRREINA8ItELCLgR6enegFEyHQKAGlR7ehkBpkPczINBWp/CndwdKwXQIBGoAgZbRRKDaLWEIFALtAwjUpM7bLyBQAvQ7GpcSqH97bDSM6fTuQCmYDoFAbTCQvgAItELCPWNoKCYG0ncBBEoWOwIEeh7jlvB1BBocSdRIoKfXH6VgOgQCJYsdAQI9j3FLGAKFQPsAAiWLHQECJUC/o3EZgYaHYkKgXQCBksWOAIEScFmB+odiQqBdAIGSxY4AgVKg3RK+jEDDI4kg0C6AQMliR4BAabjgQHoItG8gULLYESBQGmSw6wg0OBQTAu0CCJQsdgQIlIYrCvShA+kh0CMgULLYESBQGq4pUP8ihEC7AAIlix0BAqUBAlVAoF0AgZLFjgCB0gCBKiDQLoBAyWJHgEBpgEAVEGgXQKBksSNAoDRAoAoItAsgULLYESBQGiBQBQTaBRAoWewIECgNEKgCAu0CCJQsdgQIlAYIVAGBdgEEShY7AgRKAwSqgEC7AAIlix0BAqUBAlVAoF0AgZLFjgCB0nDBl4kwCLRrIFCy2BEgUAou+To7BoF2DQRKFjsCBErAJV+ofAcC7RgIlCx2BAiUAAjUAALtAgiULHYECPQ8F/1ROQaBdg0EShY7AgR6HgjUBALtAgiULHYECJSAdb8Lj1P42NQ4ECg5EChZ7AgQKAHrfhceAo1NjQOBkgOBksWOAIESAIEaQKBdAIGSxY4AgRKAU3gDCLQLIFCy2BEg0PPgJpIJBNoFEChZ7AgQ6HkgUBMItAsgULLYESBQAjCQ3gAC7QIIlCx2BAiUAAjUAALtAgiULHYECJQCvExEBwLtAgiULHYECJQGvM5OAYF2AQRKFjsCBEqDDAaBQqB9AIGSxY4AgdIAgSpKFqw8gvcnpEpjRp0bCJQsdgQIlAYIVJG/YLVryP6ENGnsqHMDgZLFjgCB0gCBKrIXrD6KwZ+QJI0TdW4gULLYESBQGnATSQGBdgEEShY7AgRKAYYx6eQuWONJLn9CijRu1LmBQMliR4BACcBAegMItAsgULLYESBQAiBQA5zCdwEEShY7AgR6HrxMxAQC7QIIlCx2BAj0PBCoCYYxdQEEShY7AgRKAE7hDTCQvgsgULLYESBQAiBQg5IFG68DgRYAgZLFjgCBUoBhTDoQaBdAoGSxI0CgNGAgvQIC7QIIlCx2BAiUBhkMAoVA+wACJYsdAQKlAQJVQKBdAIGSxY4AgdIAgSog0C6AQMliR7iwQOMjZzKBQBUQaBdAoGSxI1xWoEdjtzOBQBUQaBdAoGSxI1xVoIdPD2YCgSog0C6AQMliR4BAacAwJgUE2gUQKFnsCBcV6PEb1LLAQHodCLQLIFCy2BEgUALwKKcBBNoFEChZ7AgXFSjtKTwEagCBdgEEShY7AgR6HrzOzgQC7QIIlCx2hKsKlHIYEwRqAoF2AQRKFjvCZQVKOZAep/AGEGgXQKBksSNcWKB0ixMCNYBAuwACJYsdAQKlAMOYdCDQLoBAyWJHgEBpwEB6BQTaBRAoWewIECgNMtjAAk2+KAyBjgAEShY7AgRKw/gCveszUaEQ6AhAoGSxI0CgNAwv0NX4c5AQAh0ACJQsdgQIlAYIVAGBdgEEShY7AgRKw+gCXZ0PsYQQ6ABAoGSxI0CgNMwgUPk01WFCCHQAIFCy2BEgUBpGF2jWywEg0BGAQMliRwgINDMVBAqBKiDQLoBAyWJHgEBpGF6gOW9XgUBHAAI9GTtpb6AW6EFFCLQCGEhfBqVgOgQCPRU7cVw0BErDDALNP4+AQDsGAj0TO3VYHwRKAwRaECe5DgRaAAR6JjYEKjLWCRsMBoFCoH0AgZ6InTwuGgKlAQItiJNcBwItAAI9ETt5XDQESgMEWhAnuQ4EWgAEeiZ26rA+CJSG/V+rFQLNiZNcBwItAAI9E9srUE8ACJSG52D7uAcIFALtAwj0VGzfuOjrCfRZaDXC+oKJ23YQKATaBRDoydjuKNAmAo3vCU0FGh8L20KgpDlCQKBlUAqmQyDQk7Hd4p0K9ChZ6TLdfyUzeB2YVqDyN5GMdBAoSW4ItAAI9GRsCHTL2FCg94gQKATaBxDoydgDCTSerXCZ8p8ZDg5FoD+F327b4RQeAu0CCPRkbAj0XhUCTQYCnQpSgTZjKW12QsXM2G7xxADPxYpTLbkLYEsWr1O6TNe96kocNhRsH/dQMUdt8hvrr1HS6YI6Qy3bB4Aj0JOxM45AzRmTHIHuY2FbXQO9B3MH0uMIlCQ3jkALgEBPxr68QA/eEUwv0O0mEgQKgXYBBHoydq5A5dyYQI92ma4E2nQgPYNAc+Mk14FAC4BAT8Z+gECXpTOBbjeR6MMGgkGgeXGS60CgBUCgJ2Lfi0KgEGgWEOhUQKAnYkOgoioEmgwEOhUQaHnsBQIVVSHQZCDQqYBAy2NXEahZyBsYAoVAIdBOgEDLY2cIVGnRESifoOwYbAMECoEWxEmuA4EWAIGWxw4K1Jl2IFA9DgQaTcQg0Nw4yXUg0AIg0PLYxAK9f7kPSg+2AQKFQAviJNeBQAuAQMtjlwh08Qt0d6J8podEoHoZCPQ0EGgZlILpEAi0PDa1QNe97gqBRoNBoHlxkutAoAVAoOWxLYHqftOmbPu7V6ALn7rEBepRLgRaXaDuP4K1AoeAQEcAAi2PTSzQVdRdIdBYMAg0L05yHQi0AAi0PDa1QPnJvBCoEYV/gEAh0Nw4yXUg0AIg0PLYjkAX8bfwFH7RTuG3uQsza2QI1CwEgRal0oFAy6AUTIdAoOWxCwS6pApUAIE6wSDQvDjJdSDQAiDQ8tipAt1+T4MdC3TRhjFBoMFgEGhenOQ6EGgBEGh5bHKBLmogfVCgakYYCJQolQ4EWgalYDoEAi2PXUGgzjQI1AkGgebFSa4DgRYAgZbHbiHQxahhmTXUMAiUKJUOBFoGpWA6BAItj/1QgcaOQiFQolQ6EGgZlILpEAi0PLYrUGk/LVSOQGPTSgRquTfaOwjUTaUDgZZBKZgOgUDLY5cIdF0fKNAl9kvKEKibSgcCLYNSMB0CgZbHTheomKH/hDqBQDU9GoQFGrEuBOqm0oFAy6AUTIdAoOWxlUCV9VhMoOs+bxW1IdDsRAwCzY2TXAcCLQACLY3NbSSEJ5SlzAiBngwbCAaB5sVJrgOBFgCBlsbWBKqJMybQVdxEWrX65AJ9/gKBEqXSgUDLoBRMh0CgpbGzBbpAoGeBQAviJNeBQAuAQItiCyFlCbTNKTwESpdKBwItg1IwHQKBFsV2Bar8JDW1QKAQ6HHgEBDoCECgRbF1XaYL1B3G5DoRAo0mYhBobpzkOhBoARBoUexCgToD6b0CdaYkCVR8g0DpUulAoGVQCqZDINCi2MUC1Z1GLlDxFwIlSqUDgZZBKZgOgUCLYuu2iwnUmg6BngMCLYiTXAcCLQACLYr9IIF6J0OgEChJbgi0AAi0KLZHmd0K1GrhqX6HqkKg5YFDQKAjAIEWxdZVF9BpsUB96DV8Al3kQSYESphKBwItg1IwHXJ5gTqh8gXqijJFoPchTc0EypNBoHmpdCDQMigF0yEQ6GMEuo8IbSRQmQwCzUulA4GWQSmYDoFAHyJQ/tvv65KIljRfoGay+KIpAgI9EzgEBDoCECgEmtHvUFUItDxwCAh0BCDQRwh0FSFSDcp8+rQFKlpjCXRdjGTxRVMEBHomcAgIdAQg0DkEqiZBoHSpdNI2UfGmg4zAISDQEYBARzmFLxboFU7h6RVaJNC7Po8UCoFOBQTaUqDSYGQCtdNDoJSpdBI20dX4kxo4BAQ6AhDoQwTKjJFFlQW6WMlii6YICHQHAvVFnRsINFGg5uTTAjXGttcWqJUstmiKgEA3VudDUuAQEOgIQKCPEmiGPqMCtSd5BWoHO+xgFhDoxiqqQaB61LmBQEsEqmS1QKAQqGDlh/t5gUNAoCMAgZ4WaMBpEOjZsG4ACLQgTnIdCLQACHRkgQYKP/fPqJgq0NLFCoFy9N+8Sg4cAgIdAQg0RaC2XLyKtCZCoMHFmRnc+tyxQDGQ3hN1biBQCNTfx6ylCoGGqhWUEAkh0AGAQBfm2UndahBobKk+XqDUBoVAy9OYUecGAoVA/X3MWqoQaKhaQQmREAIdAAj0lEDd0fAh00GghUCgEGjHQKAnBOp7HrOOQLNgNz0tBHo67QYEWgalYDoEAi0QKBfRun9YLTsFrMany9u0pz0Z5IxAi5ZsFwIlVigEWp7GjDo3EGhTgWoDBc25ZaoMpIJAzwOBlqcxo84NBJom0MUV6Co/mHYKWI2JkvxRFXNugSeDQKAEQKDlacyocwOB7noRn/07orV/7vsrBKqqQqChagUlRMIrCvTl8qs/uv999devL8uv/BmlneoAgRYLlGWfwsvf1JA/6SHn5koyhiNQpymBRQOB+tNuQKBl5ClECPTlfYX+ynfKXfT93/hR1vRSINBkgaoZ/BsEKqtCoKFqBSVEwgsL9KevL//slOiEiFOnFwOB2gL1Pc1s7aHiW/YwpgedwjtN8S+a2NyDpQqBhqoVlBAJryhQzjvL8qVTKoJAo9QTqP99OtYeKr/kDqSHQEuCW58h0Lw4yXW6Euhr565/QqBRzgl0299FCFOguuGYZUyfQD32ign0QcOYnKb4F01s7sFShUBD1QpKiIQQaDkQaJSzAl1SBSpnGHuo/OIRoCssZkz3D6SHQJMCQKAFcZLr9CDQTXBv7etzc+h733z9+dPH/26b++oby5d+8Pll+ZAzh39dPvan9888wCft6GL6T1/n837xueUj9/98crvr/+E/venBVOwIEKguUOMuTx2BmhHd+gRAoARAoOVpzKhZ2ALlH5fX/vv73GeBfuH+7X57XsxZPrFV/L74+uHvHAv0WZn7geizSb90F+g//8Y+hx+eWrFjQKAegW5jPCcRqG++d8HE5h4uVQg0VK2ghEh4WYGqU/hnk334b2+3H35+v6n0LND7jPf+dJtzP0D82V/ulns24a8+f331V8vzIeXt8BT+pYz/7OJngT4H+8fbq7/kla3YUSBQzyn8Ej6FV8d02nQItJFAV/HDlxDoJQQqjxSfzXk/6rwLdL87/yzMj+w13uJHqnzQ6Mv9w4FA35FC/siWhQfbvWrHjgKB5giU76Zyd/V4qligdA6dVaD8Dpwt0DMtT0nLgUDLyFOIKVAlsP2qJffoTRMml6CtugOBbtc++Rn8/QsPtk+2Y0e5ukAXU6D8Nrn4yjy6Y16BMveT6bCYQEUuIiYVqPjNy1SBnssMgZanMaNmYQr0pVTZrrZnockj0o8YVd653/P5WydOKD6PvKuS21TMdmJHuZ5A+b4WEKg8xmEhgS5+gTJzrl7emu6LyHwVSzkt0NzFC4FmJIVAY1suoPgAACAASURBVBgClb4UH6XbtsuWkrsF/3L79KEv/qMRJxR/P4fn4e534eXsX/mOGzvGlQUq3Cl3PiUdVVifsci6CwRqVG4gUHH5k60QaFac5Do9CtQ8FowI9PaD396/7GORjgS6HXXuZ/D3z+Kxp7cg0HjxTIEuPt1pu6tpHRnZKmhNdyMyCDQWfP8LgRbGSa7To0DDR6Cei5M//Le/dt8OvnQ7Fuj24Z1dj+4R6NGFTw0I1BWo8dWaYRYxrSMjWwWt6W5EBoHGgvMPOIUvi5NcpzuB+q6B7m7T1GpyH8d0n3Mo0HuGl3s0Q6DbNdCMp5WiAn31j8lxNk4s5bziJALd7hUJx+wzzX3R/GSryKjBZhJooEhs+VYVqDoEhUAL4iTX6U+gb8l3iryz8LvwHxHlxF33zXfayf4u3UOB3kfP81N3OViKq9SKHW9wWKD3awrPx7P/1RfTbXxiKecVz1ir/GhTfeP7mhwT4xWo+s7EJ1twRg0WFujmFxKBum8u8bMLlDffN9+7mPT2dinQ3GFMEGhmnf4E6hkHyj15HzgvDiXvGpTDmLjzjp+Ff7l86PX9+PZ+0fOTfBofB2rEjhIS6KvtrtZ2QeDDya81PbGU84qfF+iq/tQVKKMSqO/deX7KBCpi9yvQwED6UL8g0Mw6/QlUfxLprjjtQPOt/XaROGV/9tRrv/P89z0+1P4uVN8JtJr+LEf9jtQ//9HtvW9ykVqxo4QE+vI5xn/7bOhX/yYhiODEUs4rfkGBrsafKCUCVXruWaByUUGg1xCo+yy8vL8jn1eXT7VzNgfe9ei7F6Sm37W5H14+f/rN17W6TuwYAYE+5/md58D3Q9zvv578btMTSzmveJZA9desC6Os8kxeOoZKoB5b9S9QLToE6q8NgZaR6A6OLVD+XqRP7AeTxpNB733zfs/9Y+INSq/++tefv36Il7xra/mIR39q+kvt+aNP3o8+F/X2JSt2hIBAX95dvAv0Wcepd/VPLOW84g0FKuVYJlDevdMCXZ0PYTaBCv/75rv0LVAZ48oCtevNKdCGSK9pd+Hz8Qv01Tfu/wBwgf709dQfdzqxlPOKnxaocwp/BYFqHbJYxax1KoGeSd2bQJ3eQKDnuL9bdP9UQaC7OrlA+Z8ETizlvOLXE2j2KbwrUJnVXUgQqCetNSFNLxCoE7VT1HEhBBovqu9bUqDaMCa5+7lS0z8xs4AW3CxtyWzvXucCHewUfoFAIdCTvPcNac0qp/D7a542c76TfBv+xFLOK14s0FVe/FQD6eXu50pN/8TMAlpws7Qls7175wWaO4wpQaDaUoRA3bTWBAi0jGI1necde8+Qd8Pvt9nlYWEFge4XWHeBJrwTT3BiKecVLxSo46CRBJo5kP5IoIv5G/BdD2OCQCHQEsICfZ7zYXnLvYZAf/r68okfbQJ97/PpP5B3YinnFS8T6P4soH4WHBOoPYeZBbTgxsyKAk2lRKBdD6SHQCHQXgkNpL8f4/7666/95n04VLKeTyzlvOJirR6t3WXRnVEsUNM/hoVsOY0pULMxS+5O07FAi9NDoOVpzKhzE3wW/j+aI/uTOLGU84oXCXQVE1ZTFp7Pu3nkMZnpH8NCtpzqCzS1GD9udqZcSaCeqelprQkQaBkkmuqX8MtEfraP7E/5bWTBiaWcV1wJNL5+lUDY/h7J7XOaQLWrgqZ/DAvZcoJAA6uqGG0xQqAlcZLrQKAFjP0+0KMdxBCoZyRQRKD6fWnTP4aFbDnNJNDkfQcCDU84rhICAh2BoQV6uIMUCpQxz7hLZnuGmfuu+OR4jHUq0EUtO7OiKpK8OiDQ0ITjKiEg0BFwBPqz/+xivxbqg+++eHr6ra85wU4s5bzi+QJdxEXN4Fggc090H52U+WwLGXKaS6CJew8EGp5wXCUEBDoCtkDNX1TiWE8i/fwrTxt/YAc7sZTziq/ih9vNzYpPZpphLd1EhlImCFRXkmqAIacmAk0pabbWaKO77MyK3iIxmgvUSKh30Kn4cIGqbTJUIgQEOgIFAv3gW0+f/t7tg79/euMvrMonlnJOYf4Upr2H3yeJzdUnkEPjyPLMd76/h11cCxlyIhJopNmJruULCgItTmtNKBKovk2GqoSAQEfAFuir//Q3G3+1LK/9y3//N3/z735tee2L/8F4lPPdp0/9w/3v20+ftSqfWMoZZcVv4zBzB1n1P5UEqsmLf7Xl1JFA7QsWzG26WHZmRW+RGBBoYIKxTYaqhIBARyBwE0l7uun77gHo1wPBTizljLKHAuWSOSdQ54LpFv2EQO1AZqE9sJJspJ2JAl33nc5zF4w5cjEb4y0SY06BWjUh0DLoXNUlsRcqc6wXKv/yK/sBqIcTSzm9qPb74GqP1zZS+bqQoED9+rEFal8w3YJDoD4gUP+E1fngqxLiggL9/7LIiVyN2AuVOT993Xgb0/svPvOTH//u09On/1xO+iinViMN1uf/L/dmCzXsX9f7n23yjU/d/mq/8CvxTdvD8Hm8rj2fJza+qpn+4LzR+nSzpqxtFPI3UbTT1zybfTE9B5IGvWlNN1tnhBPL0SoSI1YqLUI0uLEYzQmygKepGR3wp00qFZugNtVYlbQkTl9KelZQ5/T6y2EagRqvALXeB/os0G/vd+G/LCY1FeiuSuXPRfepEOnUAvU2zyZJoKJ9ZnyzPwlAoIEJYlONVklL4vQFAm3YsDAhgRpHoIZA370PYPrJ7YPvPuouvP1OEH7Wzd/FtsqTPjXTIvUU3p7PHnwKL143522e09yUU3jRPrMxRgtS1ghO4QMT5OX6WJUQzim8WfPUKby3Mk7hCwheA/2I9/NtE+h+6Pnmg+7C27eXufMWc3STPtNyUF8CFfuHJlDma6J4hb5VPQQEmtEBf1pzQuEwJr5NRqqEgEAHFug7y/KJ/cLnq79czJ81fv8FP/K8Xww1a51YynnFjd/iULu9Pr7eBzdvVKDmLRRj/hZbeNbMpD6TCNSTXwyrYvEualkiw5icXhkVPR2IExOoM5A8F70VwwmUdCD9OYHum0SsMgRaQOgKx8vn1fWxL3zhC/f3gX7CmPP+C34XXn6QnFjKecXdo0h9Cws5RTooYBz5X28MLbl791p9JhKo0wBuwwyBRgbS2+0zK3o6cLQ6QuvPcwSWi96KAQV6PCEEuUC1lQGBUhES6P3Ak2O9D/SDb/Ej0HefHnYEGjoN96tPMLJAV7H5HxxkG1nM5sh67QTquwaYi94KCLQgjiivrwwIlIrY+0DvR58f+qL9JhF57fNNdRuec2Ip5xUvEujBT6tnCFT76OSlEqgVR5yPH12lMLKYzZH1INC0tOYECLSMHBtNJdAg7794+v3vPfAuPIsINDJjNIFabVh3fWadwpvNkfWaCfTe2K3FZwxqLhExAQLN7dn+PnGmPYniJPRVg0DjhO7Cx15E/+6LbRjoG84TnQWLl6+fFgKlO4XXPqp5/vx8IzotUHE3iOII1G2fOcVT4Gh1hARqXHcow1wiYgIECoHmRK5GaByoeefd4uffflbo733PmV6weM8K1FECtUANSepNZlop7XM1gQqcWX54qYcKdORT+PsNOIPHCdTz5rGcOKI8TuFrkPAkUjoFi7dMoGoYU0Al/sklw5jqC5R1LdCUHeiBAnUWrFWxcP/3jB54lEDF+F+7LxBogaHoSXgWPp2CxVsi0F0kfPcI6COgleOB9OLczYlkN9kopD4XCFQE5YWYLVC2PPAU/oxAS07h/R7UZ24T6gpUPISgT3uQQIX2nL5kC1TehBRnPU5Cf7W8NG7UDKYR6O2t5Vczfo1TULB4lUCT15Q4FJNyMdB/SNNlCIG60RfSm0hu+9zl4BSJr0S6m0hnBGobJrH53oYv8wlUDKSHQAkJCPRnf7UsH/rNL3D+5Y/8pWwKFm+ZQLlPTEEsizpJ9xuGi9eVoxJHrwIVJ3JDHYEGT+EjQRsI9HBkP7/maDb8MQIVd3yW1e5LiUDFRgCBkhG8iaSTekE0c9GqVZoj0JW/LsR3qKmed/Q5RR7EaXucLY5uBUo4kN5tn7scnCLxFTmQQD2/suFpdligRl0I9JAcG50T6E9fl5sCN9arb8jHgKzbOq+2Ue4f+1O7YvTmuY8ZBKp2oQOBirnaHmeLo1eBLvz61VCn8MFHOdsLVM7yvSTeSSs2MX2auKVjKLS6QGlP4Re1AH0JQ9VOkWMjaoE+TxHvMjYFKot++Du3GgItJHPRkgtUDZX3GUbdh9H2OFscPQtUOybydM+Cl3qwQP0He7GgfQvUrt1coKp2vkCX6QVqH+m9/JV/Ie6GGwJ9PjLd7vH84PPbm+asV8Zn8UCB6htEpkDVi4ZyBOp8oBbovUkZAtW35EOBLsbBnKd7FmIJO1N87XOXg69UZE3mvM4uHrGyQL2/suGmldfSFQ8SqPFSLf3fHgjUru0I9Bef+9Xvi3dxGgJ9RxyY7i8+nkKgx7upwLmJxCMx451vrgVqH4HqA/Ys9UiBym6q0CqoLVClANFwJ3EYsYSdKb72pQSLrsmhBLp9jgt095YjUEe/DQSqzrlMgea+5EotjtAKmE6g7yyflN40BKp+5m378bdKAn31nzk/+K+rXANdygVqDmNSzjNemulooO41UOd3kLU9mkagZuID67mlvMvE7EcsWHRNkgnUnaUXjwvUqmv1kE8N3NeKpt3Qb+m0FajaAtTyyX9PoFocoRUwnUBfPh9evuRXNa0jUKNkDYG+901ts6xzE2mhF+iin3o5Gqh7F14XqNre+UZ0KFCWL9C49kQpZ4pbDAJNFahT+xEC5Q3w9SKGWhyhFTCbQDcvirN162felte018xVEKh5G/5XexLoKp5EMq6B8oBiqLz8alBzHKj8keVV39DFRnQsUFZHoNEpS3BJ+UqFGUmggWM3CHQGgYrNYD9Bf+t+ei5+3s28C//e5+/FPvYn/2hVXLJNGnwSaXntN/+b1+//X177ndRgeUt20XySI1DvTSQe0NGCJQfzSaQeBGoskCsIVPtpPG/x2gINDQyIpN0wnkyPVMueECIi0NCV3BhqcYRW6WQCffWNTZkv96Gg9jjQH2wKXT7+o1sNgd5v8//o/t8vbU91pgbNW7JLmUCdU3jHeRGBmtOYO5XoFH4cgR4GshrpI0Og+9NU/ohq6TsLQQ+2TcgQqCfiYTODAm09kF7UMLYECDQgUOvK5uZRfr3T836kH94H09+n0p/C8+Pe7RhYXoY9Jm/J6lt91hEov5S5yt3DsYOKXyxQ5hRW7ba6wEgF6i6iiQTKx0fYr4pTRZcOBbr/vflKNhGodRf+/gen8McCfUtuFV+6hV4w997n6tyF59ne2Y6F3zF/1jhC3pLVt/qU3ZTTSqC2vbR2W13gn7VhTFQCZWYT6gg0gYNVkj6QHgLNFqgzDrS1QE8aNMdGlALVbuN85GYKVFwXvfERoRUFeg/8i8+lhs9bsvpWn7KbcpxroDkC3a+B3nz2CArU0CQLC3RhciA9mUD1aGYbiASaSnSVJD/KuYo2ePd8CNRAexJp0Z5E2pvVcBjToAKVx30/ff2uS12g+7VJXqqKQPn7QPcWpb9dOXPRLsfr1IPzKGeaQNmiBjndbos5U305JVAZprpAmT7Vi7lA/FMyiK6S5JeJyCccxhGoCNCFQPVeNhtIP6hA5ZXH/Y0i1kB68eXlXbMVhjHtt67Eg06dCTTrFF7bj+RA+kEFqu8yYwpUPmTujQeBGsi3MW0j71a7l7liU3VDK3QqgWrC3G6DO+NAf+dH22j3So9y/vT15eN/x939Mvk2fOaiXY7XqQ9xCq92D8cOKrzuwd4FyqICNU/ahhCoe7M4RaBSWdoy1kp0L1C7FUeZQnCB8tMmCDRPoOppzbvMvqRfEv2SGAf6zGtfuplvY8pVaehJpJfbDf53njM8B/9koJBN5qLVNojjnVRhPwufKlD1MpFHCFQlkTUdgQb24+2/5tuYsgXKzgo0tnrSBSqvXvvDdCnQ5ZECDZ/CQ6B2bV2g2mXO++ePWAK9vfrBbz9/+tD+OFINgd7+4701r15mxcxctMbuGVipPqzfRIJAfZgL5DEC9d4sDg+kh0ANINBMgT6EyMtE/q9nb776/q//+heTnZy5aI3dM7RXedFeqMQDWfHkV92DoVN4pv+3sUCdReJZRvf/yhfqrqrgEsNcIEqghQ6lE6i1NK3Ou8n04tcTqPngst7L+ArxTVMLxL8GINACHvtC5cN1elyTf/VPhUC1xEnVDiKGVkfGG+nDwcoEGmyj0XO/QH2frLQy7DQCDa5OCLSAPgR6uIsGa4qv/qmmQEPDmEYQKNkpfFuBekbbhINBoAb8FF6/4q/3EgKlVFcxD3wfqF+gSevL2ZaOBCq+84H0QwmUDS1Qv5nmEahVkV6gfMN1egmB5kSuxgPfB/oIge5fRhToyWFMQwnUmK9/rSDQkI5EOBn2MQJdJXY/IdCcyNV44PtAIVB344wI9NxA+usKdBlboL5roAkCdWcer07vSlz9Y3bTybHRPAJt8T5Qz57MPFtgvKb46p86l0BtCbjLz9o/9K8QqNMkbbmEBKqFfdQRqDr/WII9svEt4OPV6VmJ+Y/cu1EzmEagTd4HCoG6mzEE6ump+no9gXqvgTYT6P7QX9ZLn9yoGUwj0CbvA20kUHd2UKBiF9aTMGeX70agARV6/smAQEMCXeT68DUzQ6Aqjt18Ty+TkNdA1ZsfQj2y8S3g49XpESgnscVecmw0kUAbvA9U+cbaLiBQo6da062C9j5hdMecD4G6TdLrdCvQR14DVfZObLK/G+nMJ9Ca7wMdQqCqopbcaoecLIMxZu5GEKjRI7UQnKK+nqqvjxLofW6qQJ3mHy2QEPIUXr06J9QjG9/aOl6dHoHu1SDQMI9+HyizNtNpBGpsxBCo0SO1EJyivp6qr9cU6D0gBDqUQNu9D1QKVD9ye4hAFwg0Tmx1nBeoWvpOT9XXCwrU+EkPs0fhQL71dbw6vQI9fR8+x0bzCLTZ+0CVQHVXpNQ0tn4IVOu81XDVNQjUSKvXOfLN4wSqvzrH7FF4nfjmHa9PXAMt4NHvA90Nof5j2ypc09j6xxRowt6lL5TaAj1Qa2x1UAg0kEz/2q9Atb92848WSIhboI+yR+F14uvX8foMDWMKvP86uRvpTCTQVu8DlYa4lkB5vc4EGj86ja0OCLStQPW17MHXr+P1GR7GlNxmbzfSmUmgjd4H2oVA5Wbfq0AD+6V3zwoIlI0lUGvHd3oNgcZWituvlPXpnsKrMVSJbfZ2I525BJpP5qIV2wFzBXqwwqytYKESKCMVqLYR6Zu9FrulQGU1f61F/+crNDu4OiBQYwHOIlD1C+KJbfZ2I51pBPrqfyv6lbrMRSu2A9aPQFXp0wJlEGioR2pR25M96ezmFwnUXXbMXuveZmohOhNodKW4/Uqp6j2F5y8jTWyztxvpTCPQ+89+7r+3lEXmot3Wotju5hOovhHJ1HrIwQQaXikQ6FACNZepltCeoL3JJL3ZbjfSmUmgz7z28b/LC5a5aLe1KLY7CNSKLTNobbcKBvYpq+F6TQhUS6vXoRao2eToAgnRg0Dlg/gQaIDQNdAffnP/qc+P/21GsMxFy7e07gSqJ1EVteRWO+RkGdNu70MFqreoV4FGkulfINC0VeL2y6zjrxu9BgqB+oncRPrZX//atpw/9qepwTIXLd/SNIFaLovWNLb+MwJlgV1Jr6+3aDiBavqAQLW0eh0I9PAItFChOTaaS6DPvPpfP39fcLUf5YwJ1LvarA1ogUD1/cNp+KL1CQKFQFMFqt9Eiq3/g26kM51AnxX6g8+1FKi7YUCgWtutgoF9ymn4ovXpWKBsdIHq699ZAlpaTx27mVqIoED1FWpvgw8WqCph1vHXjTyJBIGGiAr0h/9uP4n/jcrPwkOgwd6abbcKenep8wINFvGsCR4VAnWWXLj//gXlcFagxrZo1fHW9Q6k366ArrFkh91IZyaB/uyvt7P35UNfTL8Vn7loxTpmQYEugYvXzh5zWqBMq6YnURW15FY7tLbWEqhzzACBeivqYfWp7rJTBWLN1EKkCNTT/rEFyt9kAoEGCQyk/zfbAnvt48n3jzYyF61YxwwC9cSWGazWaAUD+5TT8EXrU3uBLs4EZ1E/RKC+OnYztRAXFKj9MtLEhtvdSGcagd7Hgb72J9kj6TMXrVjHDAL1xJYZrNZoBQP7lNPwRevT/s1fsUOB6k2rK1BvM7UQfQrUH03Mkr2/gkDf0vv4Se2X2T/0iR/tUpP3cvaPP31dlU/92TeH2ED6nLP3jcxFK9Yxg0A9sWUGqzVawcXLPAJVDZVNF2W7FKhvYXUsULuuZyWab3NObLjdjXTqCJTfBW8pUHUJ9GP/PuOp+MxFK9Yx60qgbNGTqIpacqsdWlshUHdeoUCNHV82XZSFQGOrJbgc1cL01PSuRP1tzultN7qRjl+U65p+Cq8sqT794PXtZzE9Ak1+UWeY2F34H/67TdGvffw/JAbLXLR8nZwRqPxqTD0nUCOJbAUE2ptAfS3Vw5qRCAW6WKX8HTCTOdmPoRSoXd5b07sSjYqPEOhdn36F+iL4BOr+tlsjgd7uw0C/uTxwHGhFgSqPiDwxgZrWtNqhtXUUgQaMBYFazdRC9CtQN+BhcW/FLgW6Gn/KBLp/fIhAb//p/kz8AwQqd4XaAmX0AmVOk9sL1GieqnkkUCaWhz9ygLYC3U4qIdDYejks7q04rUDfWR4j0Pf4w/Cvpb6TPnPR8nXyYIHKPHQCdagoUHdnOSXQHXHhy7dOPLQUKL+tUVWgngUEgS4PEejqfMgW6KvvP+Ia6Ksf/Pa+0D78J+lJMhctXyfdClS8SHZsgepB0gSqbr1a5dyOiai1BKpl3ieIgTUQaGy9HJZetI1fJfS1wqg5lkBVwzdRxu7Cl5s0NoxpWR43kF4cfzxOoOoHsScTqM8PenRt8B8Eqgp1LFAn4mHhZRSBnjmFF83+0O8cjgOtIdDX/rvMUaBVBOrZOvS1Kr+a61oV8s1OEui6l19l47TkVjuYEeMRArU3874EalY01pD442+OkXmbsIoAq/+fDzOsEclZyFadQ4H6Sy4HAnV+U12UDy4xQQuBGlWDAhXxXOcmkCMQWoHeP736q+W1P7Nn1T+F/8VvF/ygB6FAje+Bmto8ZyNWhXyzSwSq3RiaXKDKUdcUqLX1yUJFAlWnMVb2sQQqVponVUI30vFY8vQwprfEKPnH3IXPInPRauvEFWh462COQJm9EatCvtkpAl1F/dXZ2G2BqsmLs01yIFBrQqlAzVP47gXKNx7DoCJ4cIkJfAINqDHUtWDhZRyBnh5I/5KPIvrF58SxKB8YCoGWCZTNIFA52ohcoF2fwtsC9XYBAvWX0govIwk0hC+CR6C/+Nx2E/726hvygc13toueEGhFgTqn8Hpysx1q8uJsk5yQQJ0Ro+kCFdMuJtDtZybEMKZAFwoFqreGRqCrKK4btJZA5ULytsYpvOgrgif0tUIuv2VUgcqT+LfEvaJnlX7yBoFq8+oK1NIcpUDdjrk9dVPp6WVSc+EZdawFdSBQ8mFMswvUvzzZNAJVKy2l2W430qkj0Gdfbqb86evLh++/kfnDz+8n9RComkcvUN/1f5Fcb4cs8miBMj1HvkCN1HIgfT8C5f+peApPL1B+ME9+Cu9kk72CQP3Pwm9HnLd3xLil/WKo/jamYpV2JFC5NRYI1JyaLVDmEagaSO8kN4twhY4uUP04W5t4sCZ4cQjU25Q6AnWzyV5BoD6ByvtIr7ZnKz/En6ycTqBiM36AQH3bdDi5/MjPc8Vwe9F6B/n2p54Fand96VCg9jAmby/6EWhoGFNsYUpcgTII9EigzRlYoM7qtKron/TZDxSo3P0SYstGhFsjlsLQApVNdltkfTYE6qtBJFC348UC3RRqL5BygYqavlwQ6EOAQPXGeJL4kotPqyjC79WL1js0F6hZR9UcSaBmZv4feQrPZ6y2SdVCdGpbC9nolfPJCVsoUGexnRUoOxZodFHKwkYzt4S+VixyJUGgPi4hUPMe02QCZSKp7J9TR9WsI9B1fZBAzV+cUN01OlEiUE8D+hCofbtUm7HIjS+yIGVhCJSGawjUmD3ZKTzP/DiB7gOL/PPIBSpfZ3efytW5miXrCFSf7yyohgKVU+xVw6cFe2BEgUCpgED1xniS+JLLj30IlLUSqHfvWXelhQzq1DPWEPO0xIcSqHih8n3qQwRqXNQMLCetz85SqyzQY/RG5As026A5AoFAsxDrhA0r0MxhTKySQE0nUgnUU87T4n2ozo21E+g24b5EpThXo2QVgYr51m11PYFbmDErM8/uLBMvECgEGkesE6bEwScZG2SgZoFAxSQ6geYNpGd9CNR3G6JYoKsQaMCgTj1jDTFPS3z0IlB7YKeewCnMlw+VQI0XgtnHGRDog+hMoFxrtQTKtwBKgepuEtu1QyWB6nNzBMqM5etZyiKO2t2Dq2K/f3ZjoUNQp56xhnwt8eEVaMYpvHXebcy3mhltRa5A+fVhS9/OMvHiCNRchuZuAoE+iE4EeoNA7djWFH+NDgRa+wh0lW81KRaoc95tzLeaGWmK+3C7DOEpzNT14UkEmtZupxvpQKB5LEqg5qQqAhVnrhAoM5avZymLOAkCrXwNlN901wWqbiIlDmNyDxuNtFYzI43JFyjPDIGmAYHmsZwRqO4FNVWr4qu8T4JAKQVa8y68OMZUAtWHMS1pA+npBHqPcdd54in8KjJbFxCCy9KgtkCdwxAItAAI1JjjhPMm9xYZTqDm3ubpeppAKcaBBnEEaj+J5KA6qWI4h41GWquZkda4/1rIGd6GqAPWRgJNQi4C5VyeMLD+zIVy2G6nG+lAoHkslxGo7bKE2NYUf41TAjX2OU/XEwUafxKJX8K0YicKVN1n70egxj8Xcoa3WaP5JwAAIABJREFUIc2PQFNQi4CZ02ICtRdXBpSC6RAI1JjjhPMm9xY5FqjoX1psa4q/Rg8CDb44Vc4LC3SxjoMtHIEevUzEJ9D0U/gjoecKtPk10BTUIoBACXi4QJkrUGucor8iBGrOfZhAYzeRxPGiEztRoM4p/IMFqg4pjc6EGtL8LnwKahGUCTTXoJSC6ZAuBRpeYfqeB4FeT6Alp/D+YUxWp/TaQbIFWnUcqHGcUVGgdkcPG253Y2rGEai9b0CgxtxHCTQ2kF5//bEZO1WgzjCmIoH6BtJbndJrB8kXKM9cR6B6fgj0QUCgxhwnnLfV3iLTCtRarlbRygK1BtKvqzWMyUG1UJ9mdPCcQLdhTOkCXeQ2rrLr88OcEmi4ZWoRQKAE9CpQewOHQL01Hi/QuqfwKvGyLNxd2kB6b8lcgepfrRlO7MBNpEBDtAVt9/+sQNmRQINNU4sAAiUAAjXmOOG8rfYWuYJAbRncaSdQfi1xuy56eYFa+SkF6kvldiwVSsF0CARqzHHCeVvtLXIoUL1/CbGtKf4aHQg0ZRiTuUcuWrtKBRopeSjQdWVO351P/tiBgfSBhmgL2tv/OA8UqP2vDQQaBAI15jjhvK32FrmsQBMG0pMIdBXbQNSgqpNm7UVv0HZj3KpjffLGprkGaswPU0OgatlYrd8S6k22UrkdS4VSMB0ysUA9TryKQG9mHWsh7p+YsVecFGh4r3Kiawl5lgSkQJezAuUadt/gZH3yxg69TCTQECaK1xeom90/GQIl5toCtd9R64bzttpbZDCByvm+3ULtbAkCjZ3Ce/Z+LSHPksBWlj+OdO4U/kCg8dgFw5iWRwnUOw8CpebiArXnOOG8rfYWGUKgzOmzd7dQO9uxQO3nfJwWWuGtXbyxQFcx33mLvehzNHbghcqBhjCx7KsJNNiAwCwIlBpSgWYnf97Vb8viTOIfOHLOTRZeeE2z9XaVxS6gJu23cX1zrHDeVnuL8DvDN28dmU3mP4xtTfHXUHNV929akxa+1PyrWd+13Bk3sXbMYnas9fl/63L/E8vhJuUfg7fTDfY+eF7/6SmpbyR6bdHaff5q1xF9jsYWN5F8S9BtyE0s+0D/E3ErqC/RxeCZLJeNVdnK56QKFAU4AmWhwounvmyIW2SMI1C3h+ZS1ismHYGu4hQ+9kZ6miNQxhZ+Dh0tGT0CPXcK77y776g4jkBxBJpB5qJNFKjmCFOg9r7s1oBA6wvUvCzoXAx1wlu7eJ5A7eb4SiYI1PczIKLP8dj+nzWOFF8g0KkZWqDmFT2PQJm9tveZyQJ16suGaBnVZH0TNZhYoMZg+X2Yjy+Hm5Q9RqAHw5iOYjt6SSrenUAZBErE2AJ1wrk13CI5AvW32syoJhubqM7EAhUn1Zs7+SRPDjcpe5BAd4VeT6CerdNqKwRawCACFaseAg3N5UfMS3OBatdAexKop7beAgjULLElVJOdVHa30qEUTIdAoMYcp3XeVpsZ1WR3E+XcdA/aFQOxrSn+GrZAuUUbn8JvCtXE6b58CQL19T9OfYEyq7ya6qSyu5UOpWA6ZBiBGivZvx7tdQyBqqUX6InaudwZ6QK9z1j1MZZuDjcpg0DjNBCosctAoCVAoMYcp3XeVpsZ1WTfJrrRqUDVznxCoNqTSGKIkD3X2iONtQqBhkgSaKgFbjch0Cr0J1Bn1ZoClf7xhjPWcbcCDW+JIwqU35VhPoHKoe+enD0K9DD2eYGKJwH8a0QDAh2BEQQqdhq1bv3r0V7HEKi51Hzp5M7lTk8XqGya/Vi8GnTpyXlJgaqHqfxrRAMCHYFuBWquMm2jEPO84Yx1DIGaS82XTu5c7vQCgdqjQBMEmsaxQLWFmiJQK3orgWrD+P1rRKMrgTo7VzKUgumQfgVqrVy5UYhZ3nDGOoZAzaXmSyd3Lnd6kUCNudqPEHtyEguUaWGZ2+grCpTZAnXWnrmM1ERPKrNb6VAKpkMeL1AGgXpjW1P8NaoKlBkClRN9bYRAo8XFF/1n7f1rRINAoPp8pk301YZAi+hAoNtSdtYXBGpO8deoK1AVWDY7S6BNT+EhUCe1ubwh0BpAoMYcf+vs6WZGNdncDjUgUE/OCwq02Sm8tXK2SccC9ffQs+JyoBRMh0Cgxhx/6+zpZkY1WW2nFtUEyrSuyl21QKC+17LogWWzvQ0xl4LO8TCmNIYWqPrSs0CDPfSsuBwoBdMhEKgxx986e7qZUU1W26lFPYFqpUToIoF6puuBZbOZr4K5FEyOBtKnMYtA9WFMRxsABDoCDxaoXMruJAjUmBLfdpsJ1FvBXAreFN6cvl3fzzQC1QbSQ6AzAIEac6wpB612BRpoGQTqzenb9f1MJFA5oRuB2ivW6qFnxeVAKZgOgUCNOdaUg1b3I1D2cIFq5X0pvDl9u76fvgTqSuWguJ5eToBAZ6BjgTJtrYo1p1YxBOqWlIrpWaDas+D+nd9HhkA9sSFQmQ8CJaY3gTLvuodAswR661egxrPg/p3fB4FAI85JbYq7bBKL+7KfESjTw/ka4VsDEGgNuhOoOV+sMrHmzD+B4hBotwI1h/F49vwAFxKo2iciAtVrHAmU6fkgUGKGEqhcgf71aG8/DxKop8qlBOo//tmBQMkF6utPWKDeAb9Wm41clkD9rY5BKZgOgUCNOdaUg1ZDoHoYUT4iUOtRRmfPDzKhQJfABkAhUO/qCe4yEOgJridQBoGa7ffM1fd/CFQvN5lAGZ9jVDUiQKBxuhao2nQWbUUzCDTQrmyBhlqi7/+UAu3jFF6MA9B7k9gKc6FCoAlQCqZDRhKoWsf+7cnegiBQtbgilTxz9f0/QaDaK9b7F6gaB6D3JrEV5kI9EKgR2F4gxjRrJe5AoCMAgWqVfWVjrYZA7wgjifIxgT5+GJOmcL03ia0wFyoEmgClYDoEAtUq+8rGWg2BMs1IonxUoI8bSK8EukncnD+0QJ1WOLPZkipQuZS1ynqW2Lbkh1IwHQKBapV9ZWOthkBZvkCt1ZgGhUCXvbXrhmHQ1KbYC/W8QH1Hi+IjBDoCEKhW2Vc21uopBOqbq5IdClTdWFfxnFDWHqmvxjToBLruFxHWcoGuaggBBHoMpWA6BALVKvvKxlo9h0C9SUWV2QR6+hqo/OVmmSxeQa+rLxDRLt9K3KEWKPNFcHsBgWYBgWqVfWVjrYZAWckpPL1A9WZ6YhtHoLy5hUegq/zXQiaLV9A+GgtEtMtaz1pJcoGGqkKgJ4BAtcq+srFWG7UgUG8znQoPFqgYB9CFQLXpqhNiCgQ6AkMI1LtVxkrb4fUiDAK1wp8TqD2MybNc7T1SX41pkB6BOiNBU5si/7VYuEiP6mmB7QUi2motcm3KgwRqRYBA40CgWmVf2VirIdAdYyC9Z7nae6S+GtMgE+jJa6C2QA8rMP2zvkBEdWuRa1Mg0BGYUKCac3xF2BUFGqlEINBFL+9ZrvYeqa/GNAgFyu/Cm/NTBWqdwidU0D/rC0S01Vrk2hRKgQY3AdGMYAQINA4EqlX2lY21GgLVig8iUDEO1JwPgYYiQKBxBhToMolAj2KbUw72IdleCNSNbTWr+GUiC7OGMaW1W9bVF4hoq7XItSkQ6AhAoFplX9lYqyFQrfg4AvVETxeoGEif0W5V18oOgY4PBKpV9pWNtdqsVVugMQ+qohCoG5tWoFpEbxlP5kD2RgJlEGg9IFBjTnyKG9bZ2PyVIFAjo2pXKhMJdDuAVUWtpaQVpBMog0Cr0b9Afdu7fytRW7AdXi/CIFCrDgTaTqD8Eqoqqi9iCHQ8IFBjTnyKG9bZ2PyVIFAjo2pXKjMI9P7NHIXK5HS9uGgmBDoCEKgxJz7FDetsbP5KEKiRUbUrFQi0mkC9v4vsqyibHG6ID0rBdAgEasyJT3HDOhubvxIEame8pkDlW5xWra12NNHMVgL19cVXUTY53BAflILpEAjUbYxRNtbqMoFGNvN+BcogUL0kBJoMpWA6BAJ1G2OUjbW6sUDX1dses2gtgcbavujlrbnePVK2KxVRdvU/AmQL1K8xq0lGb5LbcUqgvifxIdChuahA2XgClY/ABJleoJ4f1NRWuT3Frt1KoMz/BQKdkqsK1PVj5wJd5R4YZHaB8nc+eQxaKFCtccntOCdQcxiTv+2imRDoCIwmULZoO6CntNxSmXejWSBQt051gVqLrFyg60orUNXy5HacFKgxkN7fdtHMIoEGdg0ItBYQqNsYo2ys1Q0FuspDGG+bVNF5BbqKozfXoCMJ1GndQwXKINBzzCRQJovY4fUS7CECZYuqENkhogJlFxfo/sl+F51M4GwnRm2tWfb0ZgJdtAUSzbHRRqBWfScXBBoHAnUbY5SNtTpHoEYTgztEUKCM/+bQhU/hd3Fuv+nuvI+utUAPmur7AoFOCQTqNsYoG2s1BKp3yqqpzSMR6P47cOt+DdQy6AQCVf8oiGZCoCMAgbqNMcrGWt1SoMv+c2jeFulFJxbo9mOa+xn8bALVB2iJZkKgIwCBuo0xysZa3VSgAw+kJxHofgC68pvw9m9yjC3QVf8jmlkm0MAWGNeer59ORaMX6VAKpkMgULcxRtlYqxsL9AhKgYqJvQl0CQjUjta5QK0olAL1r+2DzcfTT6ei0Yt0KAXTIRCo2xijbKzVEKjeKSOlMY9GoIs2CN0+hWfRaB0K1AizGh9EM3sTqNwbo5EcKAXTIRCo2xijbKzVJwQa2KIhUD+87Lr6ftYdArUaGFjPETz9dCvqvUiHUjAd0rdA2QKBQqByld/xPg+vtSJS22yuFjW9KQklCwRKcQqvdyWwniN4+ulW1HuRDqVgOgQCdRtjlI21GgLVO2WkNOZRCtTzq8SXF6jaKSDQ1gwnUGOXdksvEKgrUBauO6BAvbOj0aoK1J5QItCTw5jUQoVAWwOBuo0xysZaPYxA43UuIVCtDU7U9KZ4SqYKVLQzEObMQHq56iHQ5kCgbmOMsrFWewXqqwKB2hkhUAsCgcpj3GCBSH2nn25F0aFoJAdKwXQIBOo2xigbazUEquWBQD0NTBUoxSl8eItlh5uPp59uRdGhaCQHSsF0CATqNsYo60tjZjRCQKDWXKezEKgb5uxNpJYCjVxQ90IpmA65nED3dcrOCNTKaISYUaBiSXh3MDXDn9LpLAT6CIEeaM/TTyOyWpXZUAqmQx4qULVWqwjUs9FUF6h/Qx1coGr/dHcwbYY3pdNZCNQJc3YgfYpA43j6aUSWhfJDUwqmQx4rULWUA9OdDTRLoL4S+zpl1QTqBQK1M15aoHZrUwQaP4SEQB8FBGrOsnIfEtrYTCBQOyMEqpNwCn+8GpO2kWB9p59GZFkoPzSlYDoEAjVnWbmPGVygDAKFQCHQciBQc5aV+5jRBRpKCoH6I1UR6Pae6PgwppRVCIG2BwI1Z1m5j4FAkwSq74aOQI/1VVeggaD+REfF4g1JE+j2nxyBMgj0QUCg5iwr9zEQ6LQC9Uz0pKEQqH0Kny/QwIpMxddQJ2ZqM0woBdMhEKg5y8p9DATaQqBCNGuWQHU/thKotyF6OxdnYUKgAzOqQEMP/C4QaAuB2otO14MtUHYs0DSDam+k9+3vvsnaRhMTqJd2AtWGMW3/RECg4zCOQMV2JP7vLW3tKt4SfQjUP66vU4EybZ/3RDX14AjUnOoVaIpB+fGZ+zbQEwKN5X2EQPd/IiDQcYBAzVlW7mOKBXoYzZzyWIGqcBCoPemwhNnORVtQAvMUfoVAx6F7gardU27VEGik8ngCZbzZB5dC5T1qj0H1VhiT1V8INF7TbagTM7UZJpSC6RAI1JxlTIBAmwh0n6zi+BlJoKGwPLvbWvN1disEOgwQqDnLmACBEglU3/cCAtUD+RnoFD5boJs+Tws0901z4QWvzzEK5YemFEyHQKDmLGMCBNpYoFGDzi3QO2dP4cvxNVTMMQrlh6YUTIcMJlA5KVIaAp1ToPxxHV+ZQN2IQM0meKkm0GBPtX8iGAQ6BhCoOcuYAIHOK1CmN8FLe4Fql0IZBDoGowiUQaBpTZlXoKSn8A8XaKDIfSA9LwmBjsAwAtX2Ogg0UhkC1Serv90JNJj6EQK1G6PPMMrkR6YUTIdAoOYsYwIE2pFAaYcx3f8cJIRAjeZCoF5mFOj9YbhIPAg0JWmBQKVe3ODa1C4EmpIQAjWaC4F6GUCg+u7GjgUqnicOxxtSoAlj/LoRqLtMtGmlAiU9hU9JCIEazYVAvUwn0HXfVQIGHVigiU2BQPXJ6i8EGsXTUDHDKJMfmVIwHQKBmrOMCRBoJYEyvbAvkhfC19mlJIRAjeZCoF5mE+gqdhW/QccTaOSCrrfyGAKVx6FWqJBUOLkvVG4pUKaVGE+g7j8DcrpRJD8wpWA6ZEaBsnkEGr2g6608tUAXj9bWtROBMlUCAlVQCqZDZhMoW/dZc5zC83frJhr0igLV/oUJl3UEmpQQArUWVlkzKAXTIUUC/aevPj298cc/caaXrz4I1BuhS4G6O5KhF+bbAbkY9AkkAhUv0vTXfZBAw282NbIH8/KSEOgIlAj07aeNT/+DPaN89ZEOY4pcOOxFoCnRdnFuU9IM2olAmWcH5GLQJ0ws0GBYI3swLy/ZVqBmc/TJRon8uASS6pkCgb7/4o2v3W4//+rTZ+055WuPUKBDDKRPica9CYEq7JtIYkgT/6fGUREEmo7RAL2VRon8uBSW6pgCgb759OX7n/dffMo+BC1fe6QCjTCWQIU4xzqFryZQdxgTBEqH0QCvQBP3CAsCSfVM+U2kX36llUCZ2nIZBHrQlHkF6htIn3YKr2X398kLBOpZWPlxz/mpe8oF+v6Lz9i3kcrXXlyg1oHodQTKohd0vZUhUN1XphU8/Y3kg0A9Cys/7jk/dU+xQH/84unr4vNHOTRN0lkW9ee+bvnnxd/syCwz3v5xCc3yFziMeJBbBF0igd0565rQCK2y2Z6kPrhlnqfoS14Pt8gVYc/Q1o6zTLa54uNNlbNDhaSySFc+LxFj6nZaH6irT9N64vbJiz+iM9FcLks0rJE9mFeF0QrGVyEB5qLSWmkUqd6M0ShcIm8+Pb3x5/IbBBoI4Sse3R1ObaFXFOiu0EDlvgXqLfTcmwcJVDUHAs2gbIl88D/9qxdPb/yP9uTy84cOTuGd1x05BWItdD4bFJ/CZ+E5hU8KOPApvBHCM1n7XO0U3lguGafwnlIP+0kPozk4hc+g/J+Uf9LO4Tnl664HgbplBxPoPuJpnU6gfGq5QNd1IRboujrFCAT6uB+VM5oDgWZw4pj83Sf7LlL5uoNADyIkIi4JymgTCfTobUwhgcpqvv56E+q1nUSLfqCoFWP6ggmGhEAn44RA3dvw5esOAj2IkIZ49HNOgR68jSkgUHGjnk6gKqJejOkLxt/8A4GKgLytEOgI5Av0g2/xU3cIVGuh89kAAl1IBKr5yizhr9yJQJleHQKdi6InkT5r/FWUrzsI9CBCEuLZ+dsqo3UkUEMgzQSqHlaiEqi8/LkaxdhpgfZ1Ci97YhTIj3reUV1T9Cz80x/85PbBd5/e+AtrTvm6g0APIiQhnp2HQFXZA4FGDHp1gXo3gPyoJJrql5JroO/ub2N6w74JD4E+WKDy0c8uT+ENgTQT6MEpfMSgIYFWO4XvaxgTBJpE0U2kn//hsz5//3vO9PJ1N65AmbGBBcpAoLZAIFB/6nV91KOcCQJN+GVYl9OK6psR3kjP9jUnt9K+BOpprUPDYUz3/z9qGNOixGgFdwQSFKjPWgEd6RONZphlo8OYSgSaOYypTKD3h370YgfrkALZyqBAS6AUTIcMItD9MwR6zCMH0j9IoOLAyJ3BpJVCA+mLBBoYSB8VqJwZE6hhZgh0BCDQSNkRBbqlm1igHpxm6M3RreDtbySsN1WoGDsvUPNZKwh0BKYSKINA93TDCtT7c0IXEei6QqDjMZRA2ZFA2dEKh0CTkj5OoF5ruZMshQVqjiTQZ3tyg4qBUhDoCIwlUPEHAo0yhEB1KXmDqQLuJEthgZqtBao2GbfAgUDX/f/bEFAIdCAuJtD97e4Q6EHSWgJV686UkjeYKuBOshQWqNlcoDK0W0Bq0BboftjJ/7MJtINTeLdHxVAKpkMuJVA+oAUCPUq6LWNnnuEDs7jmCgjUKhQVKL/vvjtzPwR9mEDFK5Uh0AyuJFDxqo1qAg0ONB5RoO48Qxhmcc0VEKhVKCZQMSZf/l0fOIzpJnqiL1cINA4EGolEttWq7ok7rcGcJOkgUL2pIoi/v8EsfPnZqUJJjNBugbhAF82gAgh0BC4kUPGuIrY+TKBioHQkJ0k6CFRvqgji76+vsGqqmyqUxAjtFvAKVL2XxHw8dAMCHYGLCZQ9VKDrvjOsJa3PSgeB6k0VQfz99RVWTXVThZIYod0CBwI1H0LagEBH4EICla/aeNgpPASaIFCPB50ptsJCFbsRKDs6hV9sfUKgYwCBRiIRC3S/hnDfVSI5SdJBoHpTRRB/f32FVVPdVKEkRmgnjlpqQYHaQKAjcCWB8ncV1RvGFAQCtWySK1D76MxSWKhi9wL1nLlLINARuJRAaw+kD3KVU3g13wpl20TfVd3ktqIiltEDeGZon/sUaKRjEOgIXEygPNsDBbqNmo7kJElXUaDMs0N7hGKFsm2SJdDYea4ewDND+9yrQINAoCMAgUYiUQuUrfyVEZGcJOkgUK0pMpW/v77CqqluqlASI7QTBwKdFAg0EoleoPtA+pGvgTLPDu0RihXKtkmOQFcxJWTQUEUINA8ItIDOBer5xaGxBbptmRDosUBVlYBA9Zhad92myOL+/voKq6Y60yDQ3Khz07tAdWgFeliScKs1byKxsEE7F+h+9cHZoT1CsULZNokLlGl78RI6hdfVp1IFipQJ1H29s91ZrZ4R2i6gLTUIdCpGEujOBAJlYwpUvMzK2aE9QrFC2TYpECh7gEC9UnUmGcXdJQKBzgwEGolU6RQ+7M+uBSo81lyg/mFMECg1EGgB0wl0DdtJZYNA40k7E6j6tV+PuCBQKiDQAiYTqDjLPMj2KIEetq9jgUpxui/k8wjFCmXbpFuB6jWcrkGgJVHnZi6Byjd+HmRLEmhsvGYm2guV41EhUClQrU7DU3gIFALNAgINkHYsm4j5RvpIwY4F2voUXtVpeRMpV6AMAj2KOjdTCVS9Mvkg27FA95vNhypOZEKBLkZxybpafbQFujQXqPix4DoCVX3RQ9utEJPM7EsUCHQEphMoG1qgNMe8LYYxeQWqzrWtUMomlnQ8i0O0WgblBrEH0qcJVP4IwHACXSDQAZhKoOqNnwfZDgXK3zx3HCqNRIFSXTYQa2JdSQVqDKT3CZSrc10MSeglTgpUvxCaJlA5CB8CPQQCLQACDQdKOJZNJE2giVdwE9Jt+fix13HxdIHqCmHWjEUJ1JSEXqJEoPIU3ryXBIFSA4EWMJdA5SuTD7IlncJrf87yCIHu0SLP3WttCk/JEai8Pb8aktBKnBOo/i1RoOpHh/oQqLntLnEg0AGYTKBkA+kfINDUW2AJ6eYSKD+WhkArA4EWMJ1Ak7IlDWOiuqXDMgRKc9ng3j+u49irn1SbIlM8AnX2aGkpbi3iU3i2XRlejSy5p/C5AmXSH1bEYoEy44svuA0EOgAQaBAyfWacwmt/zqS7SR2fFqgxddG04syoKdBl8QjU2NFZRKD7e6wh0AMg0AIg0BY8QKA8zNlTeHPqomnFmbGIMUOWJGQJUUpNyBGoew2U2W5xBbr/hMo+jGnVEtiNF22hE6jWfAh0YiDQFiQPY6I57n2YQMUorAcJlFlO4kuAD6SnFyhbIgI1AmtthUCnAgJtgS5QFktLOZB+13FCJykFKlxhhdKdUyrQ+5Hkqg9jYh632LoTZ/H6xYwGAtUPhgsFuq4Q6ABAoC0wBNogHd1AenOq7i1nhrbbafMvKlArsNbWNIHqz1Q4nawEBFoABNqCBwl0S3hcfBCB8mH02afwywNO4e3AWluTBLo1+SYuw9idrAQEWgAE2oIHCjSBUQRqDAftTKDM1Y0eWGsrBDoVEGgLIFDNOYUClQPp1TCmRIEu1kOt1ALVOuEXKIsL1HnVKT/KloPR7E5WAgItAAJtAQSqy1BNaCTQWgPpkwWqt9UWqO9t0RDoMECgLYBAdRmqCbkCFYeSph2dNhrqsmTn9E4VNnrRSqD8moTPoDiFHwAItAUQqC5DNSFPoPwa6KpVc9xi6653ga7WrTEOBDoKEGgL+haoO/i0R4FqN5HmESg/d/cYFMOYxgACbUHPAvW9xZlIoGpVGTJUE/IEKo/VLiBQDKQfBAi0BR0L1PsS0h4FuorT3aFP4fV2MCVO90b8gkc5hwACbcE1BboQC5R7prZAmV7ccpo55bxAGQQ6OBBoC1T3CN+RF0mXvjj9b3HuUaDay0RGFqje3v3c3fej9xsPEyjT2gmBxoFAWyC6R/pj85F0eQJ13+IMgbYTqP50lQkEOgAQaAvEyz18p8s10uWdwmt/OF0KVB2rjSlQ3wQWPv6EQIcAAm3BFQUq90VzglEiT6BSNaqBjlts3SULVPSqokCZPWGLENInBDoEEGgL9u7R/WrcUbq8YUzuldleBWpFnUKgYR4iUAaBZgGBtkAJlPDH5iPpehhIb6hOd06uQLUrAlZUCJQUCLQACLQF6hRe+1Mx3Yk1sZEvUAaB2qGNVliptJ5yPGfy7QUqlr2x+M5GnRsItAUXEKihB0d1unOGF6hq2UmBqn91vPeSINABgEBboIYxNRkJCoEaBjBk5/ROV2NrgYpJ1u/lcSDQAYBAW9DvQHo/QwtUz641S5WEQP1AoAVAoC04K7TcdHUEyrS9qoFAmRYjS6CmurTEvQpUitM0qC5Q3+qgBgItAAJtAQQ6hkDZWYHqv+F3RqAMAh0ECLQFVxOocfqtf+9doNKPhkD1fxAOBOoGjgvUMKg6AIVARwECbQGsGbaoAAAgAElEQVQEOrZA9YgQaGbUuYFAWzCLQMVPW7piYKYeggIVJRoKdF2lknxO6EGg5jAmkQICHQAItAVzCFS9S2oggQo1JQiUeQXKrIhegfoXYrpAjVGgEOhAQKAtmEKg674n70/09ypQW3erOEdOEajMHhaocjGxQPXl04FA5YqBQONAoC2AQAkEyhY7anOB8gchINCcqHNzYYE2GdPOEzbLtKerIdBV7MnrowTqRD0WqGjrsgYFqp+viuw+gd72HxNh5mCj4OKCQEXUubmsQBu9HJ4nbJRHpBtaoEwJlLUQqDK2ntQVKINAi6LOzVUF2urdxjxhmzQy3dCn8ExVOi3QhFP4dIGuvJtMv10eXFwQKI86NxBoCyDQWQS6L4LKAmWL0TEItGMuKtBmL4fnCZtkUemGHsbEVKXzAj0expR3Cr/bOEOg+mWiZIGaHWsrUAaB5nBhgTZ5OTxP2CSLStdkIP2iFe9SoKrRy6MEal5pH0OgDALN4KICbfZuY56wTRqZrsWjnFkCNV4WrEcgFyhzBCpld1qgwofJAt3VLbcyCHQ+INAWXFyg1vvW9QgHAmXHAvUMpaAX6LOW918MWsXP0rcQqNYDXwJqINACrirQVi+H5wkb5RHpmgv0xkw9GKrjY4lWnyBC7pH/FW52ou4FvaPRKghU/eRahkDFjzALg0Kg83FZgWIgfYQaAmUEAnV+F946xNPaCYFmA4EWcGGBNmQ2gTJTBHGB8nFPTB6CqgJ5ApVXAvIEqm4i8X8ymwkUp/AMAs3h1LpLBQI9TjelQOWQTlXNPsTT2ilaooYxybP9EQSqL2EItGMg0BZMItD9DspeIF2gVKfwmQLdf11DDaRXMiMXKAt04sQwJvtfK18CaraVyDNCoIlAoC2YQqC6DB4gUPVYe9opPC/QRKCBhbgr1J7StUBFRgg0EQi0BTMIVNxL5wUyBBofxhTOTyBQVUk7WG0qUL0IBDofEGgLLi7QTaHMEES+QH2n8LFhTHqjIdAUINACINAWTCBQ8Q4R5nkY/ligmnVoBRoeSC+azSs96hQeAp0bCLQFECiBQO+Hsas1jMkvl8kEqu7d1QUCLQACbcEEAj13Ck8iULZuCs0SaJNhTH6IBNruzd8QaAEQaAsgUJIj0L3SmiXQFgPp/dAI1FjsdYFAC4BAWzCDQMuHMbFCgTIagUrZ3f+7jnYKD4H2DQTagikEejyQXumMRqDy41ZUvkZuLRbo/gaZJIGyPgRqXnquCwRaAATagkkEau7d4wmUvw56TRKoPS9boK4vIdD5gEBbAIESCLT8FF78pMeAAn3YKTyTa/Js1LmBQFsAgZ4U6Hbt9cRNpO018itXnm0jCHQHAi0AAm3BnALVLFNXoOL2lRySlCNQqd3mArWWkm/CsUAfNYwJAk2DVKBNeN5bt/+DegSW732fVp9Uof3T83/lROECbZ6ctugB/Jm0qc8f19tW9P5nH5KkFdCbYbRTTlUCff7/VnFd7OI3oy9W1/RcN5F+T3G0HS5285wJaqko7J7dOx3PQ422iLGrxcERaAuuewS6EByBrnsU7cfcMo5A5UtIxYl8u2ug9pUO34TjI9BAHyuAI9ACINAWQKAnBLpaN5FKBcqfBE0dxmTPg0ALo84NBNoCCJREoFJcJddAV65RNycEugOBFgCBtgACJTmFJxDociRQBoFCoBlAoC2AQB8nUD6MaRXtOXgfqBUTAoVAo0CgLZhUoMpiSqDGfEOgTBdEjkCZ9h6lAoHyXyaCQI+AQAuAQFsAgZ4SKFPvUSoS6PaV34U/PIWnFKjTPAh0NiDQFkCgJwVqXhnIEqhItfJT+aYCZVbzINDZgEBbAIFCoJ6WaV2CQAcFAm0BBNqBQLdTeAg0DARaAATaAgj04QLdbiKph+mtbBAog0CLgEBbcDmBaoopEaj28oxDgcZ/lZPpAl33u/DRRzkZBAqBZgCBtmBagQobkgrUeP/QgUAPfhdeS7XuAl0PnoVnPQqUQaC9AoG2AALNECi/SikNyiICVb9VbLfTI1B5Eyn2OjvWpUCbAIEWAIG2AAItFygvbUQ9EKh50itasnJyBcog0FNR5wYCbcE1BapNyRCo/OV2TXOOQG8LL8vjeQ5BjS9bS9b9dXarfQrPHIGqiwJqBgRaGHVuINAWQKB5AmWHAr3xsstilzUbygyBbm9jcgVqNcP8/WYxFQItjDo3EGgLLitQ5UvmF6jn9shq/BHRjLSyh3xIUtop/CLfKxLtsHFZAAKFQKNAoC2YRaDSPXQCdSEQqOEtJVDx00oZAmUnBcog0LmBQFswh0C1U9uaAmX778eZ7QkI1FPW6YEUqHynclSgoeuqEGhh1LmBQFswhUC5WfZrlDUF6ipRFBVv9VQ9DP1ipSNQ/oMeyzaeKVYcAoVAM4BAWwCB+gSaPjycG41fxTQFetiD3Z+bajeLOsOYrDCBoVEQaGHUuYFAWzCDQFexT+tvNj4n0Iz2LLIBa7FAl3W/iJt1DVRy09oPgWZEnRsItAXTCZQZBskQKFseItDtKfhlf5rzSKD+x0MfJtC8JXUGCLQACLQFMwjUOIUXKogJVL/QSSBQeeC7Fgs08LPGdhj/dVUItDDq3ECgLbieQLWTduPbgwS68J9E3gaBHgvUF7WFQPk4AaMVEGjXQKAtmEKg9luSEgTKb/k8/hReCjSgvRKB2k+AHjaEHQjUfFspBDoEEGgL5hCoNpA+SaBcCDJgS4EyS6DSTgkCZd623ZgIozxIKlDxA/YQ6EhAoC2YRaCGII8EKoQnA54UaNYwJqvVy8K4PlME6o16F6g4Bi8WqNtvCHRsINAWQKAUAvUPpE+pzBOfFahQ3AmBOke3tj+XRbvIzJSrGwCBFgCBtuCKAlU3fRiZQIUM5xXoukKgQwGBtgACnUGg4hiRieNgUoGqt0WpGQwC7R0ItAVXFGiNU/gzApWq6legK/8jZzAItHcg0BZcQqDb+95nFmjdU3g1UMAQqBwJVh8ItAAItAUXEKj9k+sL+TAmmfWRAt0FV0mgYpyVfFhWX4T1gUALgEBbML9A91+CW/Rxoox4IL3MekagKU8iBQVaMowp9GY+s3VcoLypUqD6QXx9INACINAWXFWgQjSaQNkpgYqIhQK1D5O1MrGvG0VHoO57SSICVZcIxAzx/NRhH0mAQAsYUaBJj9BFs0GgcbIFyu+0a/t6hwIVo0iP3sYUEijLvgYa+YVms3V+ga5i7EAbg0KgBYwpUP9byNOzQaBxZhSo/kp6T5nY140bf5vKknEXPlOg9jAmCLR/RhSo/32NOdkg0Djlp/BmiI4Euu430VezlUZrg183CgQa+4l7s3WGQtWMx57CqzV3KurcDChQfhvgxFYFgR5QU6BsWIFmn8IXCFQtFwh0CCDQFswvUGfATVigTqiU9iiBsiKBrvupy32wer/XQB2BLg8dxgSBJjCeQFex35YbFAI9oECgfCC9GSIsUEckB+2hEKiwUbFAWe4wptMCZcsDB9JDoAlAoC24hECXpWOBPht0Tf1Jj7BAs98HmjeMySdQbUptINACxhMoTuGP0zUQKBtRoJtCfXWSBbr3IVmgWQPpIdABgUBbMIlArYO3oQSqXsd86gg0W6B2Ea9AxbueIdDhGFCgGMZ0mK6KQJ3FnitQw7/tBcqHgfYnUPVrIxDocIwoUAykP0pXQ6Duc9l5ArX821yg4hC08Sn8sUDlT3lAoAMypEDPblIQ6AGpAl3SBWpXLxfo3cKlTyJtDodA/UCgBUCgLZhAoOIF88w4iGwv0F2COQIV74hb+cOcnZ3Cq99CgkAHBAJtwSQCZeUCFQ/Ly+qFAhV3EJMFKt9SvO7v21zPDWOCQLOjzg0E2oIJBCoOQQtP4Xf/MqYJNKs9pQKVPybP7yDdT+HLB9LXEChO4YcGAm3BNAJd1xPXQEWUYIpIe3hp8RTFLdXDEGg6EGgBEGgLZhDodhFxXdfya6BbkGiKcHsKBap+GnQVv9nW2yk8hjENDQTagikEyrh79PtAlkBZWKDbzXPDvlntKTyF135beV3XpcebSMuCgfQDA4G2YBKB7jtVTKBWCF2g1lONra+BMvWz6/0J1ESbAYH2DgTagikEuoqdSruRniXQ4xTh9ojSucOYlEDV74ZCoH4g0AIg0BZAoGQCzR1Ir35HTpwpQ6ABINACINAWTCFQxk9+Q6fwrIVAWf6jnFybUlWPFqj9HQIdGQi0BdcQqBuigkBZtkB164VO4RkECoEWAYG2YA6Bsu117sFhTHYM1p1A9weREn4iAwKFQBOBQFswiUCZ/Tq7mECtEqkpQnHMmmW/Cy8e5Tx8mdeRQJnsV0L2o+8Q6MgMKdCzaxUCPSAoUOsy52AC3QeBbsfRR1XcaV6BpjTdnuBrnVegNwi0f8YUaMK//NFsEGicKQUqfxDpsQL1tk5DHB5DoEMwqEDPAYEeMKNA9yeRFn4ZN27QhwhU3uVa+ZuvINABGE+g51cpBHrElAJduEDvL6XvUqCMv1FEPIEKgQ7AgAI9ef7OINBDMgS66yQsUNaJQFf+ENN2JbTLU/iOBLqu8h8/CDTOiAI9DQR6AKVAAwEfIFB5E74vgYo3iTDxcmXGn/p6lEC1t0NBoEdAoE0SNk4HgbrN3N/FtNIOY0ppeny+shUXKHu0QNe90SsEmgIE2iRh43QQqNtM9Tq78wPp6QSqvU2Zn8JvUxkEOggQaJOEjdNBoG4zpUAThNSTQL0vgK7Cvkz5r1cx2aazUecGAm2SsHE6CNRtJv9hORqBprc/Xm4VN5H4+6IW9drpXaBqWFN9lEAZBJoKBNokYeN0EKjTzJXJC6CdCZTpArUG0otfIUnLdRJ1Cr/9wSl8ChBok4SN053NF9pjRxaofA6e4hoolUD5jzzJoz29o5tA17XdMSgEWgAE2iRh43Tn8oV3WZ9ANwOMINBF3UU6fRe+hUCfd07x+qjgv2ikqGFM4iWqEOghEGiThI3Tncon7sJ6Zg0t0M0J+wHd6XGgZAK920oNY7IEuq7yp1BbChQD6TOAQJskbJzuOgJNMIu4ssgPQDsTqNCnV6DyokOTQ1BzJUKgSUCgTRI2TncmnxjG4pOMT6Dbz1wGEsrLjZ7dkEKgSdcHxT0kOZB+DfzzYKawqSVQ+Q+RI1CtxU0OQSHQAiDQJgkbpzsrUJYsUP4gjTehpreTu2FAoJFjZauZoqHyEmipQOU9/CYCXSHQ3oFAmyRsnO7sKbz2x8ARKP+Zy9WXkP+K5+pWzOa0QNk2jEk8iFR8Cl/wT8IZgYproNtTAGnpzgCBFgCBNknYOF13Aj25//sFGrvYYFbeCokDuoSBlQGB7nehlqx/EsoFut7kJQccgXYLBNokYeN0Z4cxhYxnC3QVN5E8pXe9bQeIp4cyhgUauthgVt5qy2FMxS8TESOhQkVSQ3kauGg3vjlKoA+5icQg0BQg0CYJG6erNZDenJ4iUCbGxByeaccwBHqPJ0/htT8hxGVL7RpomUBX/uS66lpS249LyEvJukDXmybQBxyB8qUOgcaBQJskbJyuTj774C3lFH47AKUU6N6IdIHqx4zCU4ct8enqxg+lcwV6jHqPsilQedGh8UB61S4I9BAItEnCxumq5HM8mCjQxEuVMZRXRFAxjOno8io/Md7bkHgF1H+Wf5Ov7pT/JBDhFyiTh8vtB9KLdkGgh0CgTRI2TtdMoCnDmBIvVcYICfT47pQuUCmjuBMCB8w3fga/0gtUPja5WgLVxjGRZQsDgRYAgTZJ2DhdjXzugaQYYBkbSM9UBYpTeNGIW2IwfidrYdpDkUen8GGB6v8kVBeouIe04BS+ZyDQJgkbp6slUOYIlO/kwUc5GSMXKCsSqNLnwU340BWHVfywPLlAmTyF11+1ZwxheohAGQR6DATaJGHjdLVO4bU/jN+V2YkKNOFS5QHGKfz2J7WH8hRe2uh+En5Qw3vFYe+EfJcTpUD5xU9T7qs2jAkC7RYItEnCxulaCnQ5FijhQPpSgWqHn0fDQAMHzPwaaO5A+iT0YUwirzGGqYU/IdASINAmCRunqzWMyTSh/DnJ8A5OZBljGNN2cJbcQ3HZUuP4Gqj2RwvE9PfD0wp0D6sL1LxoiyPQXoFAmyRsnK5WPmcgvbRTpYQyr3cgfXLlxTyeO3CC/4qDeKCqwjVQMVBgUaMW7ANQCLRTINAmCRuna5NP/eBEXYF6DsFKBCrveB3/pId3IL14pSj5QHolUP0qqH4Xvs1JPARaAATaJGHjdC0Fur9SvWIa37P0uafwJkVOuIlXivKTbEqBihtd+9WQfexX+0NQCLQACLRJwsbpGglUmalmwv3ioHlUmNxD6yYSP6Qracat6s9riJEC8hrr6ii0Os4yvf9TA4HGKRLoB99+8fT0+99zpp9YyifXUmY2CJSEJrv3uv94unlXJ1+gsrGld2TqCpTtw5jU9Vf7qLlGTgtrmYqRAWejzk2JQH/5lac7n/oHe8aJpXxyLWVmg0BJaCPQld9E0pOk9lAMpN/Ogc8191b3F97kjS75/NaDBbryUwwINEqJQN98+sz3bj//1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const selectorForAnnotation = ( cell, annotation) => {
let cellAttr = 'data-code-cell="' + cell + '"';
let lineAttr = 'data-code-annotation="' + annotation + '"';
const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
return selector;
}
const selectCodeLines = (annoteEl) => {
const doc = window.document;
const targetCell = annoteEl.getAttribute("data-target-cell");
const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
const lines = annoteSpan.getAttribute("data-code-lines").split(",");
const lineIds = lines.map((line) => {
return targetCell + "-" + line;
})
let top = null;
let height = null;
let parent = null;
if (lineIds.length > 0) {
//compute the position of the single el (top and bottom and make a div)
const el = window.document.getElementById(lineIds[0]);
top = el.offsetTop;
height = el.offsetHeight;
parent = el.parentElement.parentElement;
if (lineIds.length > 1) {
const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
const bottom = lastEl.offsetTop + lastEl.offsetHeight;
height = bottom - top;
}
if (top !== null && height !== null && parent !== null) {
// cook up a div (if necessary) and position it
let div = window.document.getElementById("code-annotation-line-highlight");
if (div === null) {
div = window.document.createElement("div");
div.setAttribute("id", "code-annotation-line-highlight");
div.style.position = 'absolute';
parent.appendChild(div);
}
div.style.top = top - 2 + "px";
div.style.height = height + 4 + "px";
let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
if (gutterDiv === null) {
gutterDiv = window.document.createElement("div");
gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
gutterDiv.style.position = 'absolute';
const codeCell = window.document.getElementById(targetCell);
const gutter = codeCell.querySelector('.code-annotation-gutter');
gutter.appendChild(gutterDiv);
}
gutterDiv.style.top = top - 2 + "px";
gutterDiv.style.height = height + 4 + "px";
}
selectedAnnoteEl = annoteEl;
}
};
const unselectCodeLines = () => {
const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
elementsIds.forEach((elId) => {
const div = window.document.getElementById(elId);
if (div) {
div.remove();
}
});
selectedAnnoteEl = undefined;
};
// Attach click handler to the DT
const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
for (const annoteDlNode of annoteDls) {
annoteDlNode.addEventListener('click', (event) => {
const clickedEl = event.target;
if (clickedEl !== selectedAnnoteEl) {
unselectCodeLines();
const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
if (activeEl) {
activeEl.classList.remove('code-annotation-active');
}
selectCodeLines(clickedEl);
clickedEl.classList.add('code-annotation-active');
} else {
// Unselect the line
unselectCodeLines();
clickedEl.classList.remove('code-annotation-active');
}
});
}
const findCites = (el) => {
const parentEl = el.parentElement;
if (parentEl) {
const cites = parentEl.dataset.cites;
if (cites) {
return {
el,
cites: cites.split(' ')
};
} else {
return findCites(el.parentElement)
}
} else {
return undefined;
}
};
var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
for (var i=0; i<bibliorefs.length; i++) {
const ref = bibliorefs[i];
const citeInfo = findCites(ref);
if (citeInfo) {
tippyHover(citeInfo.el, function() {
var popup = window.document.createElement('div');
citeInfo.cites.forEach(function(cite) {
var citeDiv = window.document.createElement('div');
citeDiv.classList.add('hanging-indent');
citeDiv.classList.add('csl-entry');
var biblioDiv = window.document.getElementById('ref-' + cite);
if (biblioDiv) {
citeDiv.innerHTML = biblioDiv.innerHTML;
}
popup.appendChild(citeDiv);
});
return popup.innerHTML;
});
}
}
});
</script>
</div> <!-- /content -->
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