diff --git a/concepts/llms.html b/concepts/llms.html index a417924..705e67a 100644 --- a/concepts/llms.html +++ b/concepts/llms.html @@ -2,7 +2,7 @@ - + @@ -48,7 +48,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -73,7 +76,7 @@
@@ -232,13 +235,14 @@

On this page

  • What are the limitations and considerations?
    • -

    Edit this page

    Report an issue

    +
    +

    Large language models

    Large language models (LLMs) represent decades of research and development of neural networks. While relatively impressive LLMs have been around for years, recent innovations have made it possible to create instruction-following, conversational bots that can perform tasks on behalf of the user.

    @@ -325,6 +329,33 @@

    { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -546,6 +709,7 @@

    { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { @@ -654,4 +844,5 @@

    - + @@ -48,7 +48,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -73,7 +76,7 @@
    @@ -229,13 +232,14 @@

    On this page

  • Learnings from industry
    • -

    Edit this page

    Report an issue

    +
    +

    LLMOps, MLOps, DevOps

    The ML landscape is plagued by “the toy problem” – building something cool is easy, putting something in production is hard.

    @@ -293,6 +297,33 @@

    Learnings from ind } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -359,13 +390,15 @@

    Learnings from ind return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -444,10 +477,9 @@

    Learnings from ind // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -457,8 +489,17 @@

    Learnings from ind interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -472,6 +513,128 @@

    Learnings from ind const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -514,6 +677,7 @@

    Learnings from ind } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -539,6 +703,32 @@

    Learnings from ind }); selectedAnnoteEl = undefined; }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { @@ -622,4 +812,5 @@

    Learnings from ind + \ No newline at end of file diff --git a/concepts/platforms.html b/concepts/platforms.html index 9d7c682..15efc61 100644 --- a/concepts/platforms.html +++ b/concepts/platforms.html @@ -2,7 +2,7 @@ - + @@ -48,7 +48,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -73,7 +76,7 @@
    @@ -229,13 +232,14 @@

    On this page

  • AI platforms
    • -

    Edit this page

    Report an issue

    +
    +

    Data and AI platforms

    Data and AI platforms are…

    @@ -293,6 +297,33 @@

    AI platforms

    } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -359,13 +390,15 @@

    AI platforms

    return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -444,10 +477,9 @@

    AI platforms

    // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -457,8 +489,17 @@

    AI platforms

    interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -472,6 +513,128 @@

    AI platforms

    const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -514,6 +677,7 @@

    AI platforms

    } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -539,6 +703,32 @@

    AI platforms

    }); selectedAnnoteEl = undefined; }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { @@ -622,4 +812,5 @@

    AI platforms

    + \ No newline at end of file diff --git a/concepts/user-interfaces.html b/concepts/user-interfaces.html index 1dad448..b1d2716 100644 --- a/concepts/user-interfaces.html +++ b/concepts/user-interfaces.html @@ -2,7 +2,7 @@ - + @@ -48,7 +48,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -73,7 +76,7 @@
    @@ -230,13 +233,14 @@

    On this page

  • Language user interface (LUI)
    • -

    Edit this page

    Report an issue

    +
    +

    User interfaces

    A user interface (UI) in our context is the mechanism by which a human interacts with software.

    @@ -314,6 +318,33 @@

    Language user } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -380,13 +411,15 @@

    Language user return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -465,10 +498,9 @@

    Language user // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -478,8 +510,17 @@

    Language user interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -493,6 +534,128 @@

    Language user const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -535,6 +698,7 @@

    Language user } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -560,6 +724,32 @@

    Language user }); selectedAnnoteEl = undefined; }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { @@ -643,4 +833,5 @@

    Language user + \ No newline at end of file diff --git a/contribute/contributing.html b/contribute/contributing.html index 71d962f..568622b 100644 --- a/contribute/contributing.html +++ b/contribute/contributing.html @@ -2,7 +2,7 @@ - + @@ -48,7 +48,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -73,7 +76,7 @@
    @@ -215,13 +218,14 @@

    On this page

  • Required dependencies
    • -

    Edit this page

    Report an issue

    +
    +

    Contributing

    @@ -276,6 +280,33 @@

    Required dependencie } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -342,13 +373,15 @@

    Required dependencie return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -427,10 +460,9 @@

    Required dependencie // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -440,8 +472,17 @@

    Required dependencie interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -455,6 +496,128 @@

    Required dependencie const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -497,6 +660,7 @@

    Required dependencie } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -522,6 +686,32 @@

    Required dependencie }); selectedAnnoteEl = undefined; }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { @@ -605,4 +795,5 @@

    Required dependencie + \ No newline at end of file diff --git a/demo.html b/demo.html index 16b13e2..9ba64a0 100644 --- a/demo.html +++ b/demo.html @@ -2,7 +2,7 @@ - + @@ -48,7 +48,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -75,7 +78,7 @@
    @@ -186,7 +189,7 @@

    demo

    -
    +
    @@ -194,8 +197,10 @@

    demo

    + + @@ -244,6 +249,33 @@

    demo

    } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -310,13 +342,15 @@

    demo

    return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -395,10 +429,9 @@

    demo

    // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -408,8 +441,17 @@

    demo

    interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -423,6 +465,128 @@

    demo

    const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -465,6 +629,7 @@

    demo

    } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -490,6 +655,32 @@

    demo

    }); selectedAnnoteEl = undefined; }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { @@ -557,7 +748,7 @@

    demo

      -

    Edit this page

    Report an issue

    +
    @@ -215,13 +218,14 @@

    On this page

  • Overview
    • -

    Edit this page

    Report an issue

    +
    +

    Basic input/output

    You can…

    @@ -276,6 +280,33 @@

    Overview

    } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -342,13 +373,15 @@

    Overview

    return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -427,10 +460,9 @@

    Overview

    // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -440,8 +472,17 @@

    Overview

    interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -455,6 +496,128 @@

    Overview

    const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -497,6 +660,7 @@

    Overview

    } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -522,8 +686,8 @@

    Overview

    }); selectedAnnoteEl = undefined; }; - // Handle positioning of the toggle - window.addEventListener( + // Handle positioning of the toggle + window.addEventListener( "resize", throttle(() => { elRect = undefined; @@ -531,23 +695,23 @@

    Overview

    selectCodeLines(selectedAnnoteEl); } }, 10) - ); - function throttle(fn, ms) { - let throttle = false; - let timer; - return (...args) => { - if(!throttle) { // first call gets through + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { fn.apply(this, args); - throttle = true; - } else { // all the others get throttled - if(timer) clearTimeout(timer); // cancel #2 - timer = setTimeout(() => { - fn.apply(this, args); - timer = throttle = false; - }, ms); - } - }; - } + timer = throttle = false; + }, ms); + } + }; + } const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor'); for (let i=0; iOverview

    + \ No newline at end of file diff --git a/index.html b/index.html index dfa1572..a3e4661 100644 --- a/index.html +++ b/index.html @@ -2,7 +2,7 @@ - + @@ -48,7 +48,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -67,10 +70,7 @@ - - - - + @@ -79,7 +79,7 @@
    @@ -183,6 +183,7 @@ +
    @@ -289,6 +290,33 @@

    Ibis Birdbrain

    } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -355,13 +383,15 @@

    Ibis Birdbrain

    return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -433,10 +463,9 @@

    Ibis Birdbrain

    // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -446,8 +475,17 @@

    Ibis Birdbrain

    interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -461,6 +499,128 @@

    Ibis Birdbrain

    const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -503,6 +663,7 @@

    Ibis Birdbrain

    } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -528,8 +689,8 @@

    Ibis Birdbrain

    }); selectedAnnoteEl = undefined; }; - // Handle positioning of the toggle - window.addEventListener( + // Handle positioning of the toggle + window.addEventListener( "resize", throttle(() => { elRect = undefined; @@ -537,23 +698,23 @@

    Ibis Birdbrain

    selectCodeLines(selectedAnnoteEl); } }, 10) - ); - function throttle(fn, ms) { - let throttle = false; - let timer; - return (...args) => { - if(!throttle) { // first call gets through + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { fn.apply(this, args); - throttle = true; - } else { // all the others get throttled - if(timer) clearTimeout(timer); // cancel #2 - timer = setTimeout(() => { - fn.apply(this, args); - timer = throttle = false; - }, ms); - } - }; - } + timer = throttle = false; + }, ms); + } + }; + } const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor'); for (let i=0; iIbis Birdbrain

      -

    Edit this page

    Report an issue

    +
    @@ -253,13 +256,14 @@

    On this page

  • Next steps
    • -

    Edit this page

    Report an issue

    +
    +

    Installation and setup

    This page describes how to install and setup Ibis Birdbrain.

    @@ -382,6 +386,33 @@

    Next steps

    } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -448,13 +479,15 @@

    Next steps

    return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -533,10 +566,9 @@

    Next steps

    // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -546,8 +578,17 @@

    Next steps

    interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -561,6 +602,128 @@

    Next steps

    const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -603,6 +766,7 @@

    Next steps

    } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -628,6 +792,32 @@

    Next steps

    }); selectedAnnoteEl = undefined; }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { @@ -711,4 +901,5 @@

    Next steps

    + \ No newline at end of file diff --git a/posts.html b/posts.html index 915584b..762a627 100644 --- a/posts.html +++ b/posts.html @@ -2,7 +2,7 @@ - + @@ -50,7 +50,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -98,11 +101,8 @@ - - - - - + + @@ -111,7 +111,7 @@
    @@ -222,7 +222,7 @@

    Posts

    -
    +
    @@ -230,12 +230,14 @@

    Posts

    + +
    @@ -263,12 +265,10 @@

    Posts

    -
    +
    -

    - -

    +

    Modular and composable @@ -293,12 +293,10 @@
    -
    +
    -

    - -

    +

    Calls and computations @@ -309,7 +307,7 @@
    -The Generative AI hype cycle has led to a new wave of terminology to understand. In… +The Generative AI hype cycle has led to a new wave of terminology to understand. In this post, we’ll use basic programming language to explain and explore the concepts of…
    @@ -323,12 +321,10 @@
    -
    +
    -

    - -

    +

    Three approaches @@ -339,7 +335,7 @@
    -The thought of using natural language to transform and analyze data is appealing. This post assumes familiarity with Marvin and Ibis – read the… +The thought of using natural language to transform and analyze data is appealing. This post assumes familiarity with Marvin and Ibis – read the previous post in the series…
    @@ -353,12 +349,10 @@
    -
    +
    -

    - -

    +

    An introduction to Marvin and Ibis @@ -431,6 +425,33 @@
    } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -497,13 +518,15 @@
    return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -582,10 +605,9 @@
    // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -595,8 +617,17 @@
    interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -610,6 +641,128 @@
    const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -652,6 +805,7 @@
    } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -677,6 +831,32 @@
    }); selectedAnnoteEl = undefined; }; + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + elRect = undefined; + if (selectedAnnoteEl) { + selectCodeLines(selectedAnnoteEl); + } + }, 10) + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { + fn.apply(this, args); + timer = throttle = false; + }, ms); + } + }; + } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { @@ -744,7 +924,7 @@
      -

    Edit this page

    Report an issue

    +
    • @@ -760,4 +940,5 @@
      + \ No newline at end of file diff --git a/posts.xml b/posts.xml index 686d635..c3c1a50 100644 --- a/posts.xml +++ b/posts.xml @@ -9,17 +9,18 @@ https://ibis-project.github.io/posts.html AI for your data project -quarto-1.3.450 +quarto-1.4.398 Sun, 15 Oct 2023 00:00:00 GMT Modular and composable Cody Peterson - https://ibis-project.github.io/posts/llms-and-data-pt3/index.html + https://ibis-project.github.io/posts/llms-and-data-pt3/

      Introduction

      True)
      
 
      
 
      1
      
 
      
-Import the libraries we need.
+Import the libraries we need.
 
      
 
      2
      
 
      
-Load the environment variable to setup Marvin to call our OpenAI account.
+Load the environment variable to setup Marvin to call our OpenAI account.
 
      
 
      3
      
 
      
-Setup the demo datain an Ibis backend.
+Setup the demo datain an Ibis backend.
 
      
 
      
 
      "penguins")
      
 
      1
      
 
      
-Import Ibis and Marvin.
+Import Ibis and Marvin.
 
      
 
      2
      
 
      
-Configure Ibis (interactive) and Marvin (GPT-4).
+Configure Ibis (interactive) and Marvin (GPT-4).
 
      
 
      3
      
 
      
-Connect to the data and load a table into a variable.
+Connect to the data and load a table into a variable.
 
      
 
 
      ";"))
      
 
      
 
      1
      
 
      
-A non-deterministic, LLM-powered AI function.
+A non-deterministic, LLM-powered AI function.
 
      
 
      2
      
 
      
-A deterministic, human-authored function that calls the AI function.
+A deterministic, human-authored function that calls the AI function.
 
      
 
      
 
      t2 print(Summary(self_text))
      
 
  Back to top ]]>
   LLMs and data
-  https://ibis-project.github.io/posts/llms-and-data-pt3/index.html
+  https://ibis-project.github.io/posts/llms-and-data-pt3/
   Sun, 15 Oct 2023 00:00:00 GMT
 
 
   Calls and computations
   Cody Peterson
-  https://ibis-project.github.io/posts/llms-and-data-pt2/index.html
+  https://ibis-project.github.io/posts/llms-and-data-pt2/
   
 
      Introduction
      
 
      The Generative AI hype cycle has led to a new wave of terminology to understand. In this post, we’ll use basic programming language to explain and explore the concepts of “chains” of LLMs and retrieval-augmented generation (RAG) approaches to working with data.
      
@@ -409,15 +411,15 @@ font-style: inherit;">True)
      
 
      
 
      1
      
 
      
-Import the libraries we need.
+Import the libraries we need.
 
      
 
      2
      
 
      
-Load the environment variable to setup Marvin to call our OpenAI account.
+Load the environment variable to setup Marvin to call our OpenAI account.
 
      
 
      3
      
 
      
-Setup the demo datain an Ibis backend.
+Setup the demo datain an Ibis backend.
 
      
 
      
 
      
@@ -468,15 +470,15 @@ font-style: inherit;">"penguins")
      
 
      1
      
 
      
-Import Ibis and Marvin.
+Import Ibis and Marvin.
 
      
 
      2
      
 
      
-Configure Ibis (interactive) and Marvin (GPT-4).
+Configure Ibis (interactive) and Marvin (GPT-4).
 
      
 
      3
      
 
      
-Connect to the data and load a table into a variable.
+Connect to the data and load a table into a variable.
 
      
 
 
      
@@ -529,11 +531,11 @@ font-style: inherit;">";"))
      
 
      
 
      1
      
 
      
-A non-deterministic, LLM-powered AI function.
+A non-deterministic, LLM-powered AI function.
 
      
 
      2
      
 
      
-A deterministic, human-authored function that calls the AI function.
+A deterministic, human-authored function that calls the AI function.
 
      
 
      
 
      
@@ -560,18 +562,19 @@ font-style: inherit;">";"))
      
 
  Back to top ]]>
   LLMs and data
-  https://ibis-project.github.io/posts/llms-and-data-pt2/index.html
+  https://ibis-project.github.io/posts/llms-and-data-pt2/
   Sat, 14 Oct 2023 00:00:00 GMT
 
 
   Three approaches
   Cody Peterson
-  https://ibis-project.github.io/posts/llms-and-data-pt1/index.html
+  https://ibis-project.github.io/posts/llms-and-data-pt1/
   
 
      Introduction
      
 
      The thought of using natural language to transform and analyze data is appealing. This post assumes familiarity with Marvin and Ibis – read the previous post in the series for a quick overview.
      
@@ -643,15 +646,15 @@ font-style: inherit;">True)
      
 
      
 
      1
      
 
      
-Import the libraries we need.
+Import the libraries we need.
 
      
 
      2
      
 
      
-Load the environment variable to setup Marvin to call our OpenAI account.
+Load the environment variable to setup Marvin to call our OpenAI account.
 
      
 
      3
      
 
      
-Setup the demo datain an Ibis backend.
+Setup the demo datain an Ibis backend.
 
      
 
      
 
      
@@ -690,11 +693,11 @@ font-style: inherit;">"openai/gpt-4"
      
 
      1
      
 
      
-Import Ibis and Marvin.
+Import Ibis and Marvin.
 
      
 
      2
      
 
      
-Configure Ibis and Marvin
+Configure Ibis and Marvin
 
      
 
 
      
@@ -740,11 +743,11 @@ font-style: inherit;">";"))
      
 
      
 
      1
      
 
      
-A non-deterministic, LLM-powered AI function.
+A non-deterministic, LLM-powered AI function.
 
      
 
      2
      
 
      
-A deterministic, human-authored function that calls the AI function.
+A deterministic, human-authored function that calls the AI function.
 
      
 
      
 
      
@@ -782,7 +785,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -823,7 +826,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -889,11 +892,11 @@ font-style: inherit;">""".strip()
      
 
      1
      
 
      
-A non-deterministic, LLM-powered AI function.
+A non-deterministic, LLM-powered AI function.
 
      
 
      2
      
 
      
-A deterministic, human-authored function that calls the AI function.
+A deterministic, human-authored function that calls the AI function.
 
      
 
 
      
@@ -936,7 +939,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -979,7 +982,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -1063,19 +1066,19 @@ font-style: inherit;">"hello world")
      
 
      1
      
 
      
-Additional imports for Pydantic.
+Additional imports for Pydantic.
 
      
 
      2
      
 
      
-Configure Marvin to use a cheaper model.
+Configure Marvin to use a cheaper model.
 
      
 
      3
      
 
      
-A non-deterministic, LLM-powered AI model.
+A non-deterministic, LLM-powered AI model.
 
      
 
      4
      
 
      
-Call the AI model on some text.
+Call the AI model on some text.
 
      
 
 
      
@@ -1119,7 +1122,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -1163,7 +1166,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -1317,7 +1320,6 @@ font-style: inherit;">"The author bias of the text.")
 background-color: null;
 font-style: inherit;">print(Summary(self_text))
      
 
      
-
 
      Summary(
     summary_line="The blog post titled 'Three approaches' by Cody Peterson, dated 2023-10-13, discusses three 
 distinct approaches to applying Language Learning Models (LLMs) to data analytics using open-source tools Ibis and 
@@ -1369,18 +1371,19 @@ font-style: inherit;">print(Summary(self_text))
      
 
  Back to top ]]>
   LLMs and data
-  https://ibis-project.github.io/posts/llms-and-data-pt1/index.html
+  https://ibis-project.github.io/posts/llms-and-data-pt1/
   Fri, 13 Oct 2023 00:00:00 GMT
 
 
   An introduction to Marvin and Ibis
   Cody Peterson
-  https://ibis-project.github.io/posts/llms-and-data-pt0/index.html
+  https://ibis-project.github.io/posts/llms-and-data-pt0/
   
 
      Introduction
      
 
      In this “LLMs and data” series, we’ll explore how to apply large-language models (LLMs) to data analytics. We’ll walk through the steps to build Ibis Birdbrain.
      
@@ -1440,19 +1443,19 @@ font-style: inherit;">"working with data and LLMs on 18+ data platforms is easy!
 
      
 
      1
      
 
      
-Import the libraries we need.
+Import the libraries we need.
 
      
 
      2
      
 
      
-Load the environment variable to setup Marvin to call our OpenAI account.
+Load the environment variable to setup Marvin to call our OpenAI account.
 
      
 
      3
      
 
      
-Configure the LLM model to use.
+Configure the LLM model to use.
 
      
 
      4
      
 
      
-Some text to test on
+Some text to test on
 
      
 
      
 
      
@@ -1509,7 +1512,7 @@ font-style: inherit;">1)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -1539,7 +1542,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -1631,7 +1634,7 @@ font-style: inherit;">1)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -1695,7 +1698,7 @@ font-style: inherit;">1)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -1717,7 +1720,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -1756,11 +1759,11 @@ font-style: inherit;">True)
      
 
      
 
      1
      
 
      
-Import the libraries we need.
+Import the libraries we need.
 
      
 
      2
      
 
      
-Setup the demo datain an Ibis backend.
+Setup the demo datain an Ibis backend.
 
      
 
      
 
      
@@ -1793,15 +1796,15 @@ font-style: inherit;">"penguins")
      
 
      1
      
 
      
-Import Ibis.
+Import Ibis.
 
      
 
      2
      
 
      
-Configure Ibis (interactive).
+Configure Ibis (interactive).
 
      
 
      3
      
 
      
-Connect to the data and load a table into a variable.
+Connect to the data and load a table into a variable.
 
      
 
 
      
@@ -1998,7 +2001,7 @@ font-style: inherit;">3)
      
 
      1
      
 
      
-Avoid rate-limiting by waiting.
+Avoid rate-limiting by waiting.
 
      
 
 
      
@@ -2037,7 +2040,7 @@ font-style: inherit;">";"))
      
 
  Back to top ]]>
   LLMs and data
-  https://ibis-project.github.io/posts/llms-and-data-pt0/index.html
+  https://ibis-project.github.io/posts/llms-and-data-pt0/
   Thu, 12 Oct 2023 00:00:00 GMT
 
 
diff --git a/posts/llms-and-data-pt0/index.html b/posts/llms-and-data-pt0/index.html
index 7b554ac..34bc4a2 100644
--- a/posts/llms-and-data-pt0/index.html
+++ b/posts/llms-and-data-pt0/index.html
@@ -2,7 +2,7 @@
 
 
 
-
+
 
 
 
@@ -24,7 +24,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -84,7 +84,10 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    null
+  ],
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -105,7 +108,7 @@
 
 
 
-
+
 
 
 
@@ -115,7 +118,7 @@
   
      
     
 
      
@@ -265,7 +268,7 @@ 
      On this page
      
   
    • LLMs and data: Marvin and Ibis
      • 
   
    • Next steps
      •
    -

    Edit this page

    Report an issue

    +
    @@ -273,6 +276,7 @@

    On this page

    +

    Introduction

    In this “LLMs and data” series, we’ll explore how to apply large-language models (LLMs) to data analytics. We’ll walk through the steps to build Ibis Birdbrain.

    @@ -302,19 +306,19 @@

    Marvin

    1
    -Import the libraries we need. +Import the libraries we need.
    2
    -Load the environment variable to setup Marvin to call our OpenAI account. +Load the environment variable to setup Marvin to call our OpenAI account.
    3
    -Configure the LLM model to use. +Configure the LLM model to use.
    4
    -Some text to test on +Some text to test on
    @@ -345,7 +349,7 @@

    Functions

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -365,7 +369,7 @@

    Functions

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -403,7 +407,7 @@

    Models

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -441,7 +445,7 @@

    Classifiers

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -461,7 +465,7 @@

    Classifiers

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -482,11 +486,11 @@

    Ibis

    1
    -Import the libraries we need. +Import the libraries we need.
    2
    -Setup the demo datain an Ibis backend. +Setup the demo datain an Ibis backend.
    @@ -503,15 +507,15 @@

    Ibis

    1
    -Import Ibis. +Import Ibis.
    2
    -Configure Ibis (interactive). +Configure Ibis (interactive).
    3
    -Connect to the data and load a table into a variable. +Connect to the data and load a table into a variable.
    @@ -666,7 +670,7 @@

    LLMs and dat
    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.

    @@ -741,6 +745,33 @@

    Next steps

    } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -807,13 +838,15 @@

    Next steps

    return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -892,10 +925,9 @@

    Next steps

    // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -905,8 +937,17 @@

    Next steps

    interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -920,6 +961,128 @@

    Next steps

    const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -962,6 +1125,7 @@

    Next steps

    } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -987,8 +1151,8 @@

    Next steps

    }); selectedAnnoteEl = undefined; }; - // Handle positioning of the toggle - window.addEventListener( + // Handle positioning of the toggle + window.addEventListener( "resize", throttle(() => { elRect = undefined; @@ -996,23 +1160,23 @@

    Next steps

    selectCodeLines(selectedAnnoteEl); } }, 10) - ); - function throttle(fn, ms) { - let throttle = false; - let timer; - return (...args) => { - if(!throttle) { // first call gets through + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { fn.apply(this, args); - throttle = true; - } else { // all the others get throttled - if(timer) clearTimeout(timer); // cancel #2 - timer = setTimeout(() => { - fn.apply(this, args); - timer = throttle = false; - }, ms); - } - }; - } + timer = throttle = false; + }, ms); + } + }; + } const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor'); for (let i=0; iNext steps

    + \ No newline at end of file diff --git a/posts/llms-and-data-pt1/index.html b/posts/llms-and-data-pt1/index.html index 5ab62ff..d712061 100644 --- a/posts/llms-and-data-pt1/index.html +++ b/posts/llms-and-data-pt1/index.html @@ -2,7 +2,7 @@ - + @@ -24,7 +24,7 @@ } /* CSS for syntax highlighting */ pre > code.sourceCode { white-space: pre; position: relative; } -pre > code.sourceCode > span { display: inline-block; line-height: 1.25; } +pre > code.sourceCode > span { line-height: 1.25; } pre > code.sourceCode > span:empty { height: 1.2em; } .sourceCode { overflow: visible; } code.sourceCode > span { color: inherit; text-decoration: inherit; } @@ -84,7 +84,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -105,7 +108,7 @@ - + @@ -115,7 +118,7 @@
    @@ -259,7 +262,7 @@

    On this page

  • Summary
  • Next steps
    • -

    Edit this page

    Report an issue

    +
    @@ -267,6 +270,7 @@

    On this page

    +

    Introduction

    The thought of using natural language to transform and analyze data is appealing. This post assumes familiarity with Marvin and Ibis – read the previous post in the series for a quick overview.

    @@ -304,15 +308,15 @@

    Approa
    1
    -Import the libraries we need. +Import the libraries we need.
    2
    -Load the environment variable to setup Marvin to call our OpenAI account. +Load the environment variable to setup Marvin to call our OpenAI account.
    3
    -Setup the demo datain an Ibis backend. +Setup the demo datain an Ibis backend.
    @@ -331,11 +335,11 @@

    Approa
    1
    -Import Ibis and Marvin. +Import Ibis and Marvin.
    2
    -Configure Ibis and Marvin +Configure Ibis and Marvin
    @@ -355,11 +359,11 @@

    Approa
    1
    -A non-deterministic, LLM-powered AI function. +A non-deterministic, LLM-powered AI function.
    2
    -A deterministic, human-authored function that calls the AI function. +A deterministic, human-authored function that calls the AI function.
    @@ -391,7 +395,7 @@

    Approa
    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -426,7 +430,7 @@

    Approa
    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -456,11 +460,11 @@

    1
    -A non-deterministic, LLM-powered AI function. +A non-deterministic, LLM-powered AI function.
    2
    -A deterministic, human-authored function that calls the AI function. +A deterministic, human-authored function that calls the AI function.
    @@ -493,7 +497,7 @@

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -528,7 +532,7 @@

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -564,19 +568,19 @@

    1
    -Additional imports for Pydantic. +Additional imports for Pydantic.
    2
    -Configure Marvin to use a cheaper model. +Configure Marvin to use a cheaper model.
    3
    -A non-deterministic, LLM-powered AI model. +A non-deterministic, LLM-powered AI model.
    4
    -Call the AI model on some text. +Call the AI model on some text.
    @@ -610,7 +614,7 @@

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -646,7 +650,7 @@

    1
    -Avoid rate-limiting by waiting. +Avoid rate-limiting by waiting.
    @@ -690,7 +694,6 @@

    Summary

    print(Summary(self_text))
    - 
    Summary(
     summary_line="The blog post titled 'Three approaches' by Cody Peterson, dated 2023-10-13, discusses three 
 distinct approaches to applying Language Learning Models (LLMs) to data analytics using open-source tools Ibis and 
@@ -784,6 +787,33 @@ 
    Next steps
    
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -850,13 +880,15 @@ 
    Next steps
    
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -935,10 +967,9 @@ 
    Next steps
    
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -948,8 +979,17 @@ 
    Next steps
    
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -963,6 +1003,128 @@ 
    Next steps
    
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -1005,6 +1167,7 @@ 
    Next steps
    
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -1030,8 +1193,8 @@ 
    Next steps
    
         });
         selectedAnnoteEl = undefined;
       };
-      // Handle positioning of the toggle
-      window.addEventListener(
+        // Handle positioning of the toggle
+    window.addEventListener(
       "resize",
       throttle(() => {
         elRect = undefined;
@@ -1039,23 +1202,23 @@ 
    Next steps
    
           selectCodeLines(selectedAnnoteEl);
         }
       }, 10)
-      );
-      function throttle(fn, ms) {
-      let throttle = false;
-      let timer;
-        return (...args) => {
-          if(!throttle) { // first call gets through
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
               fn.apply(this, args);
-              throttle = true;
-          } else { // all the others get throttled
-              if(timer) clearTimeout(timer); // cancel #2
-              timer = setTimeout(() => {
-                fn.apply(this, args);
-                timer = throttle = false;
-              }, ms);
-          }
-        };
-      }
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor');
       for (let i=0; iNext steps

    + \ No newline at end of file diff --git a/posts/llms-and-data-pt2/index.html b/posts/llms-and-data-pt2/index.html index a953e37..8ffebd8 100644 --- a/posts/llms-and-data-pt2/index.html +++ b/posts/llms-and-data-pt2/index.html @@ -2,7 +2,7 @@ - + @@ -24,7 +24,7 @@ } /* CSS for syntax highlighting */ pre > code.sourceCode { white-space: pre; position: relative; } -pre > code.sourceCode > span { display: inline-block; line-height: 1.25; } +pre > code.sourceCode > span { line-height: 1.25; } pre > code.sourceCode > span:empty { height: 1.2em; } .sourceCode { overflow: visible; } code.sourceCode > span { color: inherit; text-decoration: inherit; } @@ -84,7 +84,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -102,7 +105,7 @@ - + @@ -112,7 +115,7 @@
    @@ -256,7 +259,7 @@

    On this page

  • Summary
  • Next steps
    • -

    Edit this page

    Report an issue

    +
    @@ -264,6 +267,7 @@

    On this page

    +

    Introduction

    The Generative AI hype cycle has led to a new wave of terminology to understand. In this post, we’ll use basic programming language to explain and explore the concepts of “chains” of LLMs and retrieval-augmented generation (RAG) approaches to working with data.

    @@ -286,15 +290,15 @@

    Introduction

    1
    -Import the libraries we need. +Import the libraries we need.
    2
    -Load the environment variable to setup Marvin to call our OpenAI account. +Load the environment variable to setup Marvin to call our OpenAI account.
    3
    -Setup the demo datain an Ibis backend. +Setup the demo datain an Ibis backend.
    @@ -315,15 +319,15 @@

    Introduction

    1
    -Import Ibis and Marvin. +Import Ibis and Marvin.
    2
    -Configure Ibis (interactive) and Marvin (GPT-4). +Configure Ibis (interactive) and Marvin (GPT-4).
    3
    -Connect to the data and load a table into a variable. +Connect to the data and load a table into a variable.
    @@ -350,11 +354,11 @@

    Calls

    1
    -A non-deterministic, LLM-powered AI function. +A non-deterministic, LLM-powered AI function.
    2
    -A deterministic, human-authored function that calls the AI function. +A deterministic, human-authored function that calls the AI function.
    @@ -423,6 +427,33 @@

    Next steps

    } } } + const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => { + const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light'; + const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark'; + let newTheme = ''; + if(darkModeDefault) { + newTheme = isAlternate ? baseTheme : alternateTheme; + } else { + newTheme = isAlternate ? alternateTheme : baseTheme; + } + const changeGiscusTheme = () => { + // From: https://github.com/giscus/giscus/issues/336 + const sendMessage = (message) => { + const iframe = document.querySelector('iframe.giscus-frame'); + if (!iframe) return; + iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app'); + } + sendMessage({ + setConfig: { + theme: newTheme + } + }); + } + const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null; + if (isGiscussLoaded) { + changeGiscusTheme(); + } + } const toggleColorMode = (alternate) => { // Switch the stylesheets const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate'); @@ -489,13 +520,15 @@

    Next steps

    return localAlternateSentinel; } } - let localAlternateSentinel = 'alternate'; + const darkModeDefault = true; + let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default'; // Dark / light mode switch window.quartoToggleColorScheme = () => { // Read the current dark / light value let toAlternate = !hasAlternateSentinel(); toggleColorMode(toAlternate); setStyleSentinel(toAlternate); + toggleGiscusIfUsed(toAlternate, darkModeDefault); }; // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { @@ -574,10 +607,9 @@

    Next steps

    // clear code selection e.clearSelection(); }); - function tippyHover(el, contentFn) { + function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, - content: contentFn, maxWidth: 500, delay: 100, arrow: false, @@ -587,8 +619,17 @@

    Next steps

    interactive: true, interactiveBorder: 10, theme: 'quarto', - placement: 'bottom-start' + placement: 'bottom-start', }; + if (contentFn) { + config.content = contentFn; + } + if (onTriggerFn) { + config.onTrigger = onTriggerFn; + } + if (onUntriggerFn) { + config.onUntrigger = onUntriggerFn; + } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); @@ -602,6 +643,128 @@

    Next steps

    const note = window.document.getElementById(id); return note.innerHTML; }); + } + const xrefs = window.document.querySelectorAll('a.quarto-xref'); + const processXRef = (id, note) => { + // Strip column container classes + const stripColumnClz = (el) => { + el.classList.remove("page-full", "page-columns"); + if (el.children) { + for (const child of el.children) { + stripColumnClz(child); + } + } + } + stripColumnClz(note) + const typesetMath = (el) => { + if (window.MathJax) { + // MathJax Typeset + window.MathJax.typeset([el]); + } else if (window.katex) { + // KaTeX Render + var mathElements = el.getElementsByClassName("math"); + var macros = []; + for (var i = 0; i < mathElements.length; i++) { + var texText = mathElements[i].firstChild; + if (mathElements[i].tagName == "SPAN") { + window.katex.render(texText.data, mathElements[i], { + displayMode: mathElements[i].classList.contains('display'), + throwOnError: false, + macros: macros, + fleqn: false + }); + } + } + } + } + if (id === null || id.startsWith('sec-')) { + // Special case sections, only their first couple elements + const container = document.createElement("div"); + if (note.children && note.children.length > 2) { + for (let i = 0; i < 2; i++) { + container.appendChild(note.children[i].cloneNode(true)); + } + typesetMath(container); + return container.innerHTML + } else { + typesetMath(note); + return note.innerHTML; + } + } else { + // Remove any anchor links if they are present + const anchorLink = note.querySelector('a.anchorjs-link'); + if (anchorLink) { + anchorLink.remove(); + } + typesetMath(note); + return note.innerHTML; + } + } + for (var i=0; i res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.getElementById(id); + if (note !== null) { + const html = processXRef(id, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + } else { + // See if we can fetch a full url (with no hash to target) + // This is a special case and we should probably do some content thinning / targeting + fetch(url) + .then(res => res.text()) + .then(html => { + const parser = new DOMParser(); + const htmlDoc = parser.parseFromString(html, "text/html"); + const note = htmlDoc.querySelector('main.content'); + if (note !== null) { + // This should only happen for chapter cross references + // (since there is no id in the URL) + // remove the first header + if (note.children.length > 0 && note.children[0].tagName === "HEADER") { + note.children[0].remove(); + } + const html = processXRef(null, note); + instance.setContent(html); + } + }).finally(() => { + instance.enable(); + instance.show(); + }); + } + }, function(instance) { + }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { @@ -644,6 +807,7 @@

    Next steps

    } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; + div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); @@ -669,8 +833,8 @@

    Next steps

    }); selectedAnnoteEl = undefined; }; - // Handle positioning of the toggle - window.addEventListener( + // Handle positioning of the toggle + window.addEventListener( "resize", throttle(() => { elRect = undefined; @@ -678,23 +842,23 @@

    Next steps

    selectCodeLines(selectedAnnoteEl); } }, 10) - ); - function throttle(fn, ms) { - let throttle = false; - let timer; - return (...args) => { - if(!throttle) { // first call gets through + ); + function throttle(fn, ms) { + let throttle = false; + let timer; + return (...args) => { + if(!throttle) { // first call gets through + fn.apply(this, args); + throttle = true; + } else { // all the others get throttled + if(timer) clearTimeout(timer); // cancel #2 + timer = setTimeout(() => { fn.apply(this, args); - throttle = true; - } else { // all the others get throttled - if(timer) clearTimeout(timer); // cancel #2 - timer = setTimeout(() => { - fn.apply(this, args); - timer = throttle = false; - }, ms); - } - }; - } + timer = throttle = false; + }, ms); + } + }; + } const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor'); for (let i=0; iNext steps + \ No newline at end of file diff --git a/posts/llms-and-data-pt3/index.html b/posts/llms-and-data-pt3/index.html index 0e88799..43cdcbb 100644 --- a/posts/llms-and-data-pt3/index.html +++ b/posts/llms-and-data-pt3/index.html @@ -2,7 +2,7 @@ - + @@ -24,7 +24,7 @@ } /* CSS for syntax highlighting */ pre > code.sourceCode { white-space: pre; position: relative; } -pre > code.sourceCode > span { display: inline-block; line-height: 1.25; } +pre > code.sourceCode > span { line-height: 1.25; } pre > code.sourceCode > span:empty { height: 1.2em; } .sourceCode { overflow: visible; } code.sourceCode > span { color: inherit; text-decoration: inherit; } @@ -84,7 +84,10 @@ "collapse-after": 3, "panel-placement": "end", "type": "overlay", - "limit": 20, + "limit": 50, + "keyboard-shortcut": [ + null + ], "language": { "search-no-results-text": "No results", "search-matching-documents-text": "matching documents", @@ -102,7 +105,7 @@ - + @@ -112,7 +115,7 @@
    @@ -250,7 +253,7 @@

    On this page

  • Summary
  • Next steps
    • -

    Edit this page

    Report an issue

    +
    @@ -258,6 +261,7 @@

    On this page

    +

    Introduction

    # | code-fold: true
@@ -274,15 +278,15 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-Import the libraries we need.
+Import the libraries we need.
 
    
 
    2
    
 
    
-Load the environment variable to setup Marvin to call our OpenAI account.
+Load the environment variable to setup Marvin to call our OpenAI account.
 
    
 
    3
    
 
    
-Setup the demo datain an Ibis backend.
+Setup the demo datain an Ibis backend.
 
    
 
    
 
    import ibis
@@ -299,15 +303,15 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-Import Ibis and Marvin.
+Import Ibis and Marvin.
 
    
 
    2
    
 
    
-Configure Ibis (interactive) and Marvin (GPT-4).
+Configure Ibis (interactive) and Marvin (GPT-4).
 
    
 
    3
    
 
    
-Connect to the data and load a table into a variable.
+Connect to the data and load a table into a variable.
 
    
 
    
 
    @marvin.ai_fn
@@ -323,11 +327,11 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-A non-deterministic, LLM-powered AI function.
+A non-deterministic, LLM-powered AI function.
 
    
 
    2
    
 
    
-A deterministic, human-authored function that calls the AI function.
+A deterministic, human-authored function that calls the AI function.
 
    
 
    
 
    t2 = sql_from_text("the unique combination of species and islands", t)
@@ -427,6 +431,33 @@ 
    Next steps
    
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -493,13 +524,15 @@ 
    Next steps
    
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -578,10 +611,9 @@ 
    Next steps
    
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -591,8 +623,17 @@ 
    Next steps
    
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -606,6 +647,128 @@ 
    Next steps
    
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -648,6 +811,7 @@ 
    Next steps
    
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -673,8 +837,8 @@ 
    Next steps
    
         });
         selectedAnnoteEl = undefined;
       };
-      // Handle positioning of the toggle
-      window.addEventListener(
+        // Handle positioning of the toggle
+    window.addEventListener(
       "resize",
       throttle(() => {
         elRect = undefined;
@@ -682,23 +846,23 @@ 
    Next steps
    
           selectCodeLines(selectedAnnoteEl);
         }
       }, 10)
-      );
-      function throttle(fn, ms) {
-      let throttle = false;
-      let timer;
-        return (...args) => {
-          if(!throttle) { // first call gets through
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
               fn.apply(this, args);
-              throttle = true;
-          } else { // all the others get throttled
-              if(timer) clearTimeout(timer); // cancel #2
-              timer = setTimeout(() => {
-                fn.apply(this, args);
-                timer = throttle = false;
-              }, ms);
-          }
-        };
-      }
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor');
       for (let i=0; iNext steps
 
 
 
+
 
\ No newline at end of file
diff --git a/posts/llms-and-data-pt4/index.html b/posts/llms-and-data-pt4/index.html
index 86fee3b..366ed48 100644
--- a/posts/llms-and-data-pt4/index.html
+++ b/posts/llms-and-data-pt4/index.html
@@ -2,7 +2,7 @@
 
 
 
-
+
 
 
 
@@ -24,7 +24,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -84,7 +84,10 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    null
+  ],
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -102,7 +105,7 @@
 
 
 
-
+
 
 
 
@@ -112,7 +115,7 @@
   
    
     
 
    
@@ -250,7 +253,7 @@ 
    On this page
    
   
  • Summary
    • 
   
  • Next steps
    • 
   
-
    Edit this page
    Report an issue
    
+
    
     
    
 
 
    
@@ -258,6 +261,7 @@ 
    On this page
    
 
 
 
+
 
    
 
    Introduction
    
 
    # | code-fold: true
@@ -274,15 +278,15 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-Import the libraries we need.
+Import the libraries we need.
 
    
 
    2
    
 
    
-Load the environment variable to setup Marvin to call our OpenAI account.
+Load the environment variable to setup Marvin to call our OpenAI account.
 
    
 
    3
    
 
    
-Setup the demo datain an Ibis backend.
+Setup the demo datain an Ibis backend.
 
    
 
    
 
    import ibis
@@ -299,15 +303,15 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-Import Ibis and Marvin.
+Import Ibis and Marvin.
 
    
 
    2
    
 
    
-Configure Ibis (interactive) and Marvin (GPT-4).
+Configure Ibis (interactive) and Marvin (GPT-4).
 
    
 
    3
    
 
    
-Connect to the data and load a table into a variable.
+Connect to the data and load a table into a variable.
 
    
 
    
 
    @marvin.ai_fn
@@ -323,11 +327,11 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-A non-deterministic, LLM-powered AI function.
+A non-deterministic, LLM-powered AI function.
 
    
 
    2
    
 
    
-A deterministic, human-authored function that calls the AI function.
+A deterministic, human-authored function that calls the AI function.
 
    
 
    
 
    t2 = sql_from_text("the unique combination of species and islands", t)
@@ -426,6 +430,33 @@ 
    Next steps
    
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -492,13 +523,15 @@ 
    Next steps
    
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -577,10 +610,9 @@ 
    Next steps
    
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -590,8 +622,17 @@ 
    Next steps
    
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -605,6 +646,128 @@ 
    Next steps
    
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -647,6 +810,7 @@ 
    Next steps
    
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -672,8 +836,8 @@ 
    Next steps
    
         });
         selectedAnnoteEl = undefined;
       };
-      // Handle positioning of the toggle
-      window.addEventListener(
+        // Handle positioning of the toggle
+    window.addEventListener(
       "resize",
       throttle(() => {
         elRect = undefined;
@@ -681,23 +845,23 @@ 
    Next steps
    
           selectCodeLines(selectedAnnoteEl);
         }
       }, 10)
-      );
-      function throttle(fn, ms) {
-      let throttle = false;
-      let timer;
-        return (...args) => {
-          if(!throttle) { // first call gets through
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
               fn.apply(this, args);
-              throttle = true;
-          } else { // all the others get throttled
-              if(timer) clearTimeout(timer); // cancel #2
-              timer = setTimeout(() => {
-                fn.apply(this, args);
-                timer = throttle = false;
-              }, ms);
-          }
-        };
-      }
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor');
       for (let i=0; iNext steps
 
 
 
+
 
\ No newline at end of file
diff --git a/posts/llms-and-data-pt5/index.html b/posts/llms-and-data-pt5/index.html
index b52f447..fd906b6 100644
--- a/posts/llms-and-data-pt5/index.html
+++ b/posts/llms-and-data-pt5/index.html
@@ -2,7 +2,7 @@
 
 
 
-
+
 
 
 
@@ -24,7 +24,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -84,7 +84,10 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    null
+  ],
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -102,7 +105,7 @@
 
 
 
-
+
 
 
 
@@ -112,7 +115,7 @@
   
    
     
 
    
@@ -250,7 +253,7 @@ 
    On this page
    
   
  • Summary
    • 
   
  • Next steps
    • 
   
-
    Edit this page
    Report an issue
    
+
    
     
    
 
 
    
@@ -258,6 +261,7 @@ 
    On this page
    
 
 
 
+
 
    
 
    Introduction
    
 
    # | code-fold: true
@@ -274,15 +278,15 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-Import the libraries we need.
+Import the libraries we need.
 
    
 
    2
    
 
    
-Load the environment variable to setup Marvin to call our OpenAI account.
+Load the environment variable to setup Marvin to call our OpenAI account.
 
    
 
    3
    
 
    
-Setup the demo datain an Ibis backend.
+Setup the demo datain an Ibis backend.
 
    
 
    
 
    import ibis
@@ -299,15 +303,15 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-Import Ibis and Marvin.
+Import Ibis and Marvin.
 
    
 
    2
    
 
    
-Configure Ibis (interactive) and Marvin (GPT-4).
+Configure Ibis (interactive) and Marvin (GPT-4).
 
    
 
    3
    
 
    
-Connect to the data and load a table into a variable.
+Connect to the data and load a table into a variable.
 
    
 
    
 
    @marvin.ai_fn
@@ -323,11 +327,11 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-A non-deterministic, LLM-powered AI function.
+A non-deterministic, LLM-powered AI function.
 
    
 
    2
    
 
    
-A deterministic, human-authored function that calls the AI function.
+A deterministic, human-authored function that calls the AI function.
 
    
 
    
 
    t2 = sql_from_text("the unique combination of species and islands", t)
@@ -426,6 +430,33 @@ 
    Next steps
    
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -492,13 +523,15 @@ 
    Next steps
    
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -577,10 +610,9 @@ 
    Next steps
    
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -590,8 +622,17 @@ 
    Next steps
    
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -605,6 +646,128 @@ 
    Next steps
    
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -647,6 +810,7 @@ 
    Next steps
    
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -672,8 +836,8 @@ 
    Next steps
    
         });
         selectedAnnoteEl = undefined;
       };
-      // Handle positioning of the toggle
-      window.addEventListener(
+        // Handle positioning of the toggle
+    window.addEventListener(
       "resize",
       throttle(() => {
         elRect = undefined;
@@ -681,23 +845,23 @@ 
    Next steps
    
           selectCodeLines(selectedAnnoteEl);
         }
       }, 10)
-      );
-      function throttle(fn, ms) {
-      let throttle = false;
-      let timer;
-        return (...args) => {
-          if(!throttle) { // first call gets through
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
               fn.apply(this, args);
-              throttle = true;
-          } else { // all the others get throttled
-              if(timer) clearTimeout(timer); // cancel #2
-              timer = setTimeout(() => {
-                fn.apply(this, args);
-                timer = throttle = false;
-              }, ms);
-          }
-        };
-      }
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor');
       for (let i=0; iNext steps
 
 
 
+
 
\ No newline at end of file
diff --git a/posts/llms-and-data-pt6/index.html b/posts/llms-and-data-pt6/index.html
index e0cdeb2..736ccc4 100644
--- a/posts/llms-and-data-pt6/index.html
+++ b/posts/llms-and-data-pt6/index.html
@@ -2,7 +2,7 @@
 
 
 
-
+
 
 
 
@@ -24,7 +24,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -84,7 +84,10 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    null
+  ],
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -102,7 +105,7 @@
 
 
 
-
+
 
 
 
@@ -112,7 +115,7 @@
   
    
     
 
    
@@ -250,7 +253,7 @@ 
    On this page
    
   
  • Summary
    • 
   
  • Next steps
    • 
   
-
    Edit this page
    Report an issue
    
+
    
     
    
 
 
    
@@ -258,6 +261,7 @@ 
    On this page
    
 
 
 
+
 
    
 
    Introduction
    
 
    # | code-fold: true
@@ -274,15 +278,15 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-Import the libraries we need.
+Import the libraries we need.
 
    
 
    2
    
 
    
-Load the environment variable to setup Marvin to call our OpenAI account.
+Load the environment variable to setup Marvin to call our OpenAI account.
 
    
 
    3
    
 
    
-Setup the demo datain an Ibis backend.
+Setup the demo datain an Ibis backend.
 
    
 
    
 
    import ibis
@@ -299,15 +303,15 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-Import Ibis and Marvin.
+Import Ibis and Marvin.
 
    
 
    2
    
 
    
-Configure Ibis (interactive) and Marvin (GPT-4).
+Configure Ibis (interactive) and Marvin (GPT-4).
 
    
 
    3
    
 
    
-Connect to the data and load a table into a variable.
+Connect to the data and load a table into a variable.
 
    
 
    
 
    @marvin.ai_fn
@@ -323,11 +327,11 @@ 
    Introduction
    
 
    
 
    1
    
 
    
-A non-deterministic, LLM-powered AI function.
+A non-deterministic, LLM-powered AI function.
 
    
 
    2
    
 
    
-A deterministic, human-authored function that calls the AI function.
+A deterministic, human-authored function that calls the AI function.
 
    
 
    
 
    t2 = sql_from_text("the unique combination of species and islands", t)
@@ -426,6 +430,33 @@ 
    Next steps
    
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -492,13 +523,15 @@ 
    Next steps
    
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -577,10 +610,9 @@ 
    Next steps
    
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -590,8 +622,17 @@ 
    Next steps
    
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -605,6 +646,128 @@ 
    Next steps
    
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -647,6 +810,7 @@ 
    Next steps
    
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -672,8 +836,8 @@ 
    Next steps
    
         });
         selectedAnnoteEl = undefined;
       };
-      // Handle positioning of the toggle
-      window.addEventListener(
+        // Handle positioning of the toggle
+    window.addEventListener(
       "resize",
       throttle(() => {
         elRect = undefined;
@@ -681,23 +845,23 @@ 
    Next steps
    
           selectCodeLines(selectedAnnoteEl);
         }
       }, 10)
-      );
-      function throttle(fn, ms) {
-      let throttle = false;
-      let timer;
-        return (...args) => {
-          if(!throttle) { // first call gets through
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
               fn.apply(this, args);
-              throttle = true;
-          } else { // all the others get throttled
-              if(timer) clearTimeout(timer); // cancel #2
-              timer = setTimeout(() => {
-                fn.apply(this, args);
-                timer = throttle = false;
-              }, ms);
-          }
-        };
-      }
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       const annoteTargets = window.document.querySelectorAll('.code-annotation-anchor');
       for (let i=0; iNext steps
 
 
 
+
 
\ No newline at end of file
diff --git a/release_notes.html b/release_notes.html
index 395990c..6a054d8 100644
--- a/release_notes.html
+++ b/release_notes.html
@@ -2,7 +2,7 @@
 
 
 
-
+
 
 
 
@@ -48,7 +48,10 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    null
+  ],
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -73,7 +76,7 @@
   
    
     
 
    
@@ -178,13 +181,14 @@ 
    On this page
    
   
-
    Edit this page
    Report an issue
    
+
    
     
    
 
 
    
 
 
 
+
 
    
 
    Release notes
    
 
    TBD
    
@@ -236,6 +240,33 @@ 
    Release notes
    
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -302,13 +333,15 @@ 
    Release notes
    
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -387,10 +420,9 @@ 
    Release notes
    
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -400,8 +432,17 @@ 
    Release notes
    
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -415,6 +456,128 @@ 
    Release notes
    
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -457,6 +620,7 @@ 
    Release notes
    
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -482,6 +646,32 @@ 
    Release notes
    
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -565,4 +755,5 @@ 
    Release notes
    
 
 
 
+
 
\ No newline at end of file
diff --git a/search.json b/search.json
index aa24dfb..96a5e38 100644
--- a/search.json
+++ b/search.json
@@ -4,7 +4,11 @@
     "href": "how-to/input-output/basics.html",
     "title": "Basic input/output",
     "section": "",
-    "text": "You can…"
+    "text": "You can…",
+    "crumbs": [
+      "Input Output",
+      "Basic input/output"
+    ]
   },
   {
     "objectID": "posts/llms-and-data-pt1/index.html",
@@ -32,7 +36,7 @@
     "href": "posts/llms-and-data-pt1/index.html#summary",
     "title": "Three approaches",
     "section": "Summary",
-    "text": "Summary\nTo summarize this post:\n\nfrom rich import print\n\nwith open(\"index.qmd\", \"r\") as f:\n    self_text = f.read()\n\n# increease accuracy\nmarvin.settings.llm_model = \"openai/gpt-4\"\n\n@marvin.ai_model\nclass Summary(BaseModel):\n    \"\"\"Summary of text.\"\"\"\n\n    summary_line: str = Field(..., description=\"The one-line summary of the text.\")\n    summary_paragraph: str = Field(\n        ..., description=\"The one-paragraph summary of the text.\"\n    )\n    conclusion: str = Field(\n        ..., description=\"The conclusion the reader should draw from the text.\"\n    )\n    key_points: list[str] = Field(..., description=\"The key points of the text.\")\n    critiques: list[str] = Field(\n        ..., description=\"Professional, fair critiques of the text.\"\n    )\n    suggested_improvements: list[str] = Field(\n        ..., description=\"Suggested improvements for the text.\"\n    )\n    sentiment: float = Field(..., description=\"The sentiment of the text.\")\n    sentiment_label: str = Field(..., description=\"The sentiment label of the text.\")\n    author_bias: str = Field(..., description=\"The author bias of the text.\")\n\n\nprint(Summary(self_text))\n\n\nSummary(\n    summary_line=\"The blog post titled 'Three approaches' by Cody Peterson, dated 2023-10-13, discusses three \ndistinct approaches to applying Language Learning Models (LLMs) to data analytics using open-source tools Ibis and \nMarvin.\",\n    summary_paragraph='The author explains three approaches to applying LLMs to data analytics. The first approach \nis letting the LLM write an analytic code, specifically generating SQL. The second approach involves letting LLM \nwrite an analytic subroutine, demonstrated by writing Python code for user-defined functions. The third approach \nuses LLM in an analytic subroutine, illustrated by calling the LLM once-per-row in a table via a subroutine. Each \nmethod has potential applications and limitations, and the choice of approach will depend on the specific \nrequirements of the data analytics task.',\n    conclusion='LLMs can be used to transform and analyze data in various ways. By using these approaches in \ncombination with open-source tools like Ibis and Marvin, it is possible to build a natural language interface for \ndata analytics that supports multiple backends. The author concludes by introducing an open-source data & AI \nproject for building next-generation natural language interfaces to data, Ibis Birdbrain.',\n    key_points=[\n        'The LLM can write an analytic code, particularly generating SQL.',\n        'The LLM can also write an analytic subroutine, exemplified by writing Python code for user-defined \nfunctions.',\n        'The LLM can be used in an analytic subroutine, shown by calling the LLM once-per-row in a table via a \nsubroutine.',\n        'The author suggests that each approach has its potential applications and limitations.',\n        'The choice of approach will depend on the specific requirements of the data analytics task.'\n    ],\n    critiques=[\n        'The author could have provided more concrete examples or case studies to illustrate the application of \nthese approaches.',\n        'A comparison of the advantages and disadvantages of each approach would have been helpful.'\n    ],\n    suggested_improvements=[\n        'The author could include real-world applications or examples of each approach.',\n        'A detailed comparison of the pros and cons of each approach would provide better guidance for readers.'\n    ],\n    sentiment=0.25,\n    sentiment_label='Neutral',\n    author_bias='The author shows a positive bias towards the use of open-source tools, Ibis and Marvin, for data \nanalytics.'\n)"
+    "text": "Summary\nTo summarize this post:\n\nfrom rich import print\n\nwith open(\"index.qmd\", \"r\") as f:\n    self_text = f.read()\n\n# increease accuracy\nmarvin.settings.llm_model = \"openai/gpt-4\"\n\n@marvin.ai_model\nclass Summary(BaseModel):\n    \"\"\"Summary of text.\"\"\"\n\n    summary_line: str = Field(..., description=\"The one-line summary of the text.\")\n    summary_paragraph: str = Field(\n        ..., description=\"The one-paragraph summary of the text.\"\n    )\n    conclusion: str = Field(\n        ..., description=\"The conclusion the reader should draw from the text.\"\n    )\n    key_points: list[str] = Field(..., description=\"The key points of the text.\")\n    critiques: list[str] = Field(\n        ..., description=\"Professional, fair critiques of the text.\"\n    )\n    suggested_improvements: list[str] = Field(\n        ..., description=\"Suggested improvements for the text.\"\n    )\n    sentiment: float = Field(..., description=\"The sentiment of the text.\")\n    sentiment_label: str = Field(..., description=\"The sentiment label of the text.\")\n    author_bias: str = Field(..., description=\"The author bias of the text.\")\n\n\nprint(Summary(self_text))\n\nSummary(\n    summary_line=\"The blog post titled 'Three approaches' by Cody Peterson, dated 2023-10-13, discusses three \ndistinct approaches to applying Language Learning Models (LLMs) to data analytics using open-source tools Ibis and \nMarvin.\",\n    summary_paragraph='The author explains three approaches to applying LLMs to data analytics. The first approach \nis letting the LLM write an analytic code, specifically generating SQL. The second approach involves letting LLM \nwrite an analytic subroutine, demonstrated by writing Python code for user-defined functions. The third approach \nuses LLM in an analytic subroutine, illustrated by calling the LLM once-per-row in a table via a subroutine. Each \nmethod has potential applications and limitations, and the choice of approach will depend on the specific \nrequirements of the data analytics task.',\n    conclusion='LLMs can be used to transform and analyze data in various ways. By using these approaches in \ncombination with open-source tools like Ibis and Marvin, it is possible to build a natural language interface for \ndata analytics that supports multiple backends. The author concludes by introducing an open-source data & AI \nproject for building next-generation natural language interfaces to data, Ibis Birdbrain.',\n    key_points=[\n        'The LLM can write an analytic code, particularly generating SQL.',\n        'The LLM can also write an analytic subroutine, exemplified by writing Python code for user-defined \nfunctions.',\n        'The LLM can be used in an analytic subroutine, shown by calling the LLM once-per-row in a table via a \nsubroutine.',\n        'The author suggests that each approach has its potential applications and limitations.',\n        'The choice of approach will depend on the specific requirements of the data analytics task.'\n    ],\n    critiques=[\n        'The author could have provided more concrete examples or case studies to illustrate the application of \nthese approaches.',\n        'A comparison of the advantages and disadvantages of each approach would have been helpful.'\n    ],\n    suggested_improvements=[\n        'The author could include real-world applications or examples of each approach.',\n        'A detailed comparison of the pros and cons of each approach would provide better guidance for readers.'\n    ],\n    sentiment=0.25,\n    sentiment_label='Neutral',\n    author_bias='The author shows a positive bias towards the use of open-source tools, Ibis and Marvin, for data \nanalytics.'\n)"
   },
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@@ -81,63 +85,87 @@
     "href": "posts.html",
     "title": "Posts",
     "section": "",
-    "text": "Order By\n       Default\n         \n          Title\n        \n         \n          Date - Oldest\n        \n         \n          Date - Newest\n        \n         \n          Author\n        \n     \n  \n    \n      \n      \n    \n\n\n\n\n\n\n\n\n\n\nModular and composable\n\n\n\nLLMs and data\n\n\n\n\n\n\n\nCody Peterson\n\n\nOct 15, 2023\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nCalls and computations\n\n\n\nLLMs and data\n\n\n\n\n\n\n\nCody Peterson\n\n\nOct 14, 2023\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nThree approaches\n\n\n\nLLMs and data\n\n\n\n\n\n\n\nCody Peterson\n\n\nOct 13, 2023\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nAn introduction to Marvin and Ibis\n\n\n\nLLMs and data\n\n\n\n\n\n\n\nCody Peterson\n\n\nOct 12, 2023\n\n\n\n\n\n\n\n\nNo matching items\n\n Back to top"
+    "text": "Order By\n       Default\n         \n          Title\n        \n         \n          Date - Oldest\n        \n         \n          Date - Newest\n        \n         \n          Author\n        \n     \n  \n    \n      \n      \n    \n\n\n\n\n\n\n\n\nModular and composable\n\n\n\nLLMs and data\n\n\n\n\n\n\n\nCody Peterson\n\n\nOct 15, 2023\n\n\n\n\n\n\n\n\n\n\n\n\nCalls and computations\n\n\n\nLLMs and data\n\n\n\n\n\n\n\nCody Peterson\n\n\nOct 14, 2023\n\n\n\n\n\n\n\n\n\n\n\n\nThree approaches\n\n\n\nLLMs and data\n\n\n\n\n\n\n\nCody Peterson\n\n\nOct 13, 2023\n\n\n\n\n\n\n\n\n\n\n\n\nAn introduction to Marvin and Ibis\n\n\n\nLLMs and data\n\n\n\n\n\n\n\nCody Peterson\n\n\nOct 12, 2023\n\n\n\n\n\n\n\n\nNo matching items\n\n Back to top"
   },
   {
     "objectID": "tutorials/python.html",
     "href": "tutorials/python.html",
     "title": "Tutorial: (interactive) Python",
     "section": "",
-    "text": "Install Ibis Birdbrain\n\n\n\n\nYou can use Ibis Birdbrain as a Python library, but it is often used through an interactive Python session. You can see how to start one with the birdbrain CLI with Ibis Birdbrain ready to use.\nIf you use the CLI, you’ll have access to the ai/bot/birdbrain object, which is an instance of the ibis_birdbrain.ai.Bot class. This bot has access to numerous tools and can be used to interact with data via Ibis.\n\n\n\nYou can ask the bot for help with its usage:\nbot(\"how do I use you?\")\n\nbirdbrain:\nI’m birdbrain, your assistant for data analysis projects using Ibis, AI, and many other data tools. Here’s how you can interact with me:\n\nAsk Questions: You can ask me anything related to Ibis, AI, and data analysis. For example, you can ask about how to use certain features in Ibis, how to code in Python, or ask for help in debugging your code.\nRun Analysis: You can also ask me to run data analysis for you. You can give me instructions to query data, analyze it, and even generate visualizations.\nLearning Resources: If you’re looking for resources to learn more about Ibis, AI, and data analysis, I can provide you with relevant links to documentation, tutorials, and more.\nFile Operations: I can help with file operations such as reading a file, writing to a file, listing files in a directory, etc.\nTranslation & Summarization: If you have a large piece of text or a document that you want to summarize, or if you want to translate text from one language to another, I can help with that too.\n\nRemember, I can only provide accurate information and perform tasks based on the data I have access to. I’m here to assist you. Let’s explore the world of data together!\n\n\n\n\nInteract via natural language to have the bot use tools on your behalf.\n\n\nIbis Birdbrain can read data files (limited to Delta Lake tables and Excel files, currently), registering them as tables in your Ibis backend. If you connect to a data platform with existing tables via Ibis, you will have access to them through the bot.\nIn this example, we’ll read in a local penguins.xlsx file and ask the bot about it:\nbot(\"read in the penguins excel\")\n\nbirdbrain:\nI’ve successfully read in the penguins Excel file. Here’s a preview of the data:\n\n\n\n\n\n\n\n\n\n\n\n\n\nspecies\nisland\nbill_length_mm\nbill_depth_mm\nflipper_length_mm\nbody_mass_g\nsex\nyear\n\n\n\n\nAdelie\nTorgersen\n39.1\n18.7\n181\n3750\nmale\n2007\n\n\nAdelie\nTorgersen\n39.5\n17.4\n186\n3800\nfemale\n2007\n\n\nAdelie\nTorgersen\n40.3\n18.0\n195\n3250\nfemale\n2007\n\n\nAdelie\nTorgersen\nNaN\nNaN\n-\n-\n-\n2007\n\n\nAdelie\nTorgersen\n36.7\n19.3\n193\n3450\nfemale\n2007\n\n\n\n(and so on…) ) Note: Null values are represented as NaN (Not a Number) or ‘-’ for numerical columns, and as NULL for string columns.\n\nbot(\"what tables do you have access to? give an overview of the data\")\n\nbirdbrain:\nCurrently, I have access to one table named ‘penguins’.\nHere’s an overview of the data in it:\n\nspecies: This is a string column that gives the species of the penguin.\nisland: This is a string column that mentions the island the penguin is from.\nbill_length_mm: This is a float64 column that specifies the length of the penguin’s bill in millimeters. 4. bill_depth_mm: This is a float64 column that specifies the depth of the penguin’s bill in millimeters.\nflipper_length_mm: This is an int64 column that provides the length of the penguin’s flipper in millimeters.\nbody_mass_g: This is an int64 column that gives the body mass of the penguin in grams.\nsex: This is a string column that mentions the sex of the penguin.\nyear: This is an int64 column that gives the year of observation.\n\nPlease note that a string field can contain text, a float64 field can contain any real number (including decimal values), and an int64 field can contain any integer.\n\n\n\n\nbot(\"what is this dataset? search the internet and find out more about its origin for me\")\n\nbirdbrain:\nThe penguins dataset, a possible alternative to the classic Iris dataset, contains data on three species of penguins from three islands in the Palmer Archipelago, Antarctica [1][2][3].\nThe data comprises measurements such as bill length, bill depth, flipper length, body mass, along with categorical data such as species, island, and sex [3]. It provides a good mix of numeric and categorical data for various data exploration and machine learning tasks.\nThe dataset was originally collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER) [2].\nThe purpose of the Palmer LTER is to study the marine ecosystem in the western Antarctic Peninsula region as a microcosm of global ocean ecosystems, focusing on the processes that link the extent of annual sea ice to the biological dynamics of different trophic levels [2].\nSources: [1] Penguin dataset : The new Iris | Kaggle [2] (https://allisonhorst.github.io/palmerpenguins/) [3] Penguins Dataset Overview — iris alternative | by AbdulMajedRaja RS | Towards Data Science\n\n\n\n\nbot(\"read in the readme; I don't think it contians much, draft a better version for me based on this session\")\n\nbirdbrain:\nThe ‘penguins’ project now has a new and improved README:\n\nThis repository contains an exploration and analysis of the penguins dataset. The data was originally collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER).\nThe penguins dataset provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica. It includes measurements such as bill length, bill depth, flipper length, body mass, along with categorical data such as species, island, and sex. The dataset presents a rich mix of numeric and categorical data, making it an excellent resource for various data exploration and machine learning tasks.\n\nThe data for this project is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python. The data is then available for analysis and visualization.\n\nDetailed analysis on this data is yet to be performed. The objective is to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\n\nContributions are welcome. Please read the CONTRIBUTING.md for details.\n\nThis project is licensed under the terms of the MIT License.\nThis summary gives a good overview of the data involved in the project, the purpose of the project, and how others can contribute.\n\nbot(\"only capitalize the first word in headings; remove the contributing/license stuff, this is buried deep in a repo. simplify and just include basic info, then write the file out for me\")\n\nbirdbrain:\nHere’s a simplified version of the README:\n\nThis project involves an exploration and analysis of the penguins dataset. The dataset, originally collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\n\nThe penguins dataset includes measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\n\nThe project aims to use this data to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\nI’ll now write this content to the README file.\n\nbot(\"write away!\")\n\nbirdbrain:\nI’ve successfully written the updated README to the file ./README.md.\n\ncat README.md\n\n\nThis project involves an exploration and analysis of the penguins dataset. The dataset, originally collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\n\nThe penguins dataset includes measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\n\nThe project aims to use this data to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\n\n\n\n\n\nFrom a new session:\n[ins] In [1]: bot(\"read in the readme\")\n\nbirdbrain:\nThe README file contains information about a data analysis project involving the penguins dataset. This dataset, collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), includes details on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\nThe dataset contains measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\nThe project aims to use this data to derive meaningful insights about the penguin species, their physical characteristics, and their distribution across the islands.\n\n[ins] In [2]: bot.save_history()\n\n[ins] In [3]: bb_con = ibis.connect(\"duckdb://birdbrain.ddb\")\n\n[ins] In [4]: bb_con.list_tables()\nOut[4]: ['history']\n\n[ins] In [5]: t = bb_con.table(\"history\")\n\n[ins] In [6]: t\nOut[6]:\n┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n┃ convo_id                   ┃ convo_timestamp            ┃ bot_name  ┃ message_content           ┃ message_timestamp                ┃ function_name       ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n│ string                     │ timestamp                  │ string    │ string                    │ timestamp('UTC')                 │ string              │\n├────────────────────────────┼────────────────────────────┼───────────┼───────────────────────────┼──────────────────────────────────┼─────────────────────┤\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ read in the readme        │ 2023-10-01 16:40:31.961856+00:00 │ ~                   │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ ['./requirements.txt', '… │ 2023-10-01 16:40:34.391470+00:00 │ list_files_and_dirs │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ # Penguins data analysis… │ 2023-10-01 16:40:36.201490+00:00 │ read_file           │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ The README file contains… │ 2023-10-01 16:40:43.166277+00:00 │ ~                   │\n└────────────────────────────┴────────────────────────────┴───────────┴───────────────────────────┴──────────────────────────────────┴─────────────────────┘\n\n\n\nYou can ask the bot what tools it has access to and you should get an accurate answer, but you can also directly check. The Bot object is a very thin wrapper around a Marvin AI Application. You can access the Bot.ai attribute to get the underlying AIApplication object.\n[ins] In [1]: print(bot.ai.tools)\n[\n    Tool(\n        name='open_browser',\n        description='Opens the URL in a web browser.',\n        fn=<function open_browser at 0x11f22fc40>\n    ),\n    Tool(\n        name='search_internet',\n        description='Searches the internet for the given query.',\n        fn=<function search_internet at 0x104890400>\n    ),\n    Tool(\n        name='webpage_to_str',\n        description='Reads a webpage link into a string. Useful for summarizing\nwebpages.',\n        fn=<function webpage_to_str at 0x11f22fba0>\n    ),\n    Tool(\n        name='summarize_text',\n        description='Summarizes text',\n        fn=<function summarize_text at 0x11f22fe20>\n    ),\n    Tool(\n        name='translate_text',\n        description='Translates text',\n        fn=<function translate_text at 0x11f22fec0>\n    ),\n    Tool(\n        name='read_file',\n        description='Reads a file and returns its content.',\n        fn=<function read_file at 0x11f25d260>\n    ),\n    Tool(\n        name='list_files_and_dirs',\n        description='Lists all files and directories in a directory.',\n        fn=<function list_files_and_dirs at 0x11f25d440>\n    ),\n    Tool(\n        name='write_file',\n        description='Writes a file.',\n        fn=<function write_file at 0x11f25d4e0>\n    ),\n    Tool(\n        name='text_to_python',\n        description='Returns a Python code given text.',\n        fn=<function text_to_python at 0x11f22e3e0>\n    ),\n    Tool(\n        name='fix_python_error',\n        description='Fixes a Python error in the code.',\n        fn=<function fix_python_error at 0x11f25cb80>\n    ),\n    Tool(\n        name='run_python_code',\n        description='Execute Python code as a string and return the output',\n        fn=<function run_python_code at 0x11f25ce00>\n    ),\n    Tool(\n        name='list_tables',\n        description='Returns a list of available tables to query',\n        fn=<function list_tables at 0x12a16e840>\n    ),\n    Tool(\n        name='query_table',\n        description='Queries the table in the database to answer the question',\n        fn=<function query_table at 0x12a16e980>\n    ),\n    Tool(\n        name='get_table_schema',\n        description='Returns the schema of a table',\n        fn=<function get_table_schema at 0x12a16e5c0>\n    ),\n    Tool(\n        name='read_delta_table',\n        description='Reads a Delta Lake table directory from the full filepath\\n\\n\nfilepath should be of the form: <path>/<table_name>\\n    ',\n        fn=<function read_delta_table at 0x12a16e7a0>\n    ),\n    Tool(\n        name='read_excel_file',\n        description='Reads an Excel file from the full filepath\\n\\n    filepath\nshould be of the form: <path>/<table_name>.<extension>\\n    ',\n        fn=<function read_excel_file at 0x12a16e8e0>\n    ),\n    Tool(\n        name='read_files_and_summarize',\n        description='Read a list of files and summarize them.',\n        fn=<function read_files_and_summarize at 0x12a16eb60>\n    ),\n    Tool(\n        name='read_webpage_and_summarize',\n        description='Read a webpage and summarize it.',\n        fn=<function read_webpage_and_summarize at 0x12a16ea20>\n    )\n]\n\n\n\nExplore some data with Ibis Birdbrain and let us know how it goes!"
+    "text": "Install Ibis Birdbrain\n\n\n\n\nYou can use Ibis Birdbrain as a Python library, but it is often used through an interactive Python session. You can see how to start one with the birdbrain CLI with Ibis Birdbrain ready to use.\nIf you use the CLI, you’ll have access to the ai/bot/birdbrain object, which is an instance of the ibis_birdbrain.ai.Bot class. This bot has access to numerous tools and can be used to interact with data via Ibis.\n\n\n\nYou can ask the bot for help with its usage:\nbot(\"how do I use you?\")\n\nbirdbrain:\nI’m birdbrain, your assistant for data analysis projects using Ibis, AI, and many other data tools. Here’s how you can interact with me:\n\nAsk Questions: You can ask me anything related to Ibis, AI, and data analysis. For example, you can ask about how to use certain features in Ibis, how to code in Python, or ask for help in debugging your code.\nRun Analysis: You can also ask me to run data analysis for you. You can give me instructions to query data, analyze it, and even generate visualizations.\nLearning Resources: If you’re looking for resources to learn more about Ibis, AI, and data analysis, I can provide you with relevant links to documentation, tutorials, and more.\nFile Operations: I can help with file operations such as reading a file, writing to a file, listing files in a directory, etc.\nTranslation & Summarization: If you have a large piece of text or a document that you want to summarize, or if you want to translate text from one language to another, I can help with that too.\n\nRemember, I can only provide accurate information and perform tasks based on the data I have access to. I’m here to assist you. Let’s explore the world of data together!\n\n\n\n\nInteract via natural language to have the bot use tools on your behalf.\n\n\nIbis Birdbrain can read data files (limited to Delta Lake tables and Excel files, currently), registering them as tables in your Ibis backend. If you connect to a data platform with existing tables via Ibis, you will have access to them through the bot.\nIn this example, we’ll read in a local penguins.xlsx file and ask the bot about it:\nbot(\"read in the penguins excel\")\n\nbirdbrain:\nI’ve successfully read in the penguins Excel file. Here’s a preview of the data:\n\n\n\n\n\n\n\n\n\n\n\n\n\nspecies\nisland\nbill_length_mm\nbill_depth_mm\nflipper_length_mm\nbody_mass_g\nsex\nyear\n\n\n\n\nAdelie\nTorgersen\n39.1\n18.7\n181\n3750\nmale\n2007\n\n\nAdelie\nTorgersen\n39.5\n17.4\n186\n3800\nfemale\n2007\n\n\nAdelie\nTorgersen\n40.3\n18.0\n195\n3250\nfemale\n2007\n\n\nAdelie\nTorgersen\nNaN\nNaN\n-\n-\n-\n2007\n\n\nAdelie\nTorgersen\n36.7\n19.3\n193\n3450\nfemale\n2007\n\n\n\n(and so on…) ) Note: Null values are represented as NaN (Not a Number) or ‘-’ for numerical columns, and as NULL for string columns.\n\nbot(\"what tables do you have access to? give an overview of the data\")\n\nbirdbrain:\nCurrently, I have access to one table named ‘penguins’.\nHere’s an overview of the data in it:\n\nspecies: This is a string column that gives the species of the penguin.\nisland: This is a string column that mentions the island the penguin is from.\nbill_length_mm: This is a float64 column that specifies the length of the penguin’s bill in millimeters. 4. bill_depth_mm: This is a float64 column that specifies the depth of the penguin’s bill in millimeters.\nflipper_length_mm: This is an int64 column that provides the length of the penguin’s flipper in millimeters.\nbody_mass_g: This is an int64 column that gives the body mass of the penguin in grams.\nsex: This is a string column that mentions the sex of the penguin.\nyear: This is an int64 column that gives the year of observation.\n\nPlease note that a string field can contain text, a float64 field can contain any real number (including decimal values), and an int64 field can contain any integer.\n\n\n\n\nbot(\"what is this dataset? search the internet and find out more about its origin for me\")\n\nbirdbrain:\nThe penguins dataset, a possible alternative to the classic Iris dataset, contains data on three species of penguins from three islands in the Palmer Archipelago, Antarctica [1][2][3].\nThe data comprises measurements such as bill length, bill depth, flipper length, body mass, along with categorical data such as species, island, and sex [3]. It provides a good mix of numeric and categorical data for various data exploration and machine learning tasks.\nThe dataset was originally collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER) [2].\nThe purpose of the Palmer LTER is to study the marine ecosystem in the western Antarctic Peninsula region as a microcosm of global ocean ecosystems, focusing on the processes that link the extent of annual sea ice to the biological dynamics of different trophic levels [2].\nSources: [1] Penguin dataset : The new Iris | Kaggle [2] (https://allisonhorst.github.io/palmerpenguins/) [3] Penguins Dataset Overview — iris alternative | by AbdulMajedRaja RS | Towards Data Science\n\n\n\n\nbot(\"read in the readme; I don't think it contians much, draft a better version for me based on this session\")\n\nbirdbrain:\nThe ‘penguins’ project now has a new and improved README:\n\nThis repository contains an exploration and analysis of the penguins dataset. The data was originally collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER).\nThe penguins dataset provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica. It includes measurements such as bill length, bill depth, flipper length, body mass, along with categorical data such as species, island, and sex. The dataset presents a rich mix of numeric and categorical data, making it an excellent resource for various data exploration and machine learning tasks.\n\nThe data for this project is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python. The data is then available for analysis and visualization.\n\nDetailed analysis on this data is yet to be performed. The objective is to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\n\nContributions are welcome. Please read the CONTRIBUTING.md for details.\n\nThis project is licensed under the terms of the MIT License.\nThis summary gives a good overview of the data involved in the project, the purpose of the project, and how others can contribute.\n\nbot(\"only capitalize the first word in headings; remove the contributing/license stuff, this is buried deep in a repo. simplify and just include basic info, then write the file out for me\")\n\nbirdbrain:\nHere’s a simplified version of the README:\n\nThis project involves an exploration and analysis of the penguins dataset. The dataset, originally collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\n\nThe penguins dataset includes measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\n\nThe project aims to use this data to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\nI’ll now write this content to the README file.\n\nbot(\"write away!\")\n\nbirdbrain:\nI’ve successfully written the updated README to the file ./README.md.\n\ncat README.md\n\n\nThis project involves an exploration and analysis of the penguins dataset. The dataset, originally collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\n\nThe penguins dataset includes measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\n\nThe project aims to use this data to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\n\n\n\n\n\nFrom a new session:\n[ins] In [1]: bot(\"read in the readme\")\n\nbirdbrain:\nThe README file contains information about a data analysis project involving the penguins dataset. This dataset, collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), includes details on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\nThe dataset contains measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\nThe project aims to use this data to derive meaningful insights about the penguin species, their physical characteristics, and their distribution across the islands.\n\n[ins] In [2]: bot.save_history()\n\n[ins] In [3]: bb_con = ibis.connect(\"duckdb://birdbrain.ddb\")\n\n[ins] In [4]: bb_con.list_tables()\nOut[4]: ['history']\n\n[ins] In [5]: t = bb_con.table(\"history\")\n\n[ins] In [6]: t\nOut[6]:\n┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n┃ convo_id                   ┃ convo_timestamp            ┃ bot_name  ┃ message_content           ┃ message_timestamp                ┃ function_name       ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n│ string                     │ timestamp                  │ string    │ string                    │ timestamp('UTC')                 │ string              │\n├────────────────────────────┼────────────────────────────┼───────────┼───────────────────────────┼──────────────────────────────────┼─────────────────────┤\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ read in the readme        │ 2023-10-01 16:40:31.961856+00:00 │ ~                   │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ ['./requirements.txt', '… │ 2023-10-01 16:40:34.391470+00:00 │ list_files_and_dirs │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ # Penguins data analysis… │ 2023-10-01 16:40:36.201490+00:00 │ read_file           │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ The README file contains… │ 2023-10-01 16:40:43.166277+00:00 │ ~                   │\n└────────────────────────────┴────────────────────────────┴───────────┴───────────────────────────┴──────────────────────────────────┴─────────────────────┘\n\n\n\nYou can ask the bot what tools it has access to and you should get an accurate answer, but you can also directly check. The Bot object is a very thin wrapper around a Marvin AI Application. You can access the Bot.ai attribute to get the underlying AIApplication object.\n[ins] In [1]: print(bot.ai.tools)\n[\n    Tool(\n        name='open_browser',\n        description='Opens the URL in a web browser.',\n        fn=<function open_browser at 0x11f22fc40>\n    ),\n    Tool(\n        name='search_internet',\n        description='Searches the internet for the given query.',\n        fn=<function search_internet at 0x104890400>\n    ),\n    Tool(\n        name='webpage_to_str',\n        description='Reads a webpage link into a string. Useful for summarizing\nwebpages.',\n        fn=<function webpage_to_str at 0x11f22fba0>\n    ),\n    Tool(\n        name='summarize_text',\n        description='Summarizes text',\n        fn=<function summarize_text at 0x11f22fe20>\n    ),\n    Tool(\n        name='translate_text',\n        description='Translates text',\n        fn=<function translate_text at 0x11f22fec0>\n    ),\n    Tool(\n        name='read_file',\n        description='Reads a file and returns its content.',\n        fn=<function read_file at 0x11f25d260>\n    ),\n    Tool(\n        name='list_files_and_dirs',\n        description='Lists all files and directories in a directory.',\n        fn=<function list_files_and_dirs at 0x11f25d440>\n    ),\n    Tool(\n        name='write_file',\n        description='Writes a file.',\n        fn=<function write_file at 0x11f25d4e0>\n    ),\n    Tool(\n        name='text_to_python',\n        description='Returns a Python code given text.',\n        fn=<function text_to_python at 0x11f22e3e0>\n    ),\n    Tool(\n        name='fix_python_error',\n        description='Fixes a Python error in the code.',\n        fn=<function fix_python_error at 0x11f25cb80>\n    ),\n    Tool(\n        name='run_python_code',\n        description='Execute Python code as a string and return the output',\n        fn=<function run_python_code at 0x11f25ce00>\n    ),\n    Tool(\n        name='list_tables',\n        description='Returns a list of available tables to query',\n        fn=<function list_tables at 0x12a16e840>\n    ),\n    Tool(\n        name='query_table',\n        description='Queries the table in the database to answer the question',\n        fn=<function query_table at 0x12a16e980>\n    ),\n    Tool(\n        name='get_table_schema',\n        description='Returns the schema of a table',\n        fn=<function get_table_schema at 0x12a16e5c0>\n    ),\n    Tool(\n        name='read_delta_table',\n        description='Reads a Delta Lake table directory from the full filepath\\n\\n\nfilepath should be of the form: <path>/<table_name>\\n    ',\n        fn=<function read_delta_table at 0x12a16e7a0>\n    ),\n    Tool(\n        name='read_excel_file',\n        description='Reads an Excel file from the full filepath\\n\\n    filepath\nshould be of the form: <path>/<table_name>.<extension>\\n    ',\n        fn=<function read_excel_file at 0x12a16e8e0>\n    ),\n    Tool(\n        name='read_files_and_summarize',\n        description='Read a list of files and summarize them.',\n        fn=<function read_files_and_summarize at 0x12a16eb60>\n    ),\n    Tool(\n        name='read_webpage_and_summarize',\n        description='Read a webpage and summarize it.',\n        fn=<function read_webpage_and_summarize at 0x12a16ea20>\n    )\n]\n\n\n\nExplore some data with Ibis Birdbrain and let us know how it goes!",
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-    "text": "Install Ibis Birdbrain"
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-    "text": "You can use Ibis Birdbrain as a Python library, but it is often used through an interactive Python session. You can see how to start one with the birdbrain CLI with Ibis Birdbrain ready to use.\nIf you use the CLI, you’ll have access to the ai/bot/birdbrain object, which is an instance of the ibis_birdbrain.ai.Bot class. This bot has access to numerous tools and can be used to interact with data via Ibis."
+    "text": "You can use Ibis Birdbrain as a Python library, but it is often used through an interactive Python session. You can see how to start one with the birdbrain CLI with Ibis Birdbrain ready to use.\nIf you use the CLI, you’ll have access to the ai/bot/birdbrain object, which is an instance of the ibis_birdbrain.ai.Bot class. This bot has access to numerous tools and can be used to interact with data via Ibis.",
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-    "text": "You can ask the bot for help with its usage:\nbot(\"how do I use you?\")\n\nbirdbrain:\nI’m birdbrain, your assistant for data analysis projects using Ibis, AI, and many other data tools. Here’s how you can interact with me:\n\nAsk Questions: You can ask me anything related to Ibis, AI, and data analysis. For example, you can ask about how to use certain features in Ibis, how to code in Python, or ask for help in debugging your code.\nRun Analysis: You can also ask me to run data analysis for you. You can give me instructions to query data, analyze it, and even generate visualizations.\nLearning Resources: If you’re looking for resources to learn more about Ibis, AI, and data analysis, I can provide you with relevant links to documentation, tutorials, and more.\nFile Operations: I can help with file operations such as reading a file, writing to a file, listing files in a directory, etc.\nTranslation & Summarization: If you have a large piece of text or a document that you want to summarize, or if you want to translate text from one language to another, I can help with that too.\n\nRemember, I can only provide accurate information and perform tasks based on the data I have access to. I’m here to assist you. Let’s explore the world of data together!"
+    "text": "You can ask the bot for help with its usage:\nbot(\"how do I use you?\")\n\nbirdbrain:\nI’m birdbrain, your assistant for data analysis projects using Ibis, AI, and many other data tools. Here’s how you can interact with me:\n\nAsk Questions: You can ask me anything related to Ibis, AI, and data analysis. For example, you can ask about how to use certain features in Ibis, how to code in Python, or ask for help in debugging your code.\nRun Analysis: You can also ask me to run data analysis for you. You can give me instructions to query data, analyze it, and even generate visualizations.\nLearning Resources: If you’re looking for resources to learn more about Ibis, AI, and data analysis, I can provide you with relevant links to documentation, tutorials, and more.\nFile Operations: I can help with file operations such as reading a file, writing to a file, listing files in a directory, etc.\nTranslation & Summarization: If you have a large piece of text or a document that you want to summarize, or if you want to translate text from one language to another, I can help with that too.\n\nRemember, I can only provide accurate information and perform tasks based on the data I have access to. I’m here to assist you. Let’s explore the world of data together!",
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-    "text": "Interact via natural language to have the bot use tools on your behalf.\n\n\nIbis Birdbrain can read data files (limited to Delta Lake tables and Excel files, currently), registering them as tables in your Ibis backend. If you connect to a data platform with existing tables via Ibis, you will have access to them through the bot.\nIn this example, we’ll read in a local penguins.xlsx file and ask the bot about it:\nbot(\"read in the penguins excel\")\n\nbirdbrain:\nI’ve successfully read in the penguins Excel file. Here’s a preview of the data:\n\n\n\n\n\n\n\n\n\n\n\n\n\nspecies\nisland\nbill_length_mm\nbill_depth_mm\nflipper_length_mm\nbody_mass_g\nsex\nyear\n\n\n\n\nAdelie\nTorgersen\n39.1\n18.7\n181\n3750\nmale\n2007\n\n\nAdelie\nTorgersen\n39.5\n17.4\n186\n3800\nfemale\n2007\n\n\nAdelie\nTorgersen\n40.3\n18.0\n195\n3250\nfemale\n2007\n\n\nAdelie\nTorgersen\nNaN\nNaN\n-\n-\n-\n2007\n\n\nAdelie\nTorgersen\n36.7\n19.3\n193\n3450\nfemale\n2007\n\n\n\n(and so on…) ) Note: Null values are represented as NaN (Not a Number) or ‘-’ for numerical columns, and as NULL for string columns.\n\nbot(\"what tables do you have access to? give an overview of the data\")\n\nbirdbrain:\nCurrently, I have access to one table named ‘penguins’.\nHere’s an overview of the data in it:\n\nspecies: This is a string column that gives the species of the penguin.\nisland: This is a string column that mentions the island the penguin is from.\nbill_length_mm: This is a float64 column that specifies the length of the penguin’s bill in millimeters. 4. bill_depth_mm: This is a float64 column that specifies the depth of the penguin’s bill in millimeters.\nflipper_length_mm: This is an int64 column that provides the length of the penguin’s flipper in millimeters.\nbody_mass_g: This is an int64 column that gives the body mass of the penguin in grams.\nsex: This is a string column that mentions the sex of the penguin.\nyear: This is an int64 column that gives the year of observation.\n\nPlease note that a string field can contain text, a float64 field can contain any real number (including decimal values), and an int64 field can contain any integer.\n\n\n\n\nbot(\"what is this dataset? search the internet and find out more about its origin for me\")\n\nbirdbrain:\nThe penguins dataset, a possible alternative to the classic Iris dataset, contains data on three species of penguins from three islands in the Palmer Archipelago, Antarctica [1][2][3].\nThe data comprises measurements such as bill length, bill depth, flipper length, body mass, along with categorical data such as species, island, and sex [3]. It provides a good mix of numeric and categorical data for various data exploration and machine learning tasks.\nThe dataset was originally collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER) [2].\nThe purpose of the Palmer LTER is to study the marine ecosystem in the western Antarctic Peninsula region as a microcosm of global ocean ecosystems, focusing on the processes that link the extent of annual sea ice to the biological dynamics of different trophic levels [2].\nSources: [1] Penguin dataset : The new Iris | Kaggle [2] (https://allisonhorst.github.io/palmerpenguins/) [3] Penguins Dataset Overview — iris alternative | by AbdulMajedRaja RS | Towards Data Science\n\n\n\n\nbot(\"read in the readme; I don't think it contians much, draft a better version for me based on this session\")\n\nbirdbrain:\nThe ‘penguins’ project now has a new and improved README:\n\nThis repository contains an exploration and analysis of the penguins dataset. The data was originally collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER).\nThe penguins dataset provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica. It includes measurements such as bill length, bill depth, flipper length, body mass, along with categorical data such as species, island, and sex. The dataset presents a rich mix of numeric and categorical data, making it an excellent resource for various data exploration and machine learning tasks.\n\nThe data for this project is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python. The data is then available for analysis and visualization.\n\nDetailed analysis on this data is yet to be performed. The objective is to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\n\nContributions are welcome. Please read the CONTRIBUTING.md for details.\n\nThis project is licensed under the terms of the MIT License.\nThis summary gives a good overview of the data involved in the project, the purpose of the project, and how others can contribute.\n\nbot(\"only capitalize the first word in headings; remove the contributing/license stuff, this is buried deep in a repo. simplify and just include basic info, then write the file out for me\")\n\nbirdbrain:\nHere’s a simplified version of the README:\n\nThis project involves an exploration and analysis of the penguins dataset. The dataset, originally collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\n\nThe penguins dataset includes measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\n\nThe project aims to use this data to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\nI’ll now write this content to the README file.\n\nbot(\"write away!\")\n\nbirdbrain:\nI’ve successfully written the updated README to the file ./README.md.\n\ncat README.md\n\n\nThis project involves an exploration and analysis of the penguins dataset. The dataset, originally collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\n\nThe penguins dataset includes measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\n\nThe project aims to use this data to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands."
+    "text": "Interact via natural language to have the bot use tools on your behalf.\n\n\nIbis Birdbrain can read data files (limited to Delta Lake tables and Excel files, currently), registering them as tables in your Ibis backend. If you connect to a data platform with existing tables via Ibis, you will have access to them through the bot.\nIn this example, we’ll read in a local penguins.xlsx file and ask the bot about it:\nbot(\"read in the penguins excel\")\n\nbirdbrain:\nI’ve successfully read in the penguins Excel file. Here’s a preview of the data:\n\n\n\n\n\n\n\n\n\n\n\n\n\nspecies\nisland\nbill_length_mm\nbill_depth_mm\nflipper_length_mm\nbody_mass_g\nsex\nyear\n\n\n\n\nAdelie\nTorgersen\n39.1\n18.7\n181\n3750\nmale\n2007\n\n\nAdelie\nTorgersen\n39.5\n17.4\n186\n3800\nfemale\n2007\n\n\nAdelie\nTorgersen\n40.3\n18.0\n195\n3250\nfemale\n2007\n\n\nAdelie\nTorgersen\nNaN\nNaN\n-\n-\n-\n2007\n\n\nAdelie\nTorgersen\n36.7\n19.3\n193\n3450\nfemale\n2007\n\n\n\n(and so on…) ) Note: Null values are represented as NaN (Not a Number) or ‘-’ for numerical columns, and as NULL for string columns.\n\nbot(\"what tables do you have access to? give an overview of the data\")\n\nbirdbrain:\nCurrently, I have access to one table named ‘penguins’.\nHere’s an overview of the data in it:\n\nspecies: This is a string column that gives the species of the penguin.\nisland: This is a string column that mentions the island the penguin is from.\nbill_length_mm: This is a float64 column that specifies the length of the penguin’s bill in millimeters. 4. bill_depth_mm: This is a float64 column that specifies the depth of the penguin’s bill in millimeters.\nflipper_length_mm: This is an int64 column that provides the length of the penguin’s flipper in millimeters.\nbody_mass_g: This is an int64 column that gives the body mass of the penguin in grams.\nsex: This is a string column that mentions the sex of the penguin.\nyear: This is an int64 column that gives the year of observation.\n\nPlease note that a string field can contain text, a float64 field can contain any real number (including decimal values), and an int64 field can contain any integer.\n\n\n\n\nbot(\"what is this dataset? search the internet and find out more about its origin for me\")\n\nbirdbrain:\nThe penguins dataset, a possible alternative to the classic Iris dataset, contains data on three species of penguins from three islands in the Palmer Archipelago, Antarctica [1][2][3].\nThe data comprises measurements such as bill length, bill depth, flipper length, body mass, along with categorical data such as species, island, and sex [3]. It provides a good mix of numeric and categorical data for various data exploration and machine learning tasks.\nThe dataset was originally collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER) [2].\nThe purpose of the Palmer LTER is to study the marine ecosystem in the western Antarctic Peninsula region as a microcosm of global ocean ecosystems, focusing on the processes that link the extent of annual sea ice to the biological dynamics of different trophic levels [2].\nSources: [1] Penguin dataset : The new Iris | Kaggle [2] (https://allisonhorst.github.io/palmerpenguins/) [3] Penguins Dataset Overview — iris alternative | by AbdulMajedRaja RS | Towards Data Science\n\n\n\n\nbot(\"read in the readme; I don't think it contians much, draft a better version for me based on this session\")\n\nbirdbrain:\nThe ‘penguins’ project now has a new and improved README:\n\nThis repository contains an exploration and analysis of the penguins dataset. The data was originally collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER).\nThe penguins dataset provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica. It includes measurements such as bill length, bill depth, flipper length, body mass, along with categorical data such as species, island, and sex. The dataset presents a rich mix of numeric and categorical data, making it an excellent resource for various data exploration and machine learning tasks.\n\nThe data for this project is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python. The data is then available for analysis and visualization.\n\nDetailed analysis on this data is yet to be performed. The objective is to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\n\nContributions are welcome. Please read the CONTRIBUTING.md for details.\n\nThis project is licensed under the terms of the MIT License.\nThis summary gives a good overview of the data involved in the project, the purpose of the project, and how others can contribute.\n\nbot(\"only capitalize the first word in headings; remove the contributing/license stuff, this is buried deep in a repo. simplify and just include basic info, then write the file out for me\")\n\nbirdbrain:\nHere’s a simplified version of the README:\n\nThis project involves an exploration and analysis of the penguins dataset. The dataset, originally collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\n\nThe penguins dataset includes measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\n\nThe project aims to use this data to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.\nI’ll now write this content to the README file.\n\nbot(\"write away!\")\n\nbirdbrain:\nI’ve successfully written the updated README to the file ./README.md.\n\ncat README.md\n\n\nThis project involves an exploration and analysis of the penguins dataset. The dataset, originally collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), provides detailed data on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\n\nThe penguins dataset includes measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\n\nThe project aims to use this data to derive meaningful insights about penguin species, their physical characteristics, and their distribution across the islands.",
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-    "text": "From a new session:\n[ins] In [1]: bot(\"read in the readme\")\n\nbirdbrain:\nThe README file contains information about a data analysis project involving the penguins dataset. This dataset, collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), includes details on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\nThe dataset contains measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\nThe project aims to use this data to derive meaningful insights about the penguin species, their physical characteristics, and their distribution across the islands.\n\n[ins] In [2]: bot.save_history()\n\n[ins] In [3]: bb_con = ibis.connect(\"duckdb://birdbrain.ddb\")\n\n[ins] In [4]: bb_con.list_tables()\nOut[4]: ['history']\n\n[ins] In [5]: t = bb_con.table(\"history\")\n\n[ins] In [6]: t\nOut[6]:\n┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n┃ convo_id                   ┃ convo_timestamp            ┃ bot_name  ┃ message_content           ┃ message_timestamp                ┃ function_name       ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n│ string                     │ timestamp                  │ string    │ string                    │ timestamp('UTC')                 │ string              │\n├────────────────────────────┼────────────────────────────┼───────────┼───────────────────────────┼──────────────────────────────────┼─────────────────────┤\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ read in the readme        │ 2023-10-01 16:40:31.961856+00:00 │ ~                   │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ ['./requirements.txt', '… │ 2023-10-01 16:40:34.391470+00:00 │ list_files_and_dirs │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ # Penguins data analysis… │ 2023-10-01 16:40:36.201490+00:00 │ read_file           │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ The README file contains… │ 2023-10-01 16:40:43.166277+00:00 │ ~                   │\n└────────────────────────────┴────────────────────────────┴───────────┴───────────────────────────┴──────────────────────────────────┴─────────────────────┘"
+    "text": "From a new session:\n[ins] In [1]: bot(\"read in the readme\")\n\nbirdbrain:\nThe README file contains information about a data analysis project involving the penguins dataset. This dataset, collected by Dr. Kristen Gorman and the Palmer Station, Antarctica, Long Term Ecological Research (LTER), includes details on three species of penguins from three islands in the Palmer Archipelago, Antarctica.\nThe dataset contains measurements such as bill length, bill depth, flipper length, body mass, and categorical data such as species, island, and sex. The data is stored in an Excel file named ‘penguins.xlsx’ and is loaded into the project using Python.\nThe project aims to use this data to derive meaningful insights about the penguin species, their physical characteristics, and their distribution across the islands.\n\n[ins] In [2]: bot.save_history()\n\n[ins] In [3]: bb_con = ibis.connect(\"duckdb://birdbrain.ddb\")\n\n[ins] In [4]: bb_con.list_tables()\nOut[4]: ['history']\n\n[ins] In [5]: t = bb_con.table(\"history\")\n\n[ins] In [6]: t\nOut[6]:\n┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n┃ convo_id                   ┃ convo_timestamp            ┃ bot_name  ┃ message_content           ┃ message_timestamp                ┃ function_name       ┃\n┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n│ string                     │ timestamp                  │ string    │ string                    │ timestamp('UTC')                 │ string              │\n├────────────────────────────┼────────────────────────────┼───────────┼───────────────────────────┼──────────────────────────────────┼─────────────────────┤\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ read in the readme        │ 2023-10-01 16:40:31.961856+00:00 │ ~                   │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ ['./requirements.txt', '… │ 2023-10-01 16:40:34.391470+00:00 │ list_files_and_dirs │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ # Penguins data analysis… │ 2023-10-01 16:40:36.201490+00:00 │ read_file           │\n│ cc25b8fd-74b0-4184-bfde-7… │ 2023-10-01 09:40:47.736675 │ birdbrain │ The README file contains… │ 2023-10-01 16:40:43.166277+00:00 │ ~                   │\n└────────────────────────────┴────────────────────────────┴───────────┴───────────────────────────┴──────────────────────────────────┴─────────────────────┘",
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-    "text": "You can ask the bot what tools it has access to and you should get an accurate answer, but you can also directly check. The Bot object is a very thin wrapper around a Marvin AI Application. You can access the Bot.ai attribute to get the underlying AIApplication object.\n[ins] In [1]: print(bot.ai.tools)\n[\n    Tool(\n        name='open_browser',\n        description='Opens the URL in a web browser.',\n        fn=<function open_browser at 0x11f22fc40>\n    ),\n    Tool(\n        name='search_internet',\n        description='Searches the internet for the given query.',\n        fn=<function search_internet at 0x104890400>\n    ),\n    Tool(\n        name='webpage_to_str',\n        description='Reads a webpage link into a string. Useful for summarizing\nwebpages.',\n        fn=<function webpage_to_str at 0x11f22fba0>\n    ),\n    Tool(\n        name='summarize_text',\n        description='Summarizes text',\n        fn=<function summarize_text at 0x11f22fe20>\n    ),\n    Tool(\n        name='translate_text',\n        description='Translates text',\n        fn=<function translate_text at 0x11f22fec0>\n    ),\n    Tool(\n        name='read_file',\n        description='Reads a file and returns its content.',\n        fn=<function read_file at 0x11f25d260>\n    ),\n    Tool(\n        name='list_files_and_dirs',\n        description='Lists all files and directories in a directory.',\n        fn=<function list_files_and_dirs at 0x11f25d440>\n    ),\n    Tool(\n        name='write_file',\n        description='Writes a file.',\n        fn=<function write_file at 0x11f25d4e0>\n    ),\n    Tool(\n        name='text_to_python',\n        description='Returns a Python code given text.',\n        fn=<function text_to_python at 0x11f22e3e0>\n    ),\n    Tool(\n        name='fix_python_error',\n        description='Fixes a Python error in the code.',\n        fn=<function fix_python_error at 0x11f25cb80>\n    ),\n    Tool(\n        name='run_python_code',\n        description='Execute Python code as a string and return the output',\n        fn=<function run_python_code at 0x11f25ce00>\n    ),\n    Tool(\n        name='list_tables',\n        description='Returns a list of available tables to query',\n        fn=<function list_tables at 0x12a16e840>\n    ),\n    Tool(\n        name='query_table',\n        description='Queries the table in the database to answer the question',\n        fn=<function query_table at 0x12a16e980>\n    ),\n    Tool(\n        name='get_table_schema',\n        description='Returns the schema of a table',\n        fn=<function get_table_schema at 0x12a16e5c0>\n    ),\n    Tool(\n        name='read_delta_table',\n        description='Reads a Delta Lake table directory from the full filepath\\n\\n\nfilepath should be of the form: <path>/<table_name>\\n    ',\n        fn=<function read_delta_table at 0x12a16e7a0>\n    ),\n    Tool(\n        name='read_excel_file',\n        description='Reads an Excel file from the full filepath\\n\\n    filepath\nshould be of the form: <path>/<table_name>.<extension>\\n    ',\n        fn=<function read_excel_file at 0x12a16e8e0>\n    ),\n    Tool(\n        name='read_files_and_summarize',\n        description='Read a list of files and summarize them.',\n        fn=<function read_files_and_summarize at 0x12a16eb60>\n    ),\n    Tool(\n        name='read_webpage_and_summarize',\n        description='Read a webpage and summarize it.',\n        fn=<function read_webpage_and_summarize at 0x12a16ea20>\n    )\n]"
+    "text": "You can ask the bot what tools it has access to and you should get an accurate answer, but you can also directly check. The Bot object is a very thin wrapper around a Marvin AI Application. You can access the Bot.ai attribute to get the underlying AIApplication object.\n[ins] In [1]: print(bot.ai.tools)\n[\n    Tool(\n        name='open_browser',\n        description='Opens the URL in a web browser.',\n        fn=<function open_browser at 0x11f22fc40>\n    ),\n    Tool(\n        name='search_internet',\n        description='Searches the internet for the given query.',\n        fn=<function search_internet at 0x104890400>\n    ),\n    Tool(\n        name='webpage_to_str',\n        description='Reads a webpage link into a string. Useful for summarizing\nwebpages.',\n        fn=<function webpage_to_str at 0x11f22fba0>\n    ),\n    Tool(\n        name='summarize_text',\n        description='Summarizes text',\n        fn=<function summarize_text at 0x11f22fe20>\n    ),\n    Tool(\n        name='translate_text',\n        description='Translates text',\n        fn=<function translate_text at 0x11f22fec0>\n    ),\n    Tool(\n        name='read_file',\n        description='Reads a file and returns its content.',\n        fn=<function read_file at 0x11f25d260>\n    ),\n    Tool(\n        name='list_files_and_dirs',\n        description='Lists all files and directories in a directory.',\n        fn=<function list_files_and_dirs at 0x11f25d440>\n    ),\n    Tool(\n        name='write_file',\n        description='Writes a file.',\n        fn=<function write_file at 0x11f25d4e0>\n    ),\n    Tool(\n        name='text_to_python',\n        description='Returns a Python code given text.',\n        fn=<function text_to_python at 0x11f22e3e0>\n    ),\n    Tool(\n        name='fix_python_error',\n        description='Fixes a Python error in the code.',\n        fn=<function fix_python_error at 0x11f25cb80>\n    ),\n    Tool(\n        name='run_python_code',\n        description='Execute Python code as a string and return the output',\n        fn=<function run_python_code at 0x11f25ce00>\n    ),\n    Tool(\n        name='list_tables',\n        description='Returns a list of available tables to query',\n        fn=<function list_tables at 0x12a16e840>\n    ),\n    Tool(\n        name='query_table',\n        description='Queries the table in the database to answer the question',\n        fn=<function query_table at 0x12a16e980>\n    ),\n    Tool(\n        name='get_table_schema',\n        description='Returns the schema of a table',\n        fn=<function get_table_schema at 0x12a16e5c0>\n    ),\n    Tool(\n        name='read_delta_table',\n        description='Reads a Delta Lake table directory from the full filepath\\n\\n\nfilepath should be of the form: <path>/<table_name>\\n    ',\n        fn=<function read_delta_table at 0x12a16e7a0>\n    ),\n    Tool(\n        name='read_excel_file',\n        description='Reads an Excel file from the full filepath\\n\\n    filepath\nshould be of the form: <path>/<table_name>.<extension>\\n    ',\n        fn=<function read_excel_file at 0x12a16e8e0>\n    ),\n    Tool(\n        name='read_files_and_summarize',\n        description='Read a list of files and summarize them.',\n        fn=<function read_files_and_summarize at 0x12a16eb60>\n    ),\n    Tool(\n        name='read_webpage_and_summarize',\n        description='Read a webpage and summarize it.',\n        fn=<function read_webpage_and_summarize at 0x12a16ea20>\n    )\n]",
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-    "text": "Explore some data with Ibis Birdbrain and let us know how it goes!"
+    "text": "Explore some data with Ibis Birdbrain and let us know how it goes!",
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+    "text": "A user interface (UI) in our context is the mechanism by which a human interacts with software.\n\n\nA command-line interface (CLI) is a means of interacting with a computer program where the user (or client) issues commands to the program in the form of successive lines of text (command lines). CLIs are great for automating tasks and often user-friendly, with a short learning curve (if designed well).\nCLIs are great for containing common data analysis tasks expressed in a single, configurable command. However, remembering the exact syntax of a command can be difficult, especially if the command is not used frequently.\n\n\n\nPython can be used interactively in a terminal, notebook, IDE, or other setup to serve as a user-interface for data analytics. A REPR loop is a common pattern for this type of interface, where the user enters a command, the command is evaluated, and the result is printed to the screen.\n\n\n\nIbis Birdbrain aims to implement a language user interface (LUI) for data analytics, providing additional AI assistance in both a CLI and Python interface. This enables users to interact with a bot through natural language that can perform tasks on their behalf.\n\n\n\n\n\n\nWarning\n\n\n\nThis paradigm is highly experimental and should be put in production (automated) with caution.",
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-    "text": "A command-line interface (CLI) is a means of interacting with a computer program where the user (or client) issues commands to the program in the form of successive lines of text (command lines). CLIs are great for automating tasks and often user-friendly, with a short learning curve (if designed well).\nCLIs are great for containing common data analysis tasks expressed in a single, configurable command. However, remembering the exact syntax of a command can be difficult, especially if the command is not used frequently."
+    "text": "A command-line interface (CLI) is a means of interacting with a computer program where the user (or client) issues commands to the program in the form of successive lines of text (command lines). CLIs are great for automating tasks and often user-friendly, with a short learning curve (if designed well).\nCLIs are great for containing common data analysis tasks expressed in a single, configurable command. However, remembering the exact syntax of a command can be difficult, especially if the command is not used frequently.",
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+    "text": "Python can be used interactively in a terminal, notebook, IDE, or other setup to serve as a user-interface for data analytics. A REPR loop is a common pattern for this type of interface, where the user enters a command, the command is evaluated, and the result is printed to the screen.",
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-    "text": "Ibis Birdbrain aims to implement a language user interface (LUI) for data analytics, providing additional AI assistance in both a CLI and Python interface. This enables users to interact with a bot through natural language that can perform tasks on their behalf.\n\n\n\n\n\n\nWarning\n\n\n\nThis paradigm is highly experimental and should be put in production (automated) with caution."
+    "text": "Ibis Birdbrain aims to implement a language user interface (LUI) for data analytics, providing additional AI assistance in both a CLI and Python interface. This enables users to interact with a bot through natural language that can perform tasks on their behalf.\n\n\n\n\n\n\nWarning\n\n\n\nThis paradigm is highly experimental and should be put in production (automated) with caution.",
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-    "text": "The ML landscape is plagued by “the toy problem” – building something cool is easy, putting something in production is hard."
+    "text": "The ML landscape is plagued by “the toy problem” – building something cool is easy, putting something in production is hard.",
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-    "text": "Ibis is the portable Python dataframe library.\nIbis Birdbrain is the portable Python AI-powered data bot, built on Ibis with support for all data platforms Ibis’s 18+ backends support. Ibis Birdbrain is also built on Marvin with support for all AI platforms Marvin supports.\n\n\n\n\nWhen things don’t work as they should, it often means that standards are absent.\n- The International Organization for Standardization (ISO)\n\n- The Composable Codex\n\n\n\n\nComposable data systems are MICE: modular, interoperable, customizable, and extensible.\nIbis Birdbrain aims to bring these values to a data + AI framework that makes working with LLMs delightful and easy, for individual hobbiests or the more advanced technology organizations."
+    "text": "Ibis is the portable Python dataframe library.\nIbis Birdbrain is the portable Python AI-powered data bot, built on Ibis with support for all data platforms Ibis’s 18+ backends support. Ibis Birdbrain is also built on Marvin with support for all AI platforms Marvin supports.\n\n\n\n\nWhen things don’t work as they should, it often means that standards are absent.\n- The International Organization for Standardization (ISO)\n\n- The Composable Codex\n\n\n\n\nComposable data systems are MICE: modular, interoperable, customizable, and extensible.\nIbis Birdbrain aims to bring these values to a data + AI framework that makes working with LLMs delightful and easy, for individual hobbiests or the more advanced technology organizations.",
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-    "text": "When things don’t work as they should, it often means that standards are absent.\n- The International Organization for Standardization (ISO)\n\n- The Composable Codex"
+    "text": "When things don’t work as they should, it often means that standards are absent.\n- The International Organization for Standardization (ISO)\n\n- The Composable Codex",
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-    "text": "Composable data systems are MICE: modular, interoperable, customizable, and extensible.\nIbis Birdbrain aims to bring these values to a data + AI framework that makes working with LLMs delightful and easy, for individual hobbiests or the more advanced technology organizations."
+    "text": "Composable data systems are MICE: modular, interoperable, customizable, and extensible.\nIbis Birdbrain aims to bring these values to a data + AI framework that makes working with LLMs delightful and easy, for individual hobbiests or the more advanced technology organizations.",
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-    "text": "Large language models (LLMs) represent decades of research and development of neural networks. While relatively impressive LLMs have been around for years, recent innovations have made it possible to create instruction-following, conversational bots that can perform tasks on behalf of the user.\nWe are primarily concerned with applying LLMs to data, but we’ll take a brief look at how they work and why we should use them.\n\n\nAn artificial neural network (ANN or often just NN) is a computational model that is loosely inspired by the biological neural networks in the brain. It is a collection of connected nodes, called neurons, that are organized into layers. Each neuron is connected to other neurons in the network, and each connection has a weight associated with it. The weights are adjusted during training to improve the model’s performance.\nAn instance of a neural network (and many other ML architectures) is called a model. A model has usually been trained on data to learn to represent a system. While they are amny machine learning model architectures and training algorithms, the fundamental innovation of (large/deep) neural networks is the ability to represent an arbitrary system.\n\n\n\nA large language model is a neural network trained on vast amounts of text data.\n\n\n\nA LLM takes text as input and produces text as output.\n\n\n\nText in, text out. Neural networks and LLMs by design are non-determinstic. Though there are many tricks and workarounds, relying on LLMs for determinstic behavior is a bad idea. Instead, LLMs are great for:\n\ntext-based ML tasks (like classification, clustering)\ntext-based entity extraction (named entity regognition)\ntext-based generation (like summarization, translation, and question answering)\nother text-based tasks\n\nLLMs today are decent, but flawed, at generating programming code (as text). We can again use clever tricks and program around the non-determinstic behavior (such as running code, checking for any errors, and making one or more attempts via LLM to the errors). Fundamentally, keep in mind that an input to LLM is always text and an output is always text.\n\n\n\nSome limitations include:\n\ncost\nlatency\naccuracy\n…"
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url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.8%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-border-width: 2px;--bs-card-border-color: rgba(0, 0, 0, 0.175);--bs-card-border-radius: 0.25rem;--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(0.25rem - 2px);--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: #adb5bd;--bs-card-cap-color: #fff;--bs-card-height: ;--bs-card-color: #fff;--bs-card-bg: #fff;--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 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ease;--bs-accordion-border-color: #dee2e6;--bs-accordion-border-width: 0;--bs-accordion-border-radius: 0.25rem;--bs-accordion-inner-border-radius: 0.25rem;--bs-accordion-btn-padding-x: 1.25rem;--bs-accordion-btn-padding-y: 1rem;--bs-accordion-btn-color: #32fbe2;--bs-accordion-btn-bg: #1a0933;--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%2332fbe2'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-icon-width: 1.25rem;--bs-accordion-btn-icon-transform: rotate(-180deg);--bs-accordion-btn-icon-transition: transform 0.2s ease-in-out;--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill=''%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 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var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;-webkit-flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: #6c757d;--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: #ea39b8;display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, ">") /* rtl: var(--bs-breadcrumb-divider, ">") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #32fbe2;--bs-pagination-bg: transparent;--bs-pagination-border-width: 0;--bs-pagination-border-color: #dee2e6;--bs-pagination-border-radius: 0.25rem;--bs-pagination-hover-color: #28c9b5;--bs-pagination-hover-bg: transparent;--bs-pagination-hover-border-color: #dee2e6;--bs-pagination-focus-color: #28c9b5;--bs-pagination-focus-bg: transparent;--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(234, 57, 184, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #ea39b8;--bs-pagination-active-border-color: #ea39b8;--bs-pagination-disabled-color: #6c757d;--bs-pagination-disabled-bg: transparent;--bs-pagination-disabled-border-color: #dee2e6;display:flex;display:-webkit-flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color 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.page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.2em}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: 0.25rem;display:inline-block;padding:var(--bs-badge-padding-y) 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1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 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var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{color:#8c226e;background-color:#fbd7f1}.list-group-item-default.list-group-item-action:hover,.list-group-item-default.list-group-item-action:focus{color:#8c226e;background-color:#e2c2d9}.list-group-item-default.list-group-item-action.active{color:#fff;background-color:#8c226e;border-color:#8c226e}.list-group-item-primary{color:#432874;background-color:#e2d9f3}.list-group-item-primary.list-group-item-action:hover,.list-group-item-primary.list-group-item-action:focus{color:#432874;background-color:#cbc3db}.list-group-item-primary.list-group-item-action.active{color:#fff;background-color:#432874;border-color:#432874}.list-group-item-secondary{color:#8c226e;background-color:#fbd7f1}.list-group-item-secondary.list-group-item-action:hover,.list-group-item-secondary.list-group-item-action:focus{color:#8c226e;background-color:#e2c2d9}.list-group-item-secondary.list-group-item-action.active{color:#fff;background-color:#8c226e;border-color:#8c226e}.list-group-item-success{color:#24914d;background-color:#d8fce6}.list-group-item-success.list-group-item-action:hover,.list-group-item-success.list-group-item-action:focus{color:#24914d;background-color:#c2e3cf}.list-group-item-success.list-group-item-action.active{color:#fff;background-color:#24914d;border-color:#24914d}.list-group-item-info{color:#106194;background-color:#d1ecfd}.list-group-item-info.list-group-item-action:hover,.list-group-item-info.list-group-item-action:focus{color:#106194;background-color:#bcd4e4}.list-group-item-info.list-group-item-action.active{color:#fff;background-color:#106194;border-color:#106194}.list-group-item-warning{color:#997404;background-color:#fff3cd}.list-group-item-warning.list-group-item-action:hover,.list-group-item-warning.list-group-item-action:focus{color:#997404;background-color:#e6dbb9}.list-group-item-warning.list-group-item-action.active{color:#fff;background-color:#997404;border-color:#997404}.list-group-item-danger{color:#892e33;background-color:#fadbdd}.list-group-item-danger.list-group-item-action:hover,.list-group-item-danger.list-group-item-action:focus{color:#892e33;background-color:#e1c5c7}.list-group-item-danger.list-group-item-action.active{color:#fff;background-color:#892e33;border-color:#892e33}.list-group-item-light{color:#29828b;background-color:#daf7fa}.list-group-item-light.list-group-item-action:hover,.list-group-item-light.list-group-item-action:focus{color:#29828b;background-color:#c4dee1}.list-group-item-light.list-group-item-action.active{color:#fff;background-color:#29828b;border-color:#29828b}.list-group-item-dark{color:#0e0119;background-color:#d1ccd4}.list-group-item-dark.list-group-item-action:hover,.list-group-item-dark.list-group-item-action:focus{color:#0e0119;background-color:#bcb8bf}.list-group-item-dark.list-group-item-action.active{color:#fff;background-color:#0e0119;border-color:#0e0119}.btn-close{box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:#000;background:rgba(0,0,0,0) url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e") center/1em auto no-repeat;border:0;border-radius:.25rem;opacity:.5}.btn-close:hover{color:#000;text-decoration:none;opacity:.75}.btn-close:focus{outline:0;box-shadow:0 0 0 .25rem rgba(234,57,184,.25);opacity:1}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:.25}.btn-close-white{filter:invert(1) grayscale(100%) brightness(200%)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: #fff;--bs-toast-bg: #6f42c1;--bs-toast-border-width: 0;--bs-toast-border-color: rgba(0, 0, 0, 0.175);--bs-toast-border-radius: 0.25rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);--bs-toast-header-color: #fff;--bs-toast-header-bg: #6f42c1;--bs-toast-header-border-color: rgba(0, 0, 0, 0.05);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;width:-webkit-max-content;width:-moz-max-content;width:-ms-max-content;width:-o-max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;display:-webkit-flex;align-items:center;-webkit-align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: #fff;--bs-modal-bg: #6f42c1;--bs-modal-border-color: rgba(0, 0, 0, 0.175);--bs-modal-border-width: 0;--bs-modal-border-radius: 0.5rem;--bs-modal-box-shadow: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);--bs-modal-inner-border-radius: 0.5rem;--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: #dee2e6;--bs-modal-header-border-width: 0;--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: #dee2e6;--bs-modal-footer-border-width: 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diff --git a/site_libs/bootstrap/bootstrap-icons.css b/site_libs/bootstrap/bootstrap-icons.css
index 94f1940..285e444 100644
--- a/site_libs/bootstrap/bootstrap-icons.css
+++ b/site_libs/bootstrap/bootstrap-icons.css
@@ -1,8 +1,14 @@
+/*!
+ * Bootstrap Icons v1.11.1 (https://icons.getbootstrap.com/)
+ * Copyright 2019-2023 The Bootstrap Authors
+ * Licensed under MIT (https://github.com/twbs/icons/blob/main/LICENSE)
+ */
+
 @font-face {
   font-display: block;
   font-family: "bootstrap-icons";
   src: 
-url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
+url("./bootstrap-icons.woff?2820a3852bdb9a5832199cc61cec4e65") format("woff");
 }
 
 .bi::before,
@@ -441,7 +447,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-cloud-fog2::before { content: "\f2a2"; }
 .bi-cloud-hail-fill::before { content: "\f2a3"; }
 .bi-cloud-hail::before { content: "\f2a4"; }
-.bi-cloud-haze-1::before { content: "\f2a5"; }
 .bi-cloud-haze-fill::before { content: "\f2a6"; }
 .bi-cloud-haze::before { content: "\f2a7"; }
 .bi-cloud-haze2-fill::before { content: "\f2a8"; }
@@ -1437,21 +1442,16 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-dpad::before { content: "\f687"; }
 .bi-ear-fill::before { content: "\f688"; }
 .bi-ear::before { content: "\f689"; }
-.bi-envelope-check-1::before { content: "\f68a"; }
 .bi-envelope-check-fill::before { content: "\f68b"; }
 .bi-envelope-check::before { content: "\f68c"; }
-.bi-envelope-dash-1::before { content: "\f68d"; }
 .bi-envelope-dash-fill::before { content: "\f68e"; }
 .bi-envelope-dash::before { content: "\f68f"; }
-.bi-envelope-exclamation-1::before { content: "\f690"; }
 .bi-envelope-exclamation-fill::before { content: "\f691"; }
 .bi-envelope-exclamation::before { content: "\f692"; }
 .bi-envelope-plus-fill::before { content: "\f693"; }
 .bi-envelope-plus::before { content: "\f694"; }
-.bi-envelope-slash-1::before { content: "\f695"; }
 .bi-envelope-slash-fill::before { content: "\f696"; }
 .bi-envelope-slash::before { content: "\f697"; }
-.bi-envelope-x-1::before { content: "\f698"; }
 .bi-envelope-x-fill::before { content: "\f699"; }
 .bi-envelope-x::before { content: "\f69a"; }
 .bi-explicit-fill::before { content: "\f69b"; }
@@ -1461,8 +1461,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-list-columns-reverse::before { content: "\f69f"; }
 .bi-list-columns::before { content: "\f6a0"; }
 .bi-meta::before { content: "\f6a1"; }
-.bi-mortorboard-fill::before { content: "\f6a2"; }
-.bi-mortorboard::before { content: "\f6a3"; }
 .bi-nintendo-switch::before { content: "\f6a4"; }
 .bi-pc-display-horizontal::before { content: "\f6a5"; }
 .bi-pc-display::before { content: "\f6a6"; }
@@ -1481,7 +1479,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-send-check::before { content: "\f6b3"; }
 .bi-send-dash-fill::before { content: "\f6b4"; }
 .bi-send-dash::before { content: "\f6b5"; }
-.bi-send-exclamation-1::before { content: "\f6b6"; }
 .bi-send-exclamation-fill::before { content: "\f6b7"; }
 .bi-send-exclamation::before { content: "\f6b8"; }
 .bi-send-fill::before { content: "\f6b9"; }
@@ -1493,7 +1490,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-send-x::before { content: "\f6bf"; }
 .bi-send::before { content: "\f6c0"; }
 .bi-steam::before { content: "\f6c1"; }
-.bi-terminal-dash-1::before { content: "\f6c2"; }
 .bi-terminal-dash::before { content: "\f6c3"; }
 .bi-terminal-plus::before { content: "\f6c4"; }
 .bi-terminal-split::before { content: "\f6c5"; }
@@ -1523,7 +1519,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-usb-symbol::before { content: "\f6dd"; }
 .bi-usb::before { content: "\f6de"; }
 .bi-boombox-fill::before { content: "\f6df"; }
-.bi-displayport-1::before { content: "\f6e0"; }
 .bi-displayport::before { content: "\f6e1"; }
 .bi-gpu-card::before { content: "\f6e2"; }
 .bi-memory::before { content: "\f6e3"; }
@@ -1536,8 +1531,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-pci-card::before { content: "\f6ea"; }
 .bi-router-fill::before { content: "\f6eb"; }
 .bi-router::before { content: "\f6ec"; }
-.bi-ssd-fill::before { content: "\f6ed"; }
-.bi-ssd::before { content: "\f6ee"; }
 .bi-thunderbolt-fill::before { content: "\f6ef"; }
 .bi-thunderbolt::before { content: "\f6f0"; }
 .bi-usb-drive-fill::before { content: "\f6f1"; }
@@ -1644,7 +1637,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-filetype-pdf::before { content: "\f756"; }
 .bi-filetype-php::before { content: "\f757"; }
 .bi-filetype-png::before { content: "\f758"; }
-.bi-filetype-ppt-1::before { content: "\f759"; }
 .bi-filetype-ppt::before { content: "\f75a"; }
 .bi-filetype-psd::before { content: "\f75b"; }
 .bi-filetype-py::before { content: "\f75c"; }
@@ -1660,7 +1652,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-filetype-txt::before { content: "\f766"; }
 .bi-filetype-wav::before { content: "\f767"; }
 .bi-filetype-woff::before { content: "\f768"; }
-.bi-filetype-xls-1::before { content: "\f769"; }
 .bi-filetype-xls::before { content: "\f76a"; }
 .bi-filetype-xml::before { content: "\f76b"; }
 .bi-filetype-yml::before { content: "\f76c"; }
@@ -1703,56 +1694,38 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-filetype-json::before { content: "\f791"; }
 .bi-filetype-pptx::before { content: "\f792"; }
 .bi-filetype-xlsx::before { content: "\f793"; }
-.bi-1-circle-1::before { content: "\f794"; }
-.bi-1-circle-fill-1::before { content: "\f795"; }
 .bi-1-circle-fill::before { content: "\f796"; }
 .bi-1-circle::before { content: "\f797"; }
 .bi-1-square-fill::before { content: "\f798"; }
 .bi-1-square::before { content: "\f799"; }
-.bi-2-circle-1::before { content: "\f79a"; }
-.bi-2-circle-fill-1::before { content: "\f79b"; }
 .bi-2-circle-fill::before { content: "\f79c"; }
 .bi-2-circle::before { content: "\f79d"; }
 .bi-2-square-fill::before { content: "\f79e"; }
 .bi-2-square::before { content: "\f79f"; }
-.bi-3-circle-1::before { content: "\f7a0"; }
-.bi-3-circle-fill-1::before { content: "\f7a1"; }
 .bi-3-circle-fill::before { content: "\f7a2"; }
 .bi-3-circle::before { content: "\f7a3"; }
 .bi-3-square-fill::before { content: "\f7a4"; }
 .bi-3-square::before { content: "\f7a5"; }
-.bi-4-circle-1::before { content: "\f7a6"; }
-.bi-4-circle-fill-1::before { content: "\f7a7"; }
 .bi-4-circle-fill::before { content: "\f7a8"; }
 .bi-4-circle::before { content: "\f7a9"; }
 .bi-4-square-fill::before { content: "\f7aa"; }
 .bi-4-square::before { content: "\f7ab"; }
-.bi-5-circle-1::before { content: "\f7ac"; }
-.bi-5-circle-fill-1::before { content: "\f7ad"; }
 .bi-5-circle-fill::before { content: "\f7ae"; }
 .bi-5-circle::before { content: "\f7af"; }
 .bi-5-square-fill::before { content: "\f7b0"; }
 .bi-5-square::before { content: "\f7b1"; }
-.bi-6-circle-1::before { content: "\f7b2"; }
-.bi-6-circle-fill-1::before { content: "\f7b3"; }
 .bi-6-circle-fill::before { content: "\f7b4"; }
 .bi-6-circle::before { content: "\f7b5"; }
 .bi-6-square-fill::before { content: "\f7b6"; }
 .bi-6-square::before { content: "\f7b7"; }
-.bi-7-circle-1::before { content: "\f7b8"; }
-.bi-7-circle-fill-1::before { content: "\f7b9"; }
 .bi-7-circle-fill::before { content: "\f7ba"; }
 .bi-7-circle::before { content: "\f7bb"; }
 .bi-7-square-fill::before { content: "\f7bc"; }
 .bi-7-square::before { content: "\f7bd"; }
-.bi-8-circle-1::before { content: "\f7be"; }
-.bi-8-circle-fill-1::before { content: "\f7bf"; }
 .bi-8-circle-fill::before { content: "\f7c0"; }
 .bi-8-circle::before { content: "\f7c1"; }
 .bi-8-square-fill::before { content: "\f7c2"; }
 .bi-8-square::before { content: "\f7c3"; }
-.bi-9-circle-1::before { content: "\f7c4"; }
-.bi-9-circle-fill-1::before { content: "\f7c5"; }
 .bi-9-circle-fill::before { content: "\f7c6"; }
 .bi-9-circle::before { content: "\f7c7"; }
 .bi-9-square-fill::before { content: "\f7c8"; }
@@ -1771,8 +1744,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-browser-edge::before { content: "\f7d5"; }
 .bi-browser-firefox::before { content: "\f7d6"; }
 .bi-browser-safari::before { content: "\f7d7"; }
-.bi-c-circle-1::before { content: "\f7d8"; }
-.bi-c-circle-fill-1::before { content: "\f7d9"; }
 .bi-c-circle-fill::before { content: "\f7da"; }
 .bi-c-circle::before { content: "\f7db"; }
 .bi-c-square-fill::before { content: "\f7dc"; }
@@ -1783,8 +1754,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-car-front::before { content: "\f7e1"; }
 .bi-cassette-fill::before { content: "\f7e2"; }
 .bi-cassette::before { content: "\f7e3"; }
-.bi-cc-circle-1::before { content: "\f7e4"; }
-.bi-cc-circle-fill-1::before { content: "\f7e5"; }
 .bi-cc-circle-fill::before { content: "\f7e6"; }
 .bi-cc-circle::before { content: "\f7e7"; }
 .bi-cc-square-fill::before { content: "\f7e8"; }
@@ -1803,8 +1772,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-filetype-sql::before { content: "\f7f5"; }
 .bi-fire::before { content: "\f7f6"; }
 .bi-google-play::before { content: "\f7f7"; }
-.bi-h-circle-1::before { content: "\f7f8"; }
-.bi-h-circle-fill-1::before { content: "\f7f9"; }
 .bi-h-circle-fill::before { content: "\f7fa"; }
 .bi-h-circle::before { content: "\f7fb"; }
 .bi-h-square-fill::before { content: "\f7fc"; }
@@ -1813,8 +1780,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-lungs-fill::before { content: "\f7ff"; }
 .bi-lungs::before { content: "\f800"; }
 .bi-microsoft-teams::before { content: "\f801"; }
-.bi-p-circle-1::before { content: "\f802"; }
-.bi-p-circle-fill-1::before { content: "\f803"; }
 .bi-p-circle-fill::before { content: "\f804"; }
 .bi-p-circle::before { content: "\f805"; }
 .bi-p-square-fill::before { content: "\f806"; }
@@ -1823,8 +1788,6 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-pass::before { content: "\f809"; }
 .bi-prescription::before { content: "\f80a"; }
 .bi-prescription2::before { content: "\f80b"; }
-.bi-r-circle-1::before { content: "\f80c"; }
-.bi-r-circle-fill-1::before { content: "\f80d"; }
 .bi-r-circle-fill::before { content: "\f80e"; }
 .bi-r-circle::before { content: "\f80f"; }
 .bi-r-square-fill::before { content: "\f810"; }
@@ -2016,3 +1979,100 @@ url("./bootstrap-icons.woff?2ab2cbbe07fcebb53bdaa7313bb290f2") format("woff");
 .bi-sina-weibo::before { content: "\f8ca"; }
 .bi-tencent-qq::before { content: "\f8cb"; }
 .bi-wikipedia::before { content: "\f8cc"; }
+.bi-alphabet-uppercase::before { content: "\f2a5"; }
+.bi-alphabet::before { content: "\f68a"; }
+.bi-amazon::before { content: "\f68d"; }
+.bi-arrows-collapse-vertical::before { content: "\f690"; }
+.bi-arrows-expand-vertical::before { content: "\f695"; }
+.bi-arrows-vertical::before { content: "\f698"; }
+.bi-arrows::before { content: "\f6a2"; }
+.bi-ban-fill::before { content: "\f6a3"; }
+.bi-ban::before { content: "\f6b6"; }
+.bi-bing::before { content: "\f6c2"; }
+.bi-cake::before { content: "\f6e0"; }
+.bi-cake2::before { content: "\f6ed"; }
+.bi-cookie::before { content: "\f6ee"; }
+.bi-copy::before { content: "\f759"; }
+.bi-crosshair::before { content: "\f769"; }
+.bi-crosshair2::before { content: "\f794"; }
+.bi-emoji-astonished-fill::before { content: "\f795"; }
+.bi-emoji-astonished::before { content: "\f79a"; }
+.bi-emoji-grimace-fill::before { content: "\f79b"; }
+.bi-emoji-grimace::before { content: "\f7a0"; }
+.bi-emoji-grin-fill::before { content: "\f7a1"; }
+.bi-emoji-grin::before { content: "\f7a6"; }
+.bi-emoji-surprise-fill::before { content: "\f7a7"; }
+.bi-emoji-surprise::before { content: "\f7ac"; }
+.bi-emoji-tear-fill::before { content: "\f7ad"; }
+.bi-emoji-tear::before { content: "\f7b2"; }
+.bi-envelope-arrow-down-fill::before { content: "\f7b3"; }
+.bi-envelope-arrow-down::before { content: "\f7b8"; }
+.bi-envelope-arrow-up-fill::before { content: "\f7b9"; }
+.bi-envelope-arrow-up::before { content: "\f7be"; }
+.bi-feather::before { content: "\f7bf"; }
+.bi-feather2::before { content: "\f7c4"; }
+.bi-floppy-fill::before { content: "\f7c5"; }
+.bi-floppy::before { content: "\f7d8"; }
+.bi-floppy2-fill::before { content: "\f7d9"; }
+.bi-floppy2::before { content: "\f7e4"; }
+.bi-gitlab::before { content: "\f7e5"; }
+.bi-highlighter::before { content: "\f7f8"; }
+.bi-marker-tip::before { content: "\f802"; }
+.bi-nvme-fill::before { content: "\f803"; }
+.bi-nvme::before { content: "\f80c"; }
+.bi-opencollective::before { content: "\f80d"; }
+.bi-pci-card-network::before { content: "\f8cd"; }
+.bi-pci-card-sound::before { content: "\f8ce"; }
+.bi-radar::before { content: "\f8cf"; }
+.bi-send-arrow-down-fill::before { content: "\f8d0"; }
+.bi-send-arrow-down::before { content: "\f8d1"; }
+.bi-send-arrow-up-fill::before { content: "\f8d2"; }
+.bi-send-arrow-up::before { content: "\f8d3"; }
+.bi-sim-slash-fill::before { content: "\f8d4"; }
+.bi-sim-slash::before { content: "\f8d5"; }
+.bi-sourceforge::before { content: "\f8d6"; }
+.bi-substack::before { content: "\f8d7"; }
+.bi-threads-fill::before { content: "\f8d8"; }
+.bi-threads::before { content: "\f8d9"; }
+.bi-transparency::before { content: "\f8da"; }
+.bi-twitter-x::before { content: "\f8db"; }
+.bi-type-h4::before { content: "\f8dc"; }
+.bi-type-h5::before { content: "\f8dd"; }
+.bi-type-h6::before { content: "\f8de"; }
+.bi-backpack-fill::before { content: "\f8df"; }
+.bi-backpack::before { content: "\f8e0"; }
+.bi-backpack2-fill::before { content: "\f8e1"; }
+.bi-backpack2::before { content: "\f8e2"; }
+.bi-backpack3-fill::before { content: "\f8e3"; }
+.bi-backpack3::before { content: "\f8e4"; }
+.bi-backpack4-fill::before { content: "\f8e5"; }
+.bi-backpack4::before { content: "\f8e6"; }
+.bi-brilliance::before { content: "\f8e7"; }
+.bi-cake-fill::before { content: "\f8e8"; }
+.bi-cake2-fill::before { content: "\f8e9"; }
+.bi-duffle-fill::before { content: "\f8ea"; }
+.bi-duffle::before { content: "\f8eb"; }
+.bi-exposure::before { content: "\f8ec"; }
+.bi-gender-neuter::before { content: "\f8ed"; }
+.bi-highlights::before { content: "\f8ee"; }
+.bi-luggage-fill::before { content: "\f8ef"; }
+.bi-luggage::before { content: "\f8f0"; }
+.bi-mailbox-flag::before { content: "\f8f1"; }
+.bi-mailbox2-flag::before { content: "\f8f2"; }
+.bi-noise-reduction::before { content: "\f8f3"; }
+.bi-passport-fill::before { content: "\f8f4"; }
+.bi-passport::before { content: "\f8f5"; }
+.bi-person-arms-up::before { content: "\f8f6"; }
+.bi-person-raised-hand::before { content: "\f8f7"; }
+.bi-person-standing-dress::before { content: "\f8f8"; }
+.bi-person-standing::before { content: "\f8f9"; }
+.bi-person-walking::before { content: "\f8fa"; }
+.bi-person-wheelchair::before { content: "\f8fb"; }
+.bi-shadows::before { content: "\f8fc"; }
+.bi-suitcase-fill::before { content: "\f8fd"; }
+.bi-suitcase-lg-fill::before { content: "\f8fe"; }
+.bi-suitcase-lg::before { content: "\f8ff"; }
+.bi-suitcase::before { content: "\f900"; }
+.bi-suitcase2-fill::before { content: "\f901"; }
+.bi-suitcase2::before { content: "\f902"; }
+.bi-vignette::before { content: "\f903"; }
diff --git a/site_libs/bootstrap/bootstrap-icons.woff b/site_libs/bootstrap/bootstrap-icons.woff
index 18d21d4..dbeeb05 100644
Binary files a/site_libs/bootstrap/bootstrap-icons.woff and b/site_libs/bootstrap/bootstrap-icons.woff differ
diff --git a/site_libs/bootstrap/bootstrap.min.css b/site_libs/bootstrap/bootstrap.min.css
index 036f204..84a60d2 100644
--- a/site_libs/bootstrap/bootstrap.min.css
+++ b/site_libs/bootstrap/bootstrap.min.css
@@ -1,10 +1,10 @@
 /*!
- * Bootstrap v5.1.3 (https://getbootstrap.com/)
- * Copyright 2011-2021 The Bootstrap Authors
- * Copyright 2011-2021 Twitter, Inc.
+ * Bootstrap  v5.2.2 (https://getbootstrap.com/)
+ * Copyright 2011-2022 The Bootstrap Authors
+ * Copyright 2011-2022 Twitter, Inc.
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
- */@import"https://fonts.googleapis.com/css2?family=Lato:ital,wght@0,400;0,700;1,400&display=swap";:root{--bs-blue: #375a7f;--bs-indigo: #6610f2;--bs-purple: #6f42c1;--bs-pink: #e83e8c;--bs-red: #e74c3c;--bs-orange: #fd7e14;--bs-yellow: #f39c12;--bs-green: #00bc8c;--bs-teal: #20c997;--bs-cyan: #3498db;--bs-white: #fff;--bs-gray: #6c757d;--bs-gray-dark: #303030;--bs-gray-100: #f8f9fa;--bs-gray-200: #ebebeb;--bs-gray-300: #dee2e6;--bs-gray-400: #ced4da;--bs-gray-500: #adb5bd;--bs-gray-600: #6c757d;--bs-gray-700: #444;--bs-gray-800: #303030;--bs-gray-900: #222;--bs-default: #434343;--bs-primary: #375a7f;--bs-secondary: #434343;--bs-success: #00bc8c;--bs-info: #3498db;--bs-warning: #f39c12;--bs-danger: #e74c3c;--bs-light: #6f6f6f;--bs-dark: #2d2d2d;--bs-default-rgb: 67, 67, 67;--bs-primary-rgb: 55, 90, 127;--bs-secondary-rgb: 67, 67, 67;--bs-success-rgb: 0, 188, 140;--bs-info-rgb: 52, 152, 219;--bs-warning-rgb: 243, 156, 18;--bs-danger-rgb: 231, 76, 60;--bs-light-rgb: 111, 111, 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var(--bs-dropdown-header-padding-x);margin-bottom:0;font-size:0.875rem;color:var(--bs-dropdown-header-color);white-space:nowrap}.dropdown-item-text{display:block;padding:var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);color:var(--bs-dropdown-link-color)}.dropdown-menu-dark{--bs-dropdown-color: #dee2e6;--bs-dropdown-bg: #343a40;--bs-dropdown-border-color: rgba(0, 0, 0, 0.175);--bs-dropdown-box-shadow: ;--bs-dropdown-link-color: #dee2e6;--bs-dropdown-link-hover-color: #fff;--bs-dropdown-divider-bg: rgba(0, 0, 0, 0.175);--bs-dropdown-link-hover-bg: rgba(255, 255, 255, 0.15);--bs-dropdown-link-active-color: #fff;--bs-dropdown-link-active-bg: #ea39b8;--bs-dropdown-link-disabled-color: #adb5bd;--bs-dropdown-header-color: #adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;flex:1 1 auto;-webkit-flex:1 1 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.input-group{width:auto}.btn-group{border-radius:.25rem}.btn-group>:not(.btn-check:first-child)+.btn,.btn-group>.btn-group:not(:first-child){margin-left:0}.btn-group>.btn:not(:last-child):not(.dropdown-toggle),.btn-group>.btn.dropdown-toggle-split:first-child,.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group>.btn:nth-child(n+3),.btn-group>:not(.btn-check)+.btn,.btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after{margin-left:0}.dropstart 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0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: #32fbe2;--bs-nav-link-hover-color: #28c9b5;--bs-nav-link-disabled-color: #6c757d;display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding-left:0;margin-bottom:0;list-style:none}.nav-link{display:block;padding:var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);color:var(--bs-nav-link-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out}@media(prefers-reduced-motion: reduce){.nav-link{transition:none}}.nav-link:hover,.nav-link:focus{color:var(--bs-nav-link-hover-color)}.nav-link.disabled{color:var(--bs-nav-link-disabled-color);pointer-events:none;cursor:default}.nav-tabs{--bs-nav-tabs-border-width: 0;--bs-nav-tabs-border-color: 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.page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: 0.5rem}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: 0.2em}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: 0.25rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 0 solid var(--bs-alert-border-color);--bs-alert-border-radius: 0.25rem;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: #8c226e;--bs-alert-bg: #fbd7f1;--bs-alert-border-color: #f9c4ea}.alert-default .alert-link{color:#701b58}.alert-primary{--bs-alert-color: #432874;--bs-alert-bg: #e2d9f3;--bs-alert-border-color: #d4c6ec}.alert-primary .alert-link{color:#36205d}.alert-secondary{--bs-alert-color: #8c226e;--bs-alert-bg: #fbd7f1;--bs-alert-border-color: #f9c4ea}.alert-secondary .alert-link{color:#701b58}.alert-success{--bs-alert-color: #24914d;--bs-alert-bg: #d8fce6;--bs-alert-border-color: #c5fbd9}.alert-success .alert-link{color:#1d743e}.alert-info{--bs-alert-color: #106194;--bs-alert-bg: #d1ecfd;--bs-alert-border-color: #bbe3fc}.alert-info .alert-link{color:#0d4e76}.alert-warning{--bs-alert-color: #997404;--bs-alert-bg: #fff3cd;--bs-alert-border-color: #ffecb5}.alert-warning .alert-link{color:#7a5d03}.alert-danger{--bs-alert-color: #892e33;--bs-alert-bg: #fadbdd;--bs-alert-border-color: #f7c9cc}.alert-danger .alert-link{color:#6e2529}.alert-light{--bs-alert-color: #29828b;--bs-alert-bg: #daf7fa;--bs-alert-border-color: #c7f4f8}.alert-light .alert-link{color:#21686f}.alert-dark{--bs-alert-color: #0e0119;--bs-alert-bg: #d1ccd4;--bs-alert-border-color: #b9b3bf}.alert-dark .alert-link{color:#0b0114}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: #250d49;--bs-progress-border-radius: 0.25rem;--bs-progress-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.075);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #6f42c1;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-bar-animated{animation:1s linear infinite 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";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid 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576px){.list-group-horizontal-sm{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 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diff --git a/site_libs/bootstrap/bootstrap.min.js b/site_libs/bootstrap/bootstrap.min.js
index cc0a255..1d13886 100644
--- a/site_libs/bootstrap/bootstrap.min.js
+++ b/site_libs/bootstrap/bootstrap.min.js
@@ -1,7 +1,7 @@
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t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;ie+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'',trigger:"hover focus",title:"",delay:0,html:!1,selector:!1,placement:"top",offset:[0,0],container:!1,fallbackPlacements:["top","right","bottom","left"],boundary:"clippingParents",customClass:"",sanitize:!0,sanitizeFn:null,allowList:{"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},popperConfig:null},en={HIDE:"hide.bs.tooltip",HIDDEN:"hidden.bs.tooltip",SHOW:"show.bs.tooltip",SHOWN:"shown.bs.tooltip",INSERTED:"inserted.bs.tooltip",CLICK:"click.bs.tooltip",FOCUSIN:"focusin.bs.tooltip",FOCUSOUT:"focusout.bs.tooltip",MOUSEENTER:"mouseenter.bs.tooltip",MOUSELEAVE:"mouseleave.bs.tooltip"},nn="fade",sn="show",on="show",rn="out",an=".tooltip-inner",ln=".modal",cn="hide.bs.modal",hn="hover",dn="focus";class un extends B{constructor(t,e){if(void 0===Fe)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t),this._isEnabled=!0,this._timeout=0,this._hoverState="",this._activeTrigger={},this._popper=null,this._config=this._getConfig(e),this.tip=null,this._setListeners()}static get Default(){return tn}static get NAME(){return Qi}static get Event(){return en}static get DefaultType(){return Zi}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(t){if(this._isEnabled)if(t){const e=this._initializeOnDelegatedTarget(t);e._activeTrigger.click=!e._activeTrigger.click,e._isWithActiveTrigger()?e._enter(null,e):e._leave(null,e)}else{if(this.getTipElement().classList.contains(sn))return void this._leave(null,this);this._enter(null,this)}}dispose(){clearTimeout(this._timeout),j.off(this._element.closest(ln),cn,this._hideModalHandler),this.tip&&this.tip.remove(),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this.isWithContent()||!this._isEnabled)return;const t=j.trigger(this._element,this.constructor.Event.SHOW),e=h(this._element),i=null===e?this._element.ownerDocument.documentElement.contains(this._element):e.contains(this._element);if(t.defaultPrevented||!i)return;"tooltip"===this.constructor.NAME&&this.tip&&this.getTitle()!==this.tip.querySelector(an).innerHTML&&(this._disposePopper(),this.tip.remove(),this.tip=null);const n=this.getTipElement(),s=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME);n.setAttribute("id",s),this._element.setAttribute("aria-describedby",s),this._config.animation&&n.classList.add(nn);const o="function"==typeof this._config.placement?this._config.placement.call(this,n,this._element):this._config.placement,r=this._getAttachment(o);this._addAttachmentClass(r);const{container:a}=this._config;H.set(n,this.constructor.DATA_KEY,this),this._element.ownerDocument.documentElement.contains(this.tip)||(a.append(n),j.trigger(this._element,this.constructor.Event.INSERTED)),this._popper?this._popper.update():this._popper=qe(this._element,n,this._getPopperConfig(r)),n.classList.add(sn);const l=this._resolvePossibleFunction(this._config.customClass);l&&n.classList.add(...l.split(" ")),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>{j.on(t,"mouseover",d)}));const c=this.tip.classList.contains(nn);this._queueCallback((()=>{const t=this._hoverState;this._hoverState=null,j.trigger(this._element,this.constructor.Event.SHOWN),t===rn&&this._leave(null,this)}),this.tip,c)}hide(){if(!this._popper)return;const t=this.getTipElement();if(j.trigger(this._element,this.constructor.Event.HIDE).defaultPrevented)return;t.classList.remove(sn),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1;const e=this.tip.classList.contains(nn);this._queueCallback((()=>{this._isWithActiveTrigger()||(this._hoverState!==on&&t.remove(),this._cleanTipClass(),this._element.removeAttribute("aria-describedby"),j.trigger(this._element,this.constructor.Event.HIDDEN),this._disposePopper())}),this.tip,e),this._hoverState=""}update(){null!==this._popper&&this._popper.update()}isWithContent(){return Boolean(this.getTitle())}getTipElement(){if(this.tip)return this.tip;const t=document.createElement("div");t.innerHTML=this._config.template;const e=t.children[0];return this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"onChange",enabled:!0,phase:"afterWrite",fn:t=>this._handlePopperPlacementChange(t)}],onFirstUpdate:t=>{t.options.placement!==t.placement&&this._handlePopperPlacementChange(t)}};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_addAttachmentClass(t){this.getTipElement().classList.add(`${this._getBasicClassPrefix()}-${this.updateAttachment(t)}`)}_getAttachment(t){return Ji[t.toUpperCase()]}_setListeners(){this._config.trigger.split(" ").forEach((t=>{if("click"===t)j.on(this._element,this.constructor.Event.CLICK,this._config.selector,(t=>this.toggle(t)));else if("manual"!==t){const e=t===hn?this.constructor.Event.MOUSEENTER:this.constructor.Event.FOCUSIN,i=t===hn?this.constructor.Event.MOUSELEAVE:this.constructor.Event.FOCUSOUT;j.on(this._element,e,this._config.selector,(t=>this._enter(t))),j.on(this._element,i,this._config.selector,(t=>this._leave(t)))}})),this._hideModalHandler=()=>{this._element&&this.hide()},j.on(this._element.closest(ln),cn,this._hideModalHandler),this._config.selector?this._config={...this._config,trigger:"manual",selector:""}:this._fixTitle()}_fixTitle(){const t=this._element.getAttribute("title"),e=typeof this._element.getAttribute("data-bs-original-title");(t||"string"!==e)&&(this._element.setAttribute("data-bs-original-title",t||""),!t||this._element.getAttribute("aria-label")||this._element.textContent||this._element.setAttribute("aria-label",t),this._element.setAttribute("title",""))}_enter(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusin"===t.type?dn:hn]=!0),e.getTipElement().classList.contains(sn)||e._hoverState===on?e._hoverState=on:(clearTimeout(e._timeout),e._hoverState=on,e._config.delay&&e._config.delay.show?e._timeout=setTimeout((()=>{e._hoverState===on&&e.show()}),e._config.delay.show):e.show())}_leave(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusout"===t.type?dn:hn]=e._element.contains(t.relatedTarget)),e._isWithActiveTrigger()||(clearTimeout(e._timeout),e._hoverState=rn,e._config.delay&&e._config.delay.hide?e._timeout=setTimeout((()=>{e._hoverState===rn&&e.hide()}),e._config.delay.hide):e.hide())}_isWithActiveTrigger(){for(const 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RegExp(`(^|\\s)${this._getBasicClassPrefix()}\\S+`,"g"),i=t.getAttribute("class").match(e);null!==i&&i.length>0&&i.map((t=>t.trim())).forEach((e=>t.classList.remove(e)))}_getBasicClassPrefix(){return"bs-tooltip"}_handlePopperPlacementChange(t){const{state:e}=t;e&&(this.tip=e.elements.popper,this._cleanTipClass(),this._addAttachmentClass(this._getAttachment(e.placement)))}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null)}static jQueryInterface(t){return this.each((function(){const e=un.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(un);const 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this.find(e,t).filter((t=>!l(t)&&a(t)))}},X={endCallback:null,leftCallback:null,rightCallback:null},Y={endCallback:"(function|null)",leftCallback:"(function|null)",rightCallback:"(function|null)"};class U extends F{constructor(t,e){super(),this._element=t,t&&U.isSupported()&&(this._config=this._getConfig(e),this._deltaX=0,this._supportPointerEvents=Boolean(window.PointerEvent),this._initEvents())}static get Default(){return X}static get DefaultType(){return Y}static get NAME(){return"swipe"}dispose(){P.off(this._element,".bs.swipe")}_start(t){this._supportPointerEvents?this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX):this._deltaX=t.touches[0].clientX}_end(t){this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX-this._deltaX),this._handleSwipe(),m(this._config.endCallback)}_move(t){this._deltaX=t.touches&&t.touches.length>1?0:t.touches[0].clientX-this._deltaX}_handleSwipe(){const t=Math.abs(this._deltaX);if(t<=40)return;const e=t/this._deltaX;this._deltaX=0,e&&m(e>0?this._config.rightCallback:this._config.leftCallback)}_initEvents(){this._supportPointerEvents?(P.on(this._element,"pointerdown.bs.swipe",(t=>this._start(t))),P.on(this._element,"pointerup.bs.swipe",(t=>this._end(t))),this._element.classList.add("pointer-event")):(P.on(this._element,"touchstart.bs.swipe",(t=>this._start(t))),P.on(this._element,"touchmove.bs.swipe",(t=>this._move(t))),P.on(this._element,"touchend.bs.swipe",(t=>this._end(t))))}_eventIsPointerPenTouch(t){return this._supportPointerEvents&&("pen"===t.pointerType||"touch"===t.pointerType)}static isSupported(){return"ontouchstart"in document.documentElement||navigator.maxTouchPoints>0}}const G="next",J="prev",Z="left",tt="right",et="slid.bs.carousel",it="carousel",nt="active",st={ArrowLeft:tt,ArrowRight:Z},ot={interval:5e3,keyboard:!0,pause:"hover",ride:!1,touch:!0,wrap:!0},rt={interval:"(number|boolean)",keyboard:"boolean",pause:"(string|boolean)",ride:"(boolean|string)",touch:"boolean",wrap:"boolean"};class at extends z{constructor(t,e){super(t,e),this._interval=null,this._activeElement=null,this._isSliding=!1,this.touchTimeout=null,this._swipeHelper=null,this._indicatorsElement=Q.findOne(".carousel-indicators",this._element),this._addEventListeners(),this._config.ride===it&&this.cycle()}static get Default(){return ot}static get DefaultType(){return rt}static get NAME(){return"carousel"}next(){this._slide(G)}nextWhenVisible(){!document.hidden&&a(this._element)&&this.next()}prev(){this._slide(J)}pause(){this._isSliding&&s(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?P.one(this._element,et,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void P.one(this._element,et,(()=>this.to(t)));const i=this._getItemIndex(this._getActive());if(i===t)return;const n=t>i?G:J;this._slide(n,e[t])}dispose(){this._swipeHelper&&this._swipeHelper.dispose(),super.dispose()}_configAfterMerge(t){return t.defaultInterval=t.interval,t}_addEventListeners(){this._config.keyboard&&P.on(this._element,"keydown.bs.carousel",(t=>this._keydown(t))),"hover"===this._config.pause&&(P.on(this._element,"mouseenter.bs.carousel",(()=>this.pause())),P.on(this._element,"mouseleave.bs.carousel",(()=>this._maybeEnableCycle()))),this._config.touch&&U.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of Q.find(".carousel-item img",this._element))P.on(t,"dragstart.bs.carousel",(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(Z)),rightCallback:()=>this._slide(this._directionToOrder(tt)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new U(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=st[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=Q.findOne(".active",this._indicatorsElement);e.classList.remove(nt),e.removeAttribute("aria-current");const i=Q.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(nt),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===G,s=e||b(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>P.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r("slide.bs.carousel").defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),d(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(nt),i.classList.remove(nt,c,l),this._isSliding=!1,r(et)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return Q.findOne(".active.carousel-item",this._element)}_getItems(){return Q.find(".carousel-item",this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return p()?t===Z?J:G:t===Z?G:J}_orderToDirection(t){return p()?t===J?Z:tt:t===J?tt:Z}static jQueryInterface(t){return this.each((function(){const e=at.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}P.on(document,"click.bs.carousel.data-api","[data-bs-slide], [data-bs-slide-to]",(function(t){const e=n(this);if(!e||!e.classList.contains(it))return;t.preventDefault();const i=at.getOrCreateInstance(e),s=this.getAttribute("data-bs-slide-to");return s?(i.to(s),void i._maybeEnableCycle()):"next"===B.getDataAttribute(this,"slide")?(i.next(),void i._maybeEnableCycle()):(i.prev(),void i._maybeEnableCycle())})),P.on(window,"load.bs.carousel.data-api",(()=>{const t=Q.find('[data-bs-ride="carousel"]');for(const e of t)at.getOrCreateInstance(e)})),g(at);const lt="show",ct="collapse",ht="collapsing",dt='[data-bs-toggle="collapse"]',ut={parent:null,toggle:!0},ft={parent:"(null|element)",toggle:"boolean"};class pt extends z{constructor(t,e){super(t,e),this._isTransitioning=!1,this._triggerArray=[];const n=Q.find(dt);for(const t of n){const e=i(t),n=Q.find(e).filter((t=>t===this._element));null!==e&&n.length&&this._triggerArray.push(t)}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return ut}static get DefaultType(){return ft}static get NAME(){return"collapse"}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t=[];if(this._config.parent&&(t=this._getFirstLevelChildren(".collapse.show, .collapse.collapsing").filter((t=>t!==this._element)).map((t=>pt.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(P.trigger(this._element,"show.bs.collapse").defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(ct),this._element.classList.add(ht),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct,lt),this._element.style[e]="",P.trigger(this._element,"shown.bs.collapse")}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(P.trigger(this._element,"hide.bs.collapse").defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,d(this._element),this._element.classList.add(ht),this._element.classList.remove(ct,lt);for(const t of this._triggerArray){const e=n(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(ht),this._element.classList.add(ct),P.trigger(this._element,"hidden.bs.collapse")}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(lt)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=r(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(dt);for(const e of t){const t=n(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=Q.find(":scope .collapse .collapse",this._config.parent);return Q.find(t,this._config.parent).filter((t=>!e.includes(t)))}_addAriaAndCollapsedClass(t,e){if(t.length)for(const i of t)i.classList.toggle("collapsed",!e),i.setAttribute("aria-expanded",e)}static jQueryInterface(t){const e={};return"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1),this.each((function(){const i=pt.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named 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s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Fe(){for(var t=arguments.length,e=new Array(t),i=0;iNumber.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(B.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=Q.find(".dropdown-menu 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t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,fi,(e=>e+t)),this._setElementAttributes(di,fi,(e=>e+t)),this._setElementAttributes(ui,pi,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,fi),this._resetElementAttributes(di,fi),this._resetElementAttributes(ui,pi)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&B.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=B.getDataAttribute(t,e);null!==i?(B.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of Q.find(t,this._element))e(i)}}const mi="show",_i="mousedown.bs.backdrop",bi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},vi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class yi extends F{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return bi}static get DefaultType(){return vi}static get NAME(){return"backdrop"}show(t){if(!this._config.isVisible)return void m(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(mi),this._emulateAnimation((()=>{m(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(mi),this._emulateAnimation((()=>{this.dispose(),m(t)}))):m(t)}dispose(){this._isAppended&&(P.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),P.on(t,_i,(()=>{m(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const wi=".bs.focustrap",Ai="backward",Ei={autofocus:!0,trapElement:null},Ti={autofocus:"boolean",trapElement:"element"};class Ci extends F{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return Ei}static get DefaultType(){return Ti}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),P.off(document,wi),P.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),P.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,P.off(document,wi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=Q.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===Ai?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ai:"forward")}}const Oi="hidden.bs.modal",xi="show.bs.modal",ki="modal-open",Li="show",Di="modal-static",Si={backdrop:!0,focus:!0,keyboard:!0},Ii={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class Ni extends z{constructor(t,e){super(t,e),this._dialog=Q.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new gi,this._addEventListeners()}static get Default(){return Si}static get DefaultType(){return Ii}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||P.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(ki),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(P.trigger(this._element,"hide.bs.modal").defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(Li),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){for(const t of[window,this._dialog])P.off(t,".bs.modal");this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new yi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ci({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=Q.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(Li),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,P.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){P.on(this._element,"keydown.dismiss.bs.modal",(t=>{if("Escape"===t.key)return this._config.keyboard?(t.preventDefault(),void this.hide()):void this._triggerBackdropTransition()})),P.on(window,"resize.bs.modal",(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),P.on(this._element,"mousedown.dismiss.bs.modal",(t=>{P.one(this._element,"click.dismiss.bs.modal",(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(ki),this._resetAdjustments(),this._scrollBar.reset(),P.trigger(this._element,Oi)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(P.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(Di)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(Di),this._queueCallback((()=>{this._element.classList.remove(Di),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Ni.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}P.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),P.one(e,xi,(t=>{t.defaultPrevented||P.one(e,Oi,(()=>{a(this)&&this.focus()}))}));const i=Q.findOne(".modal.show");i&&Ni.getInstance(i).hide(),Ni.getOrCreateInstance(e).toggle(this)})),q(Ni),g(Ni);const Pi="show",ji="showing",Mi="hiding",Hi=".offcanvas.show",$i="hidePrevented.bs.offcanvas",Wi="hidden.bs.offcanvas",Bi={backdrop:!0,keyboard:!0,scroll:!1},Fi={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class zi extends z{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return Bi}static get DefaultType(){return Fi}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||P.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new gi).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(ji),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Pi),this._element.classList.remove(ji),P.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(P.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(Mi),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Pi,Mi),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new gi).reset(),P.trigger(this._element,Wi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new yi({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():P.trigger(this._element,$i)}:null})}_initializeFocusTrap(){return new Ci({trapElement:this._element})}_addEventListeners(){P.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():P.trigger(this._element,$i))}))}static jQueryInterface(t){return this.each((function(){const e=zi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}P.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;P.one(e,Wi,(()=>{a(this)&&this.focus()}));const i=Q.findOne(Hi);i&&i!==e&&zi.getInstance(i).hide(),zi.getOrCreateInstance(e).toggle(this)})),P.on(window,"load.bs.offcanvas.data-api",(()=>{for(const t of Q.find(Hi))zi.getOrCreateInstance(t).show()})),P.on(window,"resize.bs.offcanvas",(()=>{for(const t of Q.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&zi.getOrCreateInstance(t).hide()})),q(zi),g(zi);const qi=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Ri=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Vi=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Ki=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!qi.has(i)||Boolean(Ri.test(t.nodeValue)||Vi.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Qi={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Xi={allowList:Qi,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
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")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Ui)}_setContent(t,e,i){const n=Q.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Ki(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return"function"==typeof t?t(this):t}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Ji=new Set(["sanitize","allowList","sanitizeFn"]),Zi="fade",tn="show",en=".modal",nn="hide.bs.modal",sn="hover",on="focus",rn={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},an={allowList:Qi,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,0],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ln={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cn extends z{constructor(t,e){if(void 0===Ke)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return an}static get DefaultType(){return ln}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),P.off(this._element.closest(en),nn,this._hideModalHandler),this.tip&&this.tip.remove(),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=P.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this.tip&&(this.tip.remove(),this.tip=null);const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),P.trigger(this._element,this.constructor.eventName("inserted"))),this._popper?this._popper.update():this._popper=this._createPopper(i),i.classList.add(tn),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))P.on(t,"mouseover",h);this._queueCallback((()=>{P.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(!this._isShown())return;if(P.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented)return;const t=this._getTipElement();if(t.classList.remove(tn),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))P.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||t.remove(),this._element.removeAttribute("aria-describedby"),P.trigger(this._element,this.constructor.eventName("hidden")),this._disposePopper())}),this.tip,this._isAnimated())}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(Zi,tn),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(Zi),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Gi({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(Zi)}_isShown(){return this.tip&&this.tip.classList.contains(tn)}_createPopper(t){const e="function"==typeof this._config.placement?this._config.placement.call(this,t,this._element):this._config.placement,i=rn[e.toUpperCase()];return Ve(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)P.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===sn?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===sn?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");P.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?on:sn]=!0,e._enter()})),P.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?on:sn]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},P.on(this._element.closest(en),nn,this._hideModalHandler)}_fixTitle(){const t=this._element.getAttribute("title");t&&(this._element.getAttribute("aria-label")||this._element.textContent.trim()||this._element.setAttribute("aria-label",t),this._element.setAttribute("data-bs-original-title",t),this._element.removeAttribute("title"))}_enter(){this._isShown()||this._isHovered?this._isHovered=!0:(this._isHovered=!0,this._setTimeout((()=>{this._isHovered&&this.show()}),this._config.delay.show))}_leave(){this._isWithActiveTrigger()||(this._isHovered=!1,this._setTimeout((()=>{this._isHovered||this.hide()}),this._config.delay.hide))}_setTimeout(t,e){clearTimeout(this._timeout),this._timeout=setTimeout(t,e)}_isWithActiveTrigger(){return Object.values(this._activeTrigger).includes(!0)}_getConfig(t){const e=B.getDataAttributes(this._element);for(const t of Object.keys(e))Ji.has(t)&&delete e[t];return t={...e,..."object"==typeof t&&t?t:{}},t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t.container=!1===t.container?document.body:r(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null)}static jQueryInterface(t){return this.each((function(){const e=cn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(cn);const hn={...cn.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},dn={...cn.DefaultType,content:"(null|string|element|function)"};class un extends cn{static get Default(){return hn}static get DefaultType(){return dn}static get NAME(){return"popover"}_isWithContent(){return this._getTitle()||this._getContent()}_getContentForTemplate(){return{".popover-header":this._getTitle(),".popover-body":this._getContent()}}_getContent(){return this._resolvePossibleFunction(this._config.content)}static jQueryInterface(t){return this.each((function(){const e=un.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(un);const fn="click.bs.scrollspy",pn="active",gn="[href]",mn={offset:null,rootMargin:"0px 0px -25%",smoothScroll:!1,target:null,threshold:[.1,.5,1]},_n={offset:"(number|null)",rootMargin:"string",smoothScroll:"boolean",target:"element",threshold:"array"};class bn extends z{constructor(t,e){super(t,e),this._targetLinks=new Map,this._observableSections=new Map,this._rootElement="visible"===getComputedStyle(this._element).overflowY?null:this._element,this._activeTarget=null,this._observer=null,this._previousScrollData={visibleEntryTop:0,parentScrollTop:0},this.refresh()}static get Default(){return mn}static get DefaultType(){return _n}static get NAME(){return"scrollspy"}refresh(){this._initializeTargetsAndObservables(),this._maybeEnableSmoothScroll(),this._observer?this._observer.disconnect():this._observer=this._getNewObserver();for(const t of this._observableSections.values())this._observer.observe(t)}dispose(){this._observer.disconnect(),super.dispose()}_configAfterMerge(t){return t.target=r(t.target)||document.body,t.rootMargin=t.offset?`${t.offset}px 0px -30%`:t.rootMargin,"string"==typeof t.threshold&&(t.threshold=t.threshold.split(",").map((t=>Number.parseFloat(t)))),t}_maybeEnableSmoothScroll(){this._config.smoothScroll&&(P.off(this._config.target,fn),P.on(this._config.target,fn,gn,(t=>{const e=this._observableSections.get(t.target.hash);if(e){t.preventDefault();const i=this._rootElement||window,n=e.offsetTop-this._element.offsetTop;if(i.scrollTo)return void i.scrollTo({top:n,behavior:"smooth"});i.scrollTop=n}})))}_getNewObserver(){const t={root:this._rootElement,threshold:this._config.threshold,rootMargin:this._config.rootMargin};return new IntersectionObserver((t=>this._observerCallback(t)),t)}_observerCallback(t){const e=t=>this._targetLinks.get(`#${t.target.id}`),i=t=>{this._previousScrollData.visibleEntryTop=t.target.offsetTop,this._process(e(t))},n=(this._rootElement||document.documentElement).scrollTop,s=n>=this._previousScrollData.parentScrollTop;this._previousScrollData.parentScrollTop=n;for(const o of t){if(!o.isIntersecting){this._activeTarget=null,this._clearActiveClass(e(o));continue}const t=o.target.offsetTop>=this._previousScrollData.visibleEntryTop;if(s&&t){if(i(o),!n)return}else s||t||i(o)}}_initializeTargetsAndObservables(){this._targetLinks=new Map,this._observableSections=new Map;const t=Q.find(gn,this._config.target);for(const e of t){if(!e.hash||l(e))continue;const t=Q.findOne(e.hash,this._element);a(t)&&(this._targetLinks.set(e.hash,e),this._observableSections.set(e.hash,t))}}_process(t){this._activeTarget!==t&&(this._clearActiveClass(this._config.target),this._activeTarget=t,t.classList.add(pn),this._activateParents(t),P.trigger(this._element,"activate.bs.scrollspy",{relatedTarget:t}))}_activateParents(t){if(t.classList.contains("dropdown-item"))Q.findOne(".dropdown-toggle",t.closest(".dropdown")).classList.add(pn);else for(const e of Q.parents(t,".nav, .list-group"))for(const t of Q.prev(e,".nav-link, .nav-item > .nav-link, .list-group-item"))t.classList.add(pn)}_clearActiveClass(t){t.classList.remove(pn);const e=Q.find("[href].active",t);for(const t of e)t.classList.remove(pn)}static jQueryInterface(t){return this.each((function(){const e=bn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}P.on(window,"load.bs.scrollspy.data-api",(()=>{for(const t of Q.find('[data-bs-spy="scroll"]'))bn.getOrCreateInstance(t)})),g(bn);const vn="ArrowLeft",yn="ArrowRight",wn="ArrowUp",An="ArrowDown",En="active",Tn="fade",Cn="show",On='[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',xn=`.nav-link:not(.dropdown-toggle), .list-group-item:not(.dropdown-toggle), [role="tab"]:not(.dropdown-toggle), ${On}`;class kn extends z{constructor(t){super(t),this._parent=this._element.closest('.list-group, .nav, [role="tablist"]'),this._parent&&(this._setInitialAttributes(this._parent,this._getChildren()),P.on(this._element,"keydown.bs.tab",(t=>this._keydown(t))))}static get NAME(){return"tab"}show(){const t=this._element;if(this._elemIsActive(t))return;const e=this._getActiveElem(),i=e?P.trigger(e,"hide.bs.tab",{relatedTarget:t}):null;P.trigger(t,"show.bs.tab",{relatedTarget:e}).defaultPrevented||i&&i.defaultPrevented||(this._deactivate(e,t),this._activate(t,e))}_activate(t,e){t&&(t.classList.add(En),this._activate(n(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.removeAttribute("tabindex"),t.setAttribute("aria-selected",!0),this._toggleDropDown(t,!0),P.trigger(t,"shown.bs.tab",{relatedTarget:e})):t.classList.add(Cn)}),t,t.classList.contains(Tn)))}_deactivate(t,e){t&&(t.classList.remove(En),t.blur(),this._deactivate(n(t)),this._queueCallback((()=>{"tab"===t.getAttribute("role")?(t.setAttribute("aria-selected",!1),t.setAttribute("tabindex","-1"),this._toggleDropDown(t,!1),P.trigger(t,"hidden.bs.tab",{relatedTarget:e})):t.classList.remove(Cn)}),t,t.classList.contains(Tn)))}_keydown(t){if(![vn,yn,wn,An].includes(t.key))return;t.stopPropagation(),t.preventDefault();const e=[yn,An].includes(t.key),i=b(this._getChildren().filter((t=>!l(t))),t.target,e,!0);i&&(i.focus({preventScroll:!0}),kn.getOrCreateInstance(i).show())}_getChildren(){return Q.find(xn,this._parent)}_getActiveElem(){return this._getChildren().find((t=>this._elemIsActive(t)))||null}_setInitialAttributes(t,e){this._setAttributeIfNotExists(t,"role","tablist");for(const t of e)this._setInitialAttributesOnChild(t)}_setInitialAttributesOnChild(t){t=this._getInnerElement(t);const e=this._elemIsActive(t),i=this._getOuterElement(t);t.setAttribute("aria-selected",e),i!==t&&this._setAttributeIfNotExists(i,"role","presentation"),e||t.setAttribute("tabindex","-1"),this._setAttributeIfNotExists(t,"role","tab"),this._setInitialAttributesOnTargetPanel(t)}_setInitialAttributesOnTargetPanel(t){const e=n(t);e&&(this._setAttributeIfNotExists(e,"role","tabpanel"),t.id&&this._setAttributeIfNotExists(e,"aria-labelledby",`#${t.id}`))}_toggleDropDown(t,e){const i=this._getOuterElement(t);if(!i.classList.contains("dropdown"))return;const n=(t,n)=>{const s=Q.findOne(t,i);s&&s.classList.toggle(n,e)};n(".dropdown-toggle",En),n(".dropdown-menu",Cn),i.setAttribute("aria-expanded",e)}_setAttributeIfNotExists(t,e,i){t.hasAttribute(e)||t.setAttribute(e,i)}_elemIsActive(t){return t.classList.contains(En)}_getInnerElement(t){return t.matches(xn)?t:Q.findOne(xn,t)}_getOuterElement(t){return t.closest(".nav-item, .list-group-item")||t}static jQueryInterface(t){return this.each((function(){const e=kn.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}))}}P.on(document,"click.bs.tab",On,(function(t){["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this)||kn.getOrCreateInstance(this).show()})),P.on(window,"load.bs.tab",(()=>{for(const t of Q.find('.active[data-bs-toggle="tab"], .active[data-bs-toggle="pill"], .active[data-bs-toggle="list"]'))kn.getOrCreateInstance(t)})),g(kn);const Ln="hide",Dn="show",Sn="showing",In={animation:"boolean",autohide:"boolean",delay:"number"},Nn={animation:!0,autohide:!0,delay:5e3};class Pn extends z{constructor(t,e){super(t,e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get Default(){return Nn}static get DefaultType(){return In}static get NAME(){return"toast"}show(){P.trigger(this._element,"show.bs.toast").defaultPrevented||(this._clearTimeout(),this._config.animation&&this._element.classList.add("fade"),this._element.classList.remove(Ln),d(this._element),this._element.classList.add(Dn,Sn),this._queueCallback((()=>{this._element.classList.remove(Sn),P.trigger(this._element,"shown.bs.toast"),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this.isShown()&&(P.trigger(this._element,"hide.bs.toast").defaultPrevented||(this._element.classList.add(Sn),this._queueCallback((()=>{this._element.classList.add(Ln),this._element.classList.remove(Sn,Dn),P.trigger(this._element,"hidden.bs.toast")}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this.isShown()&&this._element.classList.remove(Dn),super.dispose()}isShown(){return this._element.classList.contains(Dn)}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){P.on(this._element,"mouseover.bs.toast",(t=>this._onInteraction(t,!0))),P.on(this._element,"mouseout.bs.toast",(t=>this._onInteraction(t,!1))),P.on(this._element,"focusin.bs.toast",(t=>this._onInteraction(t,!0))),P.on(this._element,"focusout.bs.toast",(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=Pn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}return q(Pn),g(Pn),{Alert:R,Button:K,Carousel:at,Collapse:pt,Dropdown:hi,Modal:Ni,Offcanvas:zi,Popover:un,ScrollSpy:bn,Tab:kn,Toast:Pn,Tooltip:cn}}));
 //# sourceMappingURL=bootstrap.bundle.min.js.map
\ No newline at end of file
diff --git a/site_libs/quarto-html/anchor.min.js b/site_libs/quarto-html/anchor.min.js
index 1c2b86f..5ac814d 100644
--- a/site_libs/quarto-html/anchor.min.js
+++ b/site_libs/quarto-html/anchor.min.js
@@ -1,9 +1,9 @@
 // @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
 //
-// AnchorJS - v4.3.1 - 2021-04-17
+// AnchorJS - v5.0.0 - 2023-01-18
 // https://www.bryanbraun.com/anchorjs/
-// Copyright (c) 2021 Bryan Braun; Licensed MIT
+// Copyright (c) 2023 Bryan Braun; Licensed MIT
 //
 // @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
-!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(this,function(){"use strict";return function(A){function d(A){A.icon=Object.prototype.hasOwnProperty.call(A,"icon")?A.icon:"",A.visible=Object.prototype.hasOwnProperty.call(A,"visible")?A.visible:"hover",A.placement=Object.prototype.hasOwnProperty.call(A,"placement")?A.placement:"right",A.ariaLabel=Object.prototype.hasOwnProperty.call(A,"ariaLabel")?A.ariaLabel:"Anchor",A.class=Object.prototype.hasOwnProperty.call(A,"class")?A.class:"",A.base=Object.prototype.hasOwnProperty.call(A,"base")?A.base:"",A.truncate=Object.prototype.hasOwnProperty.call(A,"truncate")?Math.floor(A.truncate):64,A.titleText=Object.prototype.hasOwnProperty.call(A,"titleText")?A.titleText:""}function w(A){var e;if("string"==typeof A||A instanceof String)e=[].slice.call(document.querySelectorAll(A));else{if(!(Array.isArray(A)||A instanceof NodeList))throw new TypeError("The selector provided to AnchorJS was invalid.");e=[].slice.call(A)}return e}this.options=A||{},this.elements=[],d(this.options),this.isTouchDevice=function(){return Boolean("ontouchstart"in window||window.TouchEvent||window.DocumentTouch&&document instanceof DocumentTouch)},this.add=function(A){var e,t,o,i,n,s,a,c,r,l,h,u,p=[];if(d(this.options),"touch"===(l=this.options.visible)&&(l=this.isTouchDevice()?"always":"hover"),0===(e=w(A=A||"h2, h3, h4, h5, h6")).length)return this;for(null===document.head.querySelector("style.anchorjs")&&((u=document.createElement("style")).className="anchorjs",u.appendChild(document.createTextNode("")),void 0===(A=document.head.querySelector('[rel="stylesheet"],style'))?document.head.appendChild(u):document.head.insertBefore(u,A),u.sheet.insertRule(".anchorjs-link{opacity:0;text-decoration:none;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}",u.sheet.cssRules.length),u.sheet.insertRule(":hover>.anchorjs-link,.anchorjs-link:focus{opacity:1}",u.sheet.cssRules.length),u.sheet.insertRule("[data-anchorjs-icon]::after{content:attr(data-anchorjs-icon)}",u.sheet.cssRules.length),u.sheet.insertRule('@font-face{font-family:anchorjs-icons;src:url(data:n/a;base64,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) format("truetype")}',u.sheet.cssRules.length)),u=document.querySelectorAll("[id]"),t=[].map.call(u,function(A){return A.id}),i=0;i\]./()*\\\n\t\b\v\u00A0]/g,"-").replace(/-{2,}/g,"-").substring(0,this.options.truncate).replace(/^-+|-+$/gm,"").toLowerCase()},this.hasAnchorJSLink=function(A){var e=A.firstChild&&-1<(" "+A.firstChild.className+" ").indexOf(" anchorjs-link "),A=A.lastChild&&-1<(" "+A.lastChild.className+" ").indexOf(" anchorjs-link ");return e||A||!1}}});
+!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(globalThis,function(){"use strict";return function(A){function u(A){A.icon=Object.prototype.hasOwnProperty.call(A,"icon")?A.icon:"",A.visible=Object.prototype.hasOwnProperty.call(A,"visible")?A.visible:"hover",A.placement=Object.prototype.hasOwnProperty.call(A,"placement")?A.placement:"right",A.ariaLabel=Object.prototype.hasOwnProperty.call(A,"ariaLabel")?A.ariaLabel:"Anchor",A.class=Object.prototype.hasOwnProperty.call(A,"class")?A.class:"",A.base=Object.prototype.hasOwnProperty.call(A,"base")?A.base:"",A.truncate=Object.prototype.hasOwnProperty.call(A,"truncate")?Math.floor(A.truncate):64,A.titleText=Object.prototype.hasOwnProperty.call(A,"titleText")?A.titleText:""}function d(A){var e;if("string"==typeof A||A instanceof String)e=[].slice.call(document.querySelectorAll(A));else{if(!(Array.isArray(A)||A instanceof NodeList))throw new TypeError("The selector provided to AnchorJS was invalid.");e=[].slice.call(A)}return e}this.options=A||{},this.elements=[],u(this.options),this.add=function(A){var e,t,o,i,n,s,a,r,l,c,h,p=[];if(u(this.options),0!==(e=d(A=A||"h2, h3, h4, h5, h6")).length){for(null===document.head.querySelector("style.anchorjs")&&((A=document.createElement("style")).className="anchorjs",A.appendChild(document.createTextNode("")),void 0===(h=document.head.querySelector('[rel="stylesheet"],style'))?document.head.appendChild(A):document.head.insertBefore(A,h),A.sheet.insertRule(".anchorjs-link{opacity:0;text-decoration:none;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}",A.sheet.cssRules.length),A.sheet.insertRule(":hover>.anchorjs-link,.anchorjs-link:focus{opacity:1}",A.sheet.cssRules.length),A.sheet.insertRule("[data-anchorjs-icon]::after{content:attr(data-anchorjs-icon)}",A.sheet.cssRules.length),A.sheet.insertRule('@font-face{font-family:anchorjs-icons;src:url(data:n/a;base64,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) format("truetype")}',A.sheet.cssRules.length)),h=document.querySelectorAll("[id]"),t=[].map.call(h,function(A){return A.id}),i=0;i\]./()*\\\n\t\b\v\u00A0]/g,"-").replace(/-{2,}/g,"-").substring(0,this.options.truncate).replace(/^-+|-+$/gm,"").toLowerCase()},this.hasAnchorJSLink=function(A){var e=A.firstChild&&-1<(" "+A.firstChild.className+" ").indexOf(" anchorjs-link "),A=A.lastChild&&-1<(" "+A.lastChild.className+" ").indexOf(" anchorjs-link ");return e||A||!1}}});
 // @license-end
\ No newline at end of file
diff --git a/site_libs/quarto-html/popper.min.js b/site_libs/quarto-html/popper.min.js
index 2269d66..e3726d7 100644
--- a/site_libs/quarto-html/popper.min.js
+++ b/site_libs/quarto-html/popper.min.js
@@ -1,6 +1,6 @@
 /**
- * @popperjs/core v2.11.4 - MIT License
+ * @popperjs/core v2.11.7 - MIT License
  */
 
-!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self).Popper={})}(this,(function(e){"use strict";function t(e){if(null==e)return window;if("[object Window]"!==e.toString()){var t=e.ownerDocument;return t&&t.defaultView||window}return e}function n(e){return e instanceof t(e).Element||e instanceof Element}function r(e){return e instanceof t(e).HTMLElement||e instanceof HTMLElement}function o(e){return"undefined"!=typeof ShadowRoot&&(e instanceof t(e).ShadowRoot||e instanceof ShadowRoot)}var i=Math.max,a=Math.min,s=Math.round;function f(e,t){void 0===t&&(t=!1);var n=e.getBoundingClientRect(),o=1,i=1;if(r(e)&&t){var a=e.offsetHeight,f=e.offsetWidth;f>0&&(o=s(n.width)/f||1),a>0&&(i=s(n.height)/a||1)}return{width:n.width/o,height:n.height/i,top:n.top/i,right:n.right/o,bottom:n.bottom/i,left:n.left/o,x:n.left/o,y:n.top/i}}function c(e){var n=t(e);return{scrollLeft:n.pageXOffset,scrollTop:n.pageYOffset}}function p(e){return e?(e.nodeName||"").toLowerCase():null}function u(e){return((n(e)?e.ownerDocument:e.document)||window.document).documentElement}function l(e){return f(u(e)).left+c(e).scrollLeft}function d(e){return t(e).getComputedStyle(e)}function h(e){var t=d(e),n=t.overflow,r=t.overflowX,o=t.overflowY;return/auto|scroll|overlay|hidden/.test(n+o+r)}function m(e,n,o){void 0===o&&(o=!1);var i,a,d=r(n),m=r(n)&&function(e){var t=e.getBoundingClientRect(),n=s(t.width)/e.offsetWidth||1,r=s(t.height)/e.offsetHeight||1;return 1!==n||1!==r}(n),v=u(n),g=f(e,m),y={scrollLeft:0,scrollTop:0},b={x:0,y:0};return(d||!d&&!o)&&(("body"!==p(n)||h(v))&&(y=(i=n)!==t(i)&&r(i)?{scrollLeft:(a=i).scrollLeft,scrollTop:a.scrollTop}:c(i)),r(n)?((b=f(n,!0)).x+=n.clientLeft,b.y+=n.clientTop):v&&(b.x=l(v))),{x:g.left+y.scrollLeft-b.x,y:g.top+y.scrollTop-b.y,width:g.width,height:g.height}}function v(e){var t=f(e),n=e.offsetWidth,r=e.offsetHeight;return Math.abs(t.width-n)<=1&&(n=t.width),Math.abs(t.height-r)<=1&&(r=t.height),{x:e.offsetLeft,y:e.offsetTop,width:n,height:r}}function g(e){return"html"===p(e)?e:e.assignedSlot||e.parentNode||(o(e)?e.host:null)||u(e)}function y(e){return["html","body","#document"].indexOf(p(e))>=0?e.ownerDocument.body:r(e)&&h(e)?e:y(g(e))}function b(e,n){var r;void 0===n&&(n=[]);var o=y(e),i=o===(null==(r=e.ownerDocument)?void 0:r.body),a=t(o),s=i?[a].concat(a.visualViewport||[],h(o)?o:[]):o,f=n.concat(s);return i?f:f.concat(b(g(s)))}function x(e){return["table","td","th"].indexOf(p(e))>=0}function w(e){return r(e)&&"fixed"!==d(e).position?e.offsetParent:null}function O(e){for(var n=t(e),i=w(e);i&&x(i)&&"static"===d(i).position;)i=w(i);return i&&("html"===p(i)||"body"===p(i)&&"static"===d(i).position)?n:i||function(e){var t=-1!==navigator.userAgent.toLowerCase().indexOf("firefox");if(-1!==navigator.userAgent.indexOf("Trident")&&r(e)&&"fixed"===d(e).position)return null;var n=g(e);for(o(n)&&(n=n.host);r(n)&&["html","body"].indexOf(p(n))<0;){var i=d(n);if("none"!==i.transform||"none"!==i.perspective||"paint"===i.contain||-1!==["transform","perspective"].indexOf(i.willChange)||t&&"filter"===i.willChange||t&&i.filter&&"none"!==i.filter)return n;n=n.parentNode}return null}(e)||n}var j="top",E="bottom",D="right",A="left",L="auto",P=[j,E,D,A],M="start",k="end",W="viewport",B="popper",H=P.reduce((function(e,t){return e.concat([t+"-"+M,t+"-"+k])}),[]),T=[].concat(P,[L]).reduce((function(e,t){return e.concat([t,t+"-"+M,t+"-"+k])}),[]),R=["beforeRead","read","afterRead","beforeMain","main","afterMain","beforeWrite","write","afterWrite"];function S(e){var t=new Map,n=new Set,r=[];function o(e){n.add(e.name),[].concat(e.requires||[],e.requiresIfExists||[]).forEach((function(e){if(!n.has(e)){var 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diff --git a/site_libs/quarto-html/quarto.js b/site_libs/quarto-html/quarto.js
index c3935c7..91be522 100644
--- a/site_libs/quarto-html/quarto.js
+++ b/site_libs/quarto-html/quarto.js
@@ -18,25 +18,12 @@ const layoutMarginEls = () => {
       // clear the top margin so we recompute it
       marginChild.style.marginTop = null;
       const top = marginChild.getBoundingClientRect().top + window.scrollY;
-      console.log({
-        childtop: marginChild.getBoundingClientRect().top,
-        scroll: window.scrollY,
-        top,
-        lastBottom,
-      });
       if (top < lastBottom) {
         const margin = lastBottom - top;
         marginChild.style.marginTop = `${margin}px`;
       }
       const styles = window.getComputedStyle(marginChild);
       const marginTop = parseFloat(styles["marginTop"]);
-
-      console.log({
-        top,
-        height: marginChild.getBoundingClientRect().height,
-        marginTop,
-        total: top + marginChild.getBoundingClientRect().height + marginTop,
-      });
       lastBottom = top + marginChild.getBoundingClientRect().height + marginTop;
     }
   }
diff --git a/site_libs/quarto-nav/quarto-nav.js b/site_libs/quarto-nav/quarto-nav.js
index 3b21201..6221d4b 100644
--- a/site_libs/quarto-nav/quarto-nav.js
+++ b/site_libs/quarto-nav/quarto-nav.js
@@ -205,9 +205,9 @@ window.document.addEventListener("DOMContentLoaded", function () {
   // Observe size changed for the header
   const headerEl = window.document.querySelector("header.fixed-top");
   if (headerEl && window.ResizeObserver) {
-    const observer = new window.ResizeObserver(
-      updateDocumentOffsetWithoutAnimation
-    );
+    const observer = new window.ResizeObserver(() => {
+      setTimeout(updateDocumentOffsetWithoutAnimation, 0);
+    });
     observer.observe(headerEl, {
       attributes: true,
       childList: true,
@@ -233,7 +233,7 @@ window.document.addEventListener("DOMContentLoaded", function () {
     // Fixup any sharing links that require urls
     // Append url to any sharing urls
     const sharingLinks = window.document.querySelectorAll(
-      "a.sidebar-tools-main-item"
+      "a.sidebar-tools-main-item, a.quarto-navigation-tool, a.quarto-navbar-tools, a.quarto-navbar-tools-item"
     );
     for (let i = 0; i < sharingLinks.length; i++) {
       const sharingLink = sharingLinks[i];
diff --git a/site_libs/quarto-search/autocomplete.umd.js b/site_libs/quarto-search/autocomplete.umd.js
index 619c57c..2cb1a85 100644
--- a/site_libs/quarto-search/autocomplete.umd.js
+++ b/site_libs/quarto-search/autocomplete.umd.js
@@ -1,3 +1,3 @@
-/*! @algolia/autocomplete-js 1.7.3 | MIT License | © Algolia, Inc. and contributors | https://github.com/algolia/autocomplete */
-!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?define(["exports"],t):t((e="undefined"!=typeof globalThis?globalThis:e||self)["@algolia/autocomplete-js"]={})}(this,(function(e){"use strict";function t(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function n(e){for(var n=1;n=0||(o[n]=e[n]);return o}(e,t);if(Object.getOwnPropertySymbols){var i=Object.getOwnPropertySymbols(e);for(r=0;r=0||Object.prototype.propertyIsEnumerable.call(e,n)&&(o[n]=e[n])}return o}function a(e,t){return function(e){if(Array.isArray(e))return e}(e)||function(e,t){var n=null==e?null:"undefined"!=typeof Symbol&&e[Symbol.iterator]||e["@@iterator"];if(null==n)return;var r,o,i=[],u=!0,a=!1;try{for(n=n.call(e);!(u=(r=n.next()).done)&&(i.push(r.value),!t||i.length!==t);u=!0);}catch(e){a=!0,o=e}finally{try{u||null==n.return||n.return()}finally{if(a)throw o}}return i}(e,t)||l(e,t)||function(){throw new TypeError("Invalid attempt to destructure non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}()}function c(e){return function(e){if(Array.isArray(e))return s(e)}(e)||function(e){if("undefined"!=typeof Symbol&&null!=e[Symbol.iterator]||null!=e["@@iterator"])return Array.from(e)}(e)||l(e)||function(){throw new TypeError("Invalid attempt to spread non-iterable instance.\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.")}()}function l(e,t){if(e){if("string"==typeof e)return s(e,t);var n=Object.prototype.toString.call(e).slice(8,-1);return"Object"===n&&e.constructor&&(n=e.constructor.name),"Map"===n||"Set"===n?Array.from(e):"Arguments"===n||/^(?:Ui|I)nt(?:8|16|32)(?:Clamped)?Array$/.test(n)?s(e,t):void 0}}function s(e,t){(null==t||t>e.length)&&(t=e.length);for(var n=0,r=new Array(t);n=n?null===r?null:0:o}function S(e,t){var n=Object.keys(e);if(Object.getOwnPropertySymbols){var r=Object.getOwnPropertySymbols(e);t&&(r=r.filter((function(t){return Object.getOwnPropertyDescriptor(e,t).enumerable}))),n.push.apply(n,r)}return n}function I(e,t,n){return t in e?Object.defineProperty(e,t,{value:n,enumerable:!0,configurable:!0,writable:!0}):e[t]=n,e}function E(e,t){var n=[];return Promise.resolve(e(t)).then((function(e){return Promise.all(e.filter((function(e){return Boolean(e)})).map((function(e){if(e.sourceId,n.includes(e.sourceId))throw new Error("[Autocomplete] The `sourceId` ".concat(JSON.stringify(e.sourceId)," is not unique."));n.push(e.sourceId);var 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diff --git a/site_libs/quarto-search/quarto-search.js b/site_libs/quarto-search/quarto-search.js
index f5d852d..91bb4d4 100644
--- a/site_libs/quarto-search/quarto-search.js
+++ b/site_libs/quarto-search/quarto-search.js
@@ -43,7 +43,7 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
   const mainEl = window.document.querySelector("main");
 
   // highlight matches on the page
-  if (query !== null && mainEl) {
+  if (query && mainEl) {
     // perform any highlighting
     highlight(escapeRegExp(query), mainEl);
 
@@ -57,7 +57,7 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
   // (e.g. if the user edits the query or clears it)
   let highlighting = true;
   const resetHighlighting = (searchTerm) => {
-    if (mainEl && highlighting && query !== null && searchTerm !== query) {
+    if (mainEl && highlighting && query && searchTerm !== query) {
       clearHighlight(query, mainEl);
       highlighting = false;
     }
@@ -110,6 +110,8 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
       return item.href;
     },
     onStateChange({ state }) {
+      // If this is a file URL, note that
+
       // Perhaps reset highlighting
       resetHighlighting(state.query);
 
@@ -359,7 +361,8 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
                 state,
                 setActiveItemId,
                 setContext,
-                refresh
+                refresh,
+                quartoSearchOptions
               );
             },
           },
@@ -374,6 +377,15 @@ window.document.addEventListener("DOMContentLoaded", function (_event) {
     focusSearchInput();
   };
 
+  document.addEventListener("keyup", (event) => {
+    const { key } = event;
+    const kbds = quartoSearchOptions["keyboard-shortcut"];
+    if (kbds && kbds.includes(key)) {
+      event.preventDefault();
+      window.quartoOpenSearch();
+    }
+  });
+
   // Remove the labeleledby attribute since it is pointing
   // to a non-existent label
   if (quartoSearchOptions.type === "overlay") {
@@ -429,15 +441,27 @@ function configurePlugins(quartoSearchOptions) {
         const algoliaInsightsPlugin = createAlgoliaInsightsPlugin({
           insightsClient: window.aa,
           onItemsChange({ insights, insightsEvents }) {
-            const events = insightsEvents.map((event) => {
-              const maxEvents = event.objectIDs.slice(0, 20);
-              return {
-                ...event,
-                objectIDs: maxEvents,
-              };
+            const events = insightsEvents.flatMap((event) => {
+              // This API limits the number of items per event to 20
+              const chunkSize = 20;
+              const itemChunks = [];
+              const eventItems = event.items;
+              for (let i = 0; i < eventItems.length; i += chunkSize) {
+                itemChunks.push(eventItems.slice(i, i + chunkSize));
+              }
+              // Split the items into multiple events that can be sent
+              const events = itemChunks.map((items) => {
+                return {
+                  ...event,
+                  items,
+                };
+              });
+              return events;
             });
 
-            insights.viewedObjectIDs(...events);
+            for (const event of events) {
+              insights.viewedObjectIDs(event);
+            }
           },
         });
         return algoliaInsightsPlugin;
@@ -613,9 +637,17 @@ function showCopyLink(query, options) {
 /* Search Index Handling */
 // create the index
 var fuseIndex = undefined;
+var shownWarning = false;
 async function readSearchData() {
   // Initialize the search index on demand
   if (fuseIndex === undefined) {
+    if (window.location.protocol === "file:" && !shownWarning) {
+      window.alert(
+        "Search requires JavaScript features disabled when running in file://... URLs. In order to use search, please run this document in a web server."
+      );
+      shownWarning = true;
+      return;
+    }
     // create fuse index
     const options = {
       keys: [
@@ -646,6 +678,7 @@ async function readSearchData() {
       );
     }
   }
+
   return fuseIndex;
 }
 
@@ -674,7 +707,8 @@ function renderItem(
   state,
   setActiveItemId,
   setContext,
-  refresh
+  refresh,
+  quartoSearchOptions
 ) {
   switch (item.type) {
     case kItemTypeDoc:
@@ -684,7 +718,9 @@ function renderItem(
         item.title,
         item.section,
         item.text,
-        item.href
+        item.href,
+        item.crumbs,
+        quartoSearchOptions
       );
     case kItemTypeMore:
       return createMoreCard(
@@ -709,15 +745,46 @@ function renderItem(
   }
 }
 
-function createDocumentCard(createElement, icon, title, section, text, href) {
+function createDocumentCard(
+  createElement,
+  icon,
+  title,
+  section,
+  text,
+  href,
+  crumbs,
+  quartoSearchOptions
+) {
   const iconEl = createElement("i", {
     class: `bi bi-${icon} search-result-icon`,
   });
   const titleEl = createElement("p", { class: "search-result-title" }, title);
+  const titleContents = [iconEl, titleEl];
+  const showParent = quartoSearchOptions["show-item-context"];
+  if (crumbs && showParent) {
+    let crumbsOut = undefined;
+    const crumbClz = ["search-result-crumbs"];
+    if (showParent === "root") {
+      crumbsOut = crumbs.length > 1 ? crumbs[0] : undefined;
+    } else if (showParent === "parent") {
+      crumbsOut = crumbs.length > 1 ? crumbs[crumbs.length - 2] : undefined;
+    } else {
+      crumbsOut = crumbs.length > 1 ? crumbs.join(" > ") : undefined;
+      crumbClz.push("search-result-crumbs-wrap");
+    }
+
+    const crumbEl = createElement(
+      "p",
+      { class: crumbClz.join(" ") },
+      crumbsOut
+    );
+    titleContents.push(crumbEl);
+  }
+
   const titleContainerEl = createElement(
     "div",
     { class: "search-result-title-container" },
-    [iconEl, titleEl]
+    titleContents
   );
 
   const textEls = [];
@@ -1099,17 +1166,19 @@ function algoliaSearch(query, limit, algoliaOptions) {
         const remappedHits = response.hits.map((hit) => {
           return hit.map((item) => {
             const newItem = { ...item };
-            ["href", "section", "title", "text"].forEach((keyName) => {
-              const mappedName = indexFields[keyName];
-              if (
-                mappedName &&
-                item[mappedName] !== undefined &&
-                mappedName !== keyName
-              ) {
-                newItem[keyName] = item[mappedName];
-                delete newItem[mappedName];
+            ["href", "section", "title", "text", "crumbs"].forEach(
+              (keyName) => {
+                const mappedName = indexFields[keyName];
+                if (
+                  mappedName &&
+                  item[mappedName] !== undefined &&
+                  mappedName !== keyName
+                ) {
+                  newItem[keyName] = item[mappedName];
+                  delete newItem[mappedName];
+                }
               }
-            });
+            );
             newItem.text = highlightMatch(query, newItem.text);
             return newItem;
           });
@@ -1135,6 +1204,7 @@ function fuseSearch(query, fuse, fuseOptions) {
       section: result.item.section,
       href: addParam(result.item.href, kQueryArg, query),
       text: highlightMatch(query, result.item.text),
+      crumbs: result.item.crumbs,
     };
   });
 }
diff --git a/sitemap.xml b/sitemap.xml
index 7f7be4f..1e0a6a4 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,74 +2,74 @@
 
   
     https://ibis-project.github.io/how-to/input-output/basics.html
-    2023-10-02T15:34:35.436Z
+    2023-10-02T15:40:43.922Z
   
   
     https://ibis-project.github.io/posts/llms-and-data-pt1/index.html
-    2023-10-02T15:34:34.572Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/posts/llms-and-data-pt3/index.html
-    2023-10-02T15:34:33.364Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/index.html
-    2023-10-02T15:34:31.296Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/posts.html
-    2023-10-02T15:34:30.248Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/tutorials/python.html
-    2023-10-02T15:34:28.812Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/demo.html
-    2023-10-02T15:34:27.504Z
+    2023-10-02T15:40:43.922Z
   
   
     https://ibis-project.github.io/concepts/user-interfaces.html
-    2023-10-02T15:34:26.664Z
+    2023-10-02T15:40:43.922Z
   
   
     https://ibis-project.github.io/concepts/ops.html
-    2023-10-02T15:34:25.884Z
+    2023-10-02T15:40:43.922Z
   
   
     https://ibis-project.github.io/release_notes.html
-    2023-10-02T15:34:23.396Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/why.html
-    2023-10-02T15:34:25.512Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/concepts/platforms.html
-    2023-10-02T15:34:26.252Z
+    2023-10-02T15:40:43.922Z
   
   
     https://ibis-project.github.io/concepts/llms.html
-    2023-10-02T15:34:27.124Z
+    2023-10-02T15:40:43.922Z
   
   
     https://ibis-project.github.io/tutorials/cli.html
-    2023-10-02T15:34:27.948Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/contribute/contributing.html
-    2023-10-02T15:34:29.200Z
+    2023-10-02T15:40:43.922Z
   
   
     https://ibis-project.github.io/install.html
-    2023-10-02T15:34:30.904Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/posts/llms-and-data-pt0/index.html
-    2023-10-02T15:34:32.916Z
+    2023-10-02T15:40:43.938Z
   
   
     https://ibis-project.github.io/posts/llms-and-data-pt2/index.html
-    2023-10-02T15:34:35.084Z
+    2023-10-02T15:40:43.938Z
   
 
diff --git a/tutorials/cli.html b/tutorials/cli.html
index 098a480..6b76cba 100644
--- a/tutorials/cli.html
+++ b/tutorials/cli.html
@@ -2,7 +2,7 @@
 
 
 
-
+
 
 
 
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -82,7 +82,10 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    null
+  ],
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -107,7 +110,7 @@
   
    
     
   
    
   
 
@@ -253,13 +256,14 @@ 
    On this page
    
   
  • Next steps
    • 
   
   
-
    Edit this page
    Report an issue
    
+
    
     
    
 
 
    
 
 
 
+
 
    
 
    Tutorial: command-line interface (CLI)
    
 
    
@@ -297,7 +301,7 @@ 
    Sta
 IPython 8.16.0 -- An enhanced Interactive Python. Type '?' for help.
 
 [ins] In [1]: birdbrain
-Out[1]: <Bot: birdbrain>
+Out[1]: <Bot: birdbrain>
 
 [ins] In [2]:
    
 
    
@@ -353,6 +357,33 @@ 
    Next steps
    
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -419,13 +450,15 @@ 
    Next steps
    
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -504,10 +537,9 @@ 
    Next steps
    
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -517,8 +549,17 @@ 
    Next steps
    
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -532,6 +573,128 @@ 
    Next steps
    
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -574,6 +737,7 @@ 
    Next steps
    
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -599,6 +763,32 @@ 
    Next steps
    
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -682,4 +872,5 @@ 
    Next steps
    
 
 
 
+
 
\ No newline at end of file
diff --git a/tutorials/python.html b/tutorials/python.html
index 3f9b71a..56a6ad1 100644
--- a/tutorials/python.html
+++ b/tutorials/python.html
@@ -2,7 +2,7 @@
 
 
 
-
+
 
 
 
@@ -22,7 +22,7 @@
 }
 /* CSS for syntax highlighting */
 pre > code.sourceCode { white-space: pre; position: relative; }
-pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
+pre > code.sourceCode > span { line-height: 1.25; }
 pre > code.sourceCode > span:empty { height: 1.2em; }
 .sourceCode { overflow: visible; }
 code.sourceCode > span { color: inherit; text-decoration: inherit; }
@@ -82,7 +82,10 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    null
+  ],
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -107,7 +110,7 @@
   
    
     
   
    
   
 
@@ -261,13 +264,14 @@ 
    On this page
    
   
  • Next steps
    • 
   
   
-
    Edit this page
    Report an issue
    
+
    
     
    
 
 
    
 
 
 
+
 
    
 
    Tutorial: (interactive) Python
    
 
    
@@ -647,6 +651,33 @@ 
    Next steps
    
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -713,13 +744,15 @@ 
    Next steps
    
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -798,10 +831,9 @@ 
    Next steps
    
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -811,8 +843,17 @@ 
    Next steps
    
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -826,6 +867,128 @@ 
    Next steps
    
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -868,6 +1031,7 @@ 
    Next steps
    
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -893,6 +1057,32 @@ 
    Next steps
    
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -976,4 +1166,5 @@ 
    Next steps
    
 
 
 
+
 
\ No newline at end of file
diff --git a/why.html b/why.html
index 44b5a06..b433999 100644
--- a/why.html
+++ b/why.html
@@ -2,7 +2,7 @@
 
 
 
-
+
 
 
 
@@ -48,7 +48,10 @@
   "collapse-after": 3,
   "panel-placement": "end",
   "type": "overlay",
-  "limit": 20,
+  "limit": 50,
+  "keyboard-shortcut": [
+    null
+  ],
   "language": {
     "search-no-results-text": "No results",
     "search-matching-documents-text": "matching documents",
@@ -73,7 +76,7 @@
   
    
     
   
    
   
 
@@ -229,13 +232,14 @@ 
    On this page
    
   
  • Composable data systems are MICE
    • 
   
   
-
    Edit this page
    Report an issue
    
+
    
     
    
 
 
    
 
 
 
+
 
    
 
    Why Ibis Birdbrain?
    
 
    Ibis is the portable Python dataframe library.
    
@@ -303,6 +307,33 @@ 
    Composabl
       }
     }
   }
+  const toggleGiscusIfUsed = (isAlternate, darkModeDefault) => {
+    const baseTheme = document.querySelector('#giscus-base-theme')?.value ?? 'light';
+    const alternateTheme = document.querySelector('#giscus-alt-theme')?.value ?? 'dark';
+    let newTheme = '';
+    if(darkModeDefault) {
+      newTheme = isAlternate ? baseTheme : alternateTheme;
+    } else {
+      newTheme = isAlternate ? alternateTheme : baseTheme;
+    }
+    const changeGiscusTheme = () => {
+      // From: https://github.com/giscus/giscus/issues/336
+      const sendMessage = (message) => {
+        const iframe = document.querySelector('iframe.giscus-frame');
+        if (!iframe) return;
+        iframe.contentWindow.postMessage({ giscus: message }, 'https://giscus.app');
+      }
+      sendMessage({
+        setConfig: {
+          theme: newTheme
+        }
+      });
+    }
+    const isGiscussLoaded = window.document.querySelector('iframe.giscus-frame') !== null;
+    if (isGiscussLoaded) {
+      changeGiscusTheme();
+    }
+  }
   const toggleColorMode = (alternate) => {
     // Switch the stylesheets
     const alternateStylesheets = window.document.querySelectorAll('link.quarto-color-scheme.quarto-color-alternate');
@@ -369,13 +400,15 @@ 
    Composabl
       return localAlternateSentinel;
     }
   }
-  let localAlternateSentinel = 'alternate';
+  const darkModeDefault = true;
+  let localAlternateSentinel = darkModeDefault ? 'alternate' : 'default';
   // Dark / light mode switch
   window.quartoToggleColorScheme = () => {
     // Read the current dark / light value 
     let toAlternate = !hasAlternateSentinel();
     toggleColorMode(toAlternate);
     setStyleSentinel(toAlternate);
+    toggleGiscusIfUsed(toAlternate, darkModeDefault);
   };
   // Ensure there is a toggle, if there isn't float one in the top right
   if (window.document.querySelector('.quarto-color-scheme-toggle') === null) {
@@ -454,10 +487,9 @@ 
    Composabl
     // clear code selection
     e.clearSelection();
   });
-  function tippyHover(el, contentFn) {
+  function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
     const config = {
       allowHTML: true,
-      content: contentFn,
       maxWidth: 500,
       delay: 100,
       arrow: false,
@@ -467,8 +499,17 @@ 
    Composabl
       interactive: true,
       interactiveBorder: 10,
       theme: 'quarto',
-      placement: 'bottom-start'
+      placement: 'bottom-start',
     };
+    if (contentFn) {
+      config.content = contentFn;
+    }
+    if (onTriggerFn) {
+      config.onTrigger = onTriggerFn;
+    }
+    if (onUntriggerFn) {
+      config.onUntrigger = onUntriggerFn;
+    }
     window.tippy(el, config); 
   }
   const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
@@ -482,6 +523,128 @@ 
    Composabl
       const note = window.document.getElementById(id);
       return note.innerHTML;
     });
+  }
+  const xrefs = window.document.querySelectorAll('a.quarto-xref');
+  const processXRef = (id, note) => {
+    // Strip column container classes
+    const stripColumnClz = (el) => {
+      el.classList.remove("page-full", "page-columns");
+      if (el.children) {
+        for (const child of el.children) {
+          stripColumnClz(child);
+        }
+      }
+    }
+    stripColumnClz(note)
+    const typesetMath = (el) => {
+      if (window.MathJax) {
+        // MathJax Typeset
+        window.MathJax.typeset([el]);
+      } else if (window.katex) {
+        // KaTeX Render
+        var mathElements = el.getElementsByClassName("math");
+        var macros = [];
+        for (var i = 0; i < mathElements.length; i++) {
+          var texText = mathElements[i].firstChild;
+          if (mathElements[i].tagName == "SPAN") {
+            window.katex.render(texText.data, mathElements[i], {
+              displayMode: mathElements[i].classList.contains('display'),
+              throwOnError: false,
+              macros: macros,
+              fleqn: false
+            });
+          }
+        }
+      }
+    }
+    if (id === null || id.startsWith('sec-')) {
+      // Special case sections, only their first couple elements
+      const container = document.createElement("div");
+      if (note.children && note.children.length > 2) {
+        for (let i = 0; i < 2; i++) {
+          container.appendChild(note.children[i].cloneNode(true));
+        }
+        typesetMath(container);
+        return container.innerHTML
+      } else {
+        typesetMath(note);
+        return note.innerHTML;
+      }
+    } else {
+      // Remove any anchor links if they are present
+      const anchorLink = note.querySelector('a.anchorjs-link');
+      if (anchorLink) {
+        anchorLink.remove();
+      }
+      typesetMath(note);
+      return note.innerHTML;
+    }
+  }
+  for (var i=0; i res.text())
+          .then(html => {
+            const parser = new DOMParser();
+            const htmlDoc = parser.parseFromString(html, "text/html");
+            const note = htmlDoc.getElementById(id);
+            if (note !== null) {
+              const html = processXRef(id, note);
+              instance.setContent(html);
+            } 
+          }).finally(() => {
+            instance.enable();
+            instance.show();
+          });
+        }
+      } else {
+        // See if we can fetch a full url (with no hash to target)
+        // This is a special case and we should probably do some content thinning / targeting
+        fetch(url)
+        .then(res => res.text())
+        .then(html => {
+          const parser = new DOMParser();
+          const htmlDoc = parser.parseFromString(html, "text/html");
+          const note = htmlDoc.querySelector('main.content');
+          if (note !== null) {
+            // This should only happen for chapter cross references
+            // (since there is no id in the URL)
+            // remove the first header
+            if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
+              note.children[0].remove();
+            }
+            const html = processXRef(null, note);
+            instance.setContent(html);
+          } 
+        }).finally(() => {
+          instance.enable();
+          instance.show();
+        });
+      }
+    }, function(instance) {
+    });
   }
       let selectedAnnoteEl;
       const selectorForAnnotation = ( cell, annotation) => {
@@ -524,6 +687,7 @@ 
    Composabl
             }
             div.style.top = top - 2 + "px";
             div.style.height = height + 4 + "px";
+            div.style.left = 0;
             let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
             if (gutterDiv === null) {
               gutterDiv = window.document.createElement("div");
@@ -549,6 +713,32 @@ 
    Composabl
         });
         selectedAnnoteEl = undefined;
       };
+        // Handle positioning of the toggle
+    window.addEventListener(
+      "resize",
+      throttle(() => {
+        elRect = undefined;
+        if (selectedAnnoteEl) {
+          selectCodeLines(selectedAnnoteEl);
+        }
+      }, 10)
+    );
+    function throttle(fn, ms) {
+    let throttle = false;
+    let timer;
+      return (...args) => {
+        if(!throttle) { // first call gets through
+            fn.apply(this, args);
+            throttle = true;
+        } else { // all the others get throttled
+            if(timer) clearTimeout(timer); // cancel #2
+            timer = setTimeout(() => {
+              fn.apply(this, args);
+              timer = throttle = false;
+            }, ms);
+        }
+      };
+    }
       // Attach click handler to the DT
       const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
       for (const annoteDlNode of annoteDls) {
@@ -632,4 +822,5 @@ 
    Composabl
 
 
 
+
 
\ No newline at end of file