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rect.divider{fill:var(--md-default-fg-color--lightest);stroke:var(--md-default-fg-color--lighter)}defs #statediagram-barbEnd{stroke:var(--md-mermaid-edge-color)}.attributeBoxEven,.attributeBoxOdd{fill:var(--md-mermaid-node-bg-color);stroke:var(--md-mermaid-node-fg-color)}.entityBox{fill:var(--md-mermaid-label-bg-color);stroke:var(--md-mermaid-node-fg-color)}.entityLabel{fill:var(--md-mermaid-label-fg-color);font-family:var(--md-mermaid-font-family)}.relationshipLabelBox{fill:var(--md-mermaid-label-bg-color);fill-opacity:1;background-color:var(--md-mermaid-label-bg-color);opacity:1}.relationshipLabel{fill:var(--md-mermaid-label-fg-color)}.relationshipLine{stroke:var(--md-mermaid-edge-color)}defs #ONE_OR_MORE_END *,defs #ONE_OR_MORE_START *,defs #ONLY_ONE_END *,defs #ONLY_ONE_START *,defs #ZERO_OR_MORE_END *,defs #ZERO_OR_MORE_START *,defs #ZERO_OR_ONE_END *,defs #ZERO_OR_ONE_START *{stroke:var(--md-mermaid-edge-color)!important}defs #ZERO_OR_MORE_END circle,defs #ZERO_OR_MORE_START circle{fill:var(--md-mermaid-label-bg-color)}.actor{fill:var(--md-mermaid-sequence-actor-bg-color);stroke:var(--md-mermaid-sequence-actor-border-color)}text.actor>tspan{fill:var(--md-mermaid-sequence-actor-fg-color);font-family:var(--md-mermaid-font-family)}line{stroke:var(--md-mermaid-sequence-actor-line-color)}.actor-man circle,.actor-man line{fill:var(--md-mermaid-sequence-actorman-bg-color);stroke:var(--md-mermaid-sequence-actorman-line-color)}.messageLine0,.messageLine1{stroke:var(--md-mermaid-sequence-message-line-color)}.note{fill:var(--md-mermaid-sequence-note-bg-color);stroke:var(--md-mermaid-sequence-note-border-color)}.loopText,.loopText>tspan,.messageText,.noteText>tspan{stroke:none;font-family:var(--md-mermaid-font-family)!important}.messageText{fill:var(--md-mermaid-sequence-message-fg-color)}.loopText,.loopText>tspan{fill:var(--md-mermaid-sequence-loop-fg-color)}.noteText>tspan{fill:var(--md-mermaid-sequence-note-fg-color)}#arrowhead path{fill:var(--md-mermaid-sequence-message-line-color);stroke:none}.loopLine{fill:var(--md-mermaid-sequence-loop-bg-color);stroke:var(--md-mermaid-sequence-loop-border-color)}.labelBox{fill:var(--md-mermaid-sequence-label-bg-color);stroke:none}.labelText,.labelText>span{fill:var(--md-mermaid-sequence-label-fg-color);font-family:var(--md-mermaid-font-family)}.sequenceNumber{fill:var(--md-mermaid-sequence-number-fg-color)}rect.rect{fill:var(--md-mermaid-sequence-box-bg-color);stroke:none}rect.rect+text.text{fill:var(--md-mermaid-sequence-box-fg-color)}defs #sequencenumber{fill:var(--md-mermaid-sequence-number-bg-color)!important}";var Gr,Qa=0;function Ka(){return typeof mermaid=="undefined"||mermaid instanceof Element?Tt("https://unpkg.com/mermaid@11/dist/mermaid.min.js"):I(void 0)}function Wn(e){return e.classList.remove("mermaid"),Gr||(Gr=Ka().pipe(w(()=>mermaid.initialize({startOnLoad:!1,themeCSS:Un,sequence:{actorFontSize:"16px",messageFontSize:"16px",noteFontSize:"16px"}})),m(()=>{}),G(1))),Gr.subscribe(()=>co(this,null,function*(){e.classList.add("mermaid");let t=`__mermaid_${Qa++}`,r=x("div",{class:"mermaid"}),o=e.textContent,{svg:n,fn:i}=yield mermaid.render(t,o),a=r.attachShadow({mode:"closed"});a.innerHTML=n,e.replaceWith(r),i==null||i(a)})),Gr.pipe(m(()=>({ref:e})))}var Dn=x("table");function Vn(e){return e.replaceWith(Dn),Dn.replaceWith(An(e)),I({ref:e})}function Ya(e){let t=e.find(r=>r.checked)||e[0];return O(...e.map(r=>h(r,"change").pipe(m(()=>R(`label[for="${r.id}"]`))))).pipe(Q(R(`label[for="${t.id}"]`)),m(r=>({active:r})))}function Nn(e,{viewport$:t,target$:r}){let o=R(".tabbed-labels",e),n=P(":scope > input",e),i=Kr("prev");e.append(i);let a=Kr("next");return e.append(a),C(()=>{let s=new g,p=s.pipe(Z(),ie(!0));z([s,ge(e),tt(e)]).pipe(W(p),Me(1,me)).subscribe({next([{active:c},l]){let f=Ve(c),{width:u}=ce(c);e.style.setProperty("--md-indicator-x",`${f.x}px`),e.style.setProperty("--md-indicator-width",`${u}px`);let d=pr(o);(f.xd.x+l.width)&&o.scrollTo({left:Math.max(0,f.x-16),behavior:"smooth"})},complete(){e.style.removeProperty("--md-indicator-x"),e.style.removeProperty("--md-indicator-width")}}),z([Ne(o),ge(o)]).pipe(W(p)).subscribe(([c,l])=>{let f=St(o);i.hidden=c.x<16,a.hidden=c.x>f.width-l.width-16}),O(h(i,"click").pipe(m(()=>-1)),h(a,"click").pipe(m(()=>1))).pipe(W(p)).subscribe(c=>{let{width:l}=ce(o);o.scrollBy({left:l*c,behavior:"smooth"})}),r.pipe(W(p),b(c=>n.includes(c))).subscribe(c=>c.click()),o.classList.add("tabbed-labels--linked");for(let c of n){let l=R(`label[for="${c.id}"]`);l.replaceChildren(x("a",{href:`#${l.htmlFor}`,tabIndex:-1},...Array.from(l.childNodes))),h(l.firstElementChild,"click").pipe(W(p),b(f=>!(f.metaKey||f.ctrlKey)),w(f=>{f.preventDefault(),f.stopPropagation()})).subscribe(()=>{history.replaceState({},"",`#${l.htmlFor}`),l.click()})}return B("content.tabs.link")&&s.pipe(Ce(1),re(t)).subscribe(([{active:c},{offset:l}])=>{let f=c.innerText.trim();if(c.hasAttribute("data-md-switching"))c.removeAttribute("data-md-switching");else{let u=e.offsetTop-l.y;for(let y of P("[data-tabs]"))for(let L of P(":scope > input",y)){let X=R(`label[for="${L.id}"]`);if(X!==c&&X.innerText.trim()===f){X.setAttribute("data-md-switching",""),L.click();break}}window.scrollTo({top:e.offsetTop-u});let d=__md_get("__tabs")||[];__md_set("__tabs",[...new Set([f,...d])])}}),s.pipe(W(p)).subscribe(()=>{for(let c of P("audio, video",e))c.pause()}),Ya(n).pipe(w(c=>s.next(c)),_(()=>s.complete()),m(c=>$({ref:e},c)))}).pipe(Ke(se))}function zn(e,{viewport$:t,target$:r,print$:o}){return O(...P(".annotate:not(.highlight)",e).map(n=>Pn(n,{target$:r,print$:o})),...P("pre:not(.mermaid) > code",e).map(n=>jn(n,{target$:r,print$:o})),...P("pre.mermaid",e).map(n=>Wn(n)),...P("table:not([class])",e).map(n=>Vn(n)),...P("details",e).map(n=>Fn(n,{target$:r,print$:o})),...P("[data-tabs]",e).map(n=>Nn(n,{viewport$:t,target$:r})),...P("[title]",e).filter(()=>B("content.tooltips")).map(n=>mt(n,{viewport$:t})))}function Ba(e,{alert$:t}){return t.pipe(v(r=>O(I(!0),I(!1).pipe(Ge(2e3))).pipe(m(o=>({message:r,active:o})))))}function qn(e,t){let r=R(".md-typeset",e);return C(()=>{let o=new g;return o.subscribe(({message:n,active:i})=>{e.classList.toggle("md-dialog--active",i),r.textContent=n}),Ba(e,t).pipe(w(n=>o.next(n)),_(()=>o.complete()),m(n=>$({ref:e},n)))})}var Ga=0;function Ja(e,t){document.body.append(e);let{width:r}=ce(e);e.style.setProperty("--md-tooltip-width",`${r}px`),e.remove();let o=cr(t),n=typeof o!="undefined"?Ne(o):I({x:0,y:0}),i=O(et(t),$t(t)).pipe(K());return z([i,n]).pipe(m(([a,s])=>{let{x:p,y:c}=Ve(t),l=ce(t),f=t.closest("table");return f&&t.parentElement&&(p+=f.offsetLeft+t.parentElement.offsetLeft,c+=f.offsetTop+t.parentElement.offsetTop),{active:a,offset:{x:p-s.x+l.width/2-r/2,y:c-s.y+l.height+8}}}))}function Qn(e){let t=e.title;if(!t.length)return S;let r=`__tooltip_${Ga++}`,o=Rt(r,"inline"),n=R(".md-typeset",o);return n.innerHTML=t,C(()=>{let i=new g;return i.subscribe({next({offset:a}){o.style.setProperty("--md-tooltip-x",`${a.x}px`),o.style.setProperty("--md-tooltip-y",`${a.y}px`)},complete(){o.style.removeProperty("--md-tooltip-x"),o.style.removeProperty("--md-tooltip-y")}}),O(i.pipe(b(({active:a})=>a)),i.pipe(_e(250),b(({active:a})=>!a))).subscribe({next({active:a}){a?(e.insertAdjacentElement("afterend",o),e.setAttribute("aria-describedby",r),e.removeAttribute("title")):(o.remove(),e.removeAttribute("aria-describedby"),e.setAttribute("title",t))},complete(){o.remove(),e.removeAttribute("aria-describedby"),e.setAttribute("title",t)}}),i.pipe(Me(16,me)).subscribe(({active:a})=>{o.classList.toggle("md-tooltip--active",a)}),i.pipe(pt(125,me),b(()=>!!e.offsetParent),m(()=>e.offsetParent.getBoundingClientRect()),m(({x:a})=>a)).subscribe({next(a){a?o.style.setProperty("--md-tooltip-0",`${-a}px`):o.style.removeProperty("--md-tooltip-0")},complete(){o.style.removeProperty("--md-tooltip-0")}}),Ja(o,e).pipe(w(a=>i.next(a)),_(()=>i.complete()),m(a=>$({ref:e},a)))}).pipe(Ke(se))}function Xa({viewport$:e}){if(!B("header.autohide"))return I(!1);let t=e.pipe(m(({offset:{y:n}})=>n),Be(2,1),m(([n,i])=>[nMath.abs(i-n.y)>100),m(([,[n]])=>n),K()),o=ze("search");return z([e,o]).pipe(m(([{offset:n},i])=>n.y>400&&!i),K(),v(n=>n?r:I(!1)),Q(!1))}function Kn(e,t){return C(()=>z([ge(e),Xa(t)])).pipe(m(([{height:r},o])=>({height:r,hidden:o})),K((r,o)=>r.height===o.height&&r.hidden===o.hidden),G(1))}function Yn(e,{header$:t,main$:r}){return C(()=>{let o=new g,n=o.pipe(Z(),ie(!0));o.pipe(ee("active"),He(t)).subscribe(([{active:a},{hidden:s}])=>{e.classList.toggle("md-header--shadow",a&&!s),e.hidden=s});let i=ue(P("[title]",e)).pipe(b(()=>B("content.tooltips")),ne(a=>Qn(a)));return r.subscribe(o),t.pipe(W(n),m(a=>$({ref:e},a)),Re(i.pipe(W(n))))})}function Za(e,{viewport$:t,header$:r}){return mr(e,{viewport$:t,header$:r}).pipe(m(({offset:{y:o}})=>{let{height:n}=ce(e);return{active:o>=n}}),ee("active"))}function Bn(e,t){return C(()=>{let r=new g;r.subscribe({next({active:n}){e.classList.toggle("md-header__title--active",n)},complete(){e.classList.remove("md-header__title--active")}});let o=fe(".md-content h1");return typeof o=="undefined"?S:Za(o,t).pipe(w(n=>r.next(n)),_(()=>r.complete()),m(n=>$({ref:e},n)))})}function Gn(e,{viewport$:t,header$:r}){let o=r.pipe(m(({height:i})=>i),K()),n=o.pipe(v(()=>ge(e).pipe(m(({height:i})=>({top:e.offsetTop,bottom:e.offsetTop+i})),ee("bottom"))));return z([o,n,t]).pipe(m(([i,{top:a,bottom:s},{offset:{y:p},size:{height:c}}])=>(c=Math.max(0,c-Math.max(0,a-p,i)-Math.max(0,c+p-s)),{offset:a-i,height:c,active:a-i<=p})),K((i,a)=>i.offset===a.offset&&i.height===a.height&&i.active===a.active))}function es(e){let t=__md_get("__palette")||{index:e.findIndex(o=>matchMedia(o.getAttribute("data-md-color-media")).matches)},r=Math.max(0,Math.min(t.index,e.length-1));return I(...e).pipe(ne(o=>h(o,"change").pipe(m(()=>o))),Q(e[r]),m(o=>({index:e.indexOf(o),color:{media:o.getAttribute("data-md-color-media"),scheme:o.getAttribute("data-md-color-scheme"),primary:o.getAttribute("data-md-color-primary"),accent:o.getAttribute("data-md-color-accent")}})),G(1))}function Jn(e){let t=P("input",e),r=x("meta",{name:"theme-color"});document.head.appendChild(r);let o=x("meta",{name:"color-scheme"});document.head.appendChild(o);let n=Pt("(prefers-color-scheme: light)");return C(()=>{let i=new g;return i.subscribe(a=>{if(document.body.setAttribute("data-md-color-switching",""),a.color.media==="(prefers-color-scheme)"){let s=matchMedia("(prefers-color-scheme: light)"),p=document.querySelector(s.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: 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Jr=Mt(Br());function ts(e){e.setAttribute("data-md-copying","");let t=e.closest("[data-copy]"),r=t?t.getAttribute("data-copy"):e.innerText;return e.removeAttribute("data-md-copying"),r.trimEnd()}function Zn({alert$:e}){Jr.default.isSupported()&&new j(t=>{new Jr.default("[data-clipboard-target], [data-clipboard-text]",{text:r=>r.getAttribute("data-clipboard-text")||ts(R(r.getAttribute("data-clipboard-target")))}).on("success",r=>t.next(r))}).pipe(w(t=>{t.trigger.focus()}),m(()=>Ee("clipboard.copied"))).subscribe(e)}function ei(e,t){return e.protocol=t.protocol,e.hostname=t.hostname,e}function rs(e,t){let r=new Map;for(let o of P("url",e)){let n=R("loc",o),i=[ei(new URL(n.textContent),t)];r.set(`${i[0]}`,i);for(let a of P("[rel=alternate]",o)){let s=a.getAttribute("href");s!=null&&i.push(ei(new URL(s),t))}}return r}function ur(e){return un(new URL("sitemap.xml",e)).pipe(m(t=>rs(t,new URL(e))),de(()=>I(new Map)))}function os(e,t){if(!(e.target instanceof Element))return S;let r=e.target.closest("a");if(r===null)return S;if(r.target||e.metaKey||e.ctrlKey)return S;let o=new URL(r.href);return o.search=o.hash="",t.has(`${o}`)?(e.preventDefault(),I(new URL(r.href))):S}function ti(e){let t=new Map;for(let r of P(":scope > *",e.head))t.set(r.outerHTML,r);return t}function ri(e){for(let t of P("[href], [src]",e))for(let r of["href","src"]){let o=t.getAttribute(r);if(o&&!/^(?:[a-z]+:)?\/\//i.test(o)){t[r]=t[r];break}}return I(e)}function ns(e){for(let o of["[data-md-component=announce]","[data-md-component=container]","[data-md-component=header-topic]","[data-md-component=outdated]","[data-md-component=logo]","[data-md-component=skip]",...B("navigation.tabs.sticky")?["[data-md-component=tabs]"]:[]]){let n=fe(o),i=fe(o,e);typeof n!="undefined"&&typeof i!="undefined"&&n.replaceWith(i)}let t=ti(document);for(let[o,n]of ti(e))t.has(o)?t.delete(o):document.head.appendChild(n);for(let o of t.values()){let n=o.getAttribute("name");n!=="theme-color"&&n!=="color-scheme"&&o.remove()}let r=Se("container");return We(P("script",r)).pipe(v(o=>{let n=e.createElement("script");if(o.src){for(let i of o.getAttributeNames())n.setAttribute(i,o.getAttribute(i));return o.replaceWith(n),new j(i=>{n.onload=()=>i.complete()})}else return n.textContent=o.textContent,o.replaceWith(n),S}),Z(),ie(document))}function oi({location$:e,viewport$:t,progress$:r}){let o=xe();if(location.protocol==="file:")return S;let n=ur(o.base);I(document).subscribe(ri);let i=h(document.body,"click").pipe(He(n),v(([p,c])=>os(p,c)),pe()),a=h(window,"popstate").pipe(m(ye),pe());i.pipe(re(t)).subscribe(([p,{offset:c}])=>{history.replaceState(c,""),history.pushState(null,"",p)}),O(i,a).subscribe(e);let s=e.pipe(ee("pathname"),v(p=>fn(p,{progress$:r}).pipe(de(()=>(lt(p,!0),S)))),v(ri),v(ns),pe());return O(s.pipe(re(e,(p,c)=>c)),s.pipe(v(()=>e),ee("pathname"),v(()=>e),ee("hash")),e.pipe(K((p,c)=>p.pathname===c.pathname&&p.hash===c.hash),v(()=>i),w(()=>history.back()))).subscribe(p=>{var c,l;history.state!==null||!p.hash?window.scrollTo(0,(l=(c=history.state)==null?void 0:c.y)!=null?l:0):(history.scrollRestoration="auto",pn(p.hash),history.scrollRestoration="manual")}),e.subscribe(()=>{history.scrollRestoration="manual"}),h(window,"beforeunload").subscribe(()=>{history.scrollRestoration="auto"}),t.pipe(ee("offset"),_e(100)).subscribe(({offset:p})=>{history.replaceState(p,"")}),s}var ni=Mt(qr());function ii(e){let t=e.separator.split("|").map(n=>n.replace(/(\(\?[!=<][^)]+\))/g,"").length===0?"\uFFFD":n).join("|"),r=new RegExp(t,"img"),o=(n,i,a)=>`${i}${a}`;return n=>{n=n.replace(/[\s*+\-:~^]+/g," ").trim();let i=new RegExp(`(^|${e.separator}|)(${n.replace(/[|\\{}()[\]^$+*?.-]/g,"\\$&").replace(r,"|")})`,"img");return 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rt=Kn(Se("header"),{viewport$:Oe}),Ft=ot.pipe(m(()=>Se("main")),v(e=>Gn(e,{viewport$:Oe,header$:rt})),G(1)),xs=O(...ae("consent").map(e=>En(e,{target$:Lt})),...ae("dialog").map(e=>qn(e,{alert$:ro})),...ae("palette").map(e=>Jn(e)),...ae("progress").map(e=>Xn(e,{progress$:oo})),...ae("search").map(e=>ui(e,{index$:Ai,keyboard$:to})),...ae("source").map(e=>gi(e))),Es=C(()=>O(...ae("announce").map(e=>xn(e)),...ae("content").map(e=>zn(e,{viewport$:Oe,target$:Lt,print$:_i})),...ae("content").map(e=>B("search.highlight")?di(e,{index$:Ai,location$:Ut}):S),...ae("header").map(e=>Yn(e,{viewport$:Oe,header$:rt,main$:Ft})),...ae("header-title").map(e=>Bn(e,{viewport$:Oe,header$:rt})),...ae("sidebar").map(e=>e.getAttribute("data-md-type")==="navigation"?Nr(Mi,()=>Zr(e,{viewport$:Oe,header$:rt,main$:Ft})):Nr(hr,()=>Zr(e,{viewport$:Oe,header$:rt,main$:Ft}))),...ae("tabs").map(e=>yi(e,{viewport$:Oe,header$:rt})),...ae("toc").map(e=>xi(e,{viewport$:Oe,header$:rt,main$:Ft,target$:Lt})),...ae("top").map(e=>Ei(e,{viewport$:Oe,header$:rt,main$:Ft,target$:Lt})))),Ci=ot.pipe(v(()=>Es),Re(xs),G(1));Ci.subscribe();window.document$=ot;window.location$=Ut;window.target$=Lt;window.keyboard$=to;window.viewport$=Oe;window.tablet$=hr;window.screen$=Mi;window.print$=_i;window.alert$=ro;window.progress$=oo;window.component$=Ci;})(); +//# sourceMappingURL=bundle.83f73b43.min.js.map + diff --git a/2024.11/assets/javascripts/bundle.83f73b43.min.js.map b/2024.11/assets/javascripts/bundle.83f73b43.min.js.map new file mode 100644 index 0000000..fe920b7 --- /dev/null +++ b/2024.11/assets/javascripts/bundle.83f73b43.min.js.map @@ -0,0 +1,7 @@ +{ + "version": 3, + "sources": ["node_modules/focus-visible/dist/focus-visible.js", "node_modules/escape-html/index.js", "node_modules/clipboard/dist/clipboard.js", "src/templates/assets/javascripts/bundle.ts", "node_modules/tslib/tslib.es6.mjs", "node_modules/rxjs/src/internal/util/isFunction.ts", "node_modules/rxjs/src/internal/util/createErrorClass.ts", "node_modules/rxjs/src/internal/util/UnsubscriptionError.ts", "node_modules/rxjs/src/internal/util/arrRemove.ts", "node_modules/rxjs/src/internal/Subscription.ts", "node_modules/rxjs/src/internal/config.ts", "node_modules/rxjs/src/internal/scheduler/timeoutProvider.ts", "node_modules/rxjs/src/internal/util/reportUnhandledError.ts", "node_modules/rxjs/src/internal/util/noop.ts", "node_modules/rxjs/src/internal/NotificationFactories.ts", "node_modules/rxjs/src/internal/util/errorContext.ts", "node_modules/rxjs/src/internal/Subscriber.ts", "node_modules/rxjs/src/internal/symbol/observable.ts", "node_modules/rxjs/src/internal/util/identity.ts", "node_modules/rxjs/src/internal/util/pipe.ts", "node_modules/rxjs/src/internal/Observable.ts", "node_modules/rxjs/src/internal/util/lift.ts", "node_modules/rxjs/src/internal/operators/OperatorSubscriber.ts", "node_modules/rxjs/src/internal/scheduler/animationFrameProvider.ts", "node_modules/rxjs/src/internal/util/ObjectUnsubscribedError.ts", "node_modules/rxjs/src/internal/Subject.ts", "node_modules/rxjs/src/internal/BehaviorSubject.ts", "node_modules/rxjs/src/internal/scheduler/dateTimestampProvider.ts", "node_modules/rxjs/src/internal/ReplaySubject.ts", "node_modules/rxjs/src/internal/scheduler/Action.ts", "node_modules/rxjs/src/internal/scheduler/intervalProvider.ts", "node_modules/rxjs/src/internal/scheduler/AsyncAction.ts", "node_modules/rxjs/src/internal/Scheduler.ts", "node_modules/rxjs/src/internal/scheduler/AsyncScheduler.ts", "node_modules/rxjs/src/internal/scheduler/async.ts", "node_modules/rxjs/src/internal/scheduler/QueueAction.ts", "node_modules/rxjs/src/internal/scheduler/QueueScheduler.ts", "node_modules/rxjs/src/internal/scheduler/queue.ts", "node_modules/rxjs/src/internal/scheduler/AnimationFrameAction.ts", "node_modules/rxjs/src/internal/scheduler/AnimationFrameScheduler.ts", "node_modules/rxjs/src/internal/scheduler/animationFrame.ts", "node_modules/rxjs/src/internal/observable/empty.ts", "node_modules/rxjs/src/internal/util/isScheduler.ts", "node_modules/rxjs/src/internal/util/args.ts", "node_modules/rxjs/src/internal/util/isArrayLike.ts", "node_modules/rxjs/src/internal/util/isPromise.ts", "node_modules/rxjs/src/internal/util/isInteropObservable.ts", 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"node_modules/rxjs/src/internal/operators/take.ts", "node_modules/rxjs/src/internal/operators/ignoreElements.ts", "node_modules/rxjs/src/internal/operators/mapTo.ts", "node_modules/rxjs/src/internal/operators/delayWhen.ts", "node_modules/rxjs/src/internal/operators/delay.ts", "node_modules/rxjs/src/internal/operators/distinctUntilChanged.ts", "node_modules/rxjs/src/internal/operators/distinctUntilKeyChanged.ts", "node_modules/rxjs/src/internal/operators/throwIfEmpty.ts", "node_modules/rxjs/src/internal/operators/endWith.ts", "node_modules/rxjs/src/internal/operators/finalize.ts", "node_modules/rxjs/src/internal/operators/first.ts", "node_modules/rxjs/src/internal/operators/takeLast.ts", "node_modules/rxjs/src/internal/operators/merge.ts", "node_modules/rxjs/src/internal/operators/mergeWith.ts", "node_modules/rxjs/src/internal/operators/repeat.ts", "node_modules/rxjs/src/internal/operators/scan.ts", "node_modules/rxjs/src/internal/operators/share.ts", 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"src/templates/assets/javascripts/browser/viewport/size/index.ts", "src/templates/assets/javascripts/browser/viewport/_/index.ts", "src/templates/assets/javascripts/browser/viewport/at/index.ts", "src/templates/assets/javascripts/browser/worker/index.ts", "src/templates/assets/javascripts/_/index.ts", "src/templates/assets/javascripts/components/_/index.ts", "src/templates/assets/javascripts/components/announce/index.ts", "src/templates/assets/javascripts/components/consent/index.ts", "src/templates/assets/javascripts/templates/tooltip/index.tsx", "src/templates/assets/javascripts/templates/annotation/index.tsx", "src/templates/assets/javascripts/templates/clipboard/index.tsx", "src/templates/assets/javascripts/templates/search/index.tsx", "src/templates/assets/javascripts/templates/source/index.tsx", "src/templates/assets/javascripts/templates/tabbed/index.tsx", "src/templates/assets/javascripts/templates/table/index.tsx", "src/templates/assets/javascripts/templates/version/index.tsx", "src/templates/assets/javascripts/components/tooltip2/index.ts", "src/templates/assets/javascripts/components/content/annotation/_/index.ts", "src/templates/assets/javascripts/components/content/annotation/list/index.ts", "src/templates/assets/javascripts/components/content/annotation/block/index.ts", "src/templates/assets/javascripts/components/content/code/_/index.ts", "src/templates/assets/javascripts/components/content/details/index.ts", "src/templates/assets/javascripts/components/content/mermaid/index.css", "src/templates/assets/javascripts/components/content/mermaid/index.ts", "src/templates/assets/javascripts/components/content/table/index.ts", "src/templates/assets/javascripts/components/content/tabs/index.ts", "src/templates/assets/javascripts/components/content/_/index.ts", "src/templates/assets/javascripts/components/dialog/index.ts", "src/templates/assets/javascripts/components/tooltip/index.ts", "src/templates/assets/javascripts/components/header/_/index.ts", "src/templates/assets/javascripts/components/header/title/index.ts", "src/templates/assets/javascripts/components/main/index.ts", "src/templates/assets/javascripts/components/palette/index.ts", "src/templates/assets/javascripts/components/progress/index.ts", "src/templates/assets/javascripts/integrations/clipboard/index.ts", "src/templates/assets/javascripts/integrations/sitemap/index.ts", "src/templates/assets/javascripts/integrations/instant/index.ts", "src/templates/assets/javascripts/integrations/search/highlighter/index.ts", "src/templates/assets/javascripts/integrations/search/worker/message/index.ts", "src/templates/assets/javascripts/integrations/search/worker/_/index.ts", "src/templates/assets/javascripts/integrations/version/findurl/index.ts", "src/templates/assets/javascripts/integrations/version/index.ts", "src/templates/assets/javascripts/components/search/query/index.ts", "src/templates/assets/javascripts/components/search/result/index.ts", "src/templates/assets/javascripts/components/search/share/index.ts", "src/templates/assets/javascripts/components/search/suggest/index.ts", "src/templates/assets/javascripts/components/search/_/index.ts", "src/templates/assets/javascripts/components/search/highlight/index.ts", "src/templates/assets/javascripts/components/sidebar/index.ts", "src/templates/assets/javascripts/components/source/facts/github/index.ts", "src/templates/assets/javascripts/components/source/facts/gitlab/index.ts", "src/templates/assets/javascripts/components/source/facts/_/index.ts", "src/templates/assets/javascripts/components/source/_/index.ts", "src/templates/assets/javascripts/components/tabs/index.ts", "src/templates/assets/javascripts/components/toc/index.ts", "src/templates/assets/javascripts/components/top/index.ts", "src/templates/assets/javascripts/patches/ellipsis/index.ts", "src/templates/assets/javascripts/patches/indeterminate/index.ts", "src/templates/assets/javascripts/patches/scrollfix/index.ts", "src/templates/assets/javascripts/patches/scrolllock/index.ts", "src/templates/assets/javascripts/polyfills/index.ts"], + "sourcesContent": ["(function (global, factory) {\n typeof exports === 'object' && typeof module !== 'undefined' ? factory() :\n typeof define === 'function' && define.amd ? define(factory) :\n (factory());\n}(this, (function () { 'use strict';\n\n /**\n * Applies the :focus-visible polyfill at the given scope.\n * A scope in this case is either the top-level Document or a Shadow Root.\n *\n * @param {(Document|ShadowRoot)} scope\n * @see https://github.com/WICG/focus-visible\n */\n function applyFocusVisiblePolyfill(scope) {\n var hadKeyboardEvent = true;\n var hadFocusVisibleRecently = false;\n var hadFocusVisibleRecentlyTimeout = null;\n\n var inputTypesAllowlist = {\n text: true,\n search: true,\n url: true,\n tel: true,\n email: true,\n password: true,\n number: true,\n date: true,\n month: true,\n week: true,\n time: true,\n datetime: true,\n 'datetime-local': true\n };\n\n /**\n * Helper function for legacy browsers and iframes which sometimes focus\n * elements like document, body, and non-interactive SVG.\n * @param {Element} el\n */\n function isValidFocusTarget(el) {\n if (\n el &&\n el !== document &&\n el.nodeName !== 'HTML' &&\n el.nodeName !== 'BODY' &&\n 'classList' in el &&\n 'contains' in el.classList\n ) {\n return true;\n }\n return false;\n }\n\n /**\n * Computes whether the given element should automatically trigger the\n * `focus-visible` class being added, i.e. whether it should always match\n * `:focus-visible` when focused.\n * @param {Element} el\n * @return {boolean}\n */\n function focusTriggersKeyboardModality(el) {\n var type = el.type;\n var tagName = el.tagName;\n\n if (tagName === 'INPUT' && inputTypesAllowlist[type] && !el.readOnly) {\n return true;\n }\n\n if (tagName === 'TEXTAREA' && !el.readOnly) {\n return true;\n }\n\n if (el.isContentEditable) {\n return true;\n }\n\n return false;\n }\n\n /**\n * Add the `focus-visible` class to the given element if it was not added by\n * the author.\n * @param {Element} el\n */\n function addFocusVisibleClass(el) {\n if (el.classList.contains('focus-visible')) {\n return;\n }\n el.classList.add('focus-visible');\n el.setAttribute('data-focus-visible-added', '');\n }\n\n /**\n * Remove the `focus-visible` class from the given element if it was not\n * originally added by the author.\n * @param {Element} el\n */\n function removeFocusVisibleClass(el) {\n if (!el.hasAttribute('data-focus-visible-added')) {\n return;\n }\n el.classList.remove('focus-visible');\n el.removeAttribute('data-focus-visible-added');\n }\n\n /**\n * If the most recent user interaction was via the keyboard;\n * and the key press did not include a meta, alt/option, or control key;\n * then the modality is keyboard. Otherwise, the modality is not keyboard.\n * Apply `focus-visible` to any current active element and keep track\n * of our keyboard modality state with `hadKeyboardEvent`.\n * @param {KeyboardEvent} e\n */\n function onKeyDown(e) {\n if (e.metaKey || e.altKey || e.ctrlKey) {\n return;\n }\n\n if (isValidFocusTarget(scope.activeElement)) {\n addFocusVisibleClass(scope.activeElement);\n }\n\n hadKeyboardEvent = true;\n }\n\n /**\n * If at any point a user clicks with a pointing device, ensure that we change\n * the modality away from keyboard.\n * This avoids the situation where a user presses a key on an already focused\n * element, and then clicks on a different element, focusing it with a\n * pointing device, while we still think we're in keyboard modality.\n * @param {Event} e\n */\n function onPointerDown(e) {\n hadKeyboardEvent = false;\n }\n\n /**\n * On `focus`, add the `focus-visible` class to the target if:\n * - the target received focus as a result of keyboard navigation, or\n * - the event target is an element that will likely require interaction\n * via the keyboard (e.g. a text box)\n * @param {Event} e\n */\n function onFocus(e) {\n // Prevent IE from focusing the document or HTML element.\n if (!isValidFocusTarget(e.target)) {\n return;\n }\n\n if (hadKeyboardEvent || focusTriggersKeyboardModality(e.target)) {\n addFocusVisibleClass(e.target);\n }\n }\n\n /**\n * On `blur`, remove the `focus-visible` class from the target.\n * @param {Event} e\n */\n function onBlur(e) {\n if (!isValidFocusTarget(e.target)) {\n return;\n }\n\n if (\n e.target.classList.contains('focus-visible') ||\n e.target.hasAttribute('data-focus-visible-added')\n ) {\n // To detect a tab/window switch, we look for a blur event followed\n // rapidly by a visibility change.\n // If we don't see a visibility change within 100ms, it's probably a\n // regular focus change.\n hadFocusVisibleRecently = true;\n window.clearTimeout(hadFocusVisibleRecentlyTimeout);\n hadFocusVisibleRecentlyTimeout = window.setTimeout(function() {\n hadFocusVisibleRecently = false;\n }, 100);\n removeFocusVisibleClass(e.target);\n }\n }\n\n /**\n * If the user changes tabs, keep track of whether or not the previously\n * focused element had .focus-visible.\n * @param {Event} e\n */\n function onVisibilityChange(e) {\n if (document.visibilityState === 'hidden') {\n // If the tab becomes active again, the browser will handle calling focus\n // on the element (Safari actually calls it twice).\n // If this tab change caused a blur on an element with focus-visible,\n // re-apply the class when the user switches back to the tab.\n if (hadFocusVisibleRecently) {\n hadKeyboardEvent = true;\n }\n addInitialPointerMoveListeners();\n }\n }\n\n /**\n * Add a group of listeners to detect usage of any pointing devices.\n * These listeners will be added when the polyfill first loads, and anytime\n * the window is blurred, so that they are active when the window regains\n * focus.\n */\n function addInitialPointerMoveListeners() {\n document.addEventListener('mousemove', onInitialPointerMove);\n document.addEventListener('mousedown', onInitialPointerMove);\n document.addEventListener('mouseup', onInitialPointerMove);\n document.addEventListener('pointermove', onInitialPointerMove);\n document.addEventListener('pointerdown', onInitialPointerMove);\n document.addEventListener('pointerup', onInitialPointerMove);\n document.addEventListener('touchmove', onInitialPointerMove);\n document.addEventListener('touchstart', onInitialPointerMove);\n document.addEventListener('touchend', onInitialPointerMove);\n }\n\n function removeInitialPointerMoveListeners() {\n document.removeEventListener('mousemove', onInitialPointerMove);\n document.removeEventListener('mousedown', onInitialPointerMove);\n document.removeEventListener('mouseup', onInitialPointerMove);\n document.removeEventListener('pointermove', onInitialPointerMove);\n document.removeEventListener('pointerdown', onInitialPointerMove);\n document.removeEventListener('pointerup', onInitialPointerMove);\n document.removeEventListener('touchmove', onInitialPointerMove);\n document.removeEventListener('touchstart', onInitialPointerMove);\n document.removeEventListener('touchend', onInitialPointerMove);\n }\n\n /**\n * When the polfyill first loads, assume the user is in keyboard modality.\n * If any event is received from a pointing device (e.g. mouse, pointer,\n * touch), turn off keyboard modality.\n * This accounts for situations where focus enters the page from the URL bar.\n * @param {Event} e\n */\n function onInitialPointerMove(e) {\n // Work around a Safari quirk that fires a mousemove on whenever the\n // window blurs, even if you're tabbing out of the page. \u00AF\\_(\u30C4)_/\u00AF\n if (e.target.nodeName && e.target.nodeName.toLowerCase() === 'html') {\n return;\n }\n\n hadKeyboardEvent = false;\n removeInitialPointerMoveListeners();\n }\n\n // For some kinds of state, we are interested in changes at the global scope\n // only. For example, global pointer input, global key presses and global\n // visibility change should affect the state at every scope:\n document.addEventListener('keydown', onKeyDown, true);\n document.addEventListener('mousedown', onPointerDown, true);\n document.addEventListener('pointerdown', onPointerDown, true);\n document.addEventListener('touchstart', onPointerDown, true);\n document.addEventListener('visibilitychange', onVisibilityChange, true);\n\n addInitialPointerMoveListeners();\n\n // For focus and blur, we specifically care about state changes in the local\n // scope. This is because focus / blur events that originate from within a\n // shadow root are not re-dispatched from the host element if it was already\n // the active element in its own scope:\n scope.addEventListener('focus', onFocus, true);\n scope.addEventListener('blur', onBlur, true);\n\n // We detect that a node is a ShadowRoot by ensuring that it is a\n // DocumentFragment and also has a host property. This check covers native\n // implementation and polyfill implementation transparently. If we only cared\n // about the native implementation, we could just check if the scope was\n // an instance of a ShadowRoot.\n if (scope.nodeType === Node.DOCUMENT_FRAGMENT_NODE && scope.host) {\n // Since a ShadowRoot is a special kind of DocumentFragment, it does not\n // have a root element to add a class to. So, we add this attribute to the\n // host element instead:\n scope.host.setAttribute('data-js-focus-visible', '');\n } else if (scope.nodeType === Node.DOCUMENT_NODE) {\n document.documentElement.classList.add('js-focus-visible');\n document.documentElement.setAttribute('data-js-focus-visible', '');\n }\n }\n\n // It is important to wrap all references to global window and document in\n // these checks to support server-side rendering use cases\n // @see https://github.com/WICG/focus-visible/issues/199\n if (typeof window !== 'undefined' && typeof document !== 'undefined') {\n // Make the polyfill helper globally available. This can be used as a signal\n // to interested libraries that wish to coordinate with the polyfill for e.g.,\n // applying the polyfill to a shadow root:\n window.applyFocusVisiblePolyfill = applyFocusVisiblePolyfill;\n\n // Notify interested libraries of the polyfill's presence, in case the\n // polyfill was loaded lazily:\n var event;\n\n try {\n event = new CustomEvent('focus-visible-polyfill-ready');\n } catch (error) {\n // IE11 does not support using CustomEvent as a constructor directly:\n event = document.createEvent('CustomEvent');\n event.initCustomEvent('focus-visible-polyfill-ready', false, false, {});\n }\n\n window.dispatchEvent(event);\n }\n\n if (typeof document !== 'undefined') {\n // Apply the polyfill to the global document, so that no JavaScript\n // coordination is required to use the polyfill in the top-level document:\n applyFocusVisiblePolyfill(document);\n }\n\n})));\n", "/*!\n * escape-html\n * Copyright(c) 2012-2013 TJ Holowaychuk\n * Copyright(c) 2015 Andreas Lubbe\n * Copyright(c) 2015 Tiancheng \"Timothy\" Gu\n * MIT Licensed\n */\n\n'use strict';\n\n/**\n * Module variables.\n * @private\n */\n\nvar matchHtmlRegExp = /[\"'&<>]/;\n\n/**\n * Module exports.\n * @public\n */\n\nmodule.exports = escapeHtml;\n\n/**\n * Escape special characters in the given string of html.\n *\n * @param {string} string The string to escape for inserting into HTML\n * @return {string}\n * @public\n */\n\nfunction escapeHtml(string) {\n var str = '' + string;\n var match = matchHtmlRegExp.exec(str);\n\n if (!match) {\n return str;\n }\n\n var escape;\n var html = '';\n var index = 0;\n var lastIndex = 0;\n\n for (index = match.index; index < str.length; index++) {\n switch (str.charCodeAt(index)) {\n case 34: // \"\n escape = '"';\n break;\n case 38: // &\n escape = '&';\n break;\n case 39: // '\n escape = ''';\n break;\n case 60: // <\n escape = '<';\n break;\n case 62: // >\n escape = '>';\n break;\n default:\n continue;\n }\n\n if (lastIndex !== index) {\n html += str.substring(lastIndex, index);\n }\n\n lastIndex = index + 1;\n html += escape;\n }\n\n return lastIndex !== index\n ? html + str.substring(lastIndex, index)\n : html;\n}\n", "/*!\n * clipboard.js v2.0.11\n * https://clipboardjs.com/\n *\n * Licensed MIT \u00A9 Zeno Rocha\n */\n(function webpackUniversalModuleDefinition(root, factory) {\n\tif(typeof exports === 'object' && typeof module === 'object')\n\t\tmodule.exports = factory();\n\telse if(typeof define === 'function' && define.amd)\n\t\tdefine([], factory);\n\telse if(typeof exports === 'object')\n\t\texports[\"ClipboardJS\"] = factory();\n\telse\n\t\troot[\"ClipboardJS\"] = factory();\n})(this, function() {\nreturn /******/ (function() { // webpackBootstrap\n/******/ \tvar __webpack_modules__ = ({\n\n/***/ 686:\n/***/ (function(__unused_webpack_module, __webpack_exports__, __webpack_require__) {\n\n\"use strict\";\n\n// EXPORTS\n__webpack_require__.d(__webpack_exports__, {\n \"default\": function() { return /* binding */ clipboard; }\n});\n\n// EXTERNAL MODULE: ./node_modules/tiny-emitter/index.js\nvar tiny_emitter = __webpack_require__(279);\nvar tiny_emitter_default = /*#__PURE__*/__webpack_require__.n(tiny_emitter);\n// EXTERNAL MODULE: ./node_modules/good-listener/src/listen.js\nvar listen = __webpack_require__(370);\nvar listen_default = /*#__PURE__*/__webpack_require__.n(listen);\n// EXTERNAL MODULE: ./node_modules/select/src/select.js\nvar src_select = __webpack_require__(817);\nvar select_default = /*#__PURE__*/__webpack_require__.n(src_select);\n;// CONCATENATED MODULE: ./src/common/command.js\n/**\n * Executes a given operation type.\n * @param {String} type\n * @return {Boolean}\n */\nfunction command(type) {\n try {\n return document.execCommand(type);\n } catch (err) {\n return false;\n }\n}\n;// CONCATENATED MODULE: ./src/actions/cut.js\n\n\n/**\n * Cut action wrapper.\n * @param {String|HTMLElement} target\n * @return {String}\n */\n\nvar ClipboardActionCut = function ClipboardActionCut(target) {\n var selectedText = select_default()(target);\n command('cut');\n return selectedText;\n};\n\n/* harmony default export */ var actions_cut = (ClipboardActionCut);\n;// CONCATENATED MODULE: ./src/common/create-fake-element.js\n/**\n * Creates a fake textarea element with a value.\n * @param {String} value\n * @return {HTMLElement}\n */\nfunction createFakeElement(value) {\n var isRTL = document.documentElement.getAttribute('dir') === 'rtl';\n var fakeElement = document.createElement('textarea'); // Prevent zooming on iOS\n\n fakeElement.style.fontSize = '12pt'; // Reset box model\n\n fakeElement.style.border = '0';\n fakeElement.style.padding = '0';\n fakeElement.style.margin = '0'; // Move element out of screen horizontally\n\n fakeElement.style.position = 'absolute';\n fakeElement.style[isRTL ? 'right' : 'left'] = '-9999px'; // Move element to the same position vertically\n\n var yPosition = window.pageYOffset || document.documentElement.scrollTop;\n fakeElement.style.top = \"\".concat(yPosition, \"px\");\n fakeElement.setAttribute('readonly', '');\n fakeElement.value = value;\n return fakeElement;\n}\n;// CONCATENATED MODULE: ./src/actions/copy.js\n\n\n\n/**\n * Create fake copy action wrapper using a fake element.\n * @param {String} target\n * @param {Object} options\n * @return {String}\n */\n\nvar fakeCopyAction = function fakeCopyAction(value, options) {\n var fakeElement = createFakeElement(value);\n options.container.appendChild(fakeElement);\n var selectedText = select_default()(fakeElement);\n command('copy');\n fakeElement.remove();\n return selectedText;\n};\n/**\n * Copy action wrapper.\n * @param {String|HTMLElement} target\n * @param {Object} options\n * @return {String}\n */\n\n\nvar ClipboardActionCopy = function ClipboardActionCopy(target) {\n var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {\n container: document.body\n };\n var selectedText = '';\n\n if (typeof target === 'string') {\n selectedText = fakeCopyAction(target, options);\n } else if (target instanceof HTMLInputElement && !['text', 'search', 'url', 'tel', 'password'].includes(target === null || target === void 0 ? void 0 : target.type)) {\n // If input type doesn't support `setSelectionRange`. Simulate it. https://developer.mozilla.org/en-US/docs/Web/API/HTMLInputElement/setSelectionRange\n selectedText = fakeCopyAction(target.value, options);\n } else {\n selectedText = select_default()(target);\n command('copy');\n }\n\n return selectedText;\n};\n\n/* harmony default export */ var actions_copy = (ClipboardActionCopy);\n;// CONCATENATED MODULE: ./src/actions/default.js\nfunction _typeof(obj) { \"@babel/helpers - typeof\"; if (typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\") { _typeof = function _typeof(obj) { return typeof obj; }; } else { _typeof = function _typeof(obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; }; } return _typeof(obj); }\n\n\n\n/**\n * Inner function which performs selection from either `text` or `target`\n * properties and then executes copy or cut operations.\n * @param {Object} options\n */\n\nvar ClipboardActionDefault = function ClipboardActionDefault() {\n var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n // Defines base properties passed from constructor.\n var _options$action = options.action,\n action = _options$action === void 0 ? 'copy' : _options$action,\n container = options.container,\n target = options.target,\n text = options.text; // Sets the `action` to be performed which can be either 'copy' or 'cut'.\n\n if (action !== 'copy' && action !== 'cut') {\n throw new Error('Invalid \"action\" value, use either \"copy\" or \"cut\"');\n } // Sets the `target` property using an element that will be have its content copied.\n\n\n if (target !== undefined) {\n if (target && _typeof(target) === 'object' && target.nodeType === 1) {\n if (action === 'copy' && target.hasAttribute('disabled')) {\n throw new Error('Invalid \"target\" attribute. Please use \"readonly\" instead of \"disabled\" attribute');\n }\n\n if (action === 'cut' && (target.hasAttribute('readonly') || target.hasAttribute('disabled'))) {\n throw new Error('Invalid \"target\" attribute. You can\\'t cut text from elements with \"readonly\" or \"disabled\" attributes');\n }\n } else {\n throw new Error('Invalid \"target\" value, use a valid Element');\n }\n } // Define selection strategy based on `text` property.\n\n\n if (text) {\n return actions_copy(text, {\n container: container\n });\n } // Defines which selection strategy based on `target` property.\n\n\n if (target) {\n return action === 'cut' ? actions_cut(target) : actions_copy(target, {\n container: container\n });\n }\n};\n\n/* harmony default export */ var actions_default = (ClipboardActionDefault);\n;// CONCATENATED MODULE: ./src/clipboard.js\nfunction clipboard_typeof(obj) { \"@babel/helpers - typeof\"; if (typeof Symbol === \"function\" && typeof Symbol.iterator === \"symbol\") { clipboard_typeof = function _typeof(obj) { return typeof obj; }; } else { clipboard_typeof = function _typeof(obj) { return obj && typeof Symbol === \"function\" && obj.constructor === Symbol && obj !== Symbol.prototype ? \"symbol\" : typeof obj; }; } return clipboard_typeof(obj); }\n\nfunction _classCallCheck(instance, Constructor) { if (!(instance instanceof Constructor)) { throw new TypeError(\"Cannot call a class as a function\"); } }\n\nfunction _defineProperties(target, props) { for (var i = 0; i < props.length; i++) { var descriptor = props[i]; descriptor.enumerable = descriptor.enumerable || false; descriptor.configurable = true; if (\"value\" in descriptor) descriptor.writable = true; Object.defineProperty(target, descriptor.key, descriptor); } }\n\nfunction _createClass(Constructor, protoProps, staticProps) { if (protoProps) _defineProperties(Constructor.prototype, protoProps); if (staticProps) _defineProperties(Constructor, staticProps); return Constructor; }\n\nfunction _inherits(subClass, superClass) { if (typeof superClass !== \"function\" && superClass !== null) { throw new TypeError(\"Super expression must either be null or a function\"); } subClass.prototype = Object.create(superClass && superClass.prototype, { constructor: { value: subClass, writable: true, configurable: true } }); if (superClass) _setPrototypeOf(subClass, superClass); }\n\nfunction _setPrototypeOf(o, p) { _setPrototypeOf = Object.setPrototypeOf || function _setPrototypeOf(o, p) { o.__proto__ = p; return o; }; return _setPrototypeOf(o, p); }\n\nfunction _createSuper(Derived) { var hasNativeReflectConstruct = _isNativeReflectConstruct(); return function _createSuperInternal() { var Super = _getPrototypeOf(Derived), result; if (hasNativeReflectConstruct) { var NewTarget = _getPrototypeOf(this).constructor; result = Reflect.construct(Super, arguments, NewTarget); } else { result = Super.apply(this, arguments); } return _possibleConstructorReturn(this, result); }; }\n\nfunction _possibleConstructorReturn(self, call) { if (call && (clipboard_typeof(call) === \"object\" || typeof call === \"function\")) { return call; } return _assertThisInitialized(self); }\n\nfunction _assertThisInitialized(self) { if (self === void 0) { throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\"); } return self; }\n\nfunction _isNativeReflectConstruct() { if (typeof Reflect === \"undefined\" || !Reflect.construct) return false; if (Reflect.construct.sham) return false; if (typeof Proxy === \"function\") return true; try { Date.prototype.toString.call(Reflect.construct(Date, [], function () {})); return true; } catch (e) { return false; } }\n\nfunction _getPrototypeOf(o) { _getPrototypeOf = Object.setPrototypeOf ? Object.getPrototypeOf : function _getPrototypeOf(o) { return o.__proto__ || Object.getPrototypeOf(o); }; return _getPrototypeOf(o); }\n\n\n\n\n\n\n/**\n * Helper function to retrieve attribute value.\n * @param {String} suffix\n * @param {Element} element\n */\n\nfunction getAttributeValue(suffix, element) {\n var attribute = \"data-clipboard-\".concat(suffix);\n\n if (!element.hasAttribute(attribute)) {\n return;\n }\n\n return element.getAttribute(attribute);\n}\n/**\n * Base class which takes one or more elements, adds event listeners to them,\n * and instantiates a new `ClipboardAction` on each click.\n */\n\n\nvar Clipboard = /*#__PURE__*/function (_Emitter) {\n _inherits(Clipboard, _Emitter);\n\n var _super = _createSuper(Clipboard);\n\n /**\n * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n * @param {Object} options\n */\n function Clipboard(trigger, options) {\n var _this;\n\n _classCallCheck(this, Clipboard);\n\n _this = _super.call(this);\n\n _this.resolveOptions(options);\n\n _this.listenClick(trigger);\n\n return _this;\n }\n /**\n * Defines if attributes would be resolved using internal setter functions\n * or custom functions that were passed in the constructor.\n * @param {Object} options\n */\n\n\n _createClass(Clipboard, [{\n key: \"resolveOptions\",\n value: function resolveOptions() {\n var options = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : {};\n this.action = typeof options.action === 'function' ? options.action : this.defaultAction;\n this.target = typeof options.target === 'function' ? options.target : this.defaultTarget;\n this.text = typeof options.text === 'function' ? options.text : this.defaultText;\n this.container = clipboard_typeof(options.container) === 'object' ? options.container : document.body;\n }\n /**\n * Adds a click event listener to the passed trigger.\n * @param {String|HTMLElement|HTMLCollection|NodeList} trigger\n */\n\n }, {\n key: \"listenClick\",\n value: function listenClick(trigger) {\n var _this2 = this;\n\n this.listener = listen_default()(trigger, 'click', function (e) {\n return _this2.onClick(e);\n });\n }\n /**\n * Defines a new `ClipboardAction` on each click event.\n * @param {Event} e\n */\n\n }, {\n key: \"onClick\",\n value: function onClick(e) {\n var trigger = e.delegateTarget || e.currentTarget;\n var action = this.action(trigger) || 'copy';\n var text = actions_default({\n action: action,\n container: this.container,\n target: this.target(trigger),\n text: this.text(trigger)\n }); // Fires an event based on the copy operation result.\n\n this.emit(text ? 'success' : 'error', {\n action: action,\n text: text,\n trigger: trigger,\n clearSelection: function clearSelection() {\n if (trigger) {\n trigger.focus();\n }\n\n window.getSelection().removeAllRanges();\n }\n });\n }\n /**\n * Default `action` lookup function.\n * @param {Element} trigger\n */\n\n }, {\n key: \"defaultAction\",\n value: function defaultAction(trigger) {\n return getAttributeValue('action', trigger);\n }\n /**\n * Default `target` lookup function.\n * @param {Element} trigger\n */\n\n }, {\n key: \"defaultTarget\",\n value: function defaultTarget(trigger) {\n var selector = getAttributeValue('target', trigger);\n\n if (selector) {\n return document.querySelector(selector);\n }\n }\n /**\n * Allow fire programmatically a copy action\n * @param {String|HTMLElement} target\n * @param {Object} options\n * @returns Text copied.\n */\n\n }, {\n key: \"defaultText\",\n\n /**\n * Default `text` lookup function.\n * @param {Element} trigger\n */\n value: function defaultText(trigger) {\n return getAttributeValue('text', trigger);\n }\n /**\n * Destroy lifecycle.\n */\n\n }, {\n key: \"destroy\",\n value: function destroy() {\n this.listener.destroy();\n }\n }], [{\n key: \"copy\",\n value: function copy(target) {\n var options = arguments.length > 1 && arguments[1] !== undefined ? arguments[1] : {\n container: document.body\n };\n return actions_copy(target, options);\n }\n /**\n * Allow fire programmatically a cut action\n * @param {String|HTMLElement} target\n * @returns Text cutted.\n */\n\n }, {\n key: \"cut\",\n value: function cut(target) {\n return actions_cut(target);\n }\n /**\n * Returns the support of the given action, or all actions if no action is\n * given.\n * @param {String} [action]\n */\n\n }, {\n key: \"isSupported\",\n value: function isSupported() {\n var action = arguments.length > 0 && arguments[0] !== undefined ? arguments[0] : ['copy', 'cut'];\n var actions = typeof action === 'string' ? [action] : action;\n var support = !!document.queryCommandSupported;\n actions.forEach(function (action) {\n support = support && !!document.queryCommandSupported(action);\n });\n return support;\n }\n }]);\n\n return Clipboard;\n}((tiny_emitter_default()));\n\n/* harmony default export */ var clipboard = (Clipboard);\n\n/***/ }),\n\n/***/ 828:\n/***/ (function(module) {\n\nvar DOCUMENT_NODE_TYPE = 9;\n\n/**\n * A polyfill for Element.matches()\n */\nif (typeof Element !== 'undefined' && !Element.prototype.matches) {\n var proto = Element.prototype;\n\n proto.matches = proto.matchesSelector ||\n proto.mozMatchesSelector ||\n proto.msMatchesSelector ||\n proto.oMatchesSelector ||\n proto.webkitMatchesSelector;\n}\n\n/**\n * Finds the closest parent that matches a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @return {Function}\n */\nfunction closest (element, selector) {\n while (element && element.nodeType !== DOCUMENT_NODE_TYPE) {\n if (typeof element.matches === 'function' &&\n element.matches(selector)) {\n return element;\n }\n element = element.parentNode;\n }\n}\n\nmodule.exports = closest;\n\n\n/***/ }),\n\n/***/ 438:\n/***/ (function(module, __unused_webpack_exports, __webpack_require__) {\n\nvar closest = __webpack_require__(828);\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction _delegate(element, selector, type, callback, useCapture) {\n var listenerFn = listener.apply(this, arguments);\n\n element.addEventListener(type, listenerFn, useCapture);\n\n return {\n destroy: function() {\n element.removeEventListener(type, listenerFn, useCapture);\n }\n }\n}\n\n/**\n * Delegates event to a selector.\n *\n * @param {Element|String|Array} [elements]\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @param {Boolean} useCapture\n * @return {Object}\n */\nfunction delegate(elements, selector, type, callback, useCapture) {\n // Handle the regular Element usage\n if (typeof elements.addEventListener === 'function') {\n return _delegate.apply(null, arguments);\n }\n\n // Handle Element-less usage, it defaults to global delegation\n if (typeof type === 'function') {\n // Use `document` as the first parameter, then apply arguments\n // This is a short way to .unshift `arguments` without running into deoptimizations\n return _delegate.bind(null, document).apply(null, arguments);\n }\n\n // Handle Selector-based usage\n if (typeof elements === 'string') {\n elements = document.querySelectorAll(elements);\n }\n\n // Handle Array-like based usage\n return Array.prototype.map.call(elements, function (element) {\n return _delegate(element, selector, type, callback, useCapture);\n });\n}\n\n/**\n * Finds closest match and invokes callback.\n *\n * @param {Element} element\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Function}\n */\nfunction listener(element, selector, type, callback) {\n return function(e) {\n e.delegateTarget = closest(e.target, selector);\n\n if (e.delegateTarget) {\n callback.call(element, e);\n }\n }\n}\n\nmodule.exports = delegate;\n\n\n/***/ }),\n\n/***/ 879:\n/***/ (function(__unused_webpack_module, exports) {\n\n/**\n * Check if argument is a HTML element.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.node = function(value) {\n return value !== undefined\n && value instanceof HTMLElement\n && value.nodeType === 1;\n};\n\n/**\n * Check if argument is a list of HTML elements.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.nodeList = function(value) {\n var type = Object.prototype.toString.call(value);\n\n return value !== undefined\n && (type === '[object NodeList]' || type === '[object HTMLCollection]')\n && ('length' in value)\n && (value.length === 0 || exports.node(value[0]));\n};\n\n/**\n * Check if argument is a string.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.string = function(value) {\n return typeof value === 'string'\n || value instanceof String;\n};\n\n/**\n * Check if argument is a function.\n *\n * @param {Object} value\n * @return {Boolean}\n */\nexports.fn = function(value) {\n var type = Object.prototype.toString.call(value);\n\n return type === '[object Function]';\n};\n\n\n/***/ }),\n\n/***/ 370:\n/***/ (function(module, __unused_webpack_exports, __webpack_require__) {\n\nvar is = __webpack_require__(879);\nvar delegate = __webpack_require__(438);\n\n/**\n * Validates all params and calls the right\n * listener function based on its target type.\n *\n * @param {String|HTMLElement|HTMLCollection|NodeList} target\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listen(target, type, callback) {\n if (!target && !type && !callback) {\n throw new Error('Missing required arguments');\n }\n\n if (!is.string(type)) {\n throw new TypeError('Second argument must be a String');\n }\n\n if (!is.fn(callback)) {\n throw new TypeError('Third argument must be a Function');\n }\n\n if (is.node(target)) {\n return listenNode(target, type, callback);\n }\n else if (is.nodeList(target)) {\n return listenNodeList(target, type, callback);\n }\n else if (is.string(target)) {\n return listenSelector(target, type, callback);\n }\n else {\n throw new TypeError('First argument must be a String, HTMLElement, HTMLCollection, or NodeList');\n }\n}\n\n/**\n * Adds an event listener to a HTML element\n * and returns a remove listener function.\n *\n * @param {HTMLElement} node\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNode(node, type, callback) {\n node.addEventListener(type, callback);\n\n return {\n destroy: function() {\n node.removeEventListener(type, callback);\n }\n }\n}\n\n/**\n * Add an event listener to a list of HTML elements\n * and returns a remove listener function.\n *\n * @param {NodeList|HTMLCollection} nodeList\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenNodeList(nodeList, type, callback) {\n Array.prototype.forEach.call(nodeList, function(node) {\n node.addEventListener(type, callback);\n });\n\n return {\n destroy: function() {\n Array.prototype.forEach.call(nodeList, function(node) {\n node.removeEventListener(type, callback);\n });\n }\n }\n}\n\n/**\n * Add an event listener to a selector\n * and returns a remove listener function.\n *\n * @param {String} selector\n * @param {String} type\n * @param {Function} callback\n * @return {Object}\n */\nfunction listenSelector(selector, type, callback) {\n return delegate(document.body, selector, type, callback);\n}\n\nmodule.exports = listen;\n\n\n/***/ }),\n\n/***/ 817:\n/***/ (function(module) {\n\nfunction select(element) {\n var selectedText;\n\n if (element.nodeName === 'SELECT') {\n element.focus();\n\n selectedText = element.value;\n }\n else if (element.nodeName === 'INPUT' || element.nodeName === 'TEXTAREA') {\n var isReadOnly = element.hasAttribute('readonly');\n\n if (!isReadOnly) {\n element.setAttribute('readonly', '');\n }\n\n element.select();\n element.setSelectionRange(0, element.value.length);\n\n if (!isReadOnly) {\n element.removeAttribute('readonly');\n }\n\n selectedText = element.value;\n }\n else {\n if (element.hasAttribute('contenteditable')) {\n element.focus();\n }\n\n var selection = window.getSelection();\n var range = document.createRange();\n\n range.selectNodeContents(element);\n selection.removeAllRanges();\n selection.addRange(range);\n\n selectedText = selection.toString();\n }\n\n return selectedText;\n}\n\nmodule.exports = select;\n\n\n/***/ }),\n\n/***/ 279:\n/***/ (function(module) {\n\nfunction E () {\n // Keep this empty so it's easier to inherit from\n // (via https://github.com/lipsmack from https://github.com/scottcorgan/tiny-emitter/issues/3)\n}\n\nE.prototype = {\n on: function (name, callback, ctx) {\n var e = this.e || (this.e = {});\n\n (e[name] || (e[name] = [])).push({\n fn: callback,\n ctx: ctx\n });\n\n return this;\n },\n\n once: function (name, callback, ctx) {\n var self = this;\n function listener () {\n self.off(name, listener);\n callback.apply(ctx, arguments);\n };\n\n listener._ = callback\n return this.on(name, listener, ctx);\n },\n\n emit: function (name) {\n var data = [].slice.call(arguments, 1);\n var evtArr = ((this.e || (this.e = {}))[name] || []).slice();\n var i = 0;\n var len = evtArr.length;\n\n for (i; i < len; i++) {\n evtArr[i].fn.apply(evtArr[i].ctx, data);\n }\n\n return this;\n },\n\n off: function (name, callback) {\n var e = this.e || (this.e = {});\n var evts = e[name];\n var liveEvents = [];\n\n if (evts && callback) {\n for (var i = 0, len = evts.length; i < len; i++) {\n if (evts[i].fn !== callback && evts[i].fn._ !== callback)\n liveEvents.push(evts[i]);\n }\n }\n\n // Remove event from queue to prevent memory leak\n // Suggested by https://github.com/lazd\n // Ref: https://github.com/scottcorgan/tiny-emitter/commit/c6ebfaa9bc973b33d110a84a307742b7cf94c953#commitcomment-5024910\n\n (liveEvents.length)\n ? e[name] = liveEvents\n : delete e[name];\n\n return this;\n }\n};\n\nmodule.exports = E;\nmodule.exports.TinyEmitter = E;\n\n\n/***/ })\n\n/******/ \t});\n/************************************************************************/\n/******/ \t// The module cache\n/******/ \tvar __webpack_module_cache__ = {};\n/******/ \t\n/******/ \t// The require function\n/******/ \tfunction __webpack_require__(moduleId) {\n/******/ \t\t// Check if module is in cache\n/******/ \t\tif(__webpack_module_cache__[moduleId]) {\n/******/ \t\t\treturn __webpack_module_cache__[moduleId].exports;\n/******/ \t\t}\n/******/ \t\t// Create a new module (and put it into the cache)\n/******/ \t\tvar module = __webpack_module_cache__[moduleId] = {\n/******/ \t\t\t// no module.id needed\n/******/ \t\t\t// no module.loaded needed\n/******/ \t\t\texports: {}\n/******/ \t\t};\n/******/ \t\n/******/ \t\t// Execute the module function\n/******/ \t\t__webpack_modules__[moduleId](module, module.exports, __webpack_require__);\n/******/ \t\n/******/ \t\t// Return the exports of the module\n/******/ \t\treturn module.exports;\n/******/ \t}\n/******/ \t\n/************************************************************************/\n/******/ \t/* webpack/runtime/compat get default export */\n/******/ \t!function() {\n/******/ \t\t// getDefaultExport function for compatibility with non-harmony modules\n/******/ \t\t__webpack_require__.n = function(module) {\n/******/ \t\t\tvar getter = module && module.__esModule ?\n/******/ \t\t\t\tfunction() { return module['default']; } :\n/******/ \t\t\t\tfunction() { return module; };\n/******/ \t\t\t__webpack_require__.d(getter, { a: getter });\n/******/ \t\t\treturn getter;\n/******/ \t\t};\n/******/ \t}();\n/******/ \t\n/******/ \t/* webpack/runtime/define property getters */\n/******/ \t!function() {\n/******/ \t\t// define getter functions for harmony exports\n/******/ \t\t__webpack_require__.d = function(exports, definition) {\n/******/ \t\t\tfor(var key in definition) {\n/******/ \t\t\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n/******/ \t\t\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n/******/ \t\t\t\t}\n/******/ \t\t\t}\n/******/ \t\t};\n/******/ \t}();\n/******/ \t\n/******/ \t/* webpack/runtime/hasOwnProperty shorthand */\n/******/ \t!function() {\n/******/ \t\t__webpack_require__.o = function(obj, prop) { return Object.prototype.hasOwnProperty.call(obj, prop); }\n/******/ \t}();\n/******/ \t\n/************************************************************************/\n/******/ \t// module exports must be returned from runtime so entry inlining is disabled\n/******/ \t// startup\n/******/ \t// Load entry module and return exports\n/******/ \treturn __webpack_require__(686);\n/******/ })()\n.default;\n});", "/*\n * Copyright (c) 2016-2024 Martin Donath \n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to\n * deal in the Software without restriction, including without limitation the\n * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or\n * sell copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING\n * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS\n * IN THE SOFTWARE.\n */\n\nimport \"focus-visible\"\n\nimport {\n EMPTY,\n NEVER,\n Observable,\n Subject,\n defer,\n delay,\n filter,\n map,\n merge,\n mergeWith,\n shareReplay,\n switchMap\n} from \"rxjs\"\n\nimport { configuration, feature } from \"./_\"\nimport {\n at,\n getActiveElement,\n getOptionalElement,\n requestJSON,\n setLocation,\n setToggle,\n watchDocument,\n watchKeyboard,\n watchLocation,\n watchLocationTarget,\n watchMedia,\n watchPrint,\n watchScript,\n watchViewport\n} from \"./browser\"\nimport {\n getComponentElement,\n getComponentElements,\n mountAnnounce,\n mountBackToTop,\n mountConsent,\n mountContent,\n mountDialog,\n mountHeader,\n mountHeaderTitle,\n mountPalette,\n mountProgress,\n mountSearch,\n mountSearchHiglight,\n mountSidebar,\n mountSource,\n mountTableOfContents,\n mountTabs,\n watchHeader,\n watchMain\n} from \"./components\"\nimport {\n SearchIndex,\n setupClipboardJS,\n setupInstantNavigation,\n setupVersionSelector\n} from \"./integrations\"\nimport {\n patchEllipsis,\n patchIndeterminate,\n patchScrollfix,\n patchScrolllock\n} from \"./patches\"\nimport \"./polyfills\"\n\n/* ----------------------------------------------------------------------------\n * Functions - @todo refactor\n * ------------------------------------------------------------------------- */\n\n/**\n * Fetch search index\n *\n * @returns Search index observable\n */\nfunction fetchSearchIndex(): Observable {\n if (location.protocol === \"file:\") {\n return watchScript(\n `${new URL(\"search/search_index.js\", config.base)}`\n )\n .pipe(\n // @ts-ignore - @todo fix typings\n map(() => __index),\n shareReplay(1)\n )\n } else {\n return requestJSON(\n new URL(\"search/search_index.json\", config.base)\n )\n }\n}\n\n/* ----------------------------------------------------------------------------\n * Application\n * ------------------------------------------------------------------------- */\n\n/* Yay, JavaScript is available */\ndocument.documentElement.classList.remove(\"no-js\")\ndocument.documentElement.classList.add(\"js\")\n\n/* Set up navigation observables and subjects */\nconst document$ = watchDocument()\nconst location$ = watchLocation()\nconst target$ = watchLocationTarget(location$)\nconst keyboard$ = watchKeyboard()\n\n/* Set up media observables */\nconst viewport$ = watchViewport()\nconst tablet$ = watchMedia(\"(min-width: 960px)\")\nconst screen$ = watchMedia(\"(min-width: 1220px)\")\nconst print$ = watchPrint()\n\n/* Retrieve search index, if search is enabled */\nconst config = configuration()\nconst index$ = document.forms.namedItem(\"search\")\n ? fetchSearchIndex()\n : NEVER\n\n/* Set up Clipboard.js integration */\nconst alert$ = new Subject()\nsetupClipboardJS({ alert$ })\n\n/* Set up progress indicator */\nconst progress$ = new Subject()\n\n/* Set up instant navigation, if enabled */\nif (feature(\"navigation.instant\"))\n setupInstantNavigation({ location$, viewport$, progress$ })\n .subscribe(document$)\n\n/* Set up version selector */\nif (config.version?.provider === \"mike\")\n setupVersionSelector({ document$ })\n\n/* Always close drawer and search on navigation */\nmerge(location$, target$)\n .pipe(\n delay(125)\n )\n .subscribe(() => {\n setToggle(\"drawer\", false)\n setToggle(\"search\", false)\n })\n\n/* Set up global keyboard handlers */\nkeyboard$\n .pipe(\n filter(({ mode }) => mode === \"global\")\n )\n .subscribe(key => {\n switch (key.type) {\n\n /* Go to previous page */\n case \"p\":\n case \",\":\n const prev = getOptionalElement(\"link[rel=prev]\")\n if (typeof prev !== \"undefined\")\n setLocation(prev)\n break\n\n /* Go to next page */\n case \"n\":\n case \".\":\n const next = getOptionalElement(\"link[rel=next]\")\n if (typeof next !== \"undefined\")\n setLocation(next)\n break\n\n /* Expand navigation, see https://bit.ly/3ZjG5io */\n case \"Enter\":\n const active = getActiveElement()\n if (active instanceof HTMLLabelElement)\n active.click()\n }\n })\n\n/* Set up patches */\npatchEllipsis({ viewport$, document$ })\npatchIndeterminate({ document$, tablet$ })\npatchScrollfix({ document$ })\npatchScrolllock({ viewport$, tablet$ })\n\n/* Set up header and main area observable */\nconst header$ = watchHeader(getComponentElement(\"header\"), { viewport$ })\nconst main$ = document$\n .pipe(\n map(() => getComponentElement(\"main\")),\n switchMap(el => watchMain(el, { viewport$, header$ })),\n shareReplay(1)\n )\n\n/* Set up control component observables */\nconst control$ = merge(\n\n /* Consent */\n ...getComponentElements(\"consent\")\n .map(el => mountConsent(el, { target$ })),\n\n /* Dialog */\n ...getComponentElements(\"dialog\")\n .map(el => mountDialog(el, { alert$ })),\n\n /* Color palette */\n ...getComponentElements(\"palette\")\n .map(el => mountPalette(el)),\n\n /* Progress bar */\n ...getComponentElements(\"progress\")\n .map(el => mountProgress(el, { progress$ })),\n\n /* Search */\n ...getComponentElements(\"search\")\n .map(el => mountSearch(el, { index$, keyboard$ })),\n\n /* Repository information */\n ...getComponentElements(\"source\")\n .map(el => mountSource(el))\n)\n\n/* Set up content component observables */\nconst content$ = defer(() => merge(\n\n /* Announcement bar */\n ...getComponentElements(\"announce\")\n .map(el => mountAnnounce(el)),\n\n /* Content */\n ...getComponentElements(\"content\")\n .map(el => mountContent(el, { viewport$, target$, print$ })),\n\n /* Search highlighting */\n ...getComponentElements(\"content\")\n .map(el => feature(\"search.highlight\")\n ? mountSearchHiglight(el, { index$, location$ })\n : EMPTY\n ),\n\n /* Header */\n ...getComponentElements(\"header\")\n .map(el => mountHeader(el, { viewport$, header$, main$ })),\n\n /* Header title */\n ...getComponentElements(\"header-title\")\n .map(el => mountHeaderTitle(el, { viewport$, header$ })),\n\n /* Sidebar */\n ...getComponentElements(\"sidebar\")\n .map(el => el.getAttribute(\"data-md-type\") === \"navigation\"\n ? at(screen$, () => mountSidebar(el, { viewport$, header$, main$ }))\n : at(tablet$, () => mountSidebar(el, { viewport$, header$, main$ }))\n ),\n\n /* Navigation tabs */\n ...getComponentElements(\"tabs\")\n .map(el => mountTabs(el, { viewport$, header$ })),\n\n /* Table of contents */\n ...getComponentElements(\"toc\")\n .map(el => mountTableOfContents(el, {\n viewport$, header$, main$, target$\n })),\n\n /* Back-to-top button */\n ...getComponentElements(\"top\")\n .map(el => mountBackToTop(el, { viewport$, header$, main$, target$ }))\n))\n\n/* Set up component observables */\nconst component$ = document$\n .pipe(\n switchMap(() => content$),\n mergeWith(control$),\n shareReplay(1)\n )\n\n/* Subscribe to all components */\ncomponent$.subscribe()\n\n/* ----------------------------------------------------------------------------\n * Exports\n * ------------------------------------------------------------------------- */\n\nwindow.document$ = document$ /* Document observable */\nwindow.location$ = location$ /* Location subject */\nwindow.target$ = target$ /* Location target observable */\nwindow.keyboard$ = keyboard$ /* Keyboard observable */\nwindow.viewport$ = viewport$ /* Viewport observable */\nwindow.tablet$ = tablet$ /* Media tablet observable */\nwindow.screen$ = screen$ /* Media screen observable */\nwindow.print$ = print$ /* Media print observable */\nwindow.alert$ = alert$ /* Alert subject */\nwindow.progress$ = progress$ /* Progress indicator subject */\nwindow.component$ = component$ /* Component observable */\n", "/******************************************************************************\nCopyright (c) Microsoft Corporation.\n\nPermission to use, copy, modify, and/or distribute this software for any\npurpose with or without fee is hereby granted.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH\nREGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY\nAND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,\nINDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM\nLOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR\nOTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR\nPERFORMANCE OF THIS SOFTWARE.\n***************************************************************************** */\n/* global Reflect, Promise, SuppressedError, Symbol, Iterator */\n\nvar extendStatics = function(d, b) {\n extendStatics = Object.setPrototypeOf ||\n ({ __proto__: [] } instanceof Array && function (d, b) { d.__proto__ = b; }) ||\n function (d, b) { for (var p in b) if (Object.prototype.hasOwnProperty.call(b, p)) d[p] = b[p]; };\n return extendStatics(d, b);\n};\n\nexport function __extends(d, b) {\n if (typeof b !== \"function\" && b !== null)\n throw new TypeError(\"Class extends value \" + String(b) + \" is not a constructor or null\");\n extendStatics(d, b);\n function __() { this.constructor = d; }\n d.prototype = b === null ? Object.create(b) : (__.prototype = b.prototype, new __());\n}\n\nexport var __assign = function() {\n __assign = Object.assign || function __assign(t) {\n for (var s, i = 1, n = arguments.length; i < n; i++) {\n s = arguments[i];\n for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p)) t[p] = s[p];\n }\n return t;\n }\n return __assign.apply(this, arguments);\n}\n\nexport function __rest(s, e) {\n var t = {};\n for (var p in s) if (Object.prototype.hasOwnProperty.call(s, p) && e.indexOf(p) < 0)\n t[p] = s[p];\n if (s != null && typeof Object.getOwnPropertySymbols === \"function\")\n for (var i = 0, p = Object.getOwnPropertySymbols(s); i < p.length; i++) {\n if (e.indexOf(p[i]) < 0 && Object.prototype.propertyIsEnumerable.call(s, p[i]))\n t[p[i]] = s[p[i]];\n }\n return t;\n}\n\nexport function __decorate(decorators, target, key, desc) {\n var c = arguments.length, r = c < 3 ? target : desc === null ? desc = Object.getOwnPropertyDescriptor(target, key) : desc, d;\n if (typeof Reflect === \"object\" && typeof Reflect.decorate === \"function\") r = Reflect.decorate(decorators, target, key, desc);\n else for (var i = decorators.length - 1; i >= 0; i--) if (d = decorators[i]) r = (c < 3 ? d(r) : c > 3 ? d(target, key, r) : d(target, key)) || r;\n return c > 3 && r && Object.defineProperty(target, key, r), r;\n}\n\nexport function __param(paramIndex, decorator) {\n return function (target, key) { decorator(target, key, paramIndex); }\n}\n\nexport function __esDecorate(ctor, descriptorIn, decorators, contextIn, initializers, extraInitializers) {\n function accept(f) { if (f !== void 0 && typeof f !== \"function\") throw new TypeError(\"Function expected\"); return f; }\n var kind = contextIn.kind, key = kind === \"getter\" ? \"get\" : kind === \"setter\" ? \"set\" : \"value\";\n var target = !descriptorIn && ctor ? contextIn[\"static\"] ? ctor : ctor.prototype : null;\n var descriptor = descriptorIn || (target ? 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(function(o, m, k, k2) {\n if (k2 === undefined) k2 = k;\n var desc = Object.getOwnPropertyDescriptor(m, k);\n if (!desc || (\"get\" in desc ? !m.__esModule : desc.writable || desc.configurable)) {\n desc = { enumerable: true, get: function() { return m[k]; } };\n }\n Object.defineProperty(o, k2, desc);\n}) : (function(o, m, k, k2) {\n if (k2 === undefined) k2 = k;\n o[k2] = m[k];\n});\n\nexport function __exportStar(m, o) {\n for (var p in m) if (p !== \"default\" && !Object.prototype.hasOwnProperty.call(o, p)) __createBinding(o, m, p);\n}\n\nexport function __values(o) {\n var s = typeof Symbol === \"function\" && Symbol.iterator, m = s && o[s], i = 0;\n if (m) return m.call(o);\n if (o && typeof o.length === \"number\") return {\n next: function () {\n if (o && i >= o.length) o = void 0;\n return { value: o && o[i++], done: !o };\n }\n };\n throw new TypeError(s ? \"Object is not iterable.\" : \"Symbol.iterator is not defined.\");\n}\n\nexport function __read(o, n) {\n var m = typeof Symbol === \"function\" && o[Symbol.iterator];\n if (!m) return o;\n var i = m.call(o), r, ar = [], e;\n try {\n while ((n === void 0 || n-- > 0) && !(r = i.next()).done) ar.push(r.value);\n }\n catch (error) { e = { error: error }; }\n finally {\n try {\n if (r && !r.done && (m = i[\"return\"])) m.call(i);\n }\n finally { if (e) throw e.error; }\n }\n return ar;\n}\n\n/** @deprecated */\nexport function __spread() {\n for (var ar = [], i = 0; i < arguments.length; i++)\n ar = ar.concat(__read(arguments[i]));\n return ar;\n}\n\n/** @deprecated */\nexport function __spreadArrays() {\n for (var s = 0, i = 0, il = arguments.length; i < il; i++) s += arguments[i].length;\n for (var r = Array(s), k = 0, i = 0; i < il; i++)\n for (var a = arguments[i], j = 0, jl = a.length; j < jl; j++, k++)\n r[k] = a[j];\n return r;\n}\n\nexport function __spreadArray(to, from, pack) {\n if (pack || arguments.length === 2) for (var i = 0, l = from.length, ar; i < l; i++) {\n if (ar || !(i in from)) {\n if (!ar) ar = Array.prototype.slice.call(from, 0, i);\n ar[i] = from[i];\n }\n }\n return to.concat(ar || Array.prototype.slice.call(from));\n}\n\nexport function __await(v) {\n return this instanceof __await ? (this.v = v, this) : new __await(v);\n}\n\nexport function __asyncGenerator(thisArg, _arguments, generator) {\n if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\n var g = generator.apply(thisArg, _arguments || []), i, q = [];\n return i = Object.create((typeof AsyncIterator === \"function\" ? AsyncIterator : Object).prototype), verb(\"next\"), verb(\"throw\"), verb(\"return\", awaitReturn), i[Symbol.asyncIterator] = function () { return this; }, i;\n function awaitReturn(f) { return function (v) { return Promise.resolve(v).then(f, reject); }; }\n function verb(n, f) { if (g[n]) { i[n] = function (v) { return new Promise(function (a, b) { q.push([n, v, a, b]) > 1 || resume(n, v); }); }; if (f) i[n] = f(i[n]); } }\n function resume(n, v) { try { step(g[n](v)); } catch (e) { settle(q[0][3], e); } }\n function step(r) { r.value instanceof __await ? Promise.resolve(r.value.v).then(fulfill, reject) : settle(q[0][2], r); }\n function fulfill(value) { resume(\"next\", value); }\n function reject(value) { resume(\"throw\", value); }\n function settle(f, v) { if (f(v), q.shift(), q.length) resume(q[0][0], q[0][1]); }\n}\n\nexport function __asyncDelegator(o) {\n var i, p;\n return i = {}, verb(\"next\"), verb(\"throw\", function (e) { throw e; }), verb(\"return\"), i[Symbol.iterator] = function () { return this; }, i;\n function verb(n, f) { i[n] = o[n] ? function (v) { return (p = !p) ? { value: __await(o[n](v)), done: false } : f ? f(v) : v; } : f; }\n}\n\nexport function __asyncValues(o) {\n if (!Symbol.asyncIterator) throw new TypeError(\"Symbol.asyncIterator is not defined.\");\n var m = o[Symbol.asyncIterator], i;\n return m ? m.call(o) : (o = typeof __values === \"function\" ? __values(o) : o[Symbol.iterator](), i = {}, verb(\"next\"), verb(\"throw\"), verb(\"return\"), i[Symbol.asyncIterator] = function () { return this; }, i);\n function verb(n) { i[n] = o[n] && function (v) { return new Promise(function (resolve, reject) { v = o[n](v), settle(resolve, reject, v.done, v.value); }); }; }\n function settle(resolve, reject, d, v) { Promise.resolve(v).then(function(v) { resolve({ value: v, done: d }); }, reject); }\n}\n\nexport function __makeTemplateObject(cooked, raw) {\n if (Object.defineProperty) { Object.defineProperty(cooked, \"raw\", { value: raw }); } else { cooked.raw = raw; }\n return cooked;\n};\n\nvar __setModuleDefault = Object.create ? (function(o, v) {\n Object.defineProperty(o, \"default\", { enumerable: true, value: v });\n}) : function(o, v) {\n o[\"default\"] = v;\n};\n\nexport function __importStar(mod) {\n if (mod && mod.__esModule) return mod;\n var result = {};\n if (mod != null) for (var k in mod) if (k !== \"default\" && Object.prototype.hasOwnProperty.call(mod, k)) __createBinding(result, mod, k);\n __setModuleDefault(result, mod);\n return result;\n}\n\nexport function __importDefault(mod) {\n return (mod && mod.__esModule) ? mod : { default: mod };\n}\n\nexport function __classPrivateFieldGet(receiver, state, kind, f) {\n if (kind === \"a\" && !f) throw new TypeError(\"Private accessor was defined without a getter\");\n if (typeof state === \"function\" ? receiver !== state || !f : !state.has(receiver)) throw new TypeError(\"Cannot read private member from an object whose class did not declare it\");\n return kind === \"m\" ? f : kind === \"a\" ? f.call(receiver) : f ? f.value : state.get(receiver);\n}\n\nexport function __classPrivateFieldSet(receiver, state, value, kind, f) {\n if (kind === \"m\") throw new TypeError(\"Private method is not writable\");\n if (kind === \"a\" && !f) throw new TypeError(\"Private accessor was defined without a setter\");\n if (typeof state === \"function\" ? receiver !== state || !f : !state.has(receiver)) throw new TypeError(\"Cannot write private member to an object whose class did not declare it\");\n return (kind === \"a\" ? f.call(receiver, value) : f ? f.value = value : state.set(receiver, value)), value;\n}\n\nexport function __classPrivateFieldIn(state, receiver) {\n if (receiver === null || (typeof receiver !== \"object\" && typeof receiver !== \"function\")) throw new TypeError(\"Cannot use 'in' operator on non-object\");\n return typeof state === \"function\" ? receiver === state : state.has(receiver);\n}\n\nexport function __addDisposableResource(env, value, async) {\n if (value !== null && value !== void 0) {\n if (typeof value !== \"object\" && typeof value !== \"function\") throw new TypeError(\"Object expected.\");\n var dispose, inner;\n if (async) {\n if (!Symbol.asyncDispose) throw new TypeError(\"Symbol.asyncDispose is not defined.\");\n dispose = value[Symbol.asyncDispose];\n }\n if (dispose === void 0) {\n if (!Symbol.dispose) throw new TypeError(\"Symbol.dispose is not defined.\");\n dispose = value[Symbol.dispose];\n if (async) inner = dispose;\n }\n if (typeof dispose !== \"function\") throw new TypeError(\"Object not disposable.\");\n if (inner) dispose = function() { try { inner.call(this); } catch (e) { return Promise.reject(e); } };\n env.stack.push({ value: value, dispose: dispose, async: async });\n }\n else if (async) {\n env.stack.push({ async: true });\n }\n return value;\n}\n\nvar _SuppressedError = typeof SuppressedError === \"function\" ? SuppressedError : function (error, suppressed, message) {\n var e = new Error(message);\n return e.name = \"SuppressedError\", e.error = error, e.suppressed = suppressed, e;\n};\n\nexport function __disposeResources(env) {\n function fail(e) {\n env.error = env.hasError ? new _SuppressedError(e, env.error, \"An error was suppressed during disposal.\") : e;\n env.hasError = true;\n }\n var r, s = 0;\n function next() {\n while (r = env.stack.pop()) {\n try {\n if (!r.async && s === 1) return s = 0, env.stack.push(r), Promise.resolve().then(next);\n if (r.dispose) {\n var result = r.dispose.call(r.value);\n if (r.async) return s |= 2, Promise.resolve(result).then(next, function(e) { fail(e); return next(); });\n }\n else s |= 1;\n }\n catch (e) {\n fail(e);\n }\n }\n if (s === 1) return env.hasError ? Promise.reject(env.error) : Promise.resolve();\n if (env.hasError) throw env.error;\n }\n return next();\n}\n\nexport default {\n __extends,\n __assign,\n __rest,\n __decorate,\n __param,\n __metadata,\n __awaiter,\n __generator,\n __createBinding,\n __exportStar,\n __values,\n __read,\n __spread,\n __spreadArrays,\n __spreadArray,\n __await,\n __asyncGenerator,\n __asyncDelegator,\n __asyncValues,\n __makeTemplateObject,\n __importStar,\n __importDefault,\n __classPrivateFieldGet,\n __classPrivateFieldSet,\n __classPrivateFieldIn,\n __addDisposableResource,\n __disposeResources,\n};\n", "/**\n * Returns true if the object is a function.\n * @param value The value to check\n */\nexport function isFunction(value: any): value is (...args: any[]) => any {\n return typeof value === 'function';\n}\n", "/**\n * Used to create Error subclasses until the community moves away from ES5.\n *\n * This is because compiling from TypeScript down to ES5 has issues with subclassing Errors\n * as well as other built-in types: https://github.com/Microsoft/TypeScript/issues/12123\n *\n * @param createImpl A factory function to create the actual constructor implementation. The returned\n * function should be a named function that calls `_super` internally.\n */\nexport function createErrorClass(createImpl: (_super: any) => any): T {\n const _super = (instance: any) => {\n Error.call(instance);\n instance.stack = new Error().stack;\n };\n\n const ctorFunc = createImpl(_super);\n ctorFunc.prototype = Object.create(Error.prototype);\n ctorFunc.prototype.constructor = ctorFunc;\n return ctorFunc;\n}\n", "import { createErrorClass } from './createErrorClass';\n\nexport interface UnsubscriptionError extends Error {\n readonly errors: any[];\n}\n\nexport interface UnsubscriptionErrorCtor {\n /**\n * @deprecated Internal implementation detail. Do not construct error instances.\n * Cannot be tagged as internal: https://github.com/ReactiveX/rxjs/issues/6269\n */\n new (errors: any[]): UnsubscriptionError;\n}\n\n/**\n * An error thrown when one or more errors have occurred during the\n * `unsubscribe` of a {@link Subscription}.\n */\nexport const UnsubscriptionError: UnsubscriptionErrorCtor = createErrorClass(\n (_super) =>\n function UnsubscriptionErrorImpl(this: any, errors: (Error | string)[]) {\n _super(this);\n this.message = errors\n ? `${errors.length} errors occurred during unsubscription:\n${errors.map((err, i) => `${i + 1}) ${err.toString()}`).join('\\n ')}`\n : '';\n this.name = 'UnsubscriptionError';\n this.errors = errors;\n }\n);\n", "/**\n * Removes an item from an array, mutating it.\n * @param arr The array to remove the item from\n * @param item The item to remove\n */\nexport function arrRemove(arr: T[] | undefined | null, item: T) {\n if (arr) {\n const index = arr.indexOf(item);\n 0 <= index && arr.splice(index, 1);\n }\n}\n", "import { isFunction } from './util/isFunction';\nimport { UnsubscriptionError } from './util/UnsubscriptionError';\nimport { SubscriptionLike, TeardownLogic, Unsubscribable } from './types';\nimport { arrRemove } from './util/arrRemove';\n\n/**\n * Represents a disposable resource, such as the execution of an Observable. A\n * Subscription has one important method, `unsubscribe`, that takes no argument\n * and just disposes the resource held by the subscription.\n *\n * Additionally, subscriptions may be grouped together through the `add()`\n * method, which will attach a child Subscription to the current Subscription.\n * When a Subscription is unsubscribed, all its children (and its grandchildren)\n * will be unsubscribed as well.\n *\n * @class Subscription\n */\nexport class Subscription implements SubscriptionLike {\n /** @nocollapse */\n public static EMPTY = (() => {\n const empty = new Subscription();\n empty.closed = true;\n return empty;\n })();\n\n /**\n * A flag to indicate whether this Subscription has already been unsubscribed.\n */\n public closed = false;\n\n private _parentage: Subscription[] | Subscription | null = null;\n\n /**\n * The list of registered finalizers to execute upon unsubscription. Adding and removing from this\n * list occurs in the {@link #add} and {@link #remove} methods.\n */\n private _finalizers: Exclude[] | null = null;\n\n /**\n * @param initialTeardown A function executed first as part of the finalization\n * process that is kicked off when {@link #unsubscribe} is called.\n */\n constructor(private initialTeardown?: () => void) {}\n\n /**\n * Disposes the resources held by the subscription. May, for instance, cancel\n * an ongoing Observable execution or cancel any other type of work that\n * started when the Subscription was created.\n * @return {void}\n */\n unsubscribe(): void {\n let errors: any[] | undefined;\n\n if (!this.closed) {\n this.closed = true;\n\n // Remove this from it's parents.\n const { _parentage } = this;\n if (_parentage) {\n this._parentage = null;\n if (Array.isArray(_parentage)) {\n for (const parent of _parentage) {\n parent.remove(this);\n }\n } else {\n _parentage.remove(this);\n }\n }\n\n const { initialTeardown: initialFinalizer } = this;\n if (isFunction(initialFinalizer)) {\n try {\n initialFinalizer();\n } catch (e) {\n errors = e instanceof UnsubscriptionError ? e.errors : [e];\n }\n }\n\n const { _finalizers } = this;\n if (_finalizers) {\n this._finalizers = null;\n for (const finalizer of _finalizers) {\n try {\n execFinalizer(finalizer);\n } catch (err) {\n errors = errors ?? [];\n if (err instanceof UnsubscriptionError) {\n errors = [...errors, ...err.errors];\n } else {\n errors.push(err);\n }\n }\n }\n }\n\n if (errors) {\n throw new UnsubscriptionError(errors);\n }\n }\n }\n\n /**\n * Adds a finalizer to this subscription, so that finalization will be unsubscribed/called\n * when this subscription is unsubscribed. If this subscription is already {@link #closed},\n * because it has already been unsubscribed, then whatever finalizer is passed to it\n * will automatically be executed (unless the finalizer itself is also a closed subscription).\n *\n * Closed Subscriptions cannot be added as finalizers to any subscription. Adding a closed\n * subscription to a any subscription will result in no operation. (A noop).\n *\n * Adding a subscription to itself, or adding `null` or `undefined` will not perform any\n * operation at all. (A noop).\n *\n * `Subscription` instances that are added to this instance will automatically remove themselves\n * if they are unsubscribed. Functions and {@link Unsubscribable} objects that you wish to remove\n * will need to be removed manually with {@link #remove}\n *\n * @param teardown The finalization logic to add to this subscription.\n */\n add(teardown: TeardownLogic): void {\n // Only add the finalizer if it's not undefined\n // and don't add a subscription to itself.\n if (teardown && teardown !== this) {\n if (this.closed) {\n // If this subscription is already closed,\n // execute whatever finalizer is handed to it automatically.\n execFinalizer(teardown);\n } else {\n if (teardown instanceof Subscription) {\n // We don't add closed subscriptions, and we don't add the same subscription\n // twice. Subscription unsubscribe is idempotent.\n if (teardown.closed || teardown._hasParent(this)) {\n return;\n }\n teardown._addParent(this);\n }\n (this._finalizers = this._finalizers ?? []).push(teardown);\n }\n }\n }\n\n /**\n * Checks to see if a this subscription already has a particular parent.\n * This will signal that this subscription has already been added to the parent in question.\n * @param parent the parent to check for\n */\n private _hasParent(parent: Subscription) {\n const { _parentage } = this;\n return _parentage === parent || (Array.isArray(_parentage) && _parentage.includes(parent));\n }\n\n /**\n * Adds a parent to this subscription so it can be removed from the parent if it\n * unsubscribes on it's own.\n *\n * NOTE: THIS ASSUMES THAT {@link _hasParent} HAS ALREADY BEEN CHECKED.\n * @param parent The parent subscription to add\n */\n private _addParent(parent: Subscription) {\n const { _parentage } = this;\n this._parentage = Array.isArray(_parentage) ? (_parentage.push(parent), _parentage) : _parentage ? [_parentage, parent] : parent;\n }\n\n /**\n * Called on a child when it is removed via {@link #remove}.\n * @param parent The parent to remove\n */\n private _removeParent(parent: Subscription) {\n const { _parentage } = this;\n if (_parentage === parent) {\n this._parentage = null;\n } else if (Array.isArray(_parentage)) {\n arrRemove(_parentage, parent);\n }\n }\n\n /**\n * Removes a finalizer from this subscription that was previously added with the {@link #add} method.\n *\n * Note that `Subscription` instances, when unsubscribed, will automatically remove themselves\n * from every other `Subscription` they have been added to. This means that using the `remove` method\n * is not a common thing and should be used thoughtfully.\n *\n * If you add the same finalizer instance of a function or an unsubscribable object to a `Subscription` instance\n * more than once, you will need to call `remove` the same number of times to remove all instances.\n *\n * All finalizer instances are removed to free up memory upon unsubscription.\n *\n * @param teardown The finalizer to remove from this subscription\n */\n remove(teardown: Exclude): void {\n const { _finalizers } = this;\n _finalizers && arrRemove(_finalizers, teardown);\n\n if (teardown instanceof Subscription) {\n teardown._removeParent(this);\n }\n }\n}\n\nexport const EMPTY_SUBSCRIPTION = Subscription.EMPTY;\n\nexport function isSubscription(value: any): value is Subscription {\n return (\n value instanceof Subscription ||\n (value && 'closed' in value && isFunction(value.remove) && isFunction(value.add) && isFunction(value.unsubscribe))\n );\n}\n\nfunction execFinalizer(finalizer: Unsubscribable | (() => void)) {\n if (isFunction(finalizer)) {\n finalizer();\n } else {\n finalizer.unsubscribe();\n }\n}\n", "import { Subscriber } from './Subscriber';\nimport { ObservableNotification } from './types';\n\n/**\n * The {@link GlobalConfig} object for RxJS. It is used to configure things\n * like how to react on unhandled errors.\n */\nexport const config: GlobalConfig = {\n onUnhandledError: null,\n onStoppedNotification: null,\n Promise: undefined,\n useDeprecatedSynchronousErrorHandling: false,\n useDeprecatedNextContext: false,\n};\n\n/**\n * The global configuration object for RxJS, used to configure things\n * like how to react on unhandled errors. Accessible via {@link config}\n * object.\n */\nexport interface GlobalConfig {\n /**\n * A registration point for unhandled errors from RxJS. These are errors that\n * cannot were not handled by consuming code in the usual subscription path. For\n * example, if you have this configured, and you subscribe to an observable without\n * providing an error handler, errors from that subscription will end up here. This\n * will _always_ be called asynchronously on another job in the runtime. This is because\n * we do not want errors thrown in this user-configured handler to interfere with the\n * behavior of the library.\n */\n onUnhandledError: ((err: any) => void) | null;\n\n /**\n * A registration point for notifications that cannot be sent to subscribers because they\n * have completed, errored or have been explicitly unsubscribed. By default, next, complete\n * and error notifications sent to stopped subscribers are noops. However, sometimes callers\n * might want a different behavior. For example, with sources that attempt to report errors\n * to stopped subscribers, a caller can configure RxJS to throw an unhandled error instead.\n * This will _always_ be called asynchronously on another job in the runtime. This is because\n * we do not want errors thrown in this user-configured handler to interfere with the\n * behavior of the library.\n */\n onStoppedNotification: ((notification: ObservableNotification, subscriber: Subscriber) => void) | null;\n\n /**\n * The promise constructor used by default for {@link Observable#toPromise toPromise} and {@link Observable#forEach forEach}\n * methods.\n *\n * @deprecated As of version 8, RxJS will no longer support this sort of injection of a\n * Promise constructor. If you need a Promise implementation other than native promises,\n * please polyfill/patch Promise as you see appropriate. Will be removed in v8.\n */\n Promise?: PromiseConstructorLike;\n\n /**\n * If true, turns on synchronous error rethrowing, which is a deprecated behavior\n * in v6 and higher. This behavior enables bad patterns like wrapping a subscribe\n * call in a try/catch block. It also enables producer interference, a nasty bug\n * where a multicast can be broken for all observers by a downstream consumer with\n * an unhandled error. DO NOT USE THIS FLAG UNLESS IT'S NEEDED TO BUY TIME\n * FOR MIGRATION REASONS.\n *\n * @deprecated As of version 8, RxJS will no longer support synchronous throwing\n * of unhandled errors. All errors will be thrown on a separate call stack to prevent bad\n * behaviors described above. Will be removed in v8.\n */\n useDeprecatedSynchronousErrorHandling: boolean;\n\n /**\n * If true, enables an as-of-yet undocumented feature from v5: The ability to access\n * `unsubscribe()` via `this` context in `next` functions created in observers passed\n * to `subscribe`.\n *\n * This is being removed because the performance was severely problematic, and it could also cause\n * issues when types other than POJOs are passed to subscribe as subscribers, as they will likely have\n * their `this` context overwritten.\n *\n * @deprecated As of version 8, RxJS will no longer support altering the\n * context of next functions provided as part of an observer to Subscribe. Instead,\n * you will have access to a subscription or a signal or token that will allow you to do things like\n * unsubscribe and test closed status. Will be removed in v8.\n */\n useDeprecatedNextContext: boolean;\n}\n", "import type { TimerHandle } from './timerHandle';\ntype SetTimeoutFunction = (handler: () => void, timeout?: number, ...args: any[]) => TimerHandle;\ntype ClearTimeoutFunction = (handle: TimerHandle) => void;\n\ninterface TimeoutProvider {\n setTimeout: SetTimeoutFunction;\n clearTimeout: ClearTimeoutFunction;\n delegate:\n | {\n setTimeout: SetTimeoutFunction;\n clearTimeout: ClearTimeoutFunction;\n }\n | undefined;\n}\n\nexport const timeoutProvider: TimeoutProvider = {\n // When accessing the delegate, use the variable rather than `this` so that\n // the functions can be called without being bound to the provider.\n setTimeout(handler: () => void, timeout?: number, ...args) {\n const { delegate } = timeoutProvider;\n if (delegate?.setTimeout) {\n return delegate.setTimeout(handler, timeout, ...args);\n }\n return setTimeout(handler, timeout, ...args);\n },\n clearTimeout(handle) {\n const { delegate } = timeoutProvider;\n return (delegate?.clearTimeout || clearTimeout)(handle as any);\n },\n delegate: undefined,\n};\n", "import { config } from '../config';\nimport { timeoutProvider } from '../scheduler/timeoutProvider';\n\n/**\n * Handles an error on another job either with the user-configured {@link onUnhandledError},\n * or by throwing it on that new job so it can be picked up by `window.onerror`, `process.on('error')`, etc.\n *\n * This should be called whenever there is an error that is out-of-band with the subscription\n * or when an error hits a terminal boundary of the subscription and no error handler was provided.\n *\n * @param err the error to report\n */\nexport function reportUnhandledError(err: any) {\n timeoutProvider.setTimeout(() => {\n const { onUnhandledError } = config;\n if (onUnhandledError) {\n // Execute the user-configured error handler.\n onUnhandledError(err);\n } else {\n // Throw so it is picked up by the runtime's uncaught error mechanism.\n throw err;\n }\n });\n}\n", "/* tslint:disable:no-empty */\nexport function noop() { }\n", "import { CompleteNotification, NextNotification, ErrorNotification } from './types';\n\n/**\n * A completion object optimized for memory use and created to be the\n * same \"shape\" as other notifications in v8.\n * @internal\n */\nexport const COMPLETE_NOTIFICATION = (() => createNotification('C', undefined, undefined) as CompleteNotification)();\n\n/**\n * Internal use only. Creates an optimized error notification that is the same \"shape\"\n * as other notifications.\n * @internal\n */\nexport function errorNotification(error: any): ErrorNotification {\n return createNotification('E', undefined, error) as any;\n}\n\n/**\n * Internal use only. Creates an optimized next notification that is the same \"shape\"\n * as other notifications.\n * @internal\n */\nexport function nextNotification(value: T) {\n return createNotification('N', value, undefined) as NextNotification;\n}\n\n/**\n * Ensures that all notifications created internally have the same \"shape\" in v8.\n *\n * TODO: This is only exported to support a crazy legacy test in `groupBy`.\n * @internal\n */\nexport function createNotification(kind: 'N' | 'E' | 'C', value: any, error: any) {\n return {\n kind,\n value,\n error,\n };\n}\n", "import { config } from '../config';\n\nlet context: { errorThrown: boolean; error: any } | null = null;\n\n/**\n * Handles dealing with errors for super-gross mode. Creates a context, in which\n * any synchronously thrown errors will be passed to {@link captureError}. Which\n * will record the error such that it will be rethrown after the call back is complete.\n * TODO: Remove in v8\n * @param cb An immediately executed function.\n */\nexport function errorContext(cb: () => void) {\n if (config.useDeprecatedSynchronousErrorHandling) {\n const isRoot = !context;\n if (isRoot) {\n context = { errorThrown: false, error: null };\n }\n cb();\n if (isRoot) {\n const { errorThrown, error } = context!;\n context = null;\n if (errorThrown) {\n throw error;\n }\n }\n } else {\n // This is the general non-deprecated path for everyone that\n // isn't crazy enough to use super-gross mode (useDeprecatedSynchronousErrorHandling)\n cb();\n }\n}\n\n/**\n * Captures errors only in super-gross mode.\n * @param err the error to capture\n */\nexport function captureError(err: any) {\n if (config.useDeprecatedSynchronousErrorHandling && context) {\n context.errorThrown = true;\n context.error = err;\n }\n}\n", "import { isFunction } from './util/isFunction';\nimport { Observer, ObservableNotification } from './types';\nimport { isSubscription, Subscription } from './Subscription';\nimport { config } from './config';\nimport { reportUnhandledError } from './util/reportUnhandledError';\nimport { noop } from './util/noop';\nimport { nextNotification, errorNotification, COMPLETE_NOTIFICATION } from './NotificationFactories';\nimport { timeoutProvider } from './scheduler/timeoutProvider';\nimport { captureError } from './util/errorContext';\n\n/**\n * Implements the {@link Observer} interface and extends the\n * {@link Subscription} class. While the {@link Observer} is the public API for\n * consuming the values of an {@link Observable}, all Observers get converted to\n * a Subscriber, in order to provide Subscription-like capabilities such as\n * `unsubscribe`. Subscriber is a common type in RxJS, and crucial for\n * implementing operators, but it is rarely used as a public API.\n *\n * @class Subscriber\n */\nexport class Subscriber extends Subscription implements Observer {\n /**\n * A static factory for a Subscriber, given a (potentially partial) definition\n * of an Observer.\n * @param next The `next` callback of an Observer.\n * @param error The `error` callback of an\n * Observer.\n * @param complete The `complete` callback of an\n * Observer.\n * @return A Subscriber wrapping the (partially defined)\n * Observer represented by the given arguments.\n * @nocollapse\n * @deprecated Do not use. Will be removed in v8. There is no replacement for this\n * method, and there is no reason to be creating instances of `Subscriber` directly.\n * If you have a specific use case, please file an issue.\n */\n static create(next?: (x?: T) => void, error?: (e?: any) => void, complete?: () => void): Subscriber {\n return new SafeSubscriber(next, error, complete);\n }\n\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n protected isStopped: boolean = false;\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n protected destination: Subscriber | Observer; // this `any` is the escape hatch to erase extra type param (e.g. R)\n\n /**\n * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n * There is no reason to directly create an instance of Subscriber. This type is exported for typings reasons.\n */\n constructor(destination?: Subscriber | Observer) {\n super();\n if (destination) {\n this.destination = destination;\n // Automatically chain subscriptions together here.\n // if destination is a Subscription, then it is a Subscriber.\n if (isSubscription(destination)) {\n destination.add(this);\n }\n } else {\n this.destination = EMPTY_OBSERVER;\n }\n }\n\n /**\n * The {@link Observer} callback to receive notifications of type `next` from\n * the Observable, with a value. The Observable may call this method 0 or more\n * times.\n * @param {T} [value] The `next` value.\n * @return {void}\n */\n next(value?: T): void {\n if (this.isStopped) {\n handleStoppedNotification(nextNotification(value), this);\n } else {\n this._next(value!);\n }\n }\n\n /**\n * The {@link Observer} callback to receive notifications of type `error` from\n * the Observable, with an attached `Error`. Notifies the Observer that\n * the Observable has experienced an error condition.\n * @param {any} [err] The `error` exception.\n * @return {void}\n */\n error(err?: any): void {\n if (this.isStopped) {\n handleStoppedNotification(errorNotification(err), this);\n } else {\n this.isStopped = true;\n this._error(err);\n }\n }\n\n /**\n * The {@link Observer} callback to receive a valueless notification of type\n * `complete` from the Observable. Notifies the Observer that the Observable\n * has finished sending push-based notifications.\n * @return {void}\n */\n complete(): void {\n if (this.isStopped) {\n handleStoppedNotification(COMPLETE_NOTIFICATION, this);\n } else {\n this.isStopped = true;\n this._complete();\n }\n }\n\n unsubscribe(): void {\n if (!this.closed) {\n this.isStopped = true;\n super.unsubscribe();\n this.destination = null!;\n }\n }\n\n protected _next(value: T): void {\n this.destination.next(value);\n }\n\n protected _error(err: any): void {\n try {\n this.destination.error(err);\n } finally {\n this.unsubscribe();\n }\n }\n\n protected _complete(): void {\n try {\n this.destination.complete();\n } finally {\n this.unsubscribe();\n }\n }\n}\n\n/**\n * This bind is captured here because we want to be able to have\n * compatibility with monoid libraries that tend to use a method named\n * `bind`. In particular, a library called Monio requires this.\n */\nconst _bind = Function.prototype.bind;\n\nfunction bind any>(fn: Fn, thisArg: any): Fn {\n return _bind.call(fn, thisArg);\n}\n\n/**\n * Internal optimization only, DO NOT EXPOSE.\n * @internal\n */\nclass ConsumerObserver implements Observer {\n constructor(private partialObserver: Partial>) {}\n\n next(value: T): void {\n const { partialObserver } = this;\n if (partialObserver.next) {\n try {\n partialObserver.next(value);\n } catch (error) {\n handleUnhandledError(error);\n }\n }\n }\n\n error(err: any): void {\n const { partialObserver } = this;\n if (partialObserver.error) {\n try {\n partialObserver.error(err);\n } catch (error) {\n handleUnhandledError(error);\n }\n } else {\n handleUnhandledError(err);\n }\n }\n\n complete(): void {\n const { partialObserver } = this;\n if (partialObserver.complete) {\n try {\n partialObserver.complete();\n } catch (error) {\n handleUnhandledError(error);\n }\n }\n }\n}\n\nexport class SafeSubscriber extends Subscriber {\n constructor(\n observerOrNext?: Partial> | ((value: T) => void) | null,\n error?: ((e?: any) => void) | null,\n complete?: (() => void) | null\n ) {\n super();\n\n let partialObserver: Partial>;\n if (isFunction(observerOrNext) || !observerOrNext) {\n // The first argument is a function, not an observer. The next\n // two arguments *could* be observers, or they could be empty.\n partialObserver = {\n next: (observerOrNext ?? undefined) as (((value: T) => void) | undefined),\n error: error ?? undefined,\n complete: complete ?? undefined,\n };\n } else {\n // The first argument is a partial observer.\n let context: any;\n if (this && config.useDeprecatedNextContext) {\n // This is a deprecated path that made `this.unsubscribe()` available in\n // next handler functions passed to subscribe. This only exists behind a flag\n // now, as it is *very* slow.\n context = Object.create(observerOrNext);\n context.unsubscribe = () => this.unsubscribe();\n partialObserver = {\n next: observerOrNext.next && bind(observerOrNext.next, context),\n error: observerOrNext.error && bind(observerOrNext.error, context),\n complete: observerOrNext.complete && bind(observerOrNext.complete, context),\n };\n } else {\n // The \"normal\" path. Just use the partial observer directly.\n partialObserver = observerOrNext;\n }\n }\n\n // Wrap the partial observer to ensure it's a full observer, and\n // make sure proper error handling is accounted for.\n this.destination = new ConsumerObserver(partialObserver);\n }\n}\n\nfunction handleUnhandledError(error: any) {\n if (config.useDeprecatedSynchronousErrorHandling) {\n captureError(error);\n } else {\n // Ideal path, we report this as an unhandled error,\n // which is thrown on a new call stack.\n reportUnhandledError(error);\n }\n}\n\n/**\n * An error handler used when no error handler was supplied\n * to the SafeSubscriber -- meaning no error handler was supplied\n * do the `subscribe` call on our observable.\n * @param err The error to handle\n */\nfunction defaultErrorHandler(err: any) {\n throw err;\n}\n\n/**\n * A handler for notifications that cannot be sent to a stopped subscriber.\n * @param notification The notification being sent\n * @param subscriber The stopped subscriber\n */\nfunction handleStoppedNotification(notification: ObservableNotification, subscriber: Subscriber) {\n const { onStoppedNotification } = config;\n onStoppedNotification && timeoutProvider.setTimeout(() => onStoppedNotification(notification, subscriber));\n}\n\n/**\n * The observer used as a stub for subscriptions where the user did not\n * pass any arguments to `subscribe`. Comes with the default error handling\n * behavior.\n */\nexport const EMPTY_OBSERVER: Readonly> & { closed: true } = {\n closed: true,\n next: noop,\n error: defaultErrorHandler,\n complete: noop,\n};\n", "/**\n * Symbol.observable or a string \"@@observable\". Used for interop\n *\n * @deprecated We will no longer be exporting this symbol in upcoming versions of RxJS.\n * Instead polyfill and use Symbol.observable directly *or* use https://www.npmjs.com/package/symbol-observable\n */\nexport const observable: string | symbol = (() => (typeof Symbol === 'function' && Symbol.observable) || '@@observable')();\n", "/**\n * This function takes one parameter and just returns it. Simply put,\n * this is like `(x: T): T => x`.\n *\n * ## Examples\n *\n * This is useful in some cases when using things like `mergeMap`\n *\n * ```ts\n * import { interval, take, map, range, mergeMap, identity } from 'rxjs';\n *\n * const source$ = interval(1000).pipe(take(5));\n *\n * const result$ = source$.pipe(\n * map(i => range(i)),\n * mergeMap(identity) // same as mergeMap(x => x)\n * );\n *\n * result$.subscribe({\n * next: console.log\n * });\n * ```\n *\n * Or when you want to selectively apply an operator\n *\n * ```ts\n * import { interval, take, identity } from 'rxjs';\n *\n * const shouldLimit = () => Math.random() < 0.5;\n *\n * const source$ = interval(1000);\n *\n * const result$ = source$.pipe(shouldLimit() ? take(5) : identity);\n *\n * result$.subscribe({\n * next: console.log\n * });\n * ```\n *\n * @param x Any value that is returned by this function\n * @returns The value passed as the first parameter to this function\n */\nexport function identity(x: T): T {\n return x;\n}\n", "import { identity } from './identity';\nimport { UnaryFunction } from '../types';\n\nexport function pipe(): typeof identity;\nexport function pipe(fn1: UnaryFunction): UnaryFunction;\nexport function pipe(fn1: UnaryFunction, fn2: UnaryFunction): UnaryFunction;\nexport function pipe(fn1: UnaryFunction, fn2: UnaryFunction, fn3: UnaryFunction): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction,\n fn7: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction,\n fn7: UnaryFunction,\n fn8: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction,\n fn7: UnaryFunction,\n fn8: UnaryFunction,\n fn9: UnaryFunction\n): UnaryFunction;\nexport function pipe(\n fn1: UnaryFunction,\n fn2: UnaryFunction,\n fn3: UnaryFunction,\n fn4: UnaryFunction,\n fn5: UnaryFunction,\n fn6: UnaryFunction,\n fn7: UnaryFunction,\n fn8: UnaryFunction,\n fn9: UnaryFunction,\n ...fns: UnaryFunction[]\n): UnaryFunction;\n\n/**\n * pipe() can be called on one or more functions, each of which can take one argument (\"UnaryFunction\")\n * and uses it to return a value.\n * It returns a function that takes one argument, passes it to the first UnaryFunction, and then\n * passes the result to the next one, passes that result to the next one, and so on. \n */\nexport function pipe(...fns: Array>): UnaryFunction {\n return pipeFromArray(fns);\n}\n\n/** @internal */\nexport function pipeFromArray(fns: Array>): UnaryFunction {\n if (fns.length === 0) {\n return identity as UnaryFunction;\n }\n\n if (fns.length === 1) {\n return fns[0];\n }\n\n return function piped(input: T): R {\n return fns.reduce((prev: any, fn: UnaryFunction) => fn(prev), input as any);\n };\n}\n", "import { Operator } from './Operator';\nimport { SafeSubscriber, Subscriber } from './Subscriber';\nimport { isSubscription, Subscription } from './Subscription';\nimport { TeardownLogic, OperatorFunction, Subscribable, Observer } from './types';\nimport { observable as Symbol_observable } from './symbol/observable';\nimport { pipeFromArray } from './util/pipe';\nimport { config } from './config';\nimport { isFunction } from './util/isFunction';\nimport { errorContext } from './util/errorContext';\n\n/**\n * A representation of any set of values over any amount of time. This is the most basic building block\n * of RxJS.\n *\n * @class Observable\n */\nexport class Observable implements Subscribable {\n /**\n * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n */\n source: Observable | undefined;\n\n /**\n * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n */\n operator: Operator | undefined;\n\n /**\n * @constructor\n * @param {Function} subscribe the function that is called when the Observable is\n * initially subscribed to. This function is given a Subscriber, to which new values\n * can be `next`ed, or an `error` method can be called to raise an error, or\n * `complete` can be called to notify of a successful completion.\n */\n constructor(subscribe?: (this: Observable, subscriber: Subscriber) => TeardownLogic) {\n if (subscribe) {\n this._subscribe = subscribe;\n }\n }\n\n // HACK: Since TypeScript inherits static properties too, we have to\n // fight against TypeScript here so Subject can have a different static create signature\n /**\n * Creates a new Observable by calling the Observable constructor\n * @owner Observable\n * @method create\n * @param {Function} subscribe? the subscriber function to be passed to the Observable constructor\n * @return {Observable} a new observable\n * @nocollapse\n * @deprecated Use `new Observable()` instead. Will be removed in v8.\n */\n static create: (...args: any[]) => any = (subscribe?: (subscriber: Subscriber) => TeardownLogic) => {\n return new Observable(subscribe);\n };\n\n /**\n * Creates a new Observable, with this Observable instance as the source, and the passed\n * operator defined as the new observable's operator.\n * @method lift\n * @param operator the operator defining the operation to take on the observable\n * @return a new observable with the Operator applied\n * @deprecated Internal implementation detail, do not use directly. Will be made internal in v8.\n * If you have implemented an operator using `lift`, it is recommended that you create an\n * operator by simply returning `new Observable()` directly. See \"Creating new operators from\n * scratch\" section here: https://rxjs.dev/guide/operators\n */\n lift(operator?: Operator): Observable {\n const observable = new Observable();\n observable.source = this;\n observable.operator = operator;\n return observable;\n }\n\n subscribe(observerOrNext?: Partial> | ((value: T) => void)): Subscription;\n /** @deprecated Instead of passing separate callback arguments, use an observer argument. Signatures taking separate callback arguments will be removed in v8. Details: https://rxjs.dev/deprecations/subscribe-arguments */\n subscribe(next?: ((value: T) => void) | null, error?: ((error: any) => void) | null, complete?: (() => void) | null): Subscription;\n /**\n * Invokes an execution of an Observable and registers Observer handlers for notifications it will emit.\n *\n * Use it when you have all these Observables, but still nothing is happening.\n *\n * `subscribe` is not a regular operator, but a method that calls Observable's internal `subscribe` function. It\n * might be for example a function that you passed to Observable's constructor, but most of the time it is\n * a library implementation, which defines what will be emitted by an Observable, and when it be will emitted. This means\n * that calling `subscribe` is actually the moment when Observable starts its work, not when it is created, as it is often\n * the thought.\n *\n * Apart from starting the execution of an Observable, this method allows you to listen for values\n * that an Observable emits, as well as for when it completes or errors. You can achieve this in two\n * of the following ways.\n *\n * The first way is creating an object that implements {@link Observer} interface. It should have methods\n * defined by that interface, but note that it should be just a regular JavaScript object, which you can create\n * yourself in any way you want (ES6 class, classic function constructor, object literal etc.). In particular, do\n * not attempt to use any RxJS implementation details to create Observers - you don't need them. Remember also\n * that your object does not have to implement all methods. If you find yourself creating a method that doesn't\n * do anything, you can simply omit it. Note however, if the `error` method is not provided and an error happens,\n * it will be thrown asynchronously. Errors thrown asynchronously cannot be caught using `try`/`catch`. Instead,\n * use the {@link onUnhandledError} configuration option or use a runtime handler (like `window.onerror` or\n * `process.on('error)`) to be notified of unhandled errors. Because of this, it's recommended that you provide\n * an `error` method to avoid missing thrown errors.\n *\n * The second way is to give up on Observer object altogether and simply provide callback functions in place of its methods.\n * This means you can provide three functions as arguments to `subscribe`, where the first function is equivalent\n * of a `next` method, the second of an `error` method and the third of a `complete` method. Just as in case of an Observer,\n * if you do not need to listen for something, you can omit a function by passing `undefined` or `null`,\n * since `subscribe` recognizes these functions by where they were placed in function call. When it comes\n * to the `error` function, as with an Observer, if not provided, errors emitted by an Observable will be thrown asynchronously.\n *\n * You can, however, subscribe with no parameters at all. This may be the case where you're not interested in terminal events\n * and you also handled emissions internally by using operators (e.g. using `tap`).\n *\n * Whichever style of calling `subscribe` you use, in both cases it returns a Subscription object.\n * This object allows you to call `unsubscribe` on it, which in turn will stop the work that an Observable does and will clean\n * up all resources that an Observable used. Note that cancelling a subscription will not call `complete` callback\n * provided to `subscribe` function, which is reserved for a regular completion signal that comes from an Observable.\n *\n * Remember that callbacks provided to `subscribe` are not guaranteed to be called asynchronously.\n * It is an Observable itself that decides when these functions will be called. For example {@link of}\n * by default emits all its values synchronously. Always check documentation for how given Observable\n * will behave when subscribed and if its default behavior can be modified with a `scheduler`.\n *\n * #### Examples\n *\n * Subscribe with an {@link guide/observer Observer}\n *\n * ```ts\n * import { of } from 'rxjs';\n *\n * const sumObserver = {\n * sum: 0,\n * next(value) {\n * console.log('Adding: ' + value);\n * this.sum = this.sum + value;\n * },\n * error() {\n * // We actually could just remove this method,\n * // since we do not really care about errors right now.\n * },\n * complete() {\n * console.log('Sum equals: ' + this.sum);\n * }\n * };\n *\n * of(1, 2, 3) // Synchronously emits 1, 2, 3 and then completes.\n * .subscribe(sumObserver);\n *\n * // Logs:\n * // 'Adding: 1'\n * // 'Adding: 2'\n * // 'Adding: 3'\n * // 'Sum equals: 6'\n * ```\n *\n * Subscribe with functions ({@link deprecations/subscribe-arguments deprecated})\n *\n * ```ts\n * import { of } from 'rxjs'\n *\n * let sum = 0;\n *\n * of(1, 2, 3).subscribe(\n * value => {\n * console.log('Adding: ' + value);\n * sum = sum + value;\n * },\n * undefined,\n * () => console.log('Sum equals: ' + sum)\n * );\n *\n * // Logs:\n * // 'Adding: 1'\n * // 'Adding: 2'\n * // 'Adding: 3'\n * // 'Sum equals: 6'\n * ```\n *\n * Cancel a subscription\n *\n * ```ts\n * import { interval } from 'rxjs';\n *\n * const subscription = interval(1000).subscribe({\n * next(num) {\n * console.log(num)\n * },\n * complete() {\n * // Will not be called, even when cancelling subscription.\n * console.log('completed!');\n * }\n * });\n *\n * setTimeout(() => {\n * subscription.unsubscribe();\n * console.log('unsubscribed!');\n * }, 2500);\n *\n * // Logs:\n * // 0 after 1s\n * // 1 after 2s\n * // 'unsubscribed!' after 2.5s\n * ```\n *\n * @param {Observer|Function} observerOrNext (optional) Either an observer with methods to be called,\n * or the first of three possible handlers, which is the handler for each value emitted from the subscribed\n * Observable.\n * @param {Function} error (optional) A handler for a terminal event resulting from an error. If no error handler is provided,\n * the error will be thrown asynchronously as unhandled.\n * @param {Function} complete (optional) A handler for a terminal event resulting from successful completion.\n * @return {Subscription} a subscription reference to the registered handlers\n * @method subscribe\n */\n subscribe(\n observerOrNext?: Partial> | ((value: T) => void) | null,\n error?: ((error: any) => void) | null,\n complete?: (() => void) | null\n ): Subscription {\n const subscriber = isSubscriber(observerOrNext) ? observerOrNext : new SafeSubscriber(observerOrNext, error, complete);\n\n errorContext(() => {\n const { operator, source } = this;\n subscriber.add(\n operator\n ? // We're dealing with a subscription in the\n // operator chain to one of our lifted operators.\n operator.call(subscriber, source)\n : source\n ? // If `source` has a value, but `operator` does not, something that\n // had intimate knowledge of our API, like our `Subject`, must have\n // set it. We're going to just call `_subscribe` directly.\n this._subscribe(subscriber)\n : // In all other cases, we're likely wrapping a user-provided initializer\n // function, so we need to catch errors and handle them appropriately.\n this._trySubscribe(subscriber)\n );\n });\n\n return subscriber;\n }\n\n /** @internal */\n protected _trySubscribe(sink: Subscriber): TeardownLogic {\n try {\n return this._subscribe(sink);\n } catch (err) {\n // We don't need to return anything in this case,\n // because it's just going to try to `add()` to a subscription\n // above.\n sink.error(err);\n }\n }\n\n /**\n * Used as a NON-CANCELLABLE means of subscribing to an observable, for use with\n * APIs that expect promises, like `async/await`. You cannot unsubscribe from this.\n *\n * **WARNING**: Only use this with observables you *know* will complete. If the source\n * observable does not complete, you will end up with a promise that is hung up, and\n * potentially all of the state of an async function hanging out in memory. To avoid\n * this situation, look into adding something like {@link timeout}, {@link take},\n * {@link takeWhile}, or {@link takeUntil} amongst others.\n *\n * #### Example\n *\n * ```ts\n * import { interval, take } from 'rxjs';\n *\n * const source$ = interval(1000).pipe(take(4));\n *\n * async function getTotal() {\n * let total = 0;\n *\n * await source$.forEach(value => {\n * total += value;\n * console.log('observable -> ' + value);\n * });\n *\n * return total;\n * }\n *\n * getTotal().then(\n * total => console.log('Total: ' + total)\n * );\n *\n * // Expected:\n * // 'observable -> 0'\n * // 'observable -> 1'\n * // 'observable -> 2'\n * // 'observable -> 3'\n * // 'Total: 6'\n * ```\n *\n * @param next a handler for each value emitted by the observable\n * @return a promise that either resolves on observable completion or\n * rejects with the handled error\n */\n forEach(next: (value: T) => void): Promise;\n\n /**\n * @param next a handler for each value emitted by the observable\n * @param promiseCtor a constructor function used to instantiate the Promise\n * @return a promise that either resolves on observable completion or\n * rejects with the handled error\n * @deprecated Passing a Promise constructor will no longer be available\n * in upcoming versions of RxJS. This is because it adds weight to the library, for very\n * little benefit. If you need this functionality, it is recommended that you either\n * polyfill Promise, or you create an adapter to convert the returned native promise\n * to whatever promise implementation you wanted. Will be removed in v8.\n */\n forEach(next: (value: T) => void, promiseCtor: PromiseConstructorLike): Promise;\n\n forEach(next: (value: T) => void, promiseCtor?: PromiseConstructorLike): Promise {\n promiseCtor = getPromiseCtor(promiseCtor);\n\n return new promiseCtor((resolve, reject) => {\n const subscriber = new SafeSubscriber({\n next: (value) => {\n try {\n next(value);\n } catch (err) {\n reject(err);\n subscriber.unsubscribe();\n }\n },\n error: reject,\n complete: resolve,\n });\n this.subscribe(subscriber);\n }) as Promise;\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): TeardownLogic {\n return this.source?.subscribe(subscriber);\n }\n\n /**\n * An interop point defined by the es7-observable spec https://github.com/zenparsing/es-observable\n * @method Symbol.observable\n * @return {Observable} this instance of the observable\n */\n [Symbol_observable]() {\n return this;\n }\n\n /* tslint:disable:max-line-length */\n pipe(): Observable;\n pipe(op1: OperatorFunction): Observable;\n pipe(op1: OperatorFunction, op2: OperatorFunction): Observable;\n pipe(op1: OperatorFunction, op2: OperatorFunction, op3: OperatorFunction): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction,\n op7: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction,\n op7: OperatorFunction,\n op8: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction,\n op7: OperatorFunction,\n op8: OperatorFunction,\n op9: OperatorFunction\n ): Observable;\n pipe(\n op1: OperatorFunction,\n op2: OperatorFunction,\n op3: OperatorFunction,\n op4: OperatorFunction,\n op5: OperatorFunction,\n op6: OperatorFunction,\n op7: OperatorFunction,\n op8: OperatorFunction,\n op9: OperatorFunction,\n ...operations: OperatorFunction[]\n ): Observable;\n /* tslint:enable:max-line-length */\n\n /**\n * Used to stitch together functional operators into a chain.\n * @method pipe\n * @return {Observable} the Observable result of all of the operators having\n * been called in the order they were passed in.\n *\n * ## Example\n *\n * ```ts\n * import { interval, filter, map, scan } from 'rxjs';\n *\n * interval(1000)\n * .pipe(\n * filter(x => x % 2 === 0),\n * map(x => x + x),\n * scan((acc, x) => acc + x)\n * )\n * .subscribe(x => console.log(x));\n * ```\n */\n pipe(...operations: OperatorFunction[]): Observable {\n return pipeFromArray(operations)(this);\n }\n\n /* tslint:disable:max-line-length */\n /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n toPromise(): Promise;\n /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n toPromise(PromiseCtor: typeof Promise): Promise;\n /** @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise */\n toPromise(PromiseCtor: PromiseConstructorLike): Promise;\n /* tslint:enable:max-line-length */\n\n /**\n * Subscribe to this Observable and get a Promise resolving on\n * `complete` with the last emission (if any).\n *\n * **WARNING**: Only use this with observables you *know* will complete. If the source\n * observable does not complete, you will end up with a promise that is hung up, and\n * potentially all of the state of an async function hanging out in memory. To avoid\n * this situation, look into adding something like {@link timeout}, {@link take},\n * {@link takeWhile}, or {@link takeUntil} amongst others.\n *\n * @method toPromise\n * @param [promiseCtor] a constructor function used to instantiate\n * the Promise\n * @return A Promise that resolves with the last value emit, or\n * rejects on an error. If there were no emissions, Promise\n * resolves with undefined.\n * @deprecated Replaced with {@link firstValueFrom} and {@link lastValueFrom}. Will be removed in v8. Details: https://rxjs.dev/deprecations/to-promise\n */\n toPromise(promiseCtor?: PromiseConstructorLike): Promise {\n promiseCtor = getPromiseCtor(promiseCtor);\n\n return new promiseCtor((resolve, reject) => {\n let value: T | undefined;\n this.subscribe(\n (x: T) => (value = x),\n (err: any) => reject(err),\n () => resolve(value)\n );\n }) as Promise;\n }\n}\n\n/**\n * Decides between a passed promise constructor from consuming code,\n * A default configured promise constructor, and the native promise\n * constructor and returns it. If nothing can be found, it will throw\n * an error.\n * @param promiseCtor The optional promise constructor to passed by consuming code\n */\nfunction getPromiseCtor(promiseCtor: PromiseConstructorLike | undefined) {\n return promiseCtor ?? config.Promise ?? Promise;\n}\n\nfunction isObserver(value: any): value is Observer {\n return value && isFunction(value.next) && isFunction(value.error) && isFunction(value.complete);\n}\n\nfunction isSubscriber(value: any): value is Subscriber {\n return (value && value instanceof Subscriber) || (isObserver(value) && isSubscription(value));\n}\n", "import { Observable } from '../Observable';\nimport { Subscriber } from '../Subscriber';\nimport { OperatorFunction } from '../types';\nimport { isFunction } from './isFunction';\n\n/**\n * Used to determine if an object is an Observable with a lift function.\n */\nexport function hasLift(source: any): source is { lift: InstanceType['lift'] } {\n return isFunction(source?.lift);\n}\n\n/**\n * Creates an `OperatorFunction`. Used to define operators throughout the library in a concise way.\n * @param init The logic to connect the liftedSource to the subscriber at the moment of subscription.\n */\nexport function operate(\n init: (liftedSource: Observable, subscriber: Subscriber) => (() => void) | void\n): OperatorFunction {\n return (source: Observable) => {\n if (hasLift(source)) {\n return source.lift(function (this: Subscriber, liftedSource: Observable) {\n try {\n return init(liftedSource, this);\n } catch (err) {\n this.error(err);\n }\n });\n }\n throw new TypeError('Unable to lift unknown Observable type');\n };\n}\n", "import { Subscriber } from '../Subscriber';\n\n/**\n * Creates an instance of an `OperatorSubscriber`.\n * @param destination The downstream subscriber.\n * @param onNext Handles next values, only called if this subscriber is not stopped or closed. Any\n * error that occurs in this function is caught and sent to the `error` method of this subscriber.\n * @param onError Handles errors from the subscription, any errors that occur in this handler are caught\n * and send to the `destination` error handler.\n * @param onComplete Handles completion notification from the subscription. Any errors that occur in\n * this handler are sent to the `destination` error handler.\n * @param onFinalize Additional teardown logic here. This will only be called on teardown if the\n * subscriber itself is not already closed. This is called after all other teardown logic is executed.\n */\nexport function createOperatorSubscriber(\n destination: Subscriber,\n onNext?: (value: T) => void,\n onComplete?: () => void,\n onError?: (err: any) => void,\n onFinalize?: () => void\n): Subscriber {\n return new OperatorSubscriber(destination, onNext, onComplete, onError, onFinalize);\n}\n\n/**\n * A generic helper for allowing operators to be created with a Subscriber and\n * use closures to capture necessary state from the operator function itself.\n */\nexport class OperatorSubscriber extends Subscriber {\n /**\n * Creates an instance of an `OperatorSubscriber`.\n * @param destination The downstream subscriber.\n * @param onNext Handles next values, only called if this subscriber is not stopped or closed. Any\n * error that occurs in this function is caught and sent to the `error` method of this subscriber.\n * @param onError Handles errors from the subscription, any errors that occur in this handler are caught\n * and send to the `destination` error handler.\n * @param onComplete Handles completion notification from the subscription. Any errors that occur in\n * this handler are sent to the `destination` error handler.\n * @param onFinalize Additional finalization logic here. This will only be called on finalization if the\n * subscriber itself is not already closed. This is called after all other finalization logic is executed.\n * @param shouldUnsubscribe An optional check to see if an unsubscribe call should truly unsubscribe.\n * NOTE: This currently **ONLY** exists to support the strange behavior of {@link groupBy}, where unsubscription\n * to the resulting observable does not actually disconnect from the source if there are active subscriptions\n * to any grouped observable. (DO NOT EXPOSE OR USE EXTERNALLY!!!)\n */\n constructor(\n destination: Subscriber,\n onNext?: (value: T) => void,\n onComplete?: () => void,\n onError?: (err: any) => void,\n private onFinalize?: () => void,\n private shouldUnsubscribe?: () => boolean\n ) {\n // It's important - for performance reasons - that all of this class's\n // members are initialized and that they are always initialized in the same\n // order. This will ensure that all OperatorSubscriber instances have the\n // same hidden class in V8. This, in turn, will help keep the number of\n // hidden classes involved in property accesses within the base class as\n // low as possible. If the number of hidden classes involved exceeds four,\n // the property accesses will become megamorphic and performance penalties\n // will be incurred - i.e. inline caches won't be used.\n //\n // The reasons for ensuring all instances have the same hidden class are\n // further discussed in this blog post from Benedikt Meurer:\n // https://benediktmeurer.de/2018/03/23/impact-of-polymorphism-on-component-based-frameworks-like-react/\n super(destination);\n this._next = onNext\n ? function (this: OperatorSubscriber, value: T) {\n try {\n onNext(value);\n } catch (err) {\n destination.error(err);\n }\n }\n : super._next;\n this._error = onError\n ? function (this: OperatorSubscriber, err: any) {\n try {\n onError(err);\n } catch (err) {\n // Send any errors that occur down stream.\n destination.error(err);\n } finally {\n // Ensure finalization.\n this.unsubscribe();\n }\n }\n : super._error;\n this._complete = onComplete\n ? function (this: OperatorSubscriber) {\n try {\n onComplete();\n } catch (err) {\n // Send any errors that occur down stream.\n destination.error(err);\n } finally {\n // Ensure finalization.\n this.unsubscribe();\n }\n }\n : super._complete;\n }\n\n unsubscribe() {\n if (!this.shouldUnsubscribe || this.shouldUnsubscribe()) {\n const { closed } = this;\n super.unsubscribe();\n // Execute additional teardown if we have any and we didn't already do so.\n !closed && this.onFinalize?.();\n }\n }\n}\n", "import { Subscription } from '../Subscription';\n\ninterface AnimationFrameProvider {\n schedule(callback: FrameRequestCallback): Subscription;\n requestAnimationFrame: typeof requestAnimationFrame;\n cancelAnimationFrame: typeof cancelAnimationFrame;\n delegate:\n | {\n requestAnimationFrame: typeof requestAnimationFrame;\n cancelAnimationFrame: typeof cancelAnimationFrame;\n }\n | undefined;\n}\n\nexport const animationFrameProvider: AnimationFrameProvider = {\n // When accessing the delegate, use the variable rather than `this` so that\n // the functions can be called without being bound to the provider.\n schedule(callback) {\n let request = requestAnimationFrame;\n let cancel: typeof cancelAnimationFrame | undefined = cancelAnimationFrame;\n const { delegate } = animationFrameProvider;\n if (delegate) {\n request = delegate.requestAnimationFrame;\n cancel = delegate.cancelAnimationFrame;\n }\n const handle = request((timestamp) => {\n // Clear the cancel function. The request has been fulfilled, so\n // attempting to cancel the request upon unsubscription would be\n // pointless.\n cancel = undefined;\n callback(timestamp);\n });\n return new Subscription(() => cancel?.(handle));\n },\n requestAnimationFrame(...args) {\n const { delegate } = animationFrameProvider;\n return (delegate?.requestAnimationFrame || requestAnimationFrame)(...args);\n },\n cancelAnimationFrame(...args) {\n const { delegate } = animationFrameProvider;\n return (delegate?.cancelAnimationFrame || cancelAnimationFrame)(...args);\n },\n delegate: undefined,\n};\n", "import { createErrorClass } from './createErrorClass';\n\nexport interface ObjectUnsubscribedError extends Error {}\n\nexport interface ObjectUnsubscribedErrorCtor {\n /**\n * @deprecated Internal implementation detail. Do not construct error instances.\n * Cannot be tagged as internal: https://github.com/ReactiveX/rxjs/issues/6269\n */\n new (): ObjectUnsubscribedError;\n}\n\n/**\n * An error thrown when an action is invalid because the object has been\n * unsubscribed.\n *\n * @see {@link Subject}\n * @see {@link BehaviorSubject}\n *\n * @class ObjectUnsubscribedError\n */\nexport const ObjectUnsubscribedError: ObjectUnsubscribedErrorCtor = createErrorClass(\n (_super) =>\n function ObjectUnsubscribedErrorImpl(this: any) {\n _super(this);\n this.name = 'ObjectUnsubscribedError';\n this.message = 'object unsubscribed';\n }\n);\n", "import { Operator } from './Operator';\nimport { Observable } from './Observable';\nimport { Subscriber } from './Subscriber';\nimport { Subscription, EMPTY_SUBSCRIPTION } from './Subscription';\nimport { Observer, SubscriptionLike, TeardownLogic } from './types';\nimport { ObjectUnsubscribedError } from './util/ObjectUnsubscribedError';\nimport { arrRemove } from './util/arrRemove';\nimport { errorContext } from './util/errorContext';\n\n/**\n * A Subject is a special type of Observable that allows values to be\n * multicasted to many Observers. Subjects are like EventEmitters.\n *\n * Every Subject is an Observable and an Observer. You can subscribe to a\n * Subject, and you can call next to feed values as well as error and complete.\n */\nexport class Subject extends Observable implements SubscriptionLike {\n closed = false;\n\n private currentObservers: Observer[] | null = null;\n\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n observers: Observer[] = [];\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n isStopped = false;\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n hasError = false;\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n thrownError: any = null;\n\n /**\n * Creates a \"subject\" by basically gluing an observer to an observable.\n *\n * @nocollapse\n * @deprecated Recommended you do not use. Will be removed at some point in the future. Plans for replacement still under discussion.\n */\n static create: (...args: any[]) => any = (destination: Observer, source: Observable): AnonymousSubject => {\n return new AnonymousSubject(destination, source);\n };\n\n constructor() {\n // NOTE: This must be here to obscure Observable's constructor.\n super();\n }\n\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n lift(operator: Operator): Observable {\n const subject = new AnonymousSubject(this, this);\n subject.operator = operator as any;\n return subject as any;\n }\n\n /** @internal */\n protected _throwIfClosed() {\n if (this.closed) {\n throw new ObjectUnsubscribedError();\n }\n }\n\n next(value: T) {\n errorContext(() => {\n this._throwIfClosed();\n if (!this.isStopped) {\n if (!this.currentObservers) {\n this.currentObservers = Array.from(this.observers);\n }\n for (const observer of this.currentObservers) {\n observer.next(value);\n }\n }\n });\n }\n\n error(err: any) {\n errorContext(() => {\n this._throwIfClosed();\n if (!this.isStopped) {\n this.hasError = this.isStopped = true;\n this.thrownError = err;\n const { observers } = this;\n while (observers.length) {\n observers.shift()!.error(err);\n }\n }\n });\n }\n\n complete() {\n errorContext(() => {\n this._throwIfClosed();\n if (!this.isStopped) {\n this.isStopped = true;\n const { observers } = this;\n while (observers.length) {\n observers.shift()!.complete();\n }\n }\n });\n }\n\n unsubscribe() {\n this.isStopped = this.closed = true;\n this.observers = this.currentObservers = null!;\n }\n\n get observed() {\n return this.observers?.length > 0;\n }\n\n /** @internal */\n protected _trySubscribe(subscriber: Subscriber): TeardownLogic {\n this._throwIfClosed();\n return super._trySubscribe(subscriber);\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): Subscription {\n this._throwIfClosed();\n this._checkFinalizedStatuses(subscriber);\n return this._innerSubscribe(subscriber);\n }\n\n /** @internal */\n protected _innerSubscribe(subscriber: Subscriber) {\n const { hasError, isStopped, observers } = this;\n if (hasError || isStopped) {\n return EMPTY_SUBSCRIPTION;\n }\n this.currentObservers = null;\n observers.push(subscriber);\n return new Subscription(() => {\n this.currentObservers = null;\n arrRemove(observers, subscriber);\n });\n }\n\n /** @internal */\n protected _checkFinalizedStatuses(subscriber: Subscriber) {\n const { hasError, thrownError, isStopped } = this;\n if (hasError) {\n subscriber.error(thrownError);\n } else if (isStopped) {\n subscriber.complete();\n }\n }\n\n /**\n * Creates a new Observable with this Subject as the source. You can do this\n * to create custom Observer-side logic of the Subject and conceal it from\n * code that uses the Observable.\n * @return {Observable} Observable that the Subject casts to\n */\n asObservable(): Observable {\n const observable: any = new Observable();\n observable.source = this;\n return observable;\n }\n}\n\n/**\n * @class AnonymousSubject\n */\nexport class AnonymousSubject extends Subject {\n constructor(\n /** @deprecated Internal implementation detail, do not use directly. Will be made internal in v8. */\n public destination?: Observer,\n source?: Observable\n ) {\n super();\n this.source = source;\n }\n\n next(value: T) {\n this.destination?.next?.(value);\n }\n\n error(err: any) {\n this.destination?.error?.(err);\n }\n\n complete() {\n this.destination?.complete?.();\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): Subscription {\n return this.source?.subscribe(subscriber) ?? EMPTY_SUBSCRIPTION;\n }\n}\n", "import { Subject } from './Subject';\nimport { Subscriber } from './Subscriber';\nimport { Subscription } from './Subscription';\n\n/**\n * A variant of Subject that requires an initial value and emits its current\n * value whenever it is subscribed to.\n *\n * @class BehaviorSubject\n */\nexport class BehaviorSubject extends Subject {\n constructor(private _value: T) {\n super();\n }\n\n get value(): T {\n return this.getValue();\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): Subscription {\n const subscription = super._subscribe(subscriber);\n !subscription.closed && subscriber.next(this._value);\n return subscription;\n }\n\n getValue(): T {\n const { hasError, thrownError, _value } = this;\n if (hasError) {\n throw thrownError;\n }\n this._throwIfClosed();\n return _value;\n }\n\n next(value: T): void {\n super.next((this._value = value));\n }\n}\n", "import { TimestampProvider } from '../types';\n\ninterface DateTimestampProvider extends TimestampProvider {\n delegate: TimestampProvider | undefined;\n}\n\nexport const dateTimestampProvider: DateTimestampProvider = {\n now() {\n // Use the variable rather than `this` so that the function can be called\n // without being bound to the provider.\n return (dateTimestampProvider.delegate || Date).now();\n },\n delegate: undefined,\n};\n", "import { Subject } from './Subject';\nimport { TimestampProvider } from './types';\nimport { Subscriber } from './Subscriber';\nimport { Subscription } from './Subscription';\nimport { dateTimestampProvider } from './scheduler/dateTimestampProvider';\n\n/**\n * A variant of {@link Subject} that \"replays\" old values to new subscribers by emitting them when they first subscribe.\n *\n * `ReplaySubject` has an internal buffer that will store a specified number of values that it has observed. Like `Subject`,\n * `ReplaySubject` \"observes\" values by having them passed to its `next` method. When it observes a value, it will store that\n * value for a time determined by the configuration of the `ReplaySubject`, as passed to its constructor.\n *\n * When a new subscriber subscribes to the `ReplaySubject` instance, it will synchronously emit all values in its buffer in\n * a First-In-First-Out (FIFO) manner. The `ReplaySubject` will also complete, if it has observed completion; and it will\n * error if it has observed an error.\n *\n * There are two main configuration items to be concerned with:\n *\n * 1. `bufferSize` - This will determine how many items are stored in the buffer, defaults to infinite.\n * 2. `windowTime` - The amount of time to hold a value in the buffer before removing it from the buffer.\n *\n * Both configurations may exist simultaneously. So if you would like to buffer a maximum of 3 values, as long as the values\n * are less than 2 seconds old, you could do so with a `new ReplaySubject(3, 2000)`.\n *\n * ### Differences with BehaviorSubject\n *\n * `BehaviorSubject` is similar to `new ReplaySubject(1)`, with a couple of exceptions:\n *\n * 1. `BehaviorSubject` comes \"primed\" with a single value upon construction.\n * 2. `ReplaySubject` will replay values, even after observing an error, where `BehaviorSubject` will not.\n *\n * @see {@link Subject}\n * @see {@link BehaviorSubject}\n * @see {@link shareReplay}\n */\nexport class ReplaySubject extends Subject {\n private _buffer: (T | number)[] = [];\n private _infiniteTimeWindow = true;\n\n /**\n * @param bufferSize The size of the buffer to replay on subscription\n * @param windowTime The amount of time the buffered items will stay buffered\n * @param timestampProvider An object with a `now()` method that provides the current timestamp. This is used to\n * calculate the amount of time something has been buffered.\n */\n constructor(\n private _bufferSize = Infinity,\n private _windowTime = Infinity,\n private _timestampProvider: TimestampProvider = dateTimestampProvider\n ) {\n super();\n this._infiniteTimeWindow = _windowTime === Infinity;\n this._bufferSize = Math.max(1, _bufferSize);\n this._windowTime = Math.max(1, _windowTime);\n }\n\n next(value: T): void {\n const { isStopped, _buffer, _infiniteTimeWindow, _timestampProvider, _windowTime } = this;\n if (!isStopped) {\n _buffer.push(value);\n !_infiniteTimeWindow && _buffer.push(_timestampProvider.now() + _windowTime);\n }\n this._trimBuffer();\n super.next(value);\n }\n\n /** @internal */\n protected _subscribe(subscriber: Subscriber): Subscription {\n this._throwIfClosed();\n this._trimBuffer();\n\n const subscription = this._innerSubscribe(subscriber);\n\n const { _infiniteTimeWindow, _buffer } = this;\n // We use a copy here, so reentrant code does not mutate our array while we're\n // emitting it to a new subscriber.\n const copy = _buffer.slice();\n for (let i = 0; i < copy.length && !subscriber.closed; i += _infiniteTimeWindow ? 1 : 2) {\n subscriber.next(copy[i] as T);\n }\n\n this._checkFinalizedStatuses(subscriber);\n\n return subscription;\n }\n\n private _trimBuffer() {\n const { _bufferSize, _timestampProvider, _buffer, _infiniteTimeWindow } = this;\n // If we don't have an infinite buffer size, and we're over the length,\n // use splice to truncate the old buffer values off. Note that we have to\n // double the size for instances where we're not using an infinite time window\n // because we're storing the values and the timestamps in the same array.\n const adjustedBufferSize = (_infiniteTimeWindow ? 1 : 2) * _bufferSize;\n _bufferSize < Infinity && adjustedBufferSize < _buffer.length && _buffer.splice(0, _buffer.length - adjustedBufferSize);\n\n // Now, if we're not in an infinite time window, remove all values where the time is\n // older than what is allowed.\n if (!_infiniteTimeWindow) {\n const now = _timestampProvider.now();\n let last = 0;\n // Search the array for the first timestamp that isn't expired and\n // truncate the buffer up to that point.\n for (let i = 1; i < _buffer.length && (_buffer[i] as number) <= now; i += 2) {\n last = i;\n }\n last && _buffer.splice(0, last + 1);\n }\n }\n}\n", "import { Scheduler } from '../Scheduler';\nimport { Subscription } from '../Subscription';\nimport { SchedulerAction } from '../types';\n\n/**\n * A unit of work to be executed in a `scheduler`. An action is typically\n * created from within a {@link SchedulerLike} and an RxJS user does not need to concern\n * themselves about creating and manipulating an Action.\n *\n * ```ts\n * class Action extends Subscription {\n * new (scheduler: Scheduler, work: (state?: T) => void);\n * schedule(state?: T, delay: number = 0): Subscription;\n * }\n * ```\n *\n * @class Action\n */\nexport class Action extends Subscription {\n constructor(scheduler: Scheduler, work: (this: SchedulerAction, state?: T) => void) {\n super();\n }\n /**\n * Schedules this action on its parent {@link SchedulerLike} for execution. May be passed\n * some context object, `state`. May happen at some point in the future,\n * according to the `delay` parameter, if specified.\n * @param {T} [state] Some contextual data that the `work` function uses when\n * called by the Scheduler.\n * @param {number} [delay] Time to wait before executing the work, where the\n * time unit is implicit and defined by the Scheduler.\n * @return {void}\n */\n public schedule(state?: T, delay: number = 0): Subscription {\n return this;\n }\n}\n", "import type { TimerHandle } from './timerHandle';\ntype SetIntervalFunction = (handler: () => void, timeout?: number, ...args: any[]) => TimerHandle;\ntype ClearIntervalFunction = (handle: TimerHandle) => void;\n\ninterface IntervalProvider {\n setInterval: SetIntervalFunction;\n clearInterval: ClearIntervalFunction;\n delegate:\n | {\n setInterval: SetIntervalFunction;\n clearInterval: ClearIntervalFunction;\n }\n | undefined;\n}\n\nexport const intervalProvider: IntervalProvider = {\n // When accessing the delegate, use the variable rather than `this` so that\n // the functions can be called without being bound to the provider.\n setInterval(handler: () => void, timeout?: number, ...args) {\n const { delegate } = intervalProvider;\n if (delegate?.setInterval) {\n return delegate.setInterval(handler, timeout, ...args);\n }\n return setInterval(handler, timeout, ...args);\n },\n clearInterval(handle) {\n const { delegate } = intervalProvider;\n return (delegate?.clearInterval || clearInterval)(handle as any);\n },\n delegate: undefined,\n};\n", "import { Action } from './Action';\nimport { SchedulerAction } from '../types';\nimport { Subscription } from '../Subscription';\nimport { AsyncScheduler } from './AsyncScheduler';\nimport { intervalProvider } from './intervalProvider';\nimport { arrRemove } from '../util/arrRemove';\nimport { TimerHandle } from './timerHandle';\n\nexport class AsyncAction extends Action {\n public id: TimerHandle | undefined;\n public state?: T;\n // @ts-ignore: Property has no initializer and is not definitely assigned\n public delay: number;\n protected pending: boolean = false;\n\n constructor(protected scheduler: AsyncScheduler, protected work: (this: SchedulerAction, state?: T) => void) {\n super(scheduler, work);\n }\n\n public schedule(state?: T, delay: number = 0): Subscription {\n if (this.closed) {\n return this;\n }\n\n // Always replace the current state with the new state.\n this.state = state;\n\n const id = this.id;\n const scheduler = this.scheduler;\n\n //\n // Important implementation note:\n //\n // Actions only execute once by default, unless rescheduled from within the\n // scheduled callback. This allows us to implement single and repeat\n // actions via the same code path, without adding API surface area, as well\n // as mimic traditional recursion but across asynchronous boundaries.\n //\n // However, JS runtimes and timers distinguish between intervals achieved by\n // serial `setTimeout` calls vs. a single `setInterval` call. An interval of\n // serial `setTimeout` calls can be individually delayed, which delays\n // scheduling the next `setTimeout`, and so on. `setInterval` attempts to\n // guarantee the interval callback will be invoked more precisely to the\n // interval period, regardless of load.\n //\n // Therefore, we use `setInterval` to schedule single and repeat actions.\n // If the action reschedules itself with the same delay, the interval is not\n // canceled. If the action doesn't reschedule, or reschedules with a\n // different delay, the interval will be canceled after scheduled callback\n // execution.\n //\n if (id != null) {\n this.id = this.recycleAsyncId(scheduler, id, delay);\n }\n\n // Set the pending flag indicating that this action has been scheduled, or\n // has recursively rescheduled itself.\n this.pending = true;\n\n this.delay = delay;\n // If this action has already an async Id, don't request a new one.\n this.id = this.id ?? this.requestAsyncId(scheduler, this.id, delay);\n\n return this;\n }\n\n protected requestAsyncId(scheduler: AsyncScheduler, _id?: TimerHandle, delay: number = 0): TimerHandle {\n return intervalProvider.setInterval(scheduler.flush.bind(scheduler, this), delay);\n }\n\n protected recycleAsyncId(_scheduler: AsyncScheduler, id?: TimerHandle, delay: number | null = 0): TimerHandle | undefined {\n // If this action is rescheduled with the same delay time, don't clear the interval id.\n if (delay != null && this.delay === delay && this.pending === false) {\n return id;\n }\n // Otherwise, if the action's delay time is different from the current delay,\n // or the action has been rescheduled before it's executed, clear the interval id\n if (id != null) {\n intervalProvider.clearInterval(id);\n }\n\n return undefined;\n }\n\n /**\n * Immediately executes this action and the `work` it contains.\n * @return {any}\n */\n public execute(state: T, delay: number): any {\n if (this.closed) {\n return new Error('executing a cancelled action');\n }\n\n this.pending = false;\n const error = this._execute(state, delay);\n if (error) {\n return error;\n } else if (this.pending === false && this.id != null) {\n // Dequeue if the action didn't reschedule itself. Don't call\n // unsubscribe(), because the action could reschedule later.\n // For example:\n // ```\n // scheduler.schedule(function doWork(counter) {\n // /* ... I'm a busy worker bee ... */\n // var originalAction = this;\n // /* wait 100ms before rescheduling the action */\n // setTimeout(function () {\n // originalAction.schedule(counter + 1);\n // }, 100);\n // }, 1000);\n // ```\n this.id = this.recycleAsyncId(this.scheduler, this.id, null);\n }\n }\n\n protected _execute(state: T, _delay: number): any {\n let errored: boolean = false;\n let errorValue: any;\n try {\n this.work(state);\n } catch (e) {\n errored = true;\n // HACK: Since code elsewhere is relying on the \"truthiness\" of the\n // return here, we can't have it return \"\" or 0 or false.\n // TODO: Clean this up when we refactor schedulers mid-version-8 or so.\n errorValue = e ? e : new Error('Scheduled action threw falsy error');\n }\n if (errored) {\n this.unsubscribe();\n return errorValue;\n }\n }\n\n unsubscribe() {\n if (!this.closed) {\n const { id, scheduler } = this;\n const { actions } = scheduler;\n\n this.work = this.state = this.scheduler = null!;\n this.pending = false;\n\n arrRemove(actions, this);\n if (id != null) {\n this.id = this.recycleAsyncId(scheduler, id, null);\n }\n\n this.delay = null!;\n super.unsubscribe();\n }\n }\n}\n", "import { Action } from './scheduler/Action';\nimport { Subscription } from './Subscription';\nimport { SchedulerLike, SchedulerAction } from './types';\nimport { dateTimestampProvider } from './scheduler/dateTimestampProvider';\n\n/**\n * An execution context and a data structure to order tasks and schedule their\n * execution. Provides a notion of (potentially virtual) time, through the\n * `now()` getter method.\n *\n * Each unit of work in a Scheduler is called an `Action`.\n *\n * ```ts\n * class Scheduler {\n * now(): number;\n * schedule(work, delay?, state?): Subscription;\n * }\n * ```\n *\n * @class Scheduler\n * @deprecated Scheduler is an internal implementation detail of RxJS, and\n * should not be used directly. Rather, create your own class and implement\n * {@link SchedulerLike}. Will be made internal in v8.\n */\nexport class Scheduler implements SchedulerLike {\n public static now: () => number = dateTimestampProvider.now;\n\n constructor(private schedulerActionCtor: typeof Action, now: () => number = Scheduler.now) {\n this.now = now;\n }\n\n /**\n * A getter method that returns a number representing the current time\n * (at the time this function was called) according to the scheduler's own\n * internal clock.\n * @return {number} A number that represents the current time. May or may not\n * have a relation to wall-clock time. May or may not refer to a time unit\n * (e.g. milliseconds).\n */\n public now: () => number;\n\n /**\n * Schedules a function, `work`, for execution. May happen at some point in\n * the future, according to the `delay` parameter, if specified. May be passed\n * some context object, `state`, which will be passed to the `work` function.\n *\n * The given arguments will be processed an stored as an Action object in a\n * queue of actions.\n *\n * @param {function(state: ?T): ?Subscription} work A function representing a\n * task, or some unit of work to be executed by the Scheduler.\n * @param {number} [delay] Time to wait before executing the work, where the\n * time unit is implicit and defined by the Scheduler itself.\n * @param {T} [state] Some contextual data that the `work` function uses when\n * called by the Scheduler.\n * @return {Subscription} A subscription in order to be able to unsubscribe\n * the scheduled work.\n */\n public schedule(work: (this: SchedulerAction, state?: T) => void, delay: number = 0, state?: T): Subscription {\n return new this.schedulerActionCtor(this, work).schedule(state, delay);\n }\n}\n", "import { Scheduler } from '../Scheduler';\nimport { Action } from './Action';\nimport { AsyncAction } from './AsyncAction';\nimport { TimerHandle } from './timerHandle';\n\nexport class AsyncScheduler extends Scheduler {\n public actions: Array> = [];\n /**\n * A flag to indicate whether the Scheduler is currently executing a batch of\n * queued actions.\n * @type {boolean}\n * @internal\n */\n public _active: boolean = false;\n /**\n * An internal ID used to track the latest asynchronous task such as those\n * coming from `setTimeout`, `setInterval`, `requestAnimationFrame`, and\n * others.\n * @type {any}\n * @internal\n */\n public _scheduled: TimerHandle | undefined;\n\n constructor(SchedulerAction: typeof Action, now: () => number = Scheduler.now) {\n super(SchedulerAction, now);\n }\n\n public flush(action: AsyncAction): void {\n const { actions } = this;\n\n if (this._active) {\n actions.push(action);\n return;\n }\n\n let error: any;\n this._active = true;\n\n do {\n if ((error = action.execute(action.state, action.delay))) {\n break;\n }\n } while ((action = actions.shift()!)); // exhaust the scheduler queue\n\n this._active = false;\n\n if (error) {\n while ((action = actions.shift()!)) {\n action.unsubscribe();\n }\n throw error;\n }\n }\n}\n", "import { AsyncAction } from './AsyncAction';\nimport { AsyncScheduler } from './AsyncScheduler';\n\n/**\n *\n * Async Scheduler\n *\n * Schedule task as if you used setTimeout(task, duration)\n *\n * `async` scheduler schedules tasks asynchronously, by putting them on the JavaScript\n * event loop queue. It is best used to delay tasks in time or to schedule tasks repeating\n * in intervals.\n *\n * If you just want to \"defer\" task, that is to perform it right after currently\n * executing synchronous code ends (commonly achieved by `setTimeout(deferredTask, 0)`),\n * better choice will be the {@link asapScheduler} scheduler.\n *\n * ## Examples\n * Use async scheduler to delay task\n * ```ts\n * import { asyncScheduler } from 'rxjs';\n *\n * const task = () => console.log('it works!');\n *\n * asyncScheduler.schedule(task, 2000);\n *\n * // After 2 seconds logs:\n * // \"it works!\"\n * ```\n *\n * Use async scheduler to repeat task in intervals\n * ```ts\n * import { asyncScheduler } from 'rxjs';\n *\n * function task(state) {\n * console.log(state);\n * this.schedule(state + 1, 1000); // `this` references currently executing Action,\n * // which we reschedule with new state and delay\n * }\n *\n * asyncScheduler.schedule(task, 3000, 0);\n *\n * // Logs:\n * // 0 after 3s\n * // 1 after 4s\n * // 2 after 5s\n * // 3 after 6s\n * ```\n */\n\nexport const asyncScheduler = new AsyncScheduler(AsyncAction);\n\n/**\n * @deprecated Renamed to {@link asyncScheduler}. Will be removed in v8.\n */\nexport const async = asyncScheduler;\n", "import { AsyncAction } from './AsyncAction';\nimport { Subscription } from '../Subscription';\nimport { QueueScheduler } from './QueueScheduler';\nimport { SchedulerAction } from '../types';\nimport { TimerHandle } from './timerHandle';\n\nexport class QueueAction extends AsyncAction {\n constructor(protected scheduler: QueueScheduler, protected work: (this: SchedulerAction, state?: T) => void) {\n super(scheduler, work);\n }\n\n public schedule(state?: T, delay: number = 0): Subscription {\n if (delay > 0) {\n return super.schedule(state, delay);\n }\n this.delay = delay;\n this.state = state;\n this.scheduler.flush(this);\n return this;\n }\n\n public execute(state: T, delay: number): any {\n return delay > 0 || this.closed ? super.execute(state, delay) : this._execute(state, delay);\n }\n\n protected requestAsyncId(scheduler: QueueScheduler, id?: TimerHandle, delay: number = 0): TimerHandle {\n // If delay exists and is greater than 0, or if the delay is null (the\n // action wasn't rescheduled) but was originally scheduled as an async\n // action, then recycle as an async action.\n\n if ((delay != null && delay > 0) || (delay == null && this.delay > 0)) {\n return super.requestAsyncId(scheduler, id, delay);\n }\n\n // Otherwise flush the scheduler starting with this action.\n scheduler.flush(this);\n\n // HACK: In the past, this was returning `void`. However, `void` isn't a valid\n // `TimerHandle`, and generally the return value here isn't really used. So the\n // compromise is to return `0` which is both \"falsy\" and a valid `TimerHandle`,\n // as opposed to refactoring every other instanceo of `requestAsyncId`.\n return 0;\n }\n}\n", "import { AsyncScheduler } from './AsyncScheduler';\n\nexport class QueueScheduler extends AsyncScheduler {\n}\n", "import { QueueAction } from './QueueAction';\nimport { QueueScheduler } from './QueueScheduler';\n\n/**\n *\n * Queue Scheduler\n *\n * Put every next task on a queue, instead of executing it immediately\n *\n * `queue` scheduler, when used with delay, behaves the same as {@link asyncScheduler} scheduler.\n *\n * When used without delay, it schedules given task synchronously - executes it right when\n * it is scheduled. However when called recursively, that is when inside the scheduled task,\n * another task is scheduled with queue scheduler, instead of executing immediately as well,\n * that task will be put on a queue and wait for current one to finish.\n *\n * This means that when you execute task with `queue` scheduler, you are sure it will end\n * before any other task scheduled with that scheduler will start.\n *\n * ## Examples\n * Schedule recursively first, then do something\n * ```ts\n * import { queueScheduler } from 'rxjs';\n *\n * queueScheduler.schedule(() => {\n * queueScheduler.schedule(() => console.log('second')); // will not happen now, but will be put on a queue\n *\n * console.log('first');\n * });\n *\n * // Logs:\n * // \"first\"\n * // \"second\"\n * ```\n *\n * Reschedule itself recursively\n * ```ts\n * import { queueScheduler } from 'rxjs';\n *\n * queueScheduler.schedule(function(state) {\n * if (state !== 0) {\n * console.log('before', state);\n * this.schedule(state - 1); // `this` references currently executing Action,\n * // which we reschedule with new state\n * console.log('after', state);\n * }\n * }, 0, 3);\n *\n * // In scheduler that runs recursively, you would expect:\n * // \"before\", 3\n * // \"before\", 2\n * // \"before\", 1\n * // \"after\", 1\n * // \"after\", 2\n * // \"after\", 3\n *\n * // But with queue it logs:\n * // \"before\", 3\n * // \"after\", 3\n * // \"before\", 2\n * // \"after\", 2\n * // \"before\", 1\n * // \"after\", 1\n * ```\n */\n\nexport const queueScheduler = new QueueScheduler(QueueAction);\n\n/**\n * @deprecated Renamed to {@link queueScheduler}. Will be removed in v8.\n */\nexport const queue = queueScheduler;\n", "import { AsyncAction } from './AsyncAction';\nimport { AnimationFrameScheduler } from './AnimationFrameScheduler';\nimport { SchedulerAction } from '../types';\nimport { animationFrameProvider } from './animationFrameProvider';\nimport { TimerHandle } from './timerHandle';\n\nexport class AnimationFrameAction extends AsyncAction {\n constructor(protected scheduler: AnimationFrameScheduler, protected work: (this: SchedulerAction, state?: T) => void) {\n super(scheduler, work);\n }\n\n protected requestAsyncId(scheduler: AnimationFrameScheduler, id?: TimerHandle, delay: number = 0): TimerHandle {\n // If delay is greater than 0, request as an async action.\n if (delay !== null && delay > 0) {\n return super.requestAsyncId(scheduler, id, delay);\n }\n // Push the action to the end of the scheduler queue.\n scheduler.actions.push(this);\n // If an animation frame has already been requested, don't request another\n // one. If an animation frame hasn't been requested yet, request one. Return\n // the current animation frame request id.\n return scheduler._scheduled || (scheduler._scheduled = animationFrameProvider.requestAnimationFrame(() => scheduler.flush(undefined)));\n }\n\n protected recycleAsyncId(scheduler: AnimationFrameScheduler, id?: TimerHandle, delay: number = 0): TimerHandle | undefined {\n // If delay exists and is greater than 0, or if the delay is null (the\n // action wasn't rescheduled) but was originally scheduled as an async\n // action, then recycle as an async action.\n if (delay != null ? delay > 0 : this.delay > 0) {\n return super.recycleAsyncId(scheduler, id, delay);\n }\n // If the scheduler queue has no remaining actions with the same async id,\n // cancel the requested animation frame and set the scheduled flag to\n // undefined so the next AnimationFrameAction will request its own.\n const { actions } = scheduler;\n if (id != null && actions[actions.length - 1]?.id !== id) {\n animationFrameProvider.cancelAnimationFrame(id as number);\n scheduler._scheduled = undefined;\n }\n // Return undefined so the action knows to request a new async id if it's rescheduled.\n return undefined;\n }\n}\n", "import { AsyncAction } from './AsyncAction';\nimport { AsyncScheduler } from './AsyncScheduler';\n\nexport class AnimationFrameScheduler extends AsyncScheduler {\n public flush(action?: AsyncAction): void {\n this._active = true;\n // The async id that effects a call to flush is stored in _scheduled.\n // Before executing an action, it's necessary to check the action's async\n // id to determine whether it's supposed to be executed in the current\n // flush.\n // Previous implementations of this method used a count to determine this,\n // but that was unsound, as actions that are unsubscribed - i.e. cancelled -\n // are removed from the actions array and that can shift actions that are\n // scheduled to be executed in a subsequent flush into positions at which\n // they are executed within the current flush.\n const flushId = this._scheduled;\n this._scheduled = undefined;\n\n const { actions } = this;\n let error: any;\n action = action || actions.shift()!;\n\n do {\n if ((error = action.execute(action.state, action.delay))) {\n break;\n }\n } while ((action = actions[0]) && action.id === flushId && actions.shift());\n\n this._active = false;\n\n if (error) {\n while ((action = actions[0]) && action.id === flushId && actions.shift()) {\n action.unsubscribe();\n }\n throw error;\n }\n }\n}\n", "import { AnimationFrameAction } from './AnimationFrameAction';\nimport { AnimationFrameScheduler } from './AnimationFrameScheduler';\n\n/**\n *\n * Animation Frame Scheduler\n *\n * Perform task when `window.requestAnimationFrame` would fire\n *\n * When `animationFrame` scheduler is used with delay, it will fall back to {@link asyncScheduler} scheduler\n * behaviour.\n *\n * Without delay, `animationFrame` scheduler can be used to create smooth browser animations.\n * It makes sure scheduled task will happen just before next browser content repaint,\n * thus performing animations as efficiently as possible.\n *\n * ## Example\n * Schedule div height animation\n * ```ts\n * // html:

    \n * import { animationFrameScheduler } from 'rxjs';\n *\n * const div = document.querySelector('div');\n *\n * animationFrameScheduler.schedule(function(height) {\n * div.style.height = height + \"px\";\n *\n * this.schedule(height + 1); // `this` references currently executing Action,\n * // which we reschedule with new state\n * }, 0, 0);\n *\n * // You will see a div element growing in height\n * ```\n */\n\nexport const animationFrameScheduler = new AnimationFrameScheduler(AnimationFrameAction);\n\n/**\n * @deprecated Renamed to {@link animationFrameScheduler}. Will be removed in v8.\n */\nexport const animationFrame = animationFrameScheduler;\n", "import { Observable } from '../Observable';\nimport { SchedulerLike } from '../types';\n\n/**\n * A simple Observable that emits no items to the Observer and immediately\n * emits a complete notification.\n *\n * Just emits 'complete', and nothing else.\n *\n * ![](empty.png)\n *\n * A simple Observable that only emits the complete notification. It can be used\n * for composing with other Observables, such as in a {@link mergeMap}.\n *\n * ## Examples\n *\n * Log complete notification\n *\n * ```ts\n * import { EMPTY } from 'rxjs';\n *\n * EMPTY.subscribe({\n * next: () => console.log('Next'),\n * complete: () => console.log('Complete!')\n * });\n *\n * // Outputs\n * // Complete!\n * ```\n *\n * Emit the number 7, then complete\n *\n * ```ts\n * import { EMPTY, startWith } from 'rxjs';\n *\n * const result = EMPTY.pipe(startWith(7));\n * result.subscribe(x => console.log(x));\n *\n * // Outputs\n * // 7\n * ```\n *\n * Map and flatten only odd numbers to the sequence `'a'`, `'b'`, `'c'`\n *\n * ```ts\n * import { interval, mergeMap, of, EMPTY } from 'rxjs';\n *\n * const interval$ = interval(1000);\n * const result = interval$.pipe(\n * mergeMap(x => x % 2 === 1 ? of('a', 'b', 'c') : EMPTY),\n * );\n * result.subscribe(x => console.log(x));\n *\n * // Results in the following to the console:\n * // x is equal to the count on the interval, e.g. (0, 1, 2, 3, ...)\n * // x will occur every 1000ms\n * // if x % 2 is equal to 1, print a, b, c (each on its own)\n * // if x % 2 is not equal to 1, nothing will be output\n * ```\n *\n * @see {@link Observable}\n * @see {@link NEVER}\n * @see {@link of}\n * @see {@link throwError}\n */\nexport const EMPTY = new Observable((subscriber) => subscriber.complete());\n\n/**\n * @param scheduler A {@link SchedulerLike} to use for scheduling\n * the emission of the complete notification.\n * @deprecated Replaced with the {@link EMPTY} constant or {@link scheduled} (e.g. `scheduled([], scheduler)`). Will be removed in v8.\n */\nexport function empty(scheduler?: SchedulerLike) {\n return scheduler ? emptyScheduled(scheduler) : EMPTY;\n}\n\nfunction emptyScheduled(scheduler: SchedulerLike) {\n return new Observable((subscriber) => scheduler.schedule(() => subscriber.complete()));\n}\n", "import { SchedulerLike } from '../types';\nimport { isFunction } from './isFunction';\n\nexport function isScheduler(value: any): value is SchedulerLike {\n return value && isFunction(value.schedule);\n}\n", "import { SchedulerLike } from '../types';\nimport { isFunction } from './isFunction';\nimport { isScheduler } from './isScheduler';\n\nfunction last(arr: T[]): T | undefined {\n return arr[arr.length - 1];\n}\n\nexport function popResultSelector(args: any[]): ((...args: unknown[]) => unknown) | undefined {\n return isFunction(last(args)) ? args.pop() : undefined;\n}\n\nexport function popScheduler(args: any[]): SchedulerLike | undefined {\n return isScheduler(last(args)) ? args.pop() : undefined;\n}\n\nexport function popNumber(args: any[], defaultValue: number): number {\n return typeof last(args) === 'number' ? args.pop()! : defaultValue;\n}\n", "export const isArrayLike = ((x: any): x is ArrayLike => x && typeof x.length === 'number' && typeof x !== 'function');", "import { isFunction } from \"./isFunction\";\n\n/**\n * Tests to see if the object is \"thennable\".\n * @param value the object to test\n */\nexport function isPromise(value: any): value is PromiseLike {\n return isFunction(value?.then);\n}\n", "import { InteropObservable } from '../types';\nimport { observable as Symbol_observable } from '../symbol/observable';\nimport { isFunction } from './isFunction';\n\n/** Identifies an input as being Observable (but not necessary an Rx Observable) */\nexport function isInteropObservable(input: any): input is InteropObservable {\n return isFunction(input[Symbol_observable]);\n}\n", "import { isFunction } from './isFunction';\n\nexport function isAsyncIterable(obj: any): obj is AsyncIterable {\n return Symbol.asyncIterator && isFunction(obj?.[Symbol.asyncIterator]);\n}\n", "/**\n * Creates the TypeError to throw if an invalid object is passed to `from` or `scheduled`.\n * @param input The object that was passed.\n */\nexport function createInvalidObservableTypeError(input: any) {\n // TODO: We should create error codes that can be looked up, so this can be less verbose.\n return new TypeError(\n `You provided ${\n input !== null && typeof input === 'object' ? 'an invalid object' : `'${input}'`\n } where a stream was expected. You can provide an Observable, Promise, ReadableStream, Array, AsyncIterable, or Iterable.`\n );\n}\n", "export function getSymbolIterator(): symbol {\n if (typeof Symbol !== 'function' || !Symbol.iterator) {\n return '@@iterator' as any;\n }\n\n return Symbol.iterator;\n}\n\nexport const iterator = getSymbolIterator();\n", "import { iterator as Symbol_iterator } from '../symbol/iterator';\nimport { isFunction } from './isFunction';\n\n/** Identifies an input as being an Iterable */\nexport function isIterable(input: any): input is Iterable {\n return isFunction(input?.[Symbol_iterator]);\n}\n", "import { ReadableStreamLike } from '../types';\nimport { isFunction } from './isFunction';\n\nexport async function* readableStreamLikeToAsyncGenerator(readableStream: ReadableStreamLike): AsyncGenerator {\n const reader = readableStream.getReader();\n try {\n while (true) {\n const { value, done } = await reader.read();\n if (done) {\n return;\n }\n yield value!;\n }\n } finally {\n reader.releaseLock();\n }\n}\n\nexport function isReadableStreamLike(obj: any): obj is ReadableStreamLike {\n // We don't want to use instanceof checks because they would return\n // false for instances from another Realm, like an + + +

    Exercises

    +

    Download and evaluate an E. coli dataset

    +

    Check out the dataset at SRA.

    +

    Exercise: Browse around the SRA entry and answer these questions:

    +

    A. Is the dataset paired-end or single end?

    +

    B. Which instrument was used for sequencing?

    +

    C. What is the read length?

    +

    D. How many reads do we have?

    +

    ??? done "Answers" +A. paired-end

    +
    B. Illumina MiSeq
    +
    +C. 2 x 251 bp
    +
    +D. 400596
    +
    +

    Now we will use some bioinformatics tools to do download reads and perform quality control. The tools are pre-installed in a conda environment called ngs-tools. Every time you open a new terminal, you will have to load the environment:

    +
    conda activate ngs-tools +
    +

    Make a directory reads in ~/project and download the reads from the SRA database using prefetch and fastq-dump from SRA-Tools into the reads directory. Use the code snippet below to create a scripts called 01_download_reads.sh. Store it in ~/project/scripts/, and run it.

    +
    #!/usr/bin/env bash + +cd ~/project +mkdir reads +cd reads +prefetch SRR519926 +fastq-dump --split-files SRR519926 +
    +

    Exercise: Check whether the download was successful by counting the number of reads in the fastq files and compare it to the SRA entry.

    +

    !!! tip "Tip" +A read in a fastq file consists of four lines (more on that at file types). Use Google to figure out how to count the number of reads in a fastq file.

    +

    ??? done "Answer" +e.g. from this thread on Biostars:

    +
    ```sh
    +## forward read
    +echo $(cat SRR519926_1.fastq | wc -l)/4 | bc
    +
    +## reverse read
    +echo $(cat SRR519926_2.fastq | wc -l)/4 | bc
    +```
    +
    +

    Run fastqc

    +

    Exercise: Create a script to run fastqc and call it 02_run_fastqc.sh. After that, run it.

    +

    !!! tip "Tip" +fastqc accepts multiple files as input, so you can use a wildcard to run fastqc on all the files in one line of code. Use it like this: *.fastq.

    +

    ??? done "Answer" +Your script ~/project/scripts/02_run_fastqc.sh should look like:

    +
    ```sh title="02_run_fastqc.sh"
    +#!/usr/bin/env bash
    +cd ~/project/reads
    +
    +fastqc *.fastq
    +```
    +
    +

    Exercise: Download the html files to your local computer, and view the results. How is the quality? Where are the problems?

    +

    !!! info "Downloading files" +You can download files by right-click the file and after that select Download:

    +
    <figure>
    +  <img src="../../assets/images/download_file.gif" width="500"/>
    +</figure>
    +
    +

    ??? done "Answer" +There seems to be:

    +
    * Low quality towards the 3' end (per base sequence quality)
    +* Full sequence reads with low quality (per sequence quality scores)
    +* Adapters in the sequences (adapter content)
    +
    +We can probably fix most of these issues by trimming.
    +
    +

    Trim the reads

    +

    We will use fastp for trimming adapters and low quality bases from our reads. The most used adapters for Illumina are TruSeq adapters, and fastp will use those by default. A reference for the adapter sequences can be found here.

    +

    Exercise: Check out the documentation of fastp, and the option defaults by running fastp --help.

    +
      +
    • What is the default for the minimum base quality for a qualified base? ( option --qualified_quality_phred)
    • +
    • What is the default for the maximum percentage of unqualified bases in a read? (option --unqualified_percent_limit)
    • +
    • What is the default for the minimum required read length? (option --length_required)
    • +
    • What happens if one read in the pair does not meet the required length after trimming? (it can be specified with the options --unpaired1 and --unpaired2)
    • +
    +

    ??? done "Answer"

    +
    - The minimum base quality is 15: `Default 15 means phred quality >=Q15 is qualified. (int [=15])`
    +- The minimum required length is also 15: `reads shorter than length_required will be discarded, default is 15. (int [=15])`
    +- If one of the reads does not meet the required length, the pair is discarded if `--unpaired1` and/or `--unpaired2` are not specified: `for PE input, if read1 passed QC but read2 not, it will be written to unpaired1. Default is to discard it. (string [=])`. 
    +
    +

    Exercise: Complete the script below called 03_trim_reads.sh (replace everything in between brackets []) to run fastp to trim the data. The quality of our dataset is not great, so we will overwrite the defaults. Use a a minimum qualified base quality of 10, set the maximum percentage of unqalified bases to 80% and a minimum read length of 25. Note that a new directory called ~/project/results/trimmed/ is created to write the trimmed reads.

    +
    #!/usr/bin/env bash + +TRIMMED_DIR=~/project/results/trimmed +READS_DIR=~/project/reads + +mkdir -p $TRIMMED_DIR + +cd $TRIMMED_DIR + +fastp \ +-i $READS_DIR/SRR519926_1.fastq \ +-I $READS_DIR/SRR519926_2.fastq \ +-o $TRIMMED_DIR/trimmed_SRR519926_1.fastq \ +-O $TRIMMED_DIR/trimmed_SRR519926_2.fastq \ +[QUALIFIED BASE THRESHOLD] \ +[MINIMUM LENGTH THRESHOLD] \ +[UNQUALIFIED PERCENTAGE LIMIT] \ +--cut_front \ +--cut_tail \ +--detect_adapter_for_pe +
    +

    !!! note "Additional options" +Note that we have set the options --cut_front and --cut_tail that will ensure low quality bases are trimmed in a sliding window from both the 5' and 3' ends. Also --detect_adapter_for_pe is set, which ensures that adapters are detected automatically for both R1 and R2.

    +

    ??? done "Answer" +Your script (~/project/scripts/03_trim_reads.sh) should look like this:

    +
    ```sh title="03_trim_reads.sh"
    +#!/usr/bin/env bash
    +
    +TRIMMED_DIR=~/project/results/trimmed
    +READS_DIR=~/project/reads
    +
    +mkdir -p $TRIMMED_DIR
    +
    +cd $TRIMMED_DIR
    +
    +fastp \
    +-i $READS_DIR/SRR519926_1.fastq \
    +-I $READS_DIR/SRR519926_2.fastq \
    +-o $TRIMMED_DIR/trimmed_SRR519926_1.fastq \
    +-O $TRIMMED_DIR/trimmed_SRR519926_2.fastq \
    +--qualified_quality_phred 10 \
    +--length_required 25 \
    +--unqualified_percent_limit 80 \
    +--cut_front \
    +--cut_tail \
    +--detect_adapter_for_pe
    +```
    +
    +

    !!! note "The use of \" +In the script above you see that we're using \ at the end of many lines. We use it to tell bash to ignore the newlines. If we would not do it, the fastp command would become a very long line, and the script would become very difficult to read. It is in general good practice to put every option of a long command on a newline in your script and use \ to ignore the newlines when executing.

    +

    Exercise: Check out the report in fastp.html.

    +
      +
    • Has the quality improved?
    • +
    • How many reads do we have left?
    • +
    • Bonus: Although there were adapters in R2 according to fastqc, fastp has trouble finding adapters in R2. Also, after running fastp there doesn't seem to be much adapter left (you can double check by running fastqc on trimmed_SRR519926_2.fastq). How could that be?
    • +
    +

    ??? done "Answers" +- Yes, low quality 3' end, per sequence quality and adapter sequences have improved. Also the percentages >20 and >30 are higher. +- 624724 reads, so 312362 pairs (78.0%) +- The 3' end of R2 has very low quality on average, this means that trimming for low quality removes almost all bases from the original 3' end, including any adapter.

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    `jmou0M@H5L-t)kT^^i`6BD*lj-8}j+K${*|?N?GUG%1eV6sFwd0N_h2L7h|?r z!XFv#u_Rr?Y$(w7_$J1IE2`-JQ8kOKr>OkNKh*42h)jHoKi6RE_;gKoQ(*qwQ_dbRs_)ud* zbgTo+7q8!DZhkAth(i;_VtWrtz%Yzeq)96D1AO?rkLUyP6%zu?YX$>C;#If*9~{gh z7%hq<%=qGf6Pr~lb`sj1vOPWELfs!M`P|Rr82&c#6Z9M=ekS0~I(l$4H$jv7xVM+C zJ(b8?Y;Du)hi{JqoOb;!tHpzZ0sn>CoCzUM+m+U3As`k(FK{q_sE=t>N@V_XZv%UC zeP{Kf%*W!8^(cC1Js49BFpZu9*gasLd@y=jPCyl7VOW96_uj>afVL4^Fla*yN)WZN z%SV5dR!sq8=3$nwFc@*iedgu>J#9A_?C_)TTJZ<0C8?fWa2Gj14U*LeOhV3ARfF~WnaZx=DLFsmJh{FMp z)z!x@Bg023a?u4dsJ|KWm6xj!2x(U$fKl>+1#Eoh&K>gUCL83E4*noOWu%OOw|-l$ z?LR(6qQ6V|Xo6wE@M8qV2Fah56i5OK7TiiwL3$(GW}49_qfLZ*7u2XDA9N*xxBzGp zlTHwn!8x==oM>IG#502?7J+}JCx({D32X0YUMxgz78-E{8it~YHRc^!YlQU()QPkq z8bwSsI>}eKlZK7ohTyr`=PQVk@CF@7`04?fS<*<5jM*i964||L=uvSTw9#WA^RT zZkRBuyRQ1@aE~R7-bwm5lc;D(lZU)twL^gipZpI>qA&06{Qo3C`ak}+zG=>l?_ + + + + + + + + + + + + + + + + + + + + + Quality control - NGS - Quality control, Alignment, Visualisation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

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    Quality control

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    Learning outcomes

    +

    After having completed this chapter you will be able to:

    +
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    • Find information about a sequence run on the Sequence Read Archive
    • +
    • Run fastqc on sequence reads and interpret the results
    • +
    • Trim adapters and low quality bases using fastp
    • +
    +

    Material

    + + +

    Download the presentation

    + +

    Exercises

    +

    Download and evaluate an E. coli dataset

    +

    Check out the dataset at SRA.

    +

    Exercise: Browse around the SRA entry and answer these questions:

    +

    A. Is the dataset paired-end or single end?

    +

    B. Which instrument was used for sequencing?

    +

    C. What is the read length?

    +

    D. How many reads do we have?

    +
    +Answers +

    A. paired-end

    +

    B. Illumina MiSeq

    +

    C. 2 x 251 bp

    +

    D. 400596

    +
    +

    Now we will use some bioinformatics tools to do download reads and perform quality control. The tools are pre-installed in a conda environment called ngs-tools. Every time you open a new terminal, you will have to load the environment:

    +
    conda activate ngs-tools
    +
    +

    Make a directory reads in ~/project and download the reads from the SRA database using prefetch and fastq-dump from SRA-Tools into the reads directory. Use the code snippet below to create a scripts called 01_download_reads.sh. Store it in ~/project/scripts/, and run it.

    +
    01_download_reads.sh
    #!/usr/bin/env bash
    +
    +cd ~/project
    +mkdir reads
    +cd reads
    +prefetch SRR519926
    +fastq-dump --split-files SRR519926
    +
    +

    Exercise: Check whether the download was successful by counting the number of reads in the fastq files and compare it to the SRA entry.

    +
    +

    Tip

    +

    A read in a fastq file consists of four lines (more on that at file types). Use Google to figure out how to count the number of reads in a fastq file.

    +
    +
    +Answer +

    e.g. from this thread on Biostars:

    +
    ## forward read
    +echo $(cat SRR519926_1.fastq | wc -l)/4 | bc
    +
    +## reverse read
    +echo $(cat SRR519926_2.fastq | wc -l)/4 | bc
    +
    +
    +

    Run fastqc

    +

    Exercise: Create a script to run fastqc and call it 02_run_fastqc.sh. After that, run it.

    +
    +

    Tip

    +

    fastqc accepts multiple files as input, so you can use a wildcard to run fastqc on all the files in one line of code. Use it like this: *.fastq.

    +
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    +Answer +

    Your script ~/project/scripts/02_run_fastqc.sh should look like:

    +
    02_run_fastqc.sh
    #!/usr/bin/env bash
    +cd ~/project/reads
    +
    +fastqc *.fastq
    +
    +
    +

    Exercise: Download the html files to your local computer, and view the results. How is the quality? Where are the problems?

    +
    +

    Downloading files

    +

    You can download files by right-click the file and after that select Download:

    +

    + +

    +
    +
    +Answer +

    There seems to be:

    +
      +
    • Low quality towards the 3’ end (per base sequence quality)
    • +
    • Full sequence reads with low quality (per sequence quality scores)
    • +
    • Adapters in the sequences (adapter content)
    • +
    +

    We can probably fix most of these issues by trimming.

    +
    +

    Trim the reads

    +

    We will use fastp for trimming adapters and low quality bases from our reads. The most used adapters for Illumina are TruSeq adapters, and fastp will use those by default. A reference for the adapter sequences can be found here.

    +

    Exercise: Check out the documentation of fastp, and the option defaults by running fastp --help.

    +
      +
    • What is the default for the minimum base quality for a qualified base? ( option --qualified_quality_phred)
    • +
    • What is the default for the maximum percentage of unqualified bases in a read? (option --unqualified_percent_limit)
    • +
    • What is the default for the minimum required read length? (option --length_required)
    • +
    • What happens if one read in the pair does not meet the required length after trimming? (it can be specified with the options --unpaired1 and --unpaired2)
    • +
    +
    +Answer +
      +
    • The minimum base quality is 15: Default 15 means phred quality >=Q15 is qualified. (int [=15])
    • +
    • The minimum required length is also 15: reads shorter than length_required will be discarded, default is 15. (int [=15])
    • +
    • If one of the reads does not meet the required length, the pair is discarded if --unpaired1 and/or --unpaired2 are not specified: for PE input, if read1 passed QC but read2 not, it will be written to unpaired1. Default is to discard it. (string [=]).
    • +
    +
    +

    Exercise: Complete the script below called 03_trim_reads.sh (replace everything in between brackets []) to run fastp to trim the data. The quality of our dataset is not great, so we will overwrite the defaults. Use a a minimum qualified base quality of 10, set the maximum percentage of unqalified bases to 80% and a minimum read length of 25. Note that a new directory called ~/project/results/trimmed/ is created to write the trimmed reads.

    +
    03_trim_reads.sh
    #!/usr/bin/env bash
    +
    +TRIMMED_DIR=~/project/results/trimmed
    +READS_DIR=~/project/reads
    +
    +mkdir -p $TRIMMED_DIR
    +
    +cd $TRIMMED_DIR
    +
    +fastp \
    +-i $READS_DIR/SRR519926_1.fastq \
    +-I $READS_DIR/SRR519926_2.fastq \
    +-o $TRIMMED_DIR/trimmed_SRR519926_1.fastq \
    +-O $TRIMMED_DIR/trimmed_SRR519926_2.fastq \
    +[QUALIFIED BASE THRESHOLD] \
    +[MINIMUM LENGTH THRESHOLD] \
    +[UNQUALIFIED PERCENTAGE LIMIT] \
    +--cut_front \
    +--cut_tail \
    +--detect_adapter_for_pe
    +
    +
    +

    Additional options

    +

    Note that we have set the options --cut_front and --cut_tail that will ensure low quality bases are trimmed in a sliding window from both the 5’ and 3’ ends. Also --detect_adapter_for_pe is set, which ensures that adapters are detected automatically for both R1 and R2.

    +
    +
    +Answer +

    Your script (~/project/scripts/03_trim_reads.sh) should look like this:

    +
    03_trim_reads.sh
    #!/usr/bin/env bash
    +
    +TRIMMED_DIR=~/project/results/trimmed
    +READS_DIR=~/project/reads
    +
    +mkdir -p $TRIMMED_DIR
    +
    +cd $TRIMMED_DIR
    +
    +fastp \
    +-i $READS_DIR/SRR519926_1.fastq \
    +-I $READS_DIR/SRR519926_2.fastq \
    +-o $TRIMMED_DIR/trimmed_SRR519926_1.fastq \
    +-O $TRIMMED_DIR/trimmed_SRR519926_2.fastq \
    +--qualified_quality_phred 10 \
    +--length_required 25 \
    +--unqualified_percent_limit 80 \
    +--cut_front \
    +--cut_tail \
    +--detect_adapter_for_pe
    +
    +
    +
    +

    The use of \

    +

    In the script above you see that we’re using \ at the end of many lines. We use it to tell bash to ignore the newlines. If we would not do it, the fastp command would become a very long line, and the script would become very difficult to read. It is in general good practice to put every option of a long command on a newline in your script and use \ to ignore the newlines when executing.

    +
    +

    Exercise: Check out the report in fastp.html.

    +
      +
    • Has the quality improved?
    • +
    • How many reads do we have left?
    • +
    • Bonus: Although there were adapters in R2 according to fastqc, fastp has trouble finding adapters in R2. Also, after running fastp there doesn’t seem to be much adapter left (you can double check by running fastqc on trimmed_SRR519926_2.fastq). How could that be?
    • +
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    +Answers +
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    • Yes, low quality 3’ end, per sequence quality and adapter sequences have improved. Also the percentages >20 and >30 are higher.
    • +
    • 624724 reads, so 312362 pairs (78.0%)
    • +
    • The 3’ end of R2 has very low quality on average, this means that trimming for low quality removes almost all bases from the original 3’ end, including any adapter.
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    Reproducibility

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    Learning outcomes

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    After having completed this chapter you will be able to:

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    • Understand the importance of reproducibility
    • +
    • Apply some basic rules to support reproducibilty in computational research
    • +
    +

    Material

    +

    Download the presentation

    +

    Some good practices for reproducibility

    +

    During today and tomorrow we will work with a small E. coli dataset to practice quality control, alignment and alignment filtering. You can consider this as a small project. During the exercise you will be guided to adhere to the following basic principles for reproducibility:

    +
      +
    1. Execute the commands from a script in order to be able to trace back your steps
    2. +
    3. Number scripts based on their order of execution (e.g. 01_download_reads.sh)
    4. +
    5. Give your scripts a descriptive and active name, e.g. 06_build_bowtie_index.sh
    6. +
    7. Make your scripts specific, i.e. do not combine many different commands in the same script
    8. +
    9. Refer to directories and variables at the beginning of the script
    10. +
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    By adhering to these simple principles it will be relatively straightforward to re-do your analysis steps only based on the scripts, and will get you started to adhere to the Ten Simple Rules for Reproducible Computational Research.

    +

    By the end of day 2 ~/project should look (something) like this:

    +
    .
    +├── alignment_output
    +├── reads
    +├── ref_genome
    +├── scripts
    +│   ├── 01_download_reads.sh
    +│   ├── 02_run_fastqc.sh
    +│   ├── 03_trim_reads.sh
    +│   ├── 04_run_fastqc_trimmed.sh
    +│   ├── 05_download_ecoli_reference.sh
    +│   ├── 06_build_bowtie_index.sh
    +│   ├── 07_align_reads.sh
    +│   ├── 08_compress_sort.sh
    +│   ├── 09_extract_unmapped.sh
    +│   ├── 10_extract_region.sh
    +│   └── 11_align_sort.sh
    +└── trimmed_data
    +
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    + + + + + + + + + + \ No newline at end of file diff --git a/2024.11/day1/sequencing_technologies/index.html b/2024.11/day1/sequencing_technologies/index.html new file mode 100644 index 0000000..90687eb --- /dev/null +++ b/2024.11/day1/sequencing_technologies/index.html @@ -0,0 +1,832 @@ + + + + + + + + + + + + + + + + + + + + + + + + Sequencing technologies - NGS - Quality control, Alignment, Visualisation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    Sequencing technologies

    + +

    Learning outcomes

    +

    After having completed this chapter you will be able to:

    +
      +
    • Describe the major applications of next generation sequencing
    • +
    • Reproduce the most frequently used sequencing methods
    • +
    • Describe the major steps taken during library preparation for Illumina sequencing
    • +
    • Explain why the length of the sequencing reads of Illumina sequencing are limited
    • +
    • Describe the general methods used for Oxford Nanopore Sequencing and PacBio sequencing
    • +
    +

    Material

    + + +

    Download the presentation

    +

    Illumina sequencing by synthesis on YouTube

    +

    NEBnext library preparation poster

    + + + + + + + + + + + + + + + +
    +
    + + + +
    + +
    + + + +
    +
    +
    +
    + + + + + + + + + + \ No newline at end of file diff --git a/2024.11/day1/server_login/index.html b/2024.11/day1/server_login/index.html new file mode 100644 index 0000000..fa482e3 --- /dev/null +++ b/2024.11/day1/server_login/index.html @@ -0,0 +1,1282 @@ + + + + + + + + + + + + + + + + + + + + + + + + Setup - NGS - Quality control, Alignment, Visualisation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    + + + + + + + +
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    + + + + + + + +

    Setup

    + +

    Learning outcomes

    +
    +

    Note

    +

    You might already be able to do some or all of these learning outcomes. If so, you can go through the corresponding exercises quickly. The general aim of this chapter is to work comfortably on a remote server by using the command line.

    +
    +

    After having completed this chapter you will be able to:

    +
      +
    • Use the command line to:
        +
      • Make a directory
      • +
      • Change file permissions to ‘executable’
      • +
      • Run a bash script
      • +
      • Pipe data from and to a file or other executable
      • +
      +
    • +
    • Program a loop in bash
    • +
    +
    +

    Choose your platform

    +

    In this part we will show you how to access the cloud server, or setup your computer to do the exercises with conda or with Docker.

    +

    If you are doing the course with a teacher, you will have to login to the remote server. Therefore choose:

    +
      +
    • Cloud notebook
    • +
    +

    If you are doing this course independently (i.e. without a teacher) choose either:

    +
      +
    • conda
    • +
    • Docker
    • +
    +
    +
    +
    +
    +

    Exercises

    +

    First login

    +

    If you are participating in this course with a teacher, you have received a link and a password. Copy-paste the link (including the port, e.g.: http://12.345.678.91:10002) in your browser. This should result in the following page:

    +

    + +

    +
    +

    Info

    +

    The link gives you access to a web version of Visual Studio Code. This is a powerful code editor that you can also use as a local application on your computer.

    +
    +

    Type in the password that was provided to you by the teacher. Now let’s open the terminal. You can do that with Ctrl+`. Or by clicking Application menu > Terminal > New Terminal:

    +

    + +

    +

    For a.o. efficiency and reproducibility it makes sense to execute your commands from a script. With use of the ‘new file’ button:

    +

    + +

    +
    +
    +

    Material

    + +

    Exercises

    +

    First login

    +

    Docker can be used to run an entire isolated environment in a container. This means that we can run the software with all its dependencies required for this course locally in your computer. Independent of your operating system.

    +

    In the video below there’s a tutorial on how to set up a docker container for this course. Note that you will need administrator rights, and that if you are using Windows, you need the latest version of Windows 10.

    +

    +

    The command to run the environment required for this course looks like this (in a terminal):

    +
    +

    Modify the script

    +

    Modify the path after -v to the working directory on your computer before running it.

    +
    +
    docker run \
    +--rm \
    +-p 8443:8443 \
    +-e PUID=1000 \
    +-e PGID=1000 \
    +-e DEFAULT_WORKSPACE=/config/project \
    +-v $PWD:/config/project \
    +geertvangeest/ngs-introduction-vscode:latest
    +
    +

    If this command has run successfully, navigate in your browser to http://localhost:8443.

    +

    The option -v mounts a local directory in your computer to the directory /config/project in the docker container. In that way, you have files available both in the container and on your computer. Use this directory on your computer to e.g. visualise data with IGV. Change the first path to a path on your computer that you want to use as a working directory.

    +
    +

    Don’t mount directly in the home dir

    +

    Don’t directly mount your local directory to the home directory (/root). This will lead to unexpected behaviour.

    +
    +

    The part geertvangeest/ngs-introduction-vscode:latest is the image we are going to load into the container. The image contains all the information about software and dependencies needed for this course. When you run this command for the first time it will download the image. Once it’s on your computer, it will start immediately.

    +
    +
    +

    If you have a conda installation on your local computer, you can install the required software using conda. If not, you can install Miniconda like this:

    +
    +
    +
    +
      +
    • Get the .exe file here
    • +
    • Double click the file
    • +
    • Follow the instructions on the screen (defaults are usually fine)
    • +
    • Run the command conda list in the Ananconda prompt or terminal to check whether your installation has succeeded.
    • +
    +
    +
    +
      +
    • Get the installation (.sh) script here
    • +
    • Run in your terminal: +
      bash Miniconda3-latest-Linux-x86_64.sh
      +
    • +
    • Follow the prompts
    • +
    • Close and reopen your terminal for changes to have effect
    • +
    • Run the command conda list in the Ananconda prompt or terminal to check whether your installation has succeeded.
    • +
    +
    +
    +
    +

    After installation, you can install the required software:

    +
    +
    +
    +
    conda create -n ngs-tools
    +
    +conda activate ngs-tools
    +
    +conda install -y -c bioconda \
    +    samtools \
    +    bwa \
    +    fastqc \
    +    sra-tools \
    +    bowtie2=2.4.2 \
    +    hisat2=2.2.1 \
    +    subread=2.0.1 \
    +    entrez-direct \
    +    minimap2 \
    +    gatk4 \
    +    freebayes \
    +    multiqc \
    +    fastp
    +
    +
    +
    +

    Download ngs-tools.yml, and generate the conda environment like this:

    +
    conda env create --name ngs-tools -f ngs-tools.yml
    +
    +
    +

    Note

    +

    If that did not succeed, follow the instructions for Windows/MacOS.

    +
    +
    +
    +
    +

    This will create the conda environment ngs-tools

    +

    Activate it like so:

    +
    conda activate ngs-tools
    +
    +

    After successful installation and activating the environment all the software required to do the exercises should be available.

    +
    +

    If you are doing project 2 (long reads)

    +

    If you are doing the project 2 as part of the course, you will need to install NanoPlot as well, using pip:

    +
    pip install NanoPlot
    +
    +
    +
    +
    +
    +

    A UNIX command line interface (CLI) refresher

    +

    Most bioinformatics software are UNIX based and are executed through the CLI. When working with NGS data, it is therefore convenient to improve your knowledge on UNIX. For this course, we need basic understanding of UNIX CLI, so here are some exercises to refresh your memory.

    +

    If you need some reminders of the commands, here’s a link to a UNIX command line cheat sheet:

    +

    UNIX cheat sheet

    +

    Make a new directory

    +

    Make a directory scripts within ~/project and make it your current directory.

    +
    +Answer +
    cd ~/project
    +mkdir scripts
    +cd scripts
    +
    +
    +

    File permissions

    +

    Generate an empty script in your newly made directory ~/project/scripts like this:

    +
    touch new_script.sh
    +
    +

    Add a command to this script that writes “SIB courses are great!” (or something you can better relate to.. 😉) to stdout, and try to run it.

    +
    +Answer +

    Generate a script as described above. The script should look like this:

    +
    #!/usr/bin/env bash
    +
    +echo "SIB courses are great!"
    +
    +
    +

    Usually, you can run it like this:

    +
    ./new_script.sh
    +
    +

    But there’s an error:

    +
    bash: ./new_script.sh: Permission denied
    +
    +

    Why is there an error?

    +
    +

    Hint

    +

    Use ls -lh new_script.sh to check the permissions.

    +
    +
    +Answer +
    ls -lh new_script.sh
    +
    +

    gives:

    +
    -rw-r--r--  1 user  group    51B Nov 11 16:21 new_script.sh
    +
    +

    There’s no x in the permissions string. You should change at least the permissions of the user.

    +
    +

    Make the script executable for yourself, and run it.

    +
    +Answer +

    Change permissions:

    +
    chmod u+x new_script.sh
    +
    +

    ls -lh new_script.sh now gives:

    +
    -rwxr--r--  1 user  group    51B Nov 11 16:21 new_script.sh
    +
    +

    So it should be executable:

    +
    ./new_script.sh
    +
    +
    +

    More on chmod and file permissions here.

    +

    Redirection: > and |

    +

    In the root directory (go there like this: cd /) there are a range of system directories and files. Write the names of all directories and files to a file called system_dirs.txt in your working directory.

    +
    +Answer +
    ls / > ~/project/system_dirs.txt
    +
    +
    +

    The command wc -l counts the number of lines, and can read from stdin. Make a one-liner with a pipe | symbol to find out how many system directories and files there are.

    +
    +Answer +
    ls / | wc -l
    +
    +
    +

    Variables

    +

    Store system_dirs.txt as variable (like this: VAR=variable), and use wc -l on that variable to count the number of lines in the file.

    +
    +Answer +
    FILE=~/project/system_dirs.txt
    +wc -l $FILE
    +
    +
    +

    shell scripts

    +

    Make a shell script that automatically counts the number of system directories and files.

    +
    +Answer +

    Make a script called e.g. current_system_dirs.sh: +

    #!/usr/bin/env bash
    +cd /
    +ls | wc -l
    +

    +
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    + + + + + + + + + + \ No newline at end of file diff --git a/2024.11/day2/file_types/index.html b/2024.11/day2/file_types/index.html new file mode 100644 index 0000000..4107fa2 --- /dev/null +++ b/2024.11/day2/file_types/index.html @@ -0,0 +1,845 @@ + + + + + + + + + + + + + + + + + + + + + + + + File types - NGS - Quality control, Alignment, Visualisation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    File types

    + +

    Learning outcomes

    +

    After having completed this chapter you will be able to:

    +
      +
    • Describe the fasta and fastq file format
    • +
    • Describe which information can be stored in a standard Illumina fastq title
    • +
    • Reproduce how and why base quality is stored in a fastq file as a single ASCII character
    • +
    • Lookup relevant information of an alignment in the header of a sam file
    • +
    • Describe what information is stored in each column of a sam file
    • +
    • Describe how information is stored in a sam flag
    • +
    • Describe the bed and gtf file format
    • +
    • Describe vcf file format
    • +
    +

    Material

    + + +

    Download the presentation

    +

    File definition websites:

    + + + + + + + + + + + + + + + + +
    +
    + + + +
    + +
    + + + +
    +
    +
    +
    + + + + + + + + + + \ No newline at end of file diff --git a/2024.11/day2/read_alignment/index.html b/2024.11/day2/read_alignment/index.html new file mode 100644 index 0000000..96dcf3d --- /dev/null +++ b/2024.11/day2/read_alignment/index.html @@ -0,0 +1,952 @@ + + + + + + + + + + + + + + + + + + + + + + + + Read alignment - NGS - Quality control, Alignment, Visualisation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    + + + +
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    + + + +
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    + + + +
    +
    + + + + + + + +

    Read alignment

    + +

    Learning outcomes

    +

    After having completed this chapter you will be able to:

    +
      +
    • Explain what a sequence aligner does
    • +
    • Explain why in some cases the aligner needs to be ‘splice-aware’
    • +
    • Calculate mapping quality out of the probability that a mapping position is wrong
    • +
    • Build an index of the reference and perform an alignment of paired-end reads with bowtie2
    • +
    +

    Material

    + + +

    Download the presentation

    + +

    Exercises

    +

    Prepare the reference sequence

    +

    Make a script called 05_download_ecoli_reference.sh, and paste in the code snippet below. Use it to retrieve the reference sequence using esearch and efetch:

    +
    05_download_ecoli_reference.sh
    #!/usr/bin/env bash
    +
    +REFERENCE_DIR=~/project/ref_genome/
    +
    +mkdir $REFERENCE_DIR
    +cd $REFERENCE_DIR
    +
    +esearch -db nuccore -query 'U00096' \
    +| efetch -format fasta > ecoli-strK12-MG1655.fasta
    +
    +

    Exercise: Check out the documentation of bowtie2-build, and build the indexed reference genome with bowtie2 using default options. Do that with a script called 06_build_bowtie_index.sh.

    +
    +Answer +
    06_build_bowtie_index.sh
    #!/usr/bin/env bash
    +
    +cd ~/project/ref_genome
    +
    +bowtie2-build ecoli-strK12-MG1655.fasta ecoli-strK12-MG1655.fasta
    +
    +
    +

    Align the reads with bowtie2

    +

    Exercise: Check out the bowtie2 manual here. We are going to align the sequences in paired-end mode. What are the options we’ll minimally need?

    +
    +Answer +

    According to the usage of bowtie2: +

    bowtie2 [options]* -x <bt2-idx> {-1 <m1> -2 <m2> | -U <r> | --interleaved <i> | --sra-acc <acc> | b <bam>}
    +

    +

    We’ll need the options:

    +
      +
    • -x to point to our index
    • +
    • -1 and -2 to point to our forward and reverse reads
    • +
    +
    +

    Exercise: Try to understand what the script below does. After that copy it to a script called 07_align_reads.sh, and run it.

    +
    07_align_reads.sh
    #!/usr/bin/env bash
    +
    +TRIMMED_DIR=~/project/results/trimmed
    +REFERENCE_DIR=~/project/ref_genome/
    +ALIGNED_DIR=~/project/results/alignments
    +
    +mkdir -p $ALIGNED_DIR
    +
    +bowtie2 \
    +-x $REFERENCE_DIR/ecoli-strK12-MG1655.fasta \
    +-1 $TRIMMED_DIR/trimmed_SRR519926_1.fastq \
    +-2 $TRIMMED_DIR/trimmed_SRR519926_2.fastq \
    +> $ALIGNED_DIR/SRR519926.sam
    +
    +

    We’ll go deeper into alignment statistics later on, but bowtie2 writes already some statistics to stdout. General alignment rates seem okay, but there are quite some non-concordant alignments. That doesn’t sound good. Check out the explanation about concordance at the bowtie2 manual. Can you guess what the reason could be?

    + + + + + + + + + + + + + + + +
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    + + + + + + + + + + \ No newline at end of file diff --git a/2024.11/day2/samtools/index.html b/2024.11/day2/samtools/index.html new file mode 100644 index 0000000..ec449be --- /dev/null +++ b/2024.11/day2/samtools/index.html @@ -0,0 +1,1138 @@ + + + + + + + + + + + + + + + + + + + + + + + + Samtools - NGS - Quality control, Alignment, Visualisation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    + + + + + + + +

    Samtools

    + +

    Learning outcomes

    +

    After having completed this chapter you will be able to:

    +
      +
    • Use samtools flagstat to get general statistics on the flags stored in a sam/bam file
    • +
    • Use samtools view to:
        +
      • compress a sam file into a bam file
      • +
      • filter on sam flags
      • +
      • count alignments
      • +
      • filter out a region
      • +
      +
    • +
    • Use samtools sort to sort an alignment file based on coordinate
    • +
    • Use samtools index to create an index of a sorted sam/bam file
    • +
    • Use the pipe (|) symbol to pipe alignments directly to samtools to perform sorting and filtering
    • +
    +

    Material

    + +

    Exercises

    +

    Alignment statistics

    +

    Exercise: Write the statistics of the E. coli alignment to file called SRR519926.sam.stats by using samtools flagstat. Find the documentation here. Anything that draws your attention?

    +
    +Answer +

    Code: +

    cd ~/project/results/alignments/
    +samtools flagstat SRR519926.sam > SRR519926.sam.stats
    +

    +

    resulting in:

    +
    624724 + 0 in total (QC-passed reads + QC-failed reads)
    +624724 + 0 primary
    +0 + 0 secondary
    +0 + 0 supplementary
    +0 + 0 duplicates
    +0 + 0 primary duplicates
    +621624 + 0 mapped (99.50% : N/A)
    +621624 + 0 primary mapped (99.50% : N/A)
    +624724 + 0 paired in sequencing
    +312362 + 0 read1
    +312362 + 0 read2
    +300442 + 0 properly paired (48.09% : N/A)
    +619200 + 0 with itself and mate mapped
    +2424 + 0 singletons (0.39% : N/A)
    +0 + 0 with mate mapped to a different chr
    +0 + 0 with mate mapped to a different chr (mapQ>=5)
    +
    +

    Of the reads, 47.87% is properly paired. The rest isn’t. Proper pairing is quite hard to interpret. It usually means that the 0x2 flag (each segment properly aligned according to the aligner) is false. In this case it means that the insert size is high for a lot of sequences. That is because the insert size distribution is very wide. You can find info on insert size distribution like this:

    +
    samtools stats SRR519926.sam | grep ^SN | cut -f 2,3
    +
    +

    Now look at insert size average and insert size standard deviation. You can see the standard deviation is higher than the average, suggesting a wide distribution.

    +
    +

    Compression, sorting and indexing

    +

    The command samtools view is very versatile. It takes an alignment file and writes a filtered or processed alignment to the output. You can for example use it to compress your SAM file into a BAM file. Let’s start with that.

    +

    Exercise: Create a script called 08_compress_sort.sh. Add a samtools view command to compress our SAM file into a BAM file and include the header in the output. For this, use the -b and -h options. Find the required documentation here. How much was the disk space reduced by compressing the file?

    +
    +

    Tip: Samtools writes to stdout

    +

    By default, samtools writes it’s output to stdout. This means that you need to redirect your output to a file with > or use the the output option -o.

    +
    +
    +Answer +

    08_compress_sort.sh
    #!/usr/bin/env bash
    +
    +cd ~/project/results/alignments
    +
    +samtools view -bh SRR519926.sam > SRR519926.bam
    +
    +By using ls -lh, you can find out that SRR519926.sam has a size of 264 Mb, while SRR519926.bam is only 77 Mb.

    +
    +

    To look up specific alignments, it is convenient to have your alignment file indexed. An indexing can be compared to a kind of ‘phonebook’ of your sequence alignment file. Indexing is done with samtools as well, but it first needs to be sorted on coordinate (i.e. the alignment location). You can do it like this:

    +
    samtools sort SRR519926.bam > SRR519926.sorted.bam
    +samtools index SRR519926.sorted.bam
    +
    +

    Exercise: Add these lines to 08_compress_sort.sh, and re-run te script in order to generate the sorted bam file. After that checkout the headers of the unsorted bam file (SRR519926.bam) and the sorted bam file (SRR519926.sorted.bam) with samtools view -H. What are the differences?

    +
    +Answer +

    Your script should like like this:

    +
    08_compress_sort.sh
    #!/usr/bin/env bash
    +
    +cd ~/project/results/alignments
    +
    +samtools view -bh SRR519926.sam > SRR519926.bam
    +samtools sort SRR519926.bam > SRR519926.sorted.bam
    +samtools index SRR519926.sorted.bam
    +
    +

    samtools view -H SRR519926.bam returns:

    +
    @HD     VN:1.0  SO:unsorted
    +@SQ     SN:U00096.3     LN:4641652
    +@PG     ID:bowtie2      PN:bowtie2      VN:2.4.2        CL:"/opt/conda/envs/ngs-tools/bin/bowtie2-align-s --wrapper basic-0 -x /config/project/ref_genome//ecoli-strK12-MG1655.fasta -1 /config/project/trimmed_data/trimmed_SRR519926_1.fastq -2 /config/project/trimmed_data/trimmed_SRR519926_2.fastq"
    +@PG     ID:samtools     PN:samtools     PP:bowtie2      VN:1.12 CL:samtools view -bh SRR519926.sam
    +@PG     ID:samtools.1   PN:samtools     PP:samtools     VN:1.12 CL:samtools view -H SRR519926.bam
    +
    +

    And samtools view -H SRR519926.sorted.bam returns:

    +
    @HD     VN:1.0  SO:coordinate
    +@SQ     SN:U00096.3     LN:4641652
    +@PG     ID:bowtie2      PN:bowtie2      VN:2.4.2        CL:"/opt/conda/envs/ngs-tools/bin/bowtie2-align-s --wrapper basic-0 -x /config/project/ref_genome//ecoli-strK12-MG1655.fasta -1 /config/project/trimmed_data/trimmed_SRR519926_1.fastq -2 /config/project/trimmed_data/trimmed_SRR519926_2.fastq"
    +@PG     ID:samtools     PN:samtools     PP:bowtie2      VN:1.12 CL:samtools view -bh SRR519926.sam
    +@PG     ID:samtools.1   PN:samtools     PP:samtools     VN:1.12 CL:samtools sort SRR519926.bam
    +@PG     ID:samtools.2   PN:samtools     PP:samtools.1   VN:1.12 CL:samtools view -H SRR519926.sorted.bam
    +
    +

    There are two main differences:

    +
      +
    • The SO tag at @HD type code has changed from unsorted to coordinate.
    • +
    • A line with the @PG type code for the sorting was added.
    • +
    +

    Note that the command to view the header (samtools -H) is also added to the header for both runs.

    +
    +

    Filtering

    +

    With samtools view you can easily filter your alignment file based on flags. One thing that might be sensible to do at some point is to filter out unmapped reads.

    +

    Exercise: Check out the flag that you would need to filter for mapped reads. It’s at page 7 of the SAM documentation.

    +
    +Answer +

    You will need the 0x4 flag.

    +
    +

    Filtering against unmapped reads (leaving only mapped reads) with samtools view would look like this:

    +
    samtools view -bh -F 0x4 SRR519926.sorted.bam > SRR519926.sorted.mapped.bam
    +
    +

    or:

    +
    samtools view -bh -F 4 SRR519926.sorted.bam > SRR519926.sorted.mapped.bam
    +
    +

    Exercise: Generate a script called 09_extract_unmapped.sh to get only the unmapped reads (so the opposite of the example). How many reads are in there? Is that the same as what we expect based on the output of samtools flagstat?

    +
    +

    Tip

    +

    Check out the -f and -c options of samtools view

    +
    +
    +Answer +

    Your script 09_extract_unmapped.sh should look like this:

    +
    09_extract_unmapped.sh
    #!/usr/bin/env bash
    +
    +cd ~/project/results/alignments
    +
    +samtools view -bh -f 0x4 SRR519926.sorted.bam > SRR519926.sorted.unmapped.bam
    +
    +

    Counting like this: +

    samtools view -c SRR519926.sorted.unmapped.bam
    +

    +

    This should correspond to the output of samtools flagstat (624724 - 621624 = 3100)

    +
    +

    samtools view also enables you to filter alignments in a specific region. This can be convenient if you don’t want to work with huge alignment files and if you’re only interested in alignments in a particular region. Region filtering only works for sorted and indexed alignment files.

    +

    Exercise: Generate a script called 10_extract_region.sh to filter our sorted and indexed BAM file for the region between 2000 and 2500 kb, and output it as a BAM file with a header.

    +
    +

    Tip: Specifying a region

    +

    Our E. coli genome has only one chromosome, because only one line starts with > in the fasta file

    +
    cd ~/project/ref_genome
    +grep ">" ecoli-strK12-MG1655.fasta
    +
    +

    gives:

    +
    >U00096.3 Escherichia coli str. K-12 substr. MG1655, complete genome
    +
    +

    The part after the first space in the title is cut off for the alignment reference. So the code for specifying a region would be: U00096.3:START-END

    +
    +
    +Answer +
    10_extract_region.sh
    #!/usr/bin/env bash
    +
    +cd ~/project/results/alignments
    +
    +samtools view -bh \
    +SRR519926.sorted.bam \
    +U00096.3:2000000-2500000 \
    +> SRR519926.sorted.region.bam
    +
    +
    +

    Redirection

    +

    Samtools is easy to use in a pipe. In this case you can replace the input file with a -. For example, you can sort and compress the output of your alignment software in a pipe like this:

    +
    my_alignment_command \
    +| samtools sort - \
    +| samtools view -bh - \
    +> alignment.bam
    +
    +
    +

    The use of -

    +

    In the modern versions of samtools, the use of - is not needed for most cases, so without an input file it reads from stdin. However, if you’re not sure, it’s better to be safe than sorry.

    +
    +

    Exercise: Write a script called 11_align_sort.sh that maps the reads with bowtie2 (see chapter 2 of read alignment), sorts them, and outputs them as a BAM file with a header.

    +
    +Answer +
    11_align_sort.sh
    #!/usr/bin/env bash
    +
    +TRIMMED_DIR=~/project/results/trimmed
    +REFERENCE_DIR=~/project/ref_genome
    +ALIGNED_DIR=~/project/results/alignments
    +
    +bowtie2 \
    +-x $REFERENCE_DIR/ecoli-strK12-MG1655.fasta \
    +-1 $TRIMMED_DIR/trimmed_SRR519926_1.fastq \
    +-2 $TRIMMED_DIR/trimmed_SRR519926_2.fastq \
    +2> $ALIGNED_DIR/bowtie2_SRR519926.log \
    +| samtools sort - \
    +| samtools view -bh - \
    +> $ALIGNED_DIR/SRR519926.sorted.mapped.frompipe.bam
    +
    +
    +

    Redirecting stderr

    +

    Notice the line starting with 2>. This redirects standard error to a file: $ALIGNED_DIR/bowtie2_SRR519926.log. This file now contains the bowtie2 logs, that can later be re-read or used in e.g. multiqc.

    +
    +
    +

    QC summary

    +

    The software MultiQC is great for creating summaries out of log files and reports from many different bioinformatic tools (including fastqc, fastp, samtools and bowtie2). You can specify a directory that contains any log files, and it will automatically search it for you.

    +

    Exercise: Run the command multiqc . in ~/project and checkout the generated report.

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    IGV and visualisation

    + +

    Learning outcomes

    +

    After having completed this chapter you will be able to:

    +
      +
    • Prepare a bam file for loading it into IGV
    • +
    • Use IGV to:
        +
      • Navigate through a reference genome and alignments
      • +
      • Retrieve information on a specific alignment
      • +
      • Investigate (possible) variants
      • +
      • Identify repeats and large INDELs
      • +
      +
    • +
    +

    Material

    +

    Presentation on the UCSC genome browser (after the exercises):

    +

    Download the presentation

    +

    The exercises below are partly based on this tutorial from the Griffith lab.

    +

    Exercises

    +

    A first glance: the E. coli dataset

    +

    Index the alignment that was filtered for the region between 2000 and 2500 kb:

    +

    cd ~/project/results/alignments
    +samtools index SRR519926.sorted.region.bam
    +
    +Download the alignment (SRR519926.sorted.region.bam) together with it’s index file (SRR519926.sorted.region.bam.bai) and the reference genome (ecoli-strK12-MG1655.fasta) to your desktop.

    +
    +

    If working with Docker

    +

    If you are working with Docker, you can find the files in the working directory that you mounted to the docker container (with the -v option). So if you have used -v C:\Users\myusername\ngs-course:/root/project, your files will be in C:\Users\myusername\ngs-course.

    +
    +
      +
    • Load the genome (.fasta) into IGV: Genomes > Load Genome from File…
    • +
    • Load the alignment file (.bam): File > Load from File…
    • +
    • +

      Zoom in into the region U00096.3:2046000-2048000. You can do this in two ways:

      +
        +
      1. With the search box
      2. +
      +

      + +

      +
        +
      1. Select the region in the location bar
      2. +
      +

      + +

      +
    • +
    • +

      View the reads as pairs, by right click on the reads and select View as pairs

      +
    • +
    +

    Exercise: There are lot of reads that are coloured red. Why is that?

    +
    +

    If you don’t find any red reads..

    +

    The default setting is to color reads by insert size. However, if you’ve used IGV before, that might have changed. To color according to insert size: right click on the reads, and select: Color alignments by > insert size

    +
    +
    +Answer +

    According to IGV, reads are coloured red if the insert size is larger than expected. As you remember, this dataset has a very large variation in insert size.

    +
    +

    Modify the popup text behaviour by clicking on the yellow balloon to Show Details on Click:

    +
    + +
    + +

    Exercise: Click on one of the reads. What kind of information is there?

    +
    +Answer +

    Most of the information from the SAM file.

    +
    +

    Colour the alignment by pair orientation by right clicking on the reads, and click Color alignments by > read strand.

    +

    HCC1143 data set

    +

    For this part, we will be using publicly available Illumina sequence data generated for the +HCC1143 cell line. The HCC1143 cell line was generated from a 52 year old caucasian +woman with breast cancer.

    +

    Sequence reads were aligned to version GRCh37 of the human reference genome. We will be working with subsets of aligned reads in the region: chromosome 21: 19,000,000 - 20,000,000.

    +

    The BAM files containing these reads for the cancer cell line and the matched normal are:

    + +

    A lot of model-organism genomes are built-in IGV. Select the human genome version hg19 from the drop down menu:

    +
    + +
    + +

    Select File > Load from File… from the main menu and select the BAM file HCC1143.normal.21.19M-20M.bam using the file browser.

    +

    This BAM file only contains data for a 1 Megabase region of chromosome 21. Let’s navigate there to see what genes this region covers. To do so, navigate to chr21:19,000,000-20,000,000.

    +

    Navigate to the gene CHODL by typing it in the search box.

    +
    + +
    + +

    Load the dbsnp annotations by clicking File > Load From Server… > Annotations > Variation and Repeats > dbSNP 1.4.7

    +
    + +
    + +

    Like you did with the gene (i.e. by typing it in the search box), navigate to SNP rs3827160 that is annotated in the loaded file.

    +

    Click on the coverage track where the SNP is:

    +
    + +
    + +

    Exercise: What is the sequence sequencing depth for that base? And the percentage T?

    +
    +Answer +

    The depth is 62, and 25 reads (40%) T.

    +
    +

    Navigate to region chr21:19,800,320-19,818,162

    +

    Load repeat tracks by selecting File > Load from Server… from the main menu and then select Annotations > Variation and Repeats > Repeat Masker

    +
    +

    Note

    +

    This might take a while to load.

    +
    +

    Right click in the alignment track and select Color alignments by > insert size and pair orientation

    +
    + +
    + +

    Exercise: Why are some reads coloured white? What can be the cause of that?

    +
    +Answer +

    The white coloured reads have a map quality of 0 (click on the read to find the mapping quality). The cause of that is a LINE repeat region called L1PA3.

    +
    +

    Navigate to region chr21:19,324,500-19,331,500

    +

    Right click in the main alignment track and select:

    +
      +
    • Expanded
    • +
    • View as pairs
    • +
    • Color alignments by > insert size and pair orientation
    • +
    • Sort alignments by > insert size
    • +
    +
    + +
    + +

    Exercise: What is the insert size of the red flagged read pairs? Can you estimate the size of the deletion?

    +
    +Answer +

    The insert size is about 2.8 kb. This includes the reads. The deletion should be about 2.5 - 2.6 kb.

    +
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    + + + + + + + + + + \ No newline at end of file diff --git a/2024.11/group_work/index.html b/2024.11/group_work/index.html new file mode 100644 index 0000000..466c9bb --- /dev/null +++ b/2024.11/group_work/index.html @@ -0,0 +1,1286 @@ + + + + + + + + + + + + + + + + + + + + + + Group work - NGS - Quality control, Alignment, Visualisation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
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    Group work

    + +

    The last part of this course will consist of project-based-learning. This means that you will work in groups on a single question. We will split up into groups of five people.

    +
    +

    If working with Docker

    +

    If you are working with Docker, I assume you are working independently and therefore can not work in a group. However, you can test your skills with these real biological datasets. Realize that the datasets and calculations are (much) bigger compared to the exercises, so check if your computer is up for it. You’ll probably need around 4 cores, 16G of RAM and 50G of harddisk.

    +
    +
    +

    If online

    +

    If the course takes place online, we will use break-out rooms to communicate within groups. Please stay in the break-out room during the day, also if you are working individually.

    +
    +

    Material

    +

    Download the presentation

    +

    Roles & organisation

    +

    Project based learning is about learning by doing, but also about peer instruction. This means that you will be both a learner and a teacher. There will be differences in levels among participants, but because of that, some will learn efficiently from people that have just learned, and others will teach and increase their understanding.

    +

    Each project has tasks and questions. By performing the tasks, you should be able to answer the questions. You should consider the tasks and questions as a guidance. If interesting questions pop up during the project, you are encouraged to work on those. Also, you don’t have to perform all the tasks and answer all the questions.

    +

    In the afternoon of day 1, you will start on the project. On day 3, you can work on the project in the morning and in the first part of the afternoon. We will conclude the projects with a 10-minute presentation of each group.

    +

    Working directories

    +

    Each group has access to a shared working directory. It is mounted in the root directory (/). You can add this directory to your working space by clicking: File > Add Folder to Workspace…. Then, type the path to your group directory: /group_work/groupX (where X is your group number).

    +

    Project 1: Variant analysis of human data

    +

    Aim: Find variants on chromosome 20 from three samples

    +

    In this project you will be working with Illumina reads from three samples: a father, mother and a child. You will perform quality control, align the reads, mark duplicates, detect variants and visualize them.

    +

    You can get the data by running these commands:

    +
    wget https://ngs-introduction-training.s3.eu-central-1.amazonaws.com/project1.tar.gz
    +tar -xvf project1.tar.gz
    +rm project1.tar.gz
    +
    +

    Tasks

    +
    +

    Important!

    +

    Stick to the principles for reproducible analysis described here

    +
    +
      +
    • Download the required data
    • +
    • Do a QC on the data with fastqc
    • +
    • Trim adapters and low quality bases with fastp. Make sure to include the option --detect_adapter_for_pe. To prevent overwriting fastp.html, specify a report filename for each sample with the option --html.
    • +
    • After trimming the adapters, run fastqc again to see whether all adapters are gone.
    • +
    • Create an index for bowtie2. At the same time create a fasta index (.fai file) with samtools faidx.
    • +
    • Check which options to use, and align with bowtie2. At the same time add readgroups to the aligned reads (see hints below). Make sure you end up with an indexed and sorted bam file.
    • +
    • Mark duplicates on the individual bam files with gatk MarkDuplicates (see hints below).
    • +
    • Merge the three bam files with samtools merge. Index the bam file afterwards.
    • +
    • Run freebayes to call variants. Only call variants on the region chr20:10018000-10220000 by specifying the -r option.
    • +
    • Load your alignments together with the vcf containing the variants in IGV. Check out e.g. chr20:10,026,397-10,026,638.
    • +
    • Run multiqc to get an overall quality report.
    • +
    +

    Questions

    +
      +
    • Have a look at the quality of the reads. Are there any adapters in there? Did adapter trimming change that? How is the base quality? Could you improve that?
    • +
    • How many duplicates were in the different samples (hint: use samtools flagstat)? Why is it important to remove them for variant analysis?
    • +
    • Why did you add read groups to the bam files? Where is this information added in the bam file?
    • +
    • Are there variants that look spurious? What could be the cause of that? What information in the vcf can you use to evaluate variant quality?
    • +
    • There are two high quality variants in chr20:10,026,397-10,026,638. What are the genotypes of the three samples according to freebayes? Is this according to what you see in the alignments? If the alternative alleles are present in the same individual, are they in phase or in repulsion? Note: you can also load vcf files in IGV.
    • +
    +

    Hints

    +

    You can add readgroups to the alignment file with bowtie2 with the options --rg-id and --rg, e.g. ($SAMPLE is a variable containing a sample identifier):

    +
    bowtie2 \
    +-x ref.fa \
    +-1 r1.fastq.gz \
    +-2 r2.fastq.gz \
    +--rg-id $SAMPLE \
    +--rg SM:$SAMPLE \
    +
    +

    To run gatk MarkDuplicates you will only need to specify --INPUT and --OUTPUT, e.g.:

    +
    gatk MarkDuplicates \
    +--INPUT sample.bam \
    +--OUTPUT sample.md.bam \
    +--METRICS_FILE sample.metrics.txt 
    +
    +

    Project 2: Long-read genome sequencing

    +

    Aim: Align long reads from RNA-seq data to a reference genome.

    +

    In this project, you will be working with data from:

    +
    +

    Padilla, Juan-Carlos A., Seda Barutcu, Ludovic Malet, Gabrielle Deschamps-Francoeur, Virginie Calderon, Eunjeong Kwon, and Eric Lécuyer. “Profiling the Polyadenylated Transcriptome of Extracellular Vesicles with Long-Read Nanopore Sequencing.” BMC Genomics 24, no. 1 (September 22, 2023): 564. https://doi.org/10.1186/s12864-023-09552-6.

    +
    +

    The authors used RNA sequencing with Oxford Nanopore Technology of both extracellular vesicles and whole cells from cell culture. For this project, we will work with two samples of this study, EV_2 (extracellular vesicle) and Cell_2 (whole cell). Download and unpack the data files.

    +

    Download the human reference genome like this:

    +
    wget https://ngs-introduction-training.s3.eu-central-1.amazonaws.com/project2.tar.gz
    +tar -xvf project2.tar.gz
    +rm project2.tar.gz
    +
    +

    You can find the fastq files in the reads folder and the reference genome and its annotation in the reference folder. To reduce computational times we work with a subset of the data on a subset of the genome (chromosome 5 and X).

    +

    Tasks

    +
    +

    Important!

    +

    Stick to the principles for reproducible analysis described here

    +
    +
      +
    • Perform QC with fastqc
    • +
    • Perform QC with NanoPlot
    • +
    • Align with minimap2 with default parameters
    • +
    • Figure how you should set parameter -x
    • +
    • Evaluate the alignment quality (e.g. alignment rates, mapping quality)
    • +
    • Compare the two different samples in read quality, alignment rates, depth, etc.
    • +
    • Check out the alignments in IGV. Check out e.g. ELOVL5.
    • +
    +

    Questions

    +
      +
    • Have a look at the quality report. What are the average read lengths? Is that expected?
    • +
    • What is the average read quality? What kind of accuracy would you expect?
    • +
    • Note any differences between fastqc and NanoPlot? How is that compared to the publication?
    • +
    • Check out the option -x of minimap2. Are the defaults appropriate?
    • +
    • You might consider using -x map-ont or -x splice. Do you see differences in the alignment in e.g. IGV?
    • +
    • How are spliced alignments stored in the SAM file with the different settings of -x?
    • +
    • How deep is the gene ELOVL5 sequenced in both samples?
    • +
    • Do you already see evidence for splice variants in the alignments?
    • +
    +
    +

    Accuracy from quality scores

    +

    Find the equation to calculate error probability from quality score on Wikipedia.

    +
    +
    +

    Comparing fastqc and Nanoplot

    +

    For comparing fastqc and NanoPlot, check out this blog of the author of NanoPlot, and this thread.

    +
    +
    +

    Running minimap2

    +

    Here’s an example command for minimap2:

    +
    minimap2 \
    +-a \
    +-x [PARAMETER] \
    +[REFERENCE].fa \
    +[FASTQFILE].fastq.gz \
    +| samtools sort \
    +| samtools view -bh > [OUTPUT].bam
    +
    +
    +

    Project 3: Short-read RNA-seq of mice.

    +

    Aim: Generate a count matrix to estimate differential gene expression.

    +

    In this project you will be working with data from:

    +

    Singhania A, Graham CM, Gabryšová L, Moreira-Teixeira L, Stavropoulos E, Pitt JM, et al (2019). Transcriptional profiling unveils type I and II interferon networks in blood and tissues across diseases. Nat Commun. 10:1–21. https://doi.org/10.1038/s41467-019-10601-6

    +

    Here’s the BioProject page. Since the mouse genome is rather large, we have prepared reads for you that originate from chromosome 5. Use those for the project. Download them like this:

    +
    wget https://ngs-introduction-training.s3.eu-central-1.amazonaws.com/project3.tar.gz
    +tar -xvf project3.tar.gz
    +rm project3.tar.gz
    +
    +

    Tasks

    +
    +

    Important!

    +

    Stick to the principles for reproducible analysis described here

    +
    +
      +
    • Download the tar file, and find out what’s in the data folder
    • +
    • Do a QC on the fastq files with fastqc
    • +
    • Trim adapters and low quality bases with fastp
    • +
    • After trimming the adapters, run fastqc again to see whether all adapters are gone.
    • +
    • Check which options to use, and align with hisat2
    • +
    • Evaluate the alignment quality (e.g. alignment rates, mapping quality)
    • +
    • Have a look at the alignments in IGV, e.g. check out Sparcl1. For this, you can use the built-in genome (Mouse (mm10)). Do you see any evidence for differential splicing?
    • +
    • Run featureCounts on both alignments. Have a look at the option -Q. For further suggestions, see the hints below.
    • +
    • Compare the count matrices in R (find a script to get started here; Rstudio server is running on the same machine. Approach it with your credentials and username rstudio)
    • +
    +

    Questions

    +
      +
    • Check the description at the SRA sample page. What kind of sample is this?
    • +
    • How does the quality of the reads look? Anything special about the overrepresented sequences? (Hint: blast some overrepresented sequences, and see what they are)
    • +
    • Did trimming improve the QC results? What could be the cause of the warnings/errors in the fastqc reports?
    • +
    • What are the alignment rates?
    • +
    • How are spliced alignments stored in the SAM file?
    • +
    • Are there any differences between the treatments in the percentage of assigned alignments by featureCounts? What is the cause of this?
    • +
    • Can you find any genes that seem to be differentially expressed?
    • +
    • What is the effect of setting the option -Q in featureCounts?
    • +
    +

    Hints

    +

    We are now doing computations on a full genome, with full transcriptomic data. This is quite a bit more than we have used during the exercises. Therefore, computations take longer. However, most tools support parallel processing, in which you can specify how many cores you want to use to run in parallel. Your environment contains four cores, so this is also the maximum number of processes you can specify. Below you can find the options used in each command to specify multi-core processing.

    + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    commandoption
    bowtie2-build--threads
    hisat2-build--threads
    fastqc--threads
    cutadapt--cores
    bowtie2--threads
    hisat2--threads
    featureCounts-T
    +

    Here’s some example code for hisat2 and featureCounts. Everything in between <> should be replaced with specific arguments.

    +

    Here’s an example for hisat2:

    +
    hisat2-build <reference_sequence_fasta> <index_basename>
    +
    +hisat2 \
    +-x <index_basename> \
    +-1 <foward_reads.fastq.gz> \
    +-2 <reverse_reads.fastq.gz> \
    +-p <threads> \
    +| samtools sort \
    +| samtools view -bh \
    +> <alignment_file.bam>
    +
    +

    Example code featureCounts:

    +
    featureCounts \
    +-p \
    +-T 2 \
    +-a <annotations.gtf> \
    +-o <output.counts.txt> \
    +*.bam
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    +

    Here you can find the course material for the SIB course ‘NGS - Quality control, Alignment, Visualisation’. You can follow this course enrolled (check out upcoming training courses) or in your own time.

    +

    After this course, you will be able to:

    +
      +
    • Understand the basics of the different NGS technologies
    • +
    • Perform quality control for better downstream analysis
    • +
    • Align reads to a reference genome
    • +
    • Visualize the output
    • +
    +
    + +
    + +

    Teachers

    + +

    Authors

    + + +

    License: CC BY-SA 4.0

    +

    Copyright: SIB Swiss Institute of Bioinformatics

    +
    +
    +
    +

    Material

    +
      +
    • This website
    • +
    • Zoom meeting (through mail)
    • +
    • Google doc (through mail)
    • +
    • Slack channel
    • +
    +

    Learning outcomes

    +

    After this course, you will be able to:

    +
      +
    • Understand the basics of the different NGS technologies
    • +
    • Perform quality control for better downstream analysis
    • +
    • Align reads to a reference genome
    • +
    • Visualise the output
    • +
    +

    Learning experiences

    +

    This course will consist of lectures, exercises and polls. During exercises, you are free to discuss with other participants. During lectures, focus on the lecture only.

    +

    Exercises

    +

    Each block has practical work involved. Some more than others. The practicals are subdivided into chapters, and we’ll have a (short) discussion after each chapter. All answers to the practicals are incorporated, but they are hidden. Do the exercise first by yourself, before checking out the answer. If your answer is different from the answer in the practicals, try to figure out why they are different.

    +

    Asking questions

    +

    During lectures, you are encouraged to raise your hand if you have questions (if in-person), or use the Zoom functionality (if online). Use the ‘Reactions’ button:

    +

    + +

    +

    A main source of communication will be our slack channel. Ask background questions that interest you personally at #background. During the exercises, e.g. if you are stuck or don’t understand what is going on, use the slack channel #q-and-a. This channel is not only meant for asking questions but also for answering questions of other participants. If you are replying to a question, use the “reply in thread” option:

    +

    + +

    +

    The teacher will review the answers, and add/modify if necessary. If you’re really stuck and need specific tutor support, write the teachers or helpers personally.

    +

    To summarise:

    +
      +
    • During lectures: raise hand/zoom functionality
    • +
    • Personal interest questions: #background
    • +
    • During exercises: #q-and-a on slack
    • +
    +
    +
    +

    You can do this course completely independently without a teacher. To do the exercises, we will set things up locally with a Docker container. If there any issues, use the issues page on our github repository.

    +
    +

    Note

    +

    It might take us a while to respond to issues. Therefore, first check if a similar issue already exists, and/or try to fix it yourself. There’s a lot of documentation/fora/threads on the web!

    +
    +

    Learning outcomes

    +

    After this course, you will be able to:

    +
      +
    • Understand the basics of the different NGS technologies
    • +
    • Perform quality control for better downstream analysis
    • +
    • Align reads to a reference genome
    • +
    • Visualize the output
    • +
    +

    Exercises

    +

    Each block has practical work involved. Some more than others. All answers to the practicals are incorporated, but they are hidden. Do the exercise first by yourself, before checking out the answer. If your answer is different from the answer in the practicals, try to figure out why they are different.

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    +
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    + + + +
    +
    +
    + + + +
    +
    + + + + + + + +

    Precourse preparations

    + +

    UNIX

    +

    We expect participants to have a basic understanding of working with the command line on UNIX-based systems. You can test your UNIX skills with a quiz here. If you don’t have experience with UNIX command line, or if you’re unsure whether you meet the prerequisites, follow our online UNIX tutorial.

    +

    Software

    +

    We will be mainly working on an Amazon Web Services (AWS) Elastic Cloud (EC2) server. Our Ubuntu server behaves like a ‘normal’ remote server, and can be approached through a VSCode interface. All participants will be granted access to a personal workspace to be used during the course.

    +

    The only software you need to install before the course is Integrative Genomics Viewer (IGV).

    + + + + + + + + + + + + + + + +
    +
    + + + +
    + +
    + + + +
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    + + + + + + + + + + \ No newline at end of file diff --git a/2024.11/search/search_index.json b/2024.11/search/search_index.json new file mode 100644 index 0000000..8b4abfe --- /dev/null +++ b/2024.11/search/search_index.json @@ -0,0 +1 @@ +{"config":{"lang":["en"],"separator":"[\\s\\-]+","pipeline":["stopWordFilter"]},"docs":[{"location":"","title":"Home","text":"

    Here you can find the course material for the SIB course \u2018NGS - Quality control, Alignment, Visualisation\u2019. You can follow this course enrolled (check out upcoming training courses) or in your own time.

    After this course, you will be able to:

    • Understand the basics of the different NGS technologies
    • Perform quality control for better downstream analysis
    • Align reads to a reference genome
    • Visualize the output
    "},{"location":"#teachers","title":"Teachers","text":"
    • Geert van Geest
    • Fr\u00e9d\u00e9ric Burdet
    "},{"location":"#authors","title":"Authors","text":"
    • Geert van Geest
    • Patricia Palagi
    "},{"location":"#license-copyright","title":"License & copyright","text":"

    License: CC BY-SA 4.0

    Copyright: SIB Swiss Institute of Bioinformatics

    Enrolled to the courseIndependently

    You can do this course completely independently without a teacher. To do the exercises, we will set things up locally with a Docker container. If there any issues, use the issues page on our github repository.

    Note

    It might take us a while to respond to issues. Therefore, first check if a similar issue already exists, and/or try to fix it yourself. There\u2019s a lot of documentation/fora/threads on the web!

    "},{"location":"#material","title":"Material","text":"
    • This website
    • Zoom meeting (through mail)
    • Google doc (through mail)
    • Slack channel
    "},{"location":"#learning-outcomes","title":"Learning outcomes","text":"

    After this course, you will be able to:

    • Understand the basics of the different NGS technologies
    • Perform quality control for better downstream analysis
    • Align reads to a reference genome
    • Visualise the output
    "},{"location":"#learning-experiences","title":"Learning experiences","text":"

    This course will consist of lectures, exercises and polls. During exercises, you are free to discuss with other participants. During lectures, focus on the lecture only.

    "},{"location":"#exercises","title":"Exercises","text":"

    Each block has practical work involved. Some more than others. The practicals are subdivided into chapters, and we\u2019ll have a (short) discussion after each chapter. All answers to the practicals are incorporated, but they are hidden. Do the exercise first by yourself, before checking out the answer. If your answer is different from the answer in the practicals, try to figure out why they are different.

    "},{"location":"#asking-questions","title":"Asking questions","text":"

    During lectures, you are encouraged to raise your hand if you have questions (if in-person), or use the Zoom functionality (if online). Use the \u2018Reactions\u2019 button:

    A main source of communication will be our slack channel. Ask background questions that interest you personally at #background. During the exercises, e.g. if you are stuck or don\u2019t understand what is going on, use the slack channel #q-and-a. This channel is not only meant for asking questions but also for answering questions of other participants. If you are replying to a question, use the \u201creply in thread\u201d option:

    The teacher will review the answers, and add/modify if necessary. If you\u2019re really stuck and need specific tutor support, write the teachers or helpers personally.

    To summarise:

    • During lectures: raise hand/zoom functionality
    • Personal interest questions: #background
    • During exercises: #q-and-a on slack
    "},{"location":"#learning-outcomes_1","title":"Learning outcomes","text":"

    After this course, you will be able to:

    • Understand the basics of the different NGS technologies
    • Perform quality control for better downstream analysis
    • Align reads to a reference genome
    • Visualize the output
    "},{"location":"#exercises_1","title":"Exercises","text":"

    Each block has practical work involved. Some more than others. All answers to the practicals are incorporated, but they are hidden. Do the exercise first by yourself, before checking out the answer. If your answer is different from the answer in the practicals, try to figure out why they are different.

    "},{"location":"course_schedule/","title":"Course schedule","text":"

    Note

    Apart from the starting time the time schedule is indicative. Because we can not plan a course by the minute, in practice the time points will deviate.

    "},{"location":"course_schedule/#day-1","title":"Day 1","text":"block start end subject introduction 9:00 AM 9:30 AM Introduction block 1 9:30 AM 10:30 AM Sequencing technologies 10:30 AM 11:00 AM BREAK block 2 11:00 AM 12:30 PM Setup + Reproducibility 12:30 PM 1:30 PM BREAK block 3 1:30 PM 3:00 PM Quality control 3:00 PM 3:30 PM BREAK block 4 3:30 PM 5:15 PM Group work"},{"location":"course_schedule/#day-2","title":"Day 2","text":"block start end subject block 1 9:00 AM 10:30 AM Read alignment 10:30 AM 11:00 AM BREAK block 2 11:00 AM 12:30 PM File types 12:30 PM 1:30 PM BREAK block 3 1:30 PM 3:00 PM Samtools 3:00 PM 3:30 PM BREAK block 4 3:30 PM 5:15 PM Group work"},{"location":"course_schedule/#day-3","title":"Day 3","text":"block start end subject block 1 9:00 AM 10:30 PM IGV and visualisation 10:30 AM 11:00 AM BREAK block 2 11:00 AM 12:30 PM Group work 12:30 PM 1:30 PM BREAK block 3 1:30 PM 3:00 PM Group work 3:00 PM 3:30 PM BREAK block 4 3:30 PM 5:15 PM Presentations"},{"location":"group_work/","title":"Group work","text":"

    The last part of this course will consist of project-based-learning. This means that you will work in groups on a single question. We will split up into groups of five people.

    If working with Docker

    If you are working with Docker, I assume you are working independently and therefore can not work in a group. However, you can test your skills with these real biological datasets. Realize that the datasets and calculations are (much) bigger compared to the exercises, so check if your computer is up for it. You\u2019ll probably need around 4 cores, 16G of RAM and 50G of harddisk.

    If online

    If the course takes place online, we will use break-out rooms to communicate within groups. Please stay in the break-out room during the day, also if you are working individually.

    "},{"location":"group_work/#material","title":"Material","text":"

    Download the presentation

    "},{"location":"group_work/#roles-organisation","title":"Roles & organisation","text":"

    Project based learning is about learning by doing, but also about peer instruction. This means that you will be both a learner and a teacher. There will be differences in levels among participants, but because of that, some will learn efficiently from people that have just learned, and others will teach and increase their understanding.

    Each project has tasks and questions. By performing the tasks, you should be able to answer the questions. You should consider the tasks and questions as a guidance. If interesting questions pop up during the project, you are encouraged to work on those. Also, you don\u2019t have to perform all the tasks and answer all the questions.

    In the afternoon of day 1, you will start on the project. On day 3, you can work on the project in the morning and in the first part of the afternoon. We will conclude the projects with a 10-minute presentation of each group.

    "},{"location":"group_work/#working-directories","title":"Working directories","text":"

    Each group has access to a shared working directory. It is mounted in the root directory (/). You can add this directory to your working space by clicking: File > Add Folder to Workspace\u2026. Then, type the path to your group directory: /group_work/groupX (where X is your group number).

    "},{"location":"group_work/#project-1-variant-analysis-of-human-data","title":"Project 1: Variant analysis of human data","text":"

    Aim: Find variants on chromosome 20 from three samples

    In this project you will be working with Illumina reads from three samples: a father, mother and a child. You will perform quality control, align the reads, mark duplicates, detect variants and visualize them.

    You can get the data by running these commands:

    wget https://ngs-introduction-training.s3.eu-central-1.amazonaws.com/project1.tar.gz\ntar -xvf project1.tar.gz\nrm project1.tar.gz\n
    "},{"location":"group_work/#tasks","title":"Tasks","text":"

    Important!

    Stick to the principles for reproducible analysis described here

    • Download the required data
    • Do a QC on the data with fastqc
    • Trim adapters and low quality bases with fastp. Make sure to include the option --detect_adapter_for_pe. To prevent overwriting fastp.html, specify a report filename for each sample with the option --html.
    • After trimming the adapters, run fastqc again to see whether all adapters are gone.
    • Create an index for bowtie2. At the same time create a fasta index (.fai file) with samtools faidx.
    • Check which options to use, and align with bowtie2. At the same time add readgroups to the aligned reads (see hints below). Make sure you end up with an indexed and sorted bam file.
    • Mark duplicates on the individual bam files with gatk MarkDuplicates (see hints below).
    • Merge the three bam files with samtools merge. Index the bam file afterwards.
    • Run freebayes to call variants. Only call variants on the region chr20:10018000-10220000 by specifying the -r option.
    • Load your alignments together with the vcf containing the variants in IGV. Check out e.g. chr20:10,026,397-10,026,638.
    • Run multiqc to get an overall quality report.
    "},{"location":"group_work/#questions","title":"Questions","text":"
    • Have a look at the quality of the reads. Are there any adapters in there? Did adapter trimming change that? How is the base quality? Could you improve that?
    • How many duplicates were in the different samples (hint: use samtools flagstat)? Why is it important to remove them for variant analysis?
    • Why did you add read groups to the bam files? Where is this information added in the bam file?
    • Are there variants that look spurious? What could be the cause of that? What information in the vcf can you use to evaluate variant quality?
    • There are two high quality variants in chr20:10,026,397-10,026,638. What are the genotypes of the three samples according to freebayes? Is this according to what you see in the alignments? If the alternative alleles are present in the same individual, are they in phase or in repulsion? Note: you can also load vcf files in IGV.
    "},{"location":"group_work/#hints","title":"Hints","text":"

    You can add readgroups to the alignment file with bowtie2 with the options --rg-id and --rg, e.g. ($SAMPLE is a variable containing a sample identifier):

    bowtie2 \\\n-x ref.fa \\\n-1 r1.fastq.gz \\\n-2 r2.fastq.gz \\\n--rg-id $SAMPLE \\\n--rg SM:$SAMPLE \\\n

    To run gatk MarkDuplicates you will only need to specify --INPUT and --OUTPUT, e.g.:

    gatk MarkDuplicates \\\n--INPUT sample.bam \\\n--OUTPUT sample.md.bam \\\n--METRICS_FILE sample.metrics.txt \n
    "},{"location":"group_work/#project-2-long-read-genome-sequencing","title":"Project 2: Long-read genome sequencing","text":"

    Aim: Align long reads from RNA-seq data to a reference genome.

    In this project, you will be working with data from:

    Padilla, Juan-Carlos A., Seda Barutcu, Ludovic Malet, Gabrielle Deschamps-Francoeur, Virginie Calderon, Eunjeong Kwon, and Eric L\u00e9cuyer. \u201cProfiling the Polyadenylated Transcriptome of Extracellular Vesicles with Long-Read Nanopore Sequencing.\u201d BMC Genomics 24, no. 1 (September 22, 2023): 564. https://doi.org/10.1186/s12864-023-09552-6.

    The authors used RNA sequencing with Oxford Nanopore Technology of both extracellular vesicles and whole cells from cell culture. For this project, we will work with two samples of this study, EV_2 (extracellular vesicle) and Cell_2 (whole cell). Download and unpack the data files.

    Download the human reference genome like this:

    wget https://ngs-introduction-training.s3.eu-central-1.amazonaws.com/project2.tar.gz\ntar -xvf project2.tar.gz\nrm project2.tar.gz\n

    You can find the fastq files in the reads folder and the reference genome and its annotation in the reference folder. To reduce computational times we work with a subset of the data on a subset of the genome (chromosome 5 and X).

    "},{"location":"group_work/#tasks_1","title":"Tasks","text":"

    Important!

    Stick to the principles for reproducible analysis described here

    • Perform QC with fastqc
    • Perform QC with NanoPlot
    • Align with minimap2 with default parameters
    • Figure how you should set parameter -x
    • Evaluate the alignment quality (e.g. alignment rates, mapping quality)
    • Compare the two different samples in read quality, alignment rates, depth, etc.
    • Check out the alignments in IGV. Check out e.g. ELOVL5.
    "},{"location":"group_work/#questions_1","title":"Questions","text":"
    • Have a look at the quality report. What are the average read lengths? Is that expected?
    • What is the average read quality? What kind of accuracy would you expect?
    • Note any differences between fastqc and NanoPlot? How is that compared to the publication?
    • Check out the option -x of minimap2. Are the defaults appropriate?
    • You might consider using -x map-ont or -x splice. Do you see differences in the alignment in e.g. IGV?
    • How are spliced alignments stored in the SAM file with the different settings of -x?
    • How deep is the gene ELOVL5 sequenced in both samples?
    • Do you already see evidence for splice variants in the alignments?

    Accuracy from quality scores

    Find the equation to calculate error probability from quality score on Wikipedia.

    Comparing fastqc and Nanoplot

    For comparing fastqc and NanoPlot, check out this blog of the author of NanoPlot, and this thread.

    Running minimap2

    Here\u2019s an example command for minimap2:

    minimap2 \\\n-a \\\n-x [PARAMETER] \\\n[REFERENCE].fa \\\n[FASTQFILE].fastq.gz \\\n| samtools sort \\\n| samtools view -bh > [OUTPUT].bam\n
    "},{"location":"group_work/#project-3-short-read-rna-seq-of-mice","title":"Project 3: Short-read RNA-seq of mice.","text":"

    Aim: Generate a count matrix to estimate differential gene expression.

    In this project you will be working with data from:

    Singhania A, Graham CM, Gabry\u0161ov\u00e1 L, Moreira-Teixeira L, Stavropoulos E, Pitt JM, et al (2019). Transcriptional profiling unveils type I and II interferon networks in blood and tissues across diseases. Nat Commun. 10:1\u201321. https://doi.org/10.1038/s41467-019-10601-6

    Here\u2019s the BioProject page. Since the mouse genome is rather large, we have prepared reads for you that originate from chromosome 5. Use those for the project. Download them like this:

    wget https://ngs-introduction-training.s3.eu-central-1.amazonaws.com/project3.tar.gz\ntar -xvf project3.tar.gz\nrm project3.tar.gz\n
    "},{"location":"group_work/#tasks_2","title":"Tasks","text":"

    Important!

    Stick to the principles for reproducible analysis described here

    • Download the tar file, and find out what\u2019s in the data folder
    • Do a QC on the fastq files with fastqc
    • Trim adapters and low quality bases with fastp
    • After trimming the adapters, run fastqc again to see whether all adapters are gone.
    • Check which options to use, and align with hisat2
    • Evaluate the alignment quality (e.g. alignment rates, mapping quality)
    • Have a look at the alignments in IGV, e.g. check out Sparcl1. For this, you can use the built-in genome (Mouse (mm10)). Do you see any evidence for differential splicing?
    • Run featureCounts on both alignments. Have a look at the option -Q. For further suggestions, see the hints below.
    • Compare the count matrices in R (find a script to get started here; Rstudio server is running on the same machine. Approach it with your credentials and username rstudio)
    "},{"location":"group_work/#questions_2","title":"Questions","text":"
    • Check the description at the SRA sample page. What kind of sample is this?
    • How does the quality of the reads look? Anything special about the overrepresented sequences? (Hint: blast some overrepresented sequences, and see what they are)
    • Did trimming improve the QC results? What could be the cause of the warnings/errors in the fastqc reports?
    • What are the alignment rates?
    • How are spliced alignments stored in the SAM file?
    • Are there any differences between the treatments in the percentage of assigned alignments by featureCounts? What is the cause of this?
    • Can you find any genes that seem to be differentially expressed?
    • What is the effect of setting the option -Q in featureCounts?
    "},{"location":"group_work/#hints_1","title":"Hints","text":"

    We are now doing computations on a full genome, with full transcriptomic data. This is quite a bit more than we have used during the exercises. Therefore, computations take longer. However, most tools support parallel processing, in which you can specify how many cores you want to use to run in parallel. Your environment contains four cores, so this is also the maximum number of processes you can specify. Below you can find the options used in each command to specify multi-core processing.

    command option bowtie2-build --threads hisat2-build --threads fastqc --threads cutadapt --cores bowtie2 --threads hisat2 --threads featureCounts -T

    Here\u2019s some example code for hisat2 and featureCounts. Everything in between <> should be replaced with specific arguments.

    Here\u2019s an example for hisat2:

    hisat2-build <reference_sequence_fasta> <index_basename>\n\nhisat2 \\\n-x <index_basename> \\\n-1 <foward_reads.fastq.gz> \\\n-2 <reverse_reads.fastq.gz> \\\n-p <threads> \\\n| samtools sort \\\n| samtools view -bh \\\n> <alignment_file.bam>\n

    Example code featureCounts:

    featureCounts \\\n-p \\\n-T 2 \\\n-a <annotations.gtf> \\\n-o <output.counts.txt> \\\n*.bam\n
    "},{"location":"precourse/","title":"Precourse preparations","text":""},{"location":"precourse/#unix","title":"UNIX","text":"

    We expect participants to have a basic understanding of working with the command line on UNIX-based systems. You can test your UNIX skills with a quiz here. If you don\u2019t have experience with UNIX command line, or if you\u2019re unsure whether you meet the prerequisites, follow our online UNIX tutorial.

    "},{"location":"precourse/#software","title":"Software","text":"

    We will be mainly working on an Amazon Web Services (AWS) Elastic Cloud (EC2) server. Our Ubuntu server behaves like a \u2018normal\u2019 remote server, and can be approached through a VSCode interface. All participants will be granted access to a personal workspace to be used during the course.

    The only software you need to install before the course is Integrative Genomics Viewer (IGV).

    "},{"location":"day1/intro/","title":"Introduction","text":"

    If working independently

    If you are doing this course independently, you can skip this part.

    "},{"location":"day1/intro/#material","title":"Material","text":"

    Download the presentation

    "},{"location":"day1/quality_control/","title":"Quality control","text":""},{"location":"day1/quality_control/#learning-outcomes","title":"Learning outcomes","text":"

    After having completed this chapter you will be able to:

    • Find information about a sequence run on the Sequence Read Archive
    • Run fastqc on sequence reads and interpret the results
    • Trim adapters and low quality bases using fastp
    "},{"location":"day1/quality_control/#material","title":"Material","text":"

    Download the presentation

    • fastqc command line documentation
    • cutadapt manual
    • Unix command line E-utilities documentation
    "},{"location":"day1/quality_control/#exercises","title":"Exercises","text":""},{"location":"day1/quality_control/#download-and-evaluate-an-e-coli-dataset","title":"Download and evaluate an E. coli dataset","text":"

    Check out the dataset at SRA.

    Exercise: Browse around the SRA entry and answer these questions:

    A. Is the dataset paired-end or single end?

    B. Which instrument was used for sequencing?

    C. What is the read length?

    D. How many reads do we have?

    Answers

    A. paired-end

    B. Illumina MiSeq

    C. 2 x 251 bp

    D. 400596

    Now we will use some bioinformatics tools to do download reads and perform quality control. The tools are pre-installed in a conda environment called ngs-tools. Every time you open a new terminal, you will have to load the environment:

    conda activate ngs-tools\n

    Make a directory reads in ~/project and download the reads from the SRA database using prefetch and fastq-dump from SRA-Tools into the reads directory. Use the code snippet below to create a scripts called 01_download_reads.sh. Store it in ~/project/scripts/, and run it.

    01_download_reads.sh
    #!/usr/bin/env bash\n\ncd ~/project\nmkdir reads\ncd reads\nprefetch SRR519926\nfastq-dump --split-files SRR519926\n

    Exercise: Check whether the download was successful by counting the number of reads in the fastq files and compare it to the SRA entry.

    Tip

    A read in a fastq file consists of four lines (more on that at file types). Use Google to figure out how to count the number of reads in a fastq file.

    Answer

    e.g. from this thread on Biostars:

    ## forward read\necho $(cat SRR519926_1.fastq | wc -l)/4 | bc\n\n## reverse read\necho $(cat SRR519926_2.fastq | wc -l)/4 | bc\n
    "},{"location":"day1/quality_control/#run-fastqc","title":"Run fastqc","text":"

    Exercise: Create a script to run fastqc and call it 02_run_fastqc.sh. After that, run it.

    Tip

    fastqc accepts multiple files as input, so you can use a wildcard to run fastqc on all the files in one line of code. Use it like this: *.fastq.

    Answer

    Your script ~/project/scripts/02_run_fastqc.sh should look like:

    02_run_fastqc.sh
    #!/usr/bin/env bash\ncd ~/project/reads\n\nfastqc *.fastq\n

    Exercise: Download the html files to your local computer, and view the results. How is the quality? Where are the problems?

    Downloading files

    You can download files by right-click the file and after that select Download:

    Answer

    There seems to be:

    • Low quality towards the 3\u2019 end (per base sequence quality)
    • Full sequence reads with low quality (per sequence quality scores)
    • Adapters in the sequences (adapter content)

    We can probably fix most of these issues by trimming.

    "},{"location":"day1/quality_control/#trim-the-reads","title":"Trim the reads","text":"

    We will use fastp for trimming adapters and low quality bases from our reads. The most used adapters for Illumina are TruSeq adapters, and fastp will use those by default. A reference for the adapter sequences can be found here.

    Exercise: Check out the documentation of fastp, and the option defaults by running fastp --help.

    • What is the default for the minimum base quality for a qualified base? ( option --qualified_quality_phred)
    • What is the default for the maximum percentage of unqualified bases in a read? (option --unqualified_percent_limit)
    • What is the default for the minimum required read length? (option --length_required)
    • What happens if one read in the pair does not meet the required length after trimming? (it can be specified with the options --unpaired1 and --unpaired2)
    Answer
    • The minimum base quality is 15: Default 15 means phred quality >=Q15 is qualified. (int [=15])
    • The minimum required length is also 15: reads shorter than length_required will be discarded, default is 15. (int [=15])
    • If one of the reads does not meet the required length, the pair is discarded if --unpaired1 and/or --unpaired2 are not specified: for PE input, if read1 passed QC but read2 not, it will be written to unpaired1. Default is to discard it. (string [=]).

    Exercise: Complete the script below called 03_trim_reads.sh (replace everything in between brackets []) to run fastp to trim the data. The quality of our dataset is not great, so we will overwrite the defaults. Use a a minimum qualified base quality of 10, set the maximum percentage of unqalified bases to 80% and a minimum read length of 25. Note that a new directory called ~/project/results/trimmed/ is created to write the trimmed reads.

    03_trim_reads.sh
    #!/usr/bin/env bash\n\nTRIMMED_DIR=~/project/results/trimmed\nREADS_DIR=~/project/reads\n\nmkdir -p $TRIMMED_DIR\n\ncd $TRIMMED_DIR\n\nfastp \\\n-i $READS_DIR/SRR519926_1.fastq \\\n-I $READS_DIR/SRR519926_2.fastq \\\n-o $TRIMMED_DIR/trimmed_SRR519926_1.fastq \\\n-O $TRIMMED_DIR/trimmed_SRR519926_2.fastq \\\n[QUALIFIED BASE THRESHOLD] \\\n[MINIMUM LENGTH THRESHOLD] \\\n[UNQUALIFIED PERCENTAGE LIMIT] \\\n--cut_front \\\n--cut_tail \\\n--detect_adapter_for_pe\n

    Additional options

    Note that we have set the options --cut_front and --cut_tail that will ensure low quality bases are trimmed in a sliding window from both the 5\u2019 and 3\u2019 ends. Also --detect_adapter_for_pe is set, which ensures that adapters are detected automatically for both R1 and R2.

    Answer

    Your script (~/project/scripts/03_trim_reads.sh) should look like this:

    03_trim_reads.sh
    #!/usr/bin/env bash\n\nTRIMMED_DIR=~/project/results/trimmed\nREADS_DIR=~/project/reads\n\nmkdir -p $TRIMMED_DIR\n\ncd $TRIMMED_DIR\n\nfastp \\\n-i $READS_DIR/SRR519926_1.fastq \\\n-I $READS_DIR/SRR519926_2.fastq \\\n-o $TRIMMED_DIR/trimmed_SRR519926_1.fastq \\\n-O $TRIMMED_DIR/trimmed_SRR519926_2.fastq \\\n--qualified_quality_phred 10 \\\n--length_required 25 \\\n--unqualified_percent_limit 80 \\\n--cut_front \\\n--cut_tail \\\n--detect_adapter_for_pe\n

    The use of \\

    In the script above you see that we\u2019re using \\ at the end of many lines. We use it to tell bash to ignore the newlines. If we would not do it, the fastp command would become a very long line, and the script would become very difficult to read. It is in general good practice to put every option of a long command on a newline in your script and use \\ to ignore the newlines when executing.

    Exercise: Check out the report in fastp.html.

    • Has the quality improved?
    • How many reads do we have left?
    • Bonus: Although there were adapters in R2 according to fastqc, fastp has trouble finding adapters in R2. Also, after running fastp there doesn\u2019t seem to be much adapter left (you can double check by running fastqc on trimmed_SRR519926_2.fastq). How could that be?
    Answers
    • Yes, low quality 3\u2019 end, per sequence quality and adapter sequences have improved. Also the percentages >20 and >30 are higher.
    • 624724 reads, so 312362 pairs (78.0%)
    • The 3\u2019 end of R2 has very low quality on average, this means that trimming for low quality removes almost all bases from the original 3\u2019 end, including any adapter.
    "},{"location":"day1/reproducibility/","title":"Reproducibility","text":""},{"location":"day1/reproducibility/#learning-outcomes","title":"Learning outcomes","text":"

    After having completed this chapter you will be able to:

    • Understand the importance of reproducibility
    • Apply some basic rules to support reproducibilty in computational research
    "},{"location":"day1/reproducibility/#material","title":"Material","text":"

    Download the presentation

    "},{"location":"day1/reproducibility/#some-good-practices-for-reproducibility","title":"Some good practices for reproducibility","text":"

    During today and tomorrow we will work with a small E. coli dataset to practice quality control, alignment and alignment filtering. You can consider this as a small project. During the exercise you will be guided to adhere to the following basic principles for reproducibility:

    1. Execute the commands from a script in order to be able to trace back your steps
    2. Number scripts based on their order of execution (e.g. 01_download_reads.sh)
    3. Give your scripts a descriptive and active name, e.g. 06_build_bowtie_index.sh
    4. Make your scripts specific, i.e. do not combine many different commands in the same script
    5. Refer to directories and variables at the beginning of the script

    By adhering to these simple principles it will be relatively straightforward to re-do your analysis steps only based on the scripts, and will get you started to adhere to the Ten Simple Rules for Reproducible Computational Research.

    By the end of day 2 ~/project should look (something) like this:

    .\n\u251c\u2500\u2500 alignment_output\n\u251c\u2500\u2500 reads\n\u251c\u2500\u2500 ref_genome\n\u251c\u2500\u2500 scripts\n\u2502   \u251c\u2500\u2500 01_download_reads.sh\n\u2502   \u251c\u2500\u2500 02_run_fastqc.sh\n\u2502   \u251c\u2500\u2500 03_trim_reads.sh\n\u2502   \u251c\u2500\u2500 04_run_fastqc_trimmed.sh\n\u2502   \u251c\u2500\u2500 05_download_ecoli_reference.sh\n\u2502   \u251c\u2500\u2500 06_build_bowtie_index.sh\n\u2502   \u251c\u2500\u2500 07_align_reads.sh\n\u2502   \u251c\u2500\u2500 08_compress_sort.sh\n\u2502   \u251c\u2500\u2500 09_extract_unmapped.sh\n\u2502   \u251c\u2500\u2500 10_extract_region.sh\n\u2502   \u2514\u2500\u2500 11_align_sort.sh\n\u2514\u2500\u2500 trimmed_data\n
    "},{"location":"day1/sequencing_technologies/","title":"Sequencing technologies","text":""},{"location":"day1/sequencing_technologies/#learning-outcomes","title":"Learning outcomes","text":"

    After having completed this chapter you will be able to:

    • Describe the major applications of next generation sequencing
    • Reproduce the most frequently used sequencing methods
    • Describe the major steps taken during library preparation for Illumina sequencing
    • Explain why the length of the sequencing reads of Illumina sequencing are limited
    • Describe the general methods used for Oxford Nanopore Sequencing and PacBio sequencing
    "},{"location":"day1/sequencing_technologies/#material","title":"Material","text":"

    Download the presentation

    Illumina sequencing by synthesis on YouTube

    NEBnext library preparation poster

    "},{"location":"day1/server_login/","title":"Setup","text":""},{"location":"day1/server_login/#learning-outcomes","title":"Learning outcomes","text":"

    Note

    You might already be able to do some or all of these learning outcomes. If so, you can go through the corresponding exercises quickly. The general aim of this chapter is to work comfortably on a remote server by using the command line.

    After having completed this chapter you will be able to:

    • Use the command line to:
      • Make a directory
      • Change file permissions to \u2018executable\u2019
      • Run a bash script
      • Pipe data from and to a file or other executable
    • Program a loop in bash

    Choose your platform

    In this part we will show you how to access the cloud server, or setup your computer to do the exercises with conda or with Docker.

    If you are doing the course with a teacher, you will have to login to the remote server. Therefore choose:

    • Cloud notebook

    If you are doing this course independently (i.e. without a teacher) choose either:

    • conda
    • Docker
    Cloud notebookDockerconda

    If you have a conda installation on your local computer, you can install the required software using conda. If not, you can install Miniconda like this:

    WindowsMac/Linux
    • Get the .exe file here
    • Double click the file
    • Follow the instructions on the screen (defaults are usually fine)
    • Run the command conda list in the Ananconda prompt or terminal to check whether your installation has succeeded.
    • Get the installation (.sh) script here
    • Run in your terminal:
      bash Miniconda3-latest-Linux-x86_64.sh\n
    • Follow the prompts
    • Close and reopen your terminal for changes to have effect
    • Run the command conda list in the Ananconda prompt or terminal to check whether your installation has succeeded.

    After installation, you can install the required software:

    Windows/MacOSLinux
    conda create -n ngs-tools\n\nconda activate ngs-tools\n\nconda install -y -c bioconda \\\n    samtools \\\n    bwa \\\n    fastqc \\\n    sra-tools \\\n    bowtie2=2.4.2 \\\n    hisat2=2.2.1 \\\n    subread=2.0.1 \\\n    entrez-direct \\\n    minimap2 \\\n    gatk4 \\\n    freebayes \\\n    multiqc \\\n    fastp\n

    Download ngs-tools.yml, and generate the conda environment like this:

    conda env create --name ngs-tools -f ngs-tools.yml\n

    Note

    If that did not succeed, follow the instructions for Windows/MacOS.

    This will create the conda environment ngs-tools

    Activate it like so:

    conda activate ngs-tools\n

    After successful installation and activating the environment all the software required to do the exercises should be available.

    If you are doing project 2 (long reads)

    If you are doing the project 2 as part of the course, you will need to install NanoPlot as well, using pip:

    pip install NanoPlot\n
    "},{"location":"day1/server_login/#exercises","title":"Exercises","text":""},{"location":"day1/server_login/#first-login","title":"First login","text":"

    If you are participating in this course with a teacher, you have received a link and a password. Copy-paste the link (including the port, e.g.: http://12.345.678.91:10002) in your browser. This should result in the following page:

    Info

    The link gives you access to a web version of Visual Studio Code. This is a powerful code editor that you can also use as a local application on your computer.

    Type in the password that was provided to you by the teacher. Now let\u2019s open the terminal. You can do that with Ctrl+`. Or by clicking Application menu > Terminal > New Terminal:

    For a.o. efficiency and reproducibility it makes sense to execute your commands from a script. With use of the \u2018new file\u2019 button:

    "},{"location":"day1/server_login/#material","title":"Material","text":"
    • Instructions to install docker
    • Instructions to set up to container
    "},{"location":"day1/server_login/#exercises_1","title":"Exercises","text":""},{"location":"day1/server_login/#first-login_1","title":"First login","text":"

    Docker can be used to run an entire isolated environment in a container. This means that we can run the software with all its dependencies required for this course locally in your computer. Independent of your operating system.

    In the video below there\u2019s a tutorial on how to set up a docker container for this course. Note that you will need administrator rights, and that if you are using Windows, you need the latest version of Windows 10.

    The command to run the environment required for this course looks like this (in a terminal):

    Modify the script

    Modify the path after -v to the working directory on your computer before running it.

    docker run \\\n--rm \\\n-p 8443:8443 \\\n-e PUID=1000 \\\n-e PGID=1000 \\\n-e DEFAULT_WORKSPACE=/config/project \\\n-v $PWD:/config/project \\\ngeertvangeest/ngs-introduction-vscode:latest\n

    If this command has run successfully, navigate in your browser to http://localhost:8443.

    The option -v mounts a local directory in your computer to the directory /config/project in the docker container. In that way, you have files available both in the container and on your computer. Use this directory on your computer to e.g. visualise data with IGV. Change the first path to a path on your computer that you want to use as a working directory.

    Don\u2019t mount directly in the home dir

    Don\u2019t directly mount your local directory to the home directory (/root). This will lead to unexpected behaviour.

    The part geertvangeest/ngs-introduction-vscode:latest is the image we are going to load into the container. The image contains all the information about software and dependencies needed for this course. When you run this command for the first time it will download the image. Once it\u2019s on your computer, it will start immediately.

    "},{"location":"day1/server_login/#a-unix-command-line-interface-cli-refresher","title":"A UNIX command line interface (CLI) refresher","text":"

    Most bioinformatics software are UNIX based and are executed through the CLI. When working with NGS data, it is therefore convenient to improve your knowledge on UNIX. For this course, we need basic understanding of UNIX CLI, so here are some exercises to refresh your memory.

    If you need some reminders of the commands, here\u2019s a link to a UNIX command line cheat sheet:

    UNIX cheat sheet

    "},{"location":"day1/server_login/#make-a-new-directory","title":"Make a new directory","text":"

    Make a directory scripts within ~/project and make it your current directory.

    Answer
    cd ~/project\nmkdir scripts\ncd scripts\n
    "},{"location":"day1/server_login/#file-permissions","title":"File permissions","text":"

    Generate an empty script in your newly made directory ~/project/scripts like this:

    touch new_script.sh\n

    Add a command to this script that writes \u201cSIB courses are great!\u201d (or something you can better relate to.. ) to stdout, and try to run it.

    Answer

    Generate a script as described above. The script should look like this:

    #!/usr/bin/env bash\n\necho \"SIB courses are great!\"\n

    Usually, you can run it like this:

    ./new_script.sh\n

    But there\u2019s an error:

    bash: ./new_script.sh: Permission denied\n

    Why is there an error?

    Hint

    Use ls -lh new_script.sh to check the permissions.

    Answer
    ls -lh new_script.sh\n

    gives:

    -rw-r--r--  1 user  group    51B Nov 11 16:21 new_script.sh\n

    There\u2019s no x in the permissions string. You should change at least the permissions of the user.

    Make the script executable for yourself, and run it.

    Answer

    Change permissions:

    chmod u+x new_script.sh\n

    ls -lh new_script.sh now gives:

    -rwxr--r--  1 user  group    51B Nov 11 16:21 new_script.sh\n

    So it should be executable:

    ./new_script.sh\n

    More on chmod and file permissions here.

    "},{"location":"day1/server_login/#redirection-and","title":"Redirection: > and |","text":"

    In the root directory (go there like this: cd /) there are a range of system directories and files. Write the names of all directories and files to a file called system_dirs.txt in your working directory.

    Answer
    ls / > ~/project/system_dirs.txt\n

    The command wc -l counts the number of lines, and can read from stdin. Make a one-liner with a pipe | symbol to find out how many system directories and files there are.

    Answer
    ls / | wc -l\n
    "},{"location":"day1/server_login/#variables","title":"Variables","text":"

    Store system_dirs.txt as variable (like this: VAR=variable), and use wc -l on that variable to count the number of lines in the file.

    Answer
    FILE=~/project/system_dirs.txt\nwc -l $FILE\n
    "},{"location":"day1/server_login/#shell-scripts","title":"shell scripts","text":"

    Make a shell script that automatically counts the number of system directories and files.

    Answer

    Make a script called e.g. current_system_dirs.sh:

    #!/usr/bin/env bash\ncd /\nls | wc -l\n

    "},{"location":"day2/file_types/","title":"File types","text":""},{"location":"day2/file_types/#learning-outcomes","title":"Learning outcomes","text":"

    After having completed this chapter you will be able to:

    • Describe the fasta and fastq file format
    • Describe which information can be stored in a standard Illumina fastq title
    • Reproduce how and why base quality is stored in a fastq file as a single ASCII character
    • Lookup relevant information of an alignment in the header of a sam file
    • Describe what information is stored in each column of a sam file
    • Describe how information is stored in a sam flag
    • Describe the bed and gtf file format
    • Describe vcf file format
    "},{"location":"day2/file_types/#material","title":"Material","text":"

    Download the presentation

    File definition websites:

    • FASTQ (wikipedia)
    • GFF (ensembl)
    • VCF (Wikipedia)
    • SAM:
      • Wikipedia
      • samtools
      • Zhuyi Xue
    "},{"location":"day2/read_alignment/","title":"Read alignment","text":""},{"location":"day2/read_alignment/#learning-outcomes","title":"Learning outcomes","text":"

    After having completed this chapter you will be able to:

    • Explain what a sequence aligner does
    • Explain why in some cases the aligner needs to be \u2018splice-aware\u2019
    • Calculate mapping quality out of the probability that a mapping position is wrong
    • Build an index of the reference and perform an alignment of paired-end reads with bowtie2
    "},{"location":"day2/read_alignment/#material","title":"Material","text":"

    Download the presentation

    • Unix command line E-utilities documentation
    • bowtie2 manual
    • Ben Langmead\u2019s youtube channel for excellent lectures on e.g. BWT, suffix matrixes/trees, and binary search.
    "},{"location":"day2/read_alignment/#exercises","title":"Exercises","text":""},{"location":"day2/read_alignment/#prepare-the-reference-sequence","title":"Prepare the reference sequence","text":"

    Make a script called 05_download_ecoli_reference.sh, and paste in the code snippet below. Use it to retrieve the reference sequence using esearch and efetch:

    05_download_ecoli_reference.sh
    #!/usr/bin/env bash\n\nREFERENCE_DIR=~/project/ref_genome/\n\nmkdir $REFERENCE_DIR\ncd $REFERENCE_DIR\n\nesearch -db nuccore -query 'U00096' \\\n| efetch -format fasta > ecoli-strK12-MG1655.fasta\n

    Exercise: Check out the documentation of bowtie2-build, and build the indexed reference genome with bowtie2 using default options. Do that with a script called 06_build_bowtie_index.sh.

    Answer 06_build_bowtie_index.sh
    #!/usr/bin/env bash\n\ncd ~/project/ref_genome\n\nbowtie2-build ecoli-strK12-MG1655.fasta ecoli-strK12-MG1655.fasta\n
    "},{"location":"day2/read_alignment/#align-the-reads-with-bowtie2","title":"Align the reads with bowtie2","text":"

    Exercise: Check out the bowtie2 manual here. We are going to align the sequences in paired-end mode. What are the options we\u2019ll minimally need?

    Answer

    According to the usage of bowtie2:

    bowtie2 [options]* -x <bt2-idx> {-1 <m1> -2 <m2> | -U <r> | --interleaved <i> | --sra-acc <acc> | b <bam>}\n

    We\u2019ll need the options:

    • -x to point to our index
    • -1 and -2 to point to our forward and reverse reads

    Exercise: Try to understand what the script below does. After that copy it to a script called 07_align_reads.sh, and run it.

    07_align_reads.sh
    #!/usr/bin/env bash\n\nTRIMMED_DIR=~/project/results/trimmed\nREFERENCE_DIR=~/project/ref_genome/\nALIGNED_DIR=~/project/results/alignments\n\nmkdir -p $ALIGNED_DIR\n\nbowtie2 \\\n-x $REFERENCE_DIR/ecoli-strK12-MG1655.fasta \\\n-1 $TRIMMED_DIR/trimmed_SRR519926_1.fastq \\\n-2 $TRIMMED_DIR/trimmed_SRR519926_2.fastq \\\n> $ALIGNED_DIR/SRR519926.sam\n

    We\u2019ll go deeper into alignment statistics later on, but bowtie2 writes already some statistics to stdout. General alignment rates seem okay, but there are quite some non-concordant alignments. That doesn\u2019t sound good. Check out the explanation about concordance at the bowtie2 manual. Can you guess what the reason could be?

    "},{"location":"day2/samtools/","title":"Samtools","text":""},{"location":"day2/samtools/#learning-outcomes","title":"Learning outcomes","text":"

    After having completed this chapter you will be able to:

    • Use samtools flagstat to get general statistics on the flags stored in a sam/bam file
    • Use samtools view to:
      • compress a sam file into a bam file
      • filter on sam flags
      • count alignments
      • filter out a region
    • Use samtools sort to sort an alignment file based on coordinate
    • Use samtools index to create an index of a sorted sam/bam file
    • Use the pipe (|) symbol to pipe alignments directly to samtools to perform sorting and filtering
    "},{"location":"day2/samtools/#material","title":"Material","text":"
    • samtools documentation
    • Explain sam flags tool
    "},{"location":"day2/samtools/#exercises","title":"Exercises","text":""},{"location":"day2/samtools/#alignment-statistics","title":"Alignment statistics","text":"

    Exercise: Write the statistics of the E. coli alignment to file called SRR519926.sam.stats by using samtools flagstat. Find the documentation here. Anything that draws your attention?

    Answer

    Code:

    cd ~/project/results/alignments/\nsamtools flagstat SRR519926.sam > SRR519926.sam.stats\n

    resulting in:

    624724 + 0 in total (QC-passed reads + QC-failed reads)\n624724 + 0 primary\n0 + 0 secondary\n0 + 0 supplementary\n0 + 0 duplicates\n0 + 0 primary duplicates\n621624 + 0 mapped (99.50% : N/A)\n621624 + 0 primary mapped (99.50% : N/A)\n624724 + 0 paired in sequencing\n312362 + 0 read1\n312362 + 0 read2\n300442 + 0 properly paired (48.09% : N/A)\n619200 + 0 with itself and mate mapped\n2424 + 0 singletons (0.39% : N/A)\n0 + 0 with mate mapped to a different chr\n0 + 0 with mate mapped to a different chr (mapQ>=5)\n

    Of the reads, 47.87% is properly paired. The rest isn\u2019t. Proper pairing is quite hard to interpret. It usually means that the 0x2 flag (each segment properly aligned according to the aligner) is false. In this case it means that the insert size is high for a lot of sequences. That is because the insert size distribution is very wide. You can find info on insert size distribution like this:

    samtools stats SRR519926.sam | grep ^SN | cut -f 2,3\n

    Now look at insert size average and insert size standard deviation. You can see the standard deviation is higher than the average, suggesting a wide distribution.

    "},{"location":"day2/samtools/#compression-sorting-and-indexing","title":"Compression, sorting and indexing","text":"

    The command samtools view is very versatile. It takes an alignment file and writes a filtered or processed alignment to the output. You can for example use it to compress your SAM file into a BAM file. Let\u2019s start with that.

    Exercise: Create a script called 08_compress_sort.sh. Add a samtools view command to compress our SAM file into a BAM file and include the header in the output. For this, use the -b and -h options. Find the required documentation here. How much was the disk space reduced by compressing the file?

    Tip: Samtools writes to stdout

    By default, samtools writes it\u2019s output to stdout. This means that you need to redirect your output to a file with > or use the the output option -o.

    Answer

    08_compress_sort.sh

    #!/usr/bin/env bash\n\ncd ~/project/results/alignments\n\nsamtools view -bh SRR519926.sam > SRR519926.bam\n
    By using ls -lh, you can find out that SRR519926.sam has a size of 264 Mb, while SRR519926.bam is only 77 Mb.

    To look up specific alignments, it is convenient to have your alignment file indexed. An indexing can be compared to a kind of \u2018phonebook\u2019 of your sequence alignment file. Indexing is done with samtools as well, but it first needs to be sorted on coordinate (i.e. the alignment location). You can do it like this:

    samtools sort SRR519926.bam > SRR519926.sorted.bam\nsamtools index SRR519926.sorted.bam\n

    Exercise: Add these lines to 08_compress_sort.sh, and re-run te script in order to generate the sorted bam file. After that checkout the headers of the unsorted bam file (SRR519926.bam) and the sorted bam file (SRR519926.sorted.bam) with samtools view -H. What are the differences?

    Answer

    Your script should like like this:

    08_compress_sort.sh
    #!/usr/bin/env bash\n\ncd ~/project/results/alignments\n\nsamtools view -bh SRR519926.sam > SRR519926.bam\nsamtools sort SRR519926.bam > SRR519926.sorted.bam\nsamtools index SRR519926.sorted.bam\n

    samtools view -H SRR519926.bam returns:

    @HD     VN:1.0  SO:unsorted\n@SQ     SN:U00096.3     LN:4641652\n@PG     ID:bowtie2      PN:bowtie2      VN:2.4.2        CL:\"/opt/conda/envs/ngs-tools/bin/bowtie2-align-s --wrapper basic-0 -x /config/project/ref_genome//ecoli-strK12-MG1655.fasta -1 /config/project/trimmed_data/trimmed_SRR519926_1.fastq -2 /config/project/trimmed_data/trimmed_SRR519926_2.fastq\"\n@PG     ID:samtools     PN:samtools     PP:bowtie2      VN:1.12 CL:samtools view -bh SRR519926.sam\n@PG     ID:samtools.1   PN:samtools     PP:samtools     VN:1.12 CL:samtools view -H SRR519926.bam\n

    And samtools view -H SRR519926.sorted.bam returns:

    @HD     VN:1.0  SO:coordinate\n@SQ     SN:U00096.3     LN:4641652\n@PG     ID:bowtie2      PN:bowtie2      VN:2.4.2        CL:\"/opt/conda/envs/ngs-tools/bin/bowtie2-align-s --wrapper basic-0 -x /config/project/ref_genome//ecoli-strK12-MG1655.fasta -1 /config/project/trimmed_data/trimmed_SRR519926_1.fastq -2 /config/project/trimmed_data/trimmed_SRR519926_2.fastq\"\n@PG     ID:samtools     PN:samtools     PP:bowtie2      VN:1.12 CL:samtools view -bh SRR519926.sam\n@PG     ID:samtools.1   PN:samtools     PP:samtools     VN:1.12 CL:samtools sort SRR519926.bam\n@PG     ID:samtools.2   PN:samtools     PP:samtools.1   VN:1.12 CL:samtools view -H SRR519926.sorted.bam\n

    There are two main differences:

    • The SO tag at @HD type code has changed from unsorted to coordinate.
    • A line with the @PG type code for the sorting was added.

    Note that the command to view the header (samtools -H) is also added to the header for both runs.

    "},{"location":"day2/samtools/#filtering","title":"Filtering","text":"

    With samtools view you can easily filter your alignment file based on flags. One thing that might be sensible to do at some point is to filter out unmapped reads.

    Exercise: Check out the flag that you would need to filter for mapped reads. It\u2019s at page 7 of the SAM documentation.

    Answer

    You will need the 0x4 flag.

    Filtering against unmapped reads (leaving only mapped reads) with samtools view would look like this:

    samtools view -bh -F 0x4 SRR519926.sorted.bam > SRR519926.sorted.mapped.bam\n

    or:

    samtools view -bh -F 4 SRR519926.sorted.bam > SRR519926.sorted.mapped.bam\n

    Exercise: Generate a script called 09_extract_unmapped.sh to get only the unmapped reads (so the opposite of the example). How many reads are in there? Is that the same as what we expect based on the output of samtools flagstat?

    Tip

    Check out the -f and -c options of samtools view

    Answer

    Your script 09_extract_unmapped.sh should look like this:

    09_extract_unmapped.sh
    #!/usr/bin/env bash\n\ncd ~/project/results/alignments\n\nsamtools view -bh -f 0x4 SRR519926.sorted.bam > SRR519926.sorted.unmapped.bam\n

    Counting like this:

    samtools view -c SRR519926.sorted.unmapped.bam\n

    This should correspond to the output of samtools flagstat (624724 - 621624 = 3100)

    samtools view also enables you to filter alignments in a specific region. This can be convenient if you don\u2019t want to work with huge alignment files and if you\u2019re only interested in alignments in a particular region. Region filtering only works for sorted and indexed alignment files.

    Exercise: Generate a script called 10_extract_region.sh to filter our sorted and indexed BAM file for the region between 2000 and 2500 kb, and output it as a BAM file with a header.

    Tip: Specifying a region

    Our E. coli genome has only one chromosome, because only one line starts with > in the fasta file

    cd ~/project/ref_genome\ngrep \">\" ecoli-strK12-MG1655.fasta\n

    gives:

    >U00096.3 Escherichia coli str. K-12 substr. MG1655, complete genome\n

    The part after the first space in the title is cut off for the alignment reference. So the code for specifying a region would be: U00096.3:START-END

    Answer 10_extract_region.sh
    #!/usr/bin/env bash\n\ncd ~/project/results/alignments\n\nsamtools view -bh \\\nSRR519926.sorted.bam \\\nU00096.3:2000000-2500000 \\\n> SRR519926.sorted.region.bam\n
    "},{"location":"day2/samtools/#redirection","title":"Redirection","text":"

    Samtools is easy to use in a pipe. In this case you can replace the input file with a -. For example, you can sort and compress the output of your alignment software in a pipe like this:

    my_alignment_command \\\n| samtools sort - \\\n| samtools view -bh - \\\n> alignment.bam\n

    The use of -

    In the modern versions of samtools, the use of - is not needed for most cases, so without an input file it reads from stdin. However, if you\u2019re not sure, it\u2019s better to be safe than sorry.

    Exercise: Write a script called 11_align_sort.sh that maps the reads with bowtie2 (see chapter 2 of read alignment), sorts them, and outputs them as a BAM file with a header.

    Answer 11_align_sort.sh
    #!/usr/bin/env bash\n\nTRIMMED_DIR=~/project/results/trimmed\nREFERENCE_DIR=~/project/ref_genome\nALIGNED_DIR=~/project/results/alignments\n\nbowtie2 \\\n-x $REFERENCE_DIR/ecoli-strK12-MG1655.fasta \\\n-1 $TRIMMED_DIR/trimmed_SRR519926_1.fastq \\\n-2 $TRIMMED_DIR/trimmed_SRR519926_2.fastq \\\n2> $ALIGNED_DIR/bowtie2_SRR519926.log \\\n| samtools sort - \\\n| samtools view -bh - \\\n> $ALIGNED_DIR/SRR519926.sorted.mapped.frompipe.bam\n

    Redirecting stderr

    Notice the line starting with 2>. This redirects standard error to a file: $ALIGNED_DIR/bowtie2_SRR519926.log. This file now contains the bowtie2 logs, that can later be re-read or used in e.g. multiqc.

    "},{"location":"day2/samtools/#qc-summary","title":"QC summary","text":"

    The software MultiQC is great for creating summaries out of log files and reports from many different bioinformatic tools (including fastqc, fastp, samtools and bowtie2). You can specify a directory that contains any log files, and it will automatically search it for you.

    Exercise: Run the command multiqc . in ~/project and checkout the generated report.

    "},{"location":"day3/igv_visualisation/","title":"IGV and visualisation","text":""},{"location":"day3/igv_visualisation/#learning-outcomes","title":"Learning outcomes","text":"

    After having completed this chapter you will be able to:

    • Prepare a bam file for loading it into IGV
    • Use IGV to:
      • Navigate through a reference genome and alignments
      • Retrieve information on a specific alignment
      • Investigate (possible) variants
      • Identify repeats and large INDELs
    "},{"location":"day3/igv_visualisation/#material","title":"Material","text":"

    Presentation on the UCSC genome browser (after the exercises):

    Download the presentation

    The exercises below are partly based on this tutorial from the Griffith lab.

    "},{"location":"day3/igv_visualisation/#exercises","title":"Exercises","text":""},{"location":"day3/igv_visualisation/#a-first-glance-the-e-coli-dataset","title":"A first glance: the E. coli dataset","text":"

    Index the alignment that was filtered for the region between 2000 and 2500 kb:

    cd ~/project/results/alignments\nsamtools index SRR519926.sorted.region.bam\n
    Download the alignment (SRR519926.sorted.region.bam) together with it\u2019s index file (SRR519926.sorted.region.bam.bai) and the reference genome (ecoli-strK12-MG1655.fasta) to your desktop.

    If working with Docker

    If you are working with Docker, you can find the files in the working directory that you mounted to the docker container (with the -v option). So if you have used -v C:\\Users\\myusername\\ngs-course:/root/project, your files will be in C:\\Users\\myusername\\ngs-course.

    • Load the genome (.fasta) into IGV: Genomes > Load Genome from File\u2026
    • Load the alignment file (.bam): File > Load from File\u2026
    • Zoom in into the region U00096.3:2046000-2048000. You can do this in two ways:

      1. With the search box

      1. Select the region in the location bar

    • View the reads as pairs, by right click on the reads and select View as pairs

    Exercise: There are lot of reads that are coloured red. Why is that?

    If you don\u2019t find any red reads..

    The default setting is to color reads by insert size. However, if you\u2019ve used IGV before, that might have changed. To color according to insert size: right click on the reads, and select: Color alignments by > insert size

    Answer

    According to IGV, reads are coloured red if the insert size is larger than expected. As you remember, this dataset has a very large variation in insert size.

    Modify the popup text behaviour by clicking on the yellow balloon to Show Details on Click:

    Exercise: Click on one of the reads. What kind of information is there?

    Answer

    Most of the information from the SAM file.

    Colour the alignment by pair orientation by right clicking on the reads, and click Color alignments by > read strand.

    "},{"location":"day3/igv_visualisation/#hcc1143-data-set","title":"HCC1143 data set","text":"

    For this part, we will be using publicly available Illumina sequence data generated for the HCC1143 cell line. The HCC1143 cell line was generated from a 52 year old caucasian woman with breast cancer.

    Sequence reads were aligned to version GRCh37 of the human reference genome. We will be working with subsets of aligned reads in the region: chromosome 21: 19,000,000 - 20,000,000.

    The BAM files containing these reads for the cancer cell line and the matched normal are:

    • HCC1143.normal.21.19M-20M.bam
    • HCC1143.normal.21.19M-20M.bam.bai

    A lot of model-organism genomes are built-in IGV. Select the human genome version hg19 from the drop down menu:

    Select File > Load from File\u2026 from the main menu and select the BAM file HCC1143.normal.21.19M-20M.bam using the file browser.

    This BAM file only contains data for a 1 Megabase region of chromosome 21. Let\u2019s navigate there to see what genes this region covers. To do so, navigate to chr21:19,000,000-20,000,000.

    Navigate to the gene CHODL by typing it in the search box.

    Load the dbsnp annotations by clicking File > Load From Server\u2026 > Annotations > Variation and Repeats > dbSNP 1.4.7

    Like you did with the gene (i.e. by typing it in the search box), navigate to SNP rs3827160 that is annotated in the loaded file.

    Click on the coverage track where the SNP is:

    Exercise: What is the sequence sequencing depth for that base? And the percentage T?

    Answer

    The depth is 62, and 25 reads (40%) T.

    Navigate to region chr21:19,800,320-19,818,162

    Load repeat tracks by selecting File > Load from Server\u2026 from the main menu and then select Annotations > Variation and Repeats > Repeat Masker

    Note

    This might take a while to load.

    Right click in the alignment track and select Color alignments by > insert size and pair orientation

    Exercise: Why are some reads coloured white? What can be the cause of that?

    Answer

    The white coloured reads have a map quality of 0 (click on the read to find the mapping quality). The cause of that is a LINE repeat region called L1PA3.

    Navigate to region chr21:19,324,500-19,331,500

    Right click in the main alignment track and select:

    • Expanded
    • View as pairs
    • Color alignments by > insert size and pair orientation
    • Sort alignments by > insert size

    Exercise: What is the insert size of the red flagged read pairs? Can you estimate the size of the deletion?

    Answer

    The insert size is about 2.8 kb. This includes the reads. The deletion should be about 2.5 - 2.6 kb.

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