diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial.html b/R/chapter-3-beta-binomial/ch3-beta-binomial.html index 77ce010..0069a62 100644 --- a/R/chapter-3-beta-binomial/ch3-beta-binomial.html +++ b/R/chapter-3-beta-binomial/ch3-beta-binomial.html @@ -148,7 +148,8 @@ code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warni 
library(bayesrules)
-library(tidyverse)
+library(tidyverse) +library(patchwork)

The chapter is set up with an example of polling results. We are put into the scenario where we are managig the campaing for a candidate. We know that on average her support based on recent polls is around 45%. In the next few sections we’ll work through our Bayesian framework and incorporate a new tool the Beta-Binomial model. This model will take develop a continuous prior, as opposed to the discrete one’s we’ve been working with so far.

@@ -229,7 +230,7 @@ The Standard Uniform

When \pi can take equally take on any value between 0 and 1, we can model \pi using the standard uniform model.

\pi \sim Unif(0, 1)

-

the pdf of Unif(0, 1) is \f(\pi) = 1

+

the pdf of Unif(0, 1) is f(\pi) = 1

Note that Unif(0, 1) is just a special case of the Beta with hyperparameters \alpha = \beta = 1, see Figure 2

@@ -282,6 +283,136 @@ The Standard Uniform

it follows that

SD = \sqrt{Var(\pi)}

+
+

Tuning the beta prior

+

Now that we know we can use the beta model to represent \pi for \pi \in [0, 1], what we need to try and do is tune the model so that it best represents our prior. Our options of course are chaning values of \alpha and \beta. We can make use of the fact that we know that on average the candidate is polling at around 45%. That is we know that

+

E(\pi) \approx .45 \approx \frac{\alpha}{\alpha + \beta}

+

so I tried to work through the algebra myself, but was unable to do so, the book gets to the following conclusion

+

\alpha = \frac{9}{11}\beta

+
+
p <- plot_beta(9, 11) + 
+    labs(title="Beta(9,11)") + 
+    scale_x_continuous(breaks=seq(0, 1, by=.1))
+p2 <- plot_beta(27, 33) + 
+    labs(title="Beta(27,33)") + 
+    scale_x_continuous(breaks=seq(0, 1, by=.1))
+p3 <- plot_beta(45, 55) + 
+    labs(title="Beta(45,55)") + 
+    scale_x_continuous(breaks=seq(0, 1, by=.1))
+
+p / p2 / p3
+
+

+
+
+

when compared to the original polling values, we can see that the closest of these is Beta(45, 55)

+

we can get the pdf, and then mean, mode and variance of the pdf.

+

f(\pi) = \frac{\Gamma(100)}{\Gamma(45)\Gamma(55)}\pi^{44}(1-\pi)^{54}

+

E(\pi) = \frac{45}{45 + 55} = .4500 \text{Mode}(\pi) = \frac{45 - 1}{45 + 55 - 2} = .449 SD(\pi) = .05

+
+
rb1 <- rbinom(10000, 50, .2)
+rb2 <- rbinom(10000, 50, .3)
+rb3 <- rbinom(10000, 50, .5)
+rb4 <- rbinom(10000, 50, .6)
+rb5 <- rbinom(10000, 50, .7)
+rb6 <- rbinom(10000, 50, .8)
+
+results <- tibble(
+    `Bin(50, .2)` = rb1,
+    `Bin(50, .3)` = rb2,
+    `Bin(50, .5)` = rb3,
+    `Bin(50, .6)` = rb4,
+    `Bin(50, .7)` = rb5,
+    `Bin(50, .8)` = rb6,
+) |>
+    pivot_longer(names_to = "bin_model", values_to = "value", 
+    `Bin(50, .2)`:`Bin(50, .8)`) |>
+    mutate(is_30 = value == 30)
+
+results |>
+    ggplot(aes(value, fill=is_30)) + geom_bar(stat = "count") +
+    scale_fill_manual(values = c("grey30", "darkblue"), guide="none") + 
+    facet_wrap(vars(bin_model))
+
+
+
+

+

Figure 4: ?(caption)

+
+
+
+
+

After the finish the poll, we see that the actual value of Y is 30. The vertical line in Figure 4

+
+
results <- tibble(
+    ys = 1:50, 
+    `beta(50, .1)` = dbinom(x = ys, size = 50, prob = .1),
+    `beta(50, .2)` = dbinom(x = ys, size = 50, prob = .2),
+    `beta(50, .3)` = dbinom(x = ys, size = 50, prob = .3),
+    `beta(50, .4)` = dbinom(x = ys, size = 50, prob = .4),
+    `beta(50, .5)` = dbinom(x = ys, size = 50, prob = .5),
+    `beta(50, .6)` = dbinom(x = ys, size = 50, prob = .6),
+    `beta(50, .7)` = dbinom(x = ys, size = 50, prob = .7),
+    `beta(50, .8)` = dbinom(x = ys, size = 50, prob = .8),
+    `beta(50, .9)` = dbinom(x = ys, size = 50, prob = .9),
+) |>
+    pivot_longer(names_to = "beta_model", values_to="value", -ys) |>
+    mutate(
+        is_30 = ys == 30, 
+        pie = rep(c(.1, .2, .3, .4, .5, .6, .7, .8, .9), 50))
+
+results |> ggplot(aes(ys, value, fill = is_30)) + 
+    geom_col() + 
+    scale_fill_manual(values = c("darkgray", "darkblue"), guide="none") + 
+    facet_wrap(vars(beta_model))
+
+

+
+
+
+
results |>
+    filter(is_30) |>
+    ggplot(aes(pie, value)) + geom_col() + 
+    scale_x_continuous(breaks = seq(.1, .9, by = .1))
+
+

+
+
+
+
summarize_beta_binomial(alpha=45, beta=55, n=50, y=30)
+
+
      model alpha beta mean      mode         var         sd
+1     prior    45   55 0.45 0.4489796 0.002450495 0.04950248
+2 posterior    75   75 0.50 0.5000000 0.001655629 0.04068942
+
+
+
+ +
+

Simulation

+

In this simulation we first generate 10,000 random values from a beta distribution with parameter \alpha = 45, \beta = 55. Recall, that this is what we believe to be support based on recent polls for the candidate, and therefore our prior. We use each one of these are the prob value (the \pi value) into 10,000 more random this time from the binomial distribution with n = 50. This binomial distribution is the model for Y conditioned on \pi.

+
+
sim <- tibble(
+    pi = rbeta(10000, 45, 55)
+) |>
+    mutate(y = rbinom(10000, size = 50, prob = pi))
+
+
+
sim |>
+    ggplot(aes(pi, y)) + geom_point(aes(color = (y == 30))) + 
+    scale_color_manual(values = c("darkgrey", "navyblue"))
+
+

+
+
+
+
sim |>
+    filter(y == 30) |> # the posterior
+    ggplot(aes(pi)) + geom_density()
+
+

+
+
diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial.qmd b/R/chapter-3-beta-binomial/ch3-beta-binomial.qmd index 56931fe..37e7e20 100644 --- a/R/chapter-3-beta-binomial/ch3-beta-binomial.qmd +++ b/R/chapter-3-beta-binomial/ch3-beta-binomial.qmd @@ -18,6 +18,7 @@ format: ```{r} library(bayesrules) library(tidyverse) +library(patchwork) ``` The chapter is set up with an example of polling results. We are put into @@ -93,7 +94,7 @@ we can model $\pi$ using the standard uniform model. $$\pi \sim Unif(0, 1)$$ -the pdf of $Unif(0, 1)$ is $\f(\pi) = 1$ +the pdf of $Unif(0, 1)$ is $f(\pi) = 1$ Note that $Unif(0, 1)$ is just a special case of the Beta with hyperparameters $\alpha = \beta = 1$, see @fig-std-unif-as-beta @@ -151,3 +152,151 @@ it follows that $$SD = \sqrt{Var(\pi)}$$ + +### Tuning the beta prior + +Now that we know we can use the beta model to represent +$\pi$ for $\pi \in [0, 1]$, what we need to try and do is +tune the model so that it best represents our prior. Our +options of course are chaning values of $\alpha$ and $\beta$. +We can make use of the fact that we know that on average +the candidate is polling at around 45%. That is we know +that + +$$E(\pi) \approx .45 \approx \frac{\alpha}{\alpha + \beta}$$ + +*so I tried to work through the algebra myself, but was +unable to do so, the book gets to the following conclusion* + +$$\alpha = \frac{9}{11}\beta$$ + + +```{r} +p <- plot_beta(9, 11) + + labs(title="Beta(9,11)") + + scale_x_continuous(breaks=seq(0, 1, by=.1)) +p2 <- plot_beta(27, 33) + + labs(title="Beta(27,33)") + + scale_x_continuous(breaks=seq(0, 1, by=.1)) +p3 <- plot_beta(45, 55) + + labs(title="Beta(45,55)") + + scale_x_continuous(breaks=seq(0, 1, by=.1)) + +p / p2 / p3 +``` + +when compared to the original polling values, we can see that the closest +of these is $Beta(45, 55)$ + +we can get the pdf, and then mean, mode and variance of the pdf. + +$$f(\pi) = \frac{\Gamma(100)}{\Gamma(45)\Gamma(55)}\pi^{44}(1-\pi)^{54}$$ + +$$E(\pi) = \frac{45}{45 + 55} = .4500$$ +$$\text{Mode}(\pi) = \frac{45 - 1}{45 + 55 - 2} = .449$$ +$$ SD(\pi) = .05$$ + + +```{r} +#| label: fig-betas-for-poll +#| fig-caption: "the prior distrubtions with Y = 30 hihglighted" + +rb1 <- rbinom(10000, 50, .2) +rb2 <- rbinom(10000, 50, .3) +rb3 <- rbinom(10000, 50, .5) +rb4 <- rbinom(10000, 50, .6) +rb5 <- rbinom(10000, 50, .7) +rb6 <- rbinom(10000, 50, .8) + +results <- tibble( + `Bin(50, .2)` = rb1, + `Bin(50, .3)` = rb2, + `Bin(50, .5)` = rb3, + `Bin(50, .6)` = rb4, + `Bin(50, .7)` = rb5, + `Bin(50, .8)` = rb6, +) |> + pivot_longer(names_to = "bin_model", values_to = "value", + `Bin(50, .2)`:`Bin(50, .8)`) |> + mutate(is_30 = value == 30) + +results |> + ggplot(aes(value, fill=is_30)) + geom_bar(stat = "count") + + scale_fill_manual(values = c("grey30", "darkblue"), guide="none") + + facet_wrap(vars(bin_model)) + +``` + +After the finish the poll, we see that the actual value of +$Y$ is 30. The vertical line in @fig-betas-for-poll + + +```{r} +results <- tibble( + ys = 1:50, + `beta(50, .1)` = dbinom(x = ys, size = 50, prob = .1), + `beta(50, .2)` = dbinom(x = ys, size = 50, prob = .2), + `beta(50, .3)` = dbinom(x = ys, size = 50, prob = .3), + `beta(50, .4)` = dbinom(x = ys, size = 50, prob = .4), + `beta(50, .5)` = dbinom(x = ys, size = 50, prob = .5), + `beta(50, .6)` = dbinom(x = ys, size = 50, prob = .6), + `beta(50, .7)` = dbinom(x = ys, size = 50, prob = .7), + `beta(50, .8)` = dbinom(x = ys, size = 50, prob = .8), + `beta(50, .9)` = dbinom(x = ys, size = 50, prob = .9), +) |> + pivot_longer(names_to = "beta_model", values_to="value", -ys) |> + mutate( + is_30 = ys == 30, + pie = rep(c(.1, .2, .3, .4, .5, .6, .7, .8, .9), 50)) + +results |> ggplot(aes(ys, value, fill = is_30)) + + geom_col() + + scale_fill_manual(values = c("darkgray", "darkblue"), guide="none") + + facet_wrap(vars(beta_model)) +``` + + +```{r} +results |> + filter(is_30) |> + ggplot(aes(pie, value)) + geom_col() + + scale_x_continuous(breaks = seq(.1, .9, by = .1)) +``` + + +```{r} +summarize_beta_binomial(alpha=45, beta=55, n=50, y=30) +``` + +## Simulation + +In this simulation we first generate 10,000 random values from +a beta distribution with parameter $\alpha = 45, \beta = 55$. Recall, +that this is what we believe to be support based on recent polls for the +candidate, and therefore our prior. We +use each one of these as the `prob` value (the $\pi$ value) into +10,000 more random samples from `rbinom` with +$n = 50$. This binomial distribution is how we model the likelihood. Our +simualtion will + +```{r} +sim <- tibble( + pi = rbeta(10000, 45, 55) +) |> + mutate(y = rbinom(10000, size = 50, prob = pi)) +``` + + + +```{r} +sim |> + ggplot(aes(pi, y)) + geom_point(aes(color = (y == 30))) + + scale_color_manual(values = c("darkgrey", "navyblue")) +``` + + +```{r} +sim |> + filter(y == 30) |> # the posterior + ggplot(aes(pi)) + geom_density() +``` diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/fig-betas-for-poll-1.png b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/fig-betas-for-poll-1.png new file mode 100644 index 0000000..f8b87a8 Binary files /dev/null and b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/fig-betas-for-poll-1.png differ diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-12-1.png b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-12-1.png new file mode 100644 index 0000000..126717d Binary files /dev/null and b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-12-1.png differ diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-13-1.png b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-13-1.png new file mode 100644 index 0000000..9f0c637 Binary files /dev/null and b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-13-1.png differ diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-6-1.png b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-6-1.png new file mode 100644 index 0000000..ff7024b Binary files /dev/null and b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-6-1.png differ diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-7-1.png b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-7-1.png new file mode 100644 index 0000000..5c2b96a Binary files /dev/null and b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-7-1.png differ diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-8-1.png b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-8-1.png new file mode 100644 index 0000000..48211fc Binary files /dev/null and b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-8-1.png differ diff --git a/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-9-1.png b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-9-1.png new file mode 100644 index 0000000..f260256 Binary files /dev/null and b/R/chapter-3-beta-binomial/ch3-beta-binomial_files/figure-html/unnamed-chunk-9-1.png differ diff --git a/R/chapter-3-beta-binomial/styles.css b/R/chapter-3-beta-binomial/styles.css index ea389ca..723d083 100644 --- a/R/chapter-3-beta-binomial/styles.css +++ b/R/chapter-3-beta-binomial/styles.css @@ -1,6 +1,5 @@ @import url('https://fonts.googleapis.com/css?family=Lora&display=swap'); -@import url('https://fonts.googleapis.com/css?family=Source+Code+Pro&display=swap'); body { - font-family: 'Lora'; + font-family: 'Lora' } \ No newline at end of file diff --git a/R/misc/beta-binomial.html b/R/misc/beta-binomial.html new file mode 100644 index 0000000..27058d8 --- /dev/null +++ b/R/misc/beta-binomial.html @@ -0,0 +1,203 @@ + + + + + + + + + + +Beta-Binomial Bayesian Model Example + + + + + + + + + + + + + + + + + + + + + + + +
+ +
+ +
+
+

Beta-Binomial Bayesian Model Example

+
+ + + +
+ +
+
Author
+
+

Emanuel Rodriguez

+
+
+ + +
+ + +
+ +
+

Introduction

+

In this short article I will try to put together a set of notes to go over the Beta-Binomial Bayesian Model. The example used here is pretty trivial but so is this model so :shrug:

+
+
+

When to use the Beta-Binomial?

+

The situations it makes sense to use the Beta-Binomial Model (BBM) are cases where we have some conditional dependence between a random variable Y and a continuous parameter \pi \in [0, 1]. Where Y is the number of successes in n independent trials, each with a probability of success \pi.

+

For the sake of these notes, let us start by setting up an example that will allow us to illustrate the implementation of this model. Suppose there is a slot machine manufacturer who recently was accused of embedding software into the hardware that would cause more losses than usual to players. To be allowed to continue selling machines to casinos, they must go through a series of inspections. The body governing the sale of these machines has tasked us to determine whether or not the software has been completely removed or if, instead, the company refined the bias to make it less noticeable.

+
+
+

What we already know

+
+ +
+ + +
+ + + + \ No newline at end of file diff --git a/R/misc/beta-binomial.qmd b/R/misc/beta-binomial.qmd new file mode 100644 index 0000000..8785fd3 --- /dev/null +++ b/R/misc/beta-binomial.qmd @@ -0,0 +1,44 @@ +--- +title: "Beta-Binomial Bayesian Model Example" +author: "Emanuel Rodriguez" +execute: + message: false + warning: false +format: + html: + monofont: "Cascadia Mono" + highlight-style: gruvbox-dark + css: styles.css + callout-icon: false + callout-apperance: simple + toc: false + html-math-method: katex +--- + +## Introduction + +In this short article I will try to put together a set of notes to +go over the Beta-Binomial Bayesian Model. The example used here is pretty +trivial but so is this model so :shrug: + +## When to use the Beta-Binomial? + +The situations it makes sense to use the Beta-Binomial Model (BBM) are +cases where we have some conditional dependence between a random +variable $Y$ and a continuous parameter $\pi \in [0, 1]$. Where $Y$ is the number of successes in $n$ independent trials, each with a probability of +success $\pi$. + +For the sake of these notes, let us start by setting up an example that will +allow us to illustrate the implementation of this model. Suppose there +is a slot machine manufacturer who recently was accused of embedding software +into the hardware that would cause more losses than usual to players. +To be allowed to continue selling machines to casinos, they must go through a +series of inspections. The body governing the sale of these machines has tasked +us to determine whether or not the software has been completely removed or if, +instead, the company refined the bias to make it less noticeable. + + +## What we already know + +The set of facts that we can put together to build a known distribution + diff --git a/R/misc/beta-binomial_files/libs/bootstrap/bootstrap-icons.css b/R/misc/beta-binomial_files/libs/bootstrap/bootstrap-icons.css new file mode 100644 index 0000000..f51d04b --- /dev/null +++ b/R/misc/beta-binomial_files/libs/bootstrap/bootstrap-icons.css @@ -0,0 +1,1704 @@ +@font-face { + font-family: "bootstrap-icons"; + src: +url("./bootstrap-icons.woff?524846017b983fc8ded9325d94ed40f3") format("woff"); +} + +.bi::before, +[class^="bi-"]::before, +[class*=" bi-"]::before { + display: inline-block; + font-family: bootstrap-icons !important; + font-style: normal; + font-weight: normal !important; + font-variant: normal; + text-transform: none; + line-height: 1; + vertical-align: -.125em; + -webkit-font-smoothing: antialiased; + -moz-osx-font-smoothing: grayscale; +} + +.bi-123::before { content: "\f67f"; } +.bi-alarm-fill::before { content: "\f101"; } +.bi-alarm::before { content: "\f102"; } +.bi-align-bottom::before { content: "\f103"; } +.bi-align-center::before { content: "\f104"; } +.bi-align-end::before { content: "\f105"; } +.bi-align-middle::before { content: "\f106"; } +.bi-align-start::before { content: "\f107"; } +.bi-align-top::before { content: "\f108"; } +.bi-alt::before { content: "\f109"; } +.bi-app-indicator::before { content: "\f10a"; } +.bi-app::before { content: "\f10b"; } +.bi-archive-fill::before { content: "\f10c"; } +.bi-archive::before { content: "\f10d"; } +.bi-arrow-90deg-down::before { content: "\f10e"; } +.bi-arrow-90deg-left::before { content: "\f10f"; } +.bi-arrow-90deg-right::before { content: "\f110"; } +.bi-arrow-90deg-up::before { content: "\f111"; } +.bi-arrow-bar-down::before { content: "\f112"; } 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Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;ij.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;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 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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 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t in this._activeTrigger)if(this._activeTrigger[t])return!0;return!1}_getConfig(t){const e=U.getDataAttributes(this._element);return Object.keys(e).forEach((t=>{Gi.has(t)&&delete e[t]})),(t={...this.constructor.Default,...e,..."object"==typeof t&&t?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()),a(Qi,t,this.constructor.DefaultType),t.sanitize&&(t.template=Yi(t.template,t.allowList,t.sanitizeFn)),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t}_cleanTipClass(){const t=this.getTipElement(),e=new 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 fn={...un.Default,placement:"right",offset:[0,8],trigger:"click",content:"",template:''},pn={...un.DefaultType,content:"(string|element|function)"},mn={HIDE:"hide.bs.popover",HIDDEN:"hidden.bs.popover",SHOW:"show.bs.popover",SHOWN:"shown.bs.popover",INSERTED:"inserted.bs.popover",CLICK:"click.bs.popover",FOCUSIN:"focusin.bs.popover",FOCUSOUT:"focusout.bs.popover",MOUSEENTER:"mouseenter.bs.popover",MOUSELEAVE:"mouseleave.bs.popover"};class gn extends un{static get Default(){return fn}static get NAME(){return"popover"}static get Event(){return mn}static get DefaultType(){return pn}isWithContent(){return this.getTitle()||this._getContent()}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),".popover-header"),this._sanitizeAndSetContent(t,this._getContent(),".popover-body")}_getContent(){return this._resolvePossibleFunction(this._config.content)}_getBasicClassPrefix(){return"bs-popover"}static jQueryInterface(t){return this.each((function(){const 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e=n(this._element),i=this._element.closest(".nav, .list-group");if(i){const e="UL"===i.nodeName||"OL"===i.nodeName?Ln:kn;t=V.find(e,i),t=t[t.length-1]}const s=t?j.trigger(t,"hide.bs.tab",{relatedTarget:this._element}):null;if(j.trigger(this._element,"show.bs.tab",{relatedTarget:t}).defaultPrevented||null!==s&&s.defaultPrevented)return;this._activate(this._element,i);const o=()=>{j.trigger(t,"hidden.bs.tab",{relatedTarget:this._element}),j.trigger(this._element,"shown.bs.tab",{relatedTarget:t})};e?this._activate(e,e.parentNode,o):o()}_activate(t,e,i){const n=(!e||"UL"!==e.nodeName&&"OL"!==e.nodeName?V.children(e,kn):V.find(Ln,e))[0],s=i&&n&&n.classList.contains(On),o=()=>this._transitionComplete(t,n,i);n&&s?(n.classList.remove(Cn),this._queueCallback(o,t,!0)):o()}_transitionComplete(t,e,i){if(e){e.classList.remove(Tn);const t=V.findOne(":scope > .dropdown-menu 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Dn="toast",Sn="hide",Nn="show",In="showing",Pn={animation:"boolean",autohide:"boolean",delay:"number"},jn={animation:!0,autohide:!0,delay:5e3};class Mn extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._timeout=null,this._hasMouseInteraction=!1,this._hasKeyboardInteraction=!1,this._setListeners()}static get DefaultType(){return Pn}static get Default(){return jn}static get NAME(){return Dn}show(){j.trigger(this._element,"show.bs.toast").defaultPrevented||(this._clearTimeout(),this._config.animation&&this._element.classList.add("fade"),this._element.classList.remove(Sn),u(this._element),this._element.classList.add(Nn),this._element.classList.add(In),this._queueCallback((()=>{this._element.classList.remove(In),j.trigger(this._element,"shown.bs.toast"),this._maybeScheduleHide()}),this._element,this._config.animation))}hide(){this._element.classList.contains(Nn)&&(j.trigger(this._element,"hide.bs.toast").defaultPrevented||(this._element.classList.add(In),this._queueCallback((()=>{this._element.classList.add(Sn),this._element.classList.remove(In),this._element.classList.remove(Nn),j.trigger(this._element,"hidden.bs.toast")}),this._element,this._config.animation)))}dispose(){this._clearTimeout(),this._element.classList.contains(Nn)&&this._element.classList.remove(Nn),super.dispose()}_getConfig(t){return t={...jn,...U.getDataAttributes(this._element),..."object"==typeof t&&t?t:{}},a(Dn,t,this.constructor.DefaultType),t}_maybeScheduleHide(){this._config.autohide&&(this._hasMouseInteraction||this._hasKeyboardInteraction||(this._timeout=setTimeout((()=>{this.hide()}),this._config.delay)))}_onInteraction(t,e){switch(t.type){case"mouseover":case"mouseout":this._hasMouseInteraction=e;break;case"focusin":case"focusout":this._hasKeyboardInteraction=e}if(e)return void this._clearTimeout();const i=t.relatedTarget;this._element===i||this._element.contains(i)||this._maybeScheduleHide()}_setListeners(){j.on(this._element,"mouseover.bs.toast",(t=>this._onInteraction(t,!0))),j.on(this._element,"mouseout.bs.toast",(t=>this._onInteraction(t,!1))),j.on(this._element,"focusin.bs.toast",(t=>this._onInteraction(t,!0))),j.on(this._element,"focusout.bs.toast",(t=>this._onInteraction(t,!1)))}_clearTimeout(){clearTimeout(this._timeout),this._timeout=null}static jQueryInterface(t){return this.each((function(){const e=Mn.getOrCreateInstance(this,t);if("string"==typeof 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0000000..d58fff2 --- /dev/null +++ b/R/misc/beta-binomial_files/libs/quarto-html/quarto-syntax-highlighting.css @@ -0,0 +1,182 @@ +/* quarto syntax highlight colors */ +:root { + --quarto-hl-kw-color: #ebdbb2; + --quarto-hl-fu-color: #689d6a; + --quarto-hl-va-color: #458588; + --quarto-hl-cf-color: #cc241d; + --quarto-hl-op-color: #ebdbb2; + --quarto-hl-bu-color: #d65d0e; + --quarto-hl-ex-color: #689d6a; + --quarto-hl-pp-color: #d65d0e; + --quarto-hl-at-color: #d79921; + --quarto-hl-ch-color: #b16286; + --quarto-hl-sc-color: #b16286; + --quarto-hl-st-color: #98971a; + --quarto-hl-vs-color: #98971a; + --quarto-hl-ss-color: #98971a; + --quarto-hl-im-color: #689d6a; + --quarto-hl-dt-color: #d79921; + --quarto-hl-dv-color: #f67400; + --quarto-hl-bn-color: #f67400; + --quarto-hl-fl-color: #f67400; + --quarto-hl-cn-color: #b16286; + --quarto-hl-co-color: #928374; + --quarto-hl-do-color: #98971a; + --quarto-hl-an-color: #98971a; + --quarto-hl-cv-color: #928374; + --quarto-hl-re-color: #928374; + --quarto-hl-in-color: #282828; + --quarto-hl-wa-color: #282828; + --quarto-hl-al-color: #282828; + --quarto-hl-er-color: #cc241d; +} + +/* other quarto variables */ +:root { + --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace; +} + +pre > code.sourceCode > span { + color: #ebdbb2; +} + +code span { + color: #ebdbb2; +} + +code.sourceCode > span { + color: #ebdbb2; +} + +div.sourceCode, +div.sourceCode pre.sourceCode { + color: #ebdbb2; +} + +code span.kw { + color: #ebdbb2; + font-weight: bold; +} + +code span.fu { + color: #689d6a; +} + +code span.va { + color: #458588; +} + +code span.cf { + color: #cc241d; + font-weight: bold; +} + +code span.op { + color: #ebdbb2; +} + +code span.bu { + color: #d65d0e; +} + +code span.ex { + color: #689d6a; + font-weight: bold; +} + +code span.pp { + color: #d65d0e; +} + +code span.at { + color: #d79921; +} + +code span.ch { + color: #b16286; +} + +code span.sc { + color: #b16286; +} + +code span.st { + color: #98971a; +} + +code span.vs { + color: #98971a; +} + +code span.ss { + color: #98971a; +} + +code span.im { + color: #689d6a; +} + +code span.dt { + color: #d79921; +} + +code span.dv { + color: #f67400; +} + +code span.bn { + color: #f67400; +} + +code span.fl { + color: #f67400; +} + +code span.cn { + color: #b16286; + font-weight: bold; +} + +code span.co { + color: #928374; +} + +code span.do { + color: #98971a; +} + +code span.an { + color: #98971a; +} + +code span.cv { + color: #928374; +} + +code span.re { + color: #928374; +} + +code span.in { + color: #282828; +} + +code span.wa { + color: #282828; +} + +code span.al { + color: #282828; + font-weight: bold; +} + +code span.er { + color: #cc241d; + text-decoration: underline; +} + +.prevent-inlining { + content: " { + const sibling = el.previousElementSibling; + if (sibling && sibling.tagName === "A") { + return sibling.classList.contains("active"); + } else { + return false; + } + }; + + // fire slideEnter for bootstrap tab activations (for htmlwidget resize behavior) + function fireSlideEnter(e) { + const event = window.document.createEvent("Event"); + event.initEvent("slideenter", true, true); + window.document.dispatchEvent(event); + } + const tabs = window.document.querySelectorAll('a[data-bs-toggle="tab"]'); + tabs.forEach((tab) => { + tab.addEventListener("shown.bs.tab", fireSlideEnter); + }); + + // Track scrolling and mark TOC links as active + // get table of contents and sidebar (bail if we don't have at least one) + const tocLinks = tocEl + ? [...tocEl.querySelectorAll("a[data-scroll-target]")] + : []; + const makeActive = (link) => tocLinks[link].classList.add("active"); + const removeActive = (link) => tocLinks[link].classList.remove("active"); + const removeAllActive = () => + [...Array(tocLinks.length).keys()].forEach((link) => removeActive(link)); + + // activate the anchor for a section associated with this TOC entry + tocLinks.forEach((link) => { + link.addEventListener("click", () => { + if (link.href.indexOf("#") !== -1) { + const anchor = link.href.split("#")[1]; + const heading = window.document.querySelector( + `[data-anchor-id=${anchor}]` + ); + if (heading) { + // Add the class + heading.classList.add("reveal-anchorjs-link"); + + // function to show the anchor + const handleMouseout = () => { + heading.classList.remove("reveal-anchorjs-link"); + heading.removeEventListener("mouseout", handleMouseout); + }; + + // add a function to clear the anchor when the user mouses out of it + heading.addEventListener("mouseout", handleMouseout); + } + } + }); + }); + + const sections = tocLinks.map((link) => { + const target = link.getAttribute("data-scroll-target"); + if (target.startsWith("#")) { + return window.document.getElementById(decodeURI(`${target.slice(1)}`)); + } else { + return window.document.querySelector(decodeURI(`${target}`)); + } + }); + + const sectionMargin = 200; + let currentActive = 0; + // track whether we've initialized state the first time + let init = false; + + const updateActiveLink = () => { + // The index from bottom to top (e.g. reversed list) + let sectionIndex = -1; + if ( + window.innerHeight + window.pageYOffset >= + window.document.body.offsetHeight + ) { + sectionIndex = 0; + } else { + sectionIndex = [...sections].reverse().findIndex((section) => { + if (section) { + return window.pageYOffset >= section.offsetTop - sectionMargin; + } else { + return false; + } + }); + } + if (sectionIndex > -1) { + const current = sections.length - sectionIndex - 1; + if (current !== currentActive) { + removeAllActive(); + currentActive = current; + makeActive(current); + if (init) { + window.dispatchEvent(sectionChanged); + } + init = true; + } + } + }; + + const inHiddenRegion = (top, bottom, hiddenRegions) => { + for (const region of hiddenRegions) { + if (top <= region.bottom && bottom >= region.top) { + return true; + } + } + return false; + }; + + const categorySelector = "header.quarto-title-block .quarto-category"; + const activateCategories = (href) => { + // Find any categories + // Surround them with a link pointing back to: + // #category=Authoring + try { + const categoryEls = window.document.querySelectorAll(categorySelector); + for (const categoryEl of categoryEls) { + const categoryText = categoryEl.textContent; + if (categoryText) { + const link = `${href}#category=${encodeURIComponent(categoryText)}`; + const linkEl = window.document.createElement("a"); + linkEl.setAttribute("href", link); + for (const child of categoryEl.childNodes) { + linkEl.append(child); + } + categoryEl.appendChild(linkEl); + } + } + } catch { + // Ignore errors + } + }; + function hasTitleCategories() { + return window.document.querySelector(categorySelector) !== null; + } + + function offsetRelativeUrl(url) { + const offset = getMeta("quarto:offset"); + return offset ? offset + url : url; + } + + function offsetAbsoluteUrl(url) { + const offset = getMeta("quarto:offset"); + const baseUrl = new URL(offset, window.location); + + const projRelativeUrl = url.replace(baseUrl, ""); + if (projRelativeUrl.startsWith("/")) { + return projRelativeUrl; + } else { + return "/" + projRelativeUrl; + } + } + + // read a meta tag value + function getMeta(metaName) { + const metas = window.document.getElementsByTagName("meta"); + for (let i = 0; i < metas.length; i++) { + if (metas[i].getAttribute("name") === metaName) { + return metas[i].getAttribute("content"); + } + } + return ""; + } + + async function findAndActivateCategories() { + const currentPagePath = offsetAbsoluteUrl(window.location.href); + const response = await fetch(offsetRelativeUrl("listings.json")); + if (response.status == 200) { + return response.json().then(function (listingPaths) { + const listingHrefs = []; + for (const listingPath of listingPaths) { + const pathWithoutLeadingSlash = listingPath.listing.substring(1); + for (const item of listingPath.items) { + if ( + item === currentPagePath || + item === currentPagePath + "index.html" + ) { + // Resolve this path against the offset to be sure + // we already are using the correct path to the listing + // (this adjusts the listing urls to be rooted against + // whatever root the page is actually running against) + const relative = offsetRelativeUrl(pathWithoutLeadingSlash); + const baseUrl = window.location; + const resolvedPath = new URL(relative, baseUrl); + listingHrefs.push(resolvedPath.pathname); + break; + } + } + } + + // Look up the tree for a nearby linting and use that if we find one + const nearestListing = findNearestParentListing( + offsetAbsoluteUrl(window.location.pathname), + listingHrefs + ); + if (nearestListing) { + activateCategories(nearestListing); + } else { + // See if the referrer is a listing page for this item + const referredRelativePath = offsetAbsoluteUrl(document.referrer); + const referrerListing = listingHrefs.find((listingHref) => { + const isListingReferrer = + listingHref === referredRelativePath || + listingHref === referredRelativePath + "index.html"; + return isListingReferrer; + }); + + if (referrerListing) { + // Try to use the referrer if possible + activateCategories(referrerListing); + } else if (listingHrefs.length > 0) { + // Otherwise, just fall back to the first listing + activateCategories(listingHrefs[0]); + } + } + }); + } + } + if (hasTitleCategories()) { + findAndActivateCategories(); + } + + const findNearestParentListing = (href, listingHrefs) => { + if (!href || !listingHrefs) { + return undefined; + } + // Look up the tree for a nearby linting and use that if we find one + const relativeParts = href.substring(1).split("/"); + while (relativeParts.length > 0) { + const path = relativeParts.join("/"); + for (const listingHref of listingHrefs) { + if (listingHref.startsWith(path)) { + return listingHref; + } + } + relativeParts.pop(); + } + + return undefined; + }; + + const manageSidebarVisiblity = (el, placeholderDescriptor) => { + let isVisible = true; + + return (hiddenRegions) => { + if (el === null) { + return; + } + + // Find the last element of the TOC + const lastChildEl = el.lastElementChild; + + if (lastChildEl) { + // Find the top and bottom o the element that is being managed + const elTop = el.offsetTop; + const elBottom = + elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight; + + // Converts the sidebar to a menu + const convertToMenu = () => { + for (const child of el.children) { + child.style.opacity = 0; + child.style.overflow = "hidden"; + } + + const toggleContainer = window.document.createElement("div"); + toggleContainer.style.width = "100%"; + toggleContainer.classList.add("zindex-over-content"); + toggleContainer.classList.add("quarto-sidebar-toggle"); + toggleContainer.classList.add("headroom-target"); // Marks this to be managed by headeroom + toggleContainer.id = placeholderDescriptor.id; + toggleContainer.style.position = "fixed"; + + const toggleIcon = window.document.createElement("i"); + toggleIcon.classList.add("quarto-sidebar-toggle-icon"); + toggleIcon.classList.add("bi"); + toggleIcon.classList.add("bi-caret-down-fill"); + + const toggleTitle = window.document.createElement("div"); + const titleEl = window.document.body.querySelector( + placeholderDescriptor.titleSelector + ); + if (titleEl) { + toggleTitle.append(titleEl.innerText, toggleIcon); + } + toggleTitle.classList.add("zindex-over-content"); + toggleTitle.classList.add("quarto-sidebar-toggle-title"); + toggleContainer.append(toggleTitle); + + const toggleContents = window.document.createElement("div"); + toggleContents.classList = el.classList; + toggleContents.classList.add("zindex-over-content"); + toggleContents.classList.add("quarto-sidebar-toggle-contents"); + for (const child of el.children) { + if (child.id === "toc-title") { + continue; + } + + const clone = child.cloneNode(true); + clone.style.opacity = 1; + clone.style.display = null; + toggleContents.append(clone); + } + toggleContents.style.height = "0px"; + toggleContainer.append(toggleContents); + el.parentElement.prepend(toggleContainer); + + // Process clicks + let tocShowing = false; + // Allow the caller to control whether this is dismissed + // when it is clicked (e.g. sidebar navigation supports + // opening and closing the nav tree, so don't dismiss on click) + const clickEl = placeholderDescriptor.dismissOnClick + ? toggleContainer + : toggleTitle; + + const closeToggle = () => { + if (tocShowing) { + toggleContainer.classList.remove("expanded"); + toggleContents.style.height = "0px"; + tocShowing = false; + } + }; + + const positionToggle = () => { + // position the element (top left of parent, same width as parent) + const elRect = el.getBoundingClientRect(); + toggleContainer.style.left = `${elRect.left}px`; + toggleContainer.style.top = `${elRect.top}px`; + toggleContainer.style.width = `${elRect.width}px`; + }; + + // Get rid of any expanded toggle if the user scrolls + window.document.addEventListener( + "scroll", + throttle(() => { + closeToggle(); + }, 50) + ); + + // Handle positioning of the toggle + window.addEventListener( + "resize", + throttle(() => { + positionToggle(); + }, 50) + ); + positionToggle(); + + // Process the click + clickEl.onclick = () => { + if (!tocShowing) { + toggleContainer.classList.add("expanded"); + toggleContents.style.height = null; + tocShowing = true; + } else { + closeToggle(); + } + }; + }; + + // Converts a sidebar from a menu back to a sidebar + const convertToSidebar = () => { + for (const child of el.children) { + child.style.opacity = 1; + child.style.overflow = null; + } + + const placeholderEl = window.document.getElementById( + placeholderDescriptor.id + ); + if (placeholderEl) { + placeholderEl.remove(); + } + + el.classList.remove("rollup"); + }; + + if (isReaderMode()) { + convertToMenu(); + isVisible = false; + } else { + if (!isVisible) { + // If the element is current not visible reveal if there are + // no conflicts with overlay regions + if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToSidebar(); + isVisible = true; + } + } else { + // If the element is visible, hide it if it conflicts with overlay regions + // and insert a placeholder toggle (or if we're in reader mode) + if (inHiddenRegion(elTop, elBottom, hiddenRegions)) { + convertToMenu(); + isVisible = false; + } + } + } + } + }; + }; + + // Find any conflicting margin elements and add margins to the + // top to prevent overlap + const marginChildren = window.document.querySelectorAll( + ".column-margin.column-container > * " + ); + let lastBottom = 0; + for (const marginChild of marginChildren) { + const top = marginChild.getBoundingClientRect().top; + if (top < lastBottom) { + const margin = lastBottom - top; + marginChild.style.marginTop = `${margin}px`; + } + const styles = window.getComputedStyle(marginChild); + const marginTop = parseFloat(styles["marginTop"]); + + lastBottom = top + marginChild.getBoundingClientRect().height + marginTop; + } + + // Manage the visibility of the toc and the sidebar + const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, { + id: "quarto-toc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, { + id: "quarto-sidebarnav-toggle", + titleSelector: ".title", + dismissOnClick: false, + }); + let tocLeftScrollVisibility; + if (leftTocEl) { + tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, { + id: "quarto-lefttoc-toggle", + titleSelector: "#toc-title", + dismissOnClick: true, + }); + } + + // Find the first element that uses formatting in special columns + const conflictingEls = window.document.body.querySelectorAll( + '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]' + ); + + // Filter all the possibly conflicting elements into ones + // the do conflict on the left or ride side + const arrConflictingEls = Array.from(conflictingEls); + const leftSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return false; + } + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + className.startsWith("column-") && + !className.endsWith("right") && + !className.endsWith("container") && + className !== "column-margin" + ); + }); + }); + const rightSideConflictEls = arrConflictingEls.filter((el) => { + if (el.tagName === "ASIDE") { + return true; + } + + const hasMarginCaption = Array.from(el.classList).find((className) => { + return className == "margin-caption"; + }); + if (hasMarginCaption) { + return true; + } + + return Array.from(el.classList).find((className) => { + return ( + className !== "column-body" && + !className.endsWith("container") && + className.startsWith("column-") && + !className.endsWith("left") + ); + }); + }); + + const kOverlapPaddingSize = 10; + function toRegions(els) { + return els.map((el) => { + const top = + el.getBoundingClientRect().top + + document.documentElement.scrollTop - + kOverlapPaddingSize; + return { + top, + bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize, + }; + }); + } + + const hideOverlappedSidebars = () => { + marginScrollVisibility(toRegions(rightSideConflictEls)); + sidebarScrollVisiblity(toRegions(leftSideConflictEls)); + if (tocLeftScrollVisibility) { + tocLeftScrollVisibility(toRegions(leftSideConflictEls)); + } + }; + + window.quartoToggleReader = () => { + // Applies a slow class (or removes it) + // to update the transition speed + const slowTransition = (slow) => { + const manageTransition = (id, slow) => { + const el = document.getElementById(id); + if (el) { + if (slow) { + el.classList.add("slow"); + } else { + el.classList.remove("slow"); + } + } + }; + + manageTransition("TOC", slow); + manageTransition("quarto-sidebar", slow); + }; + + const readerMode = !isReaderMode(); + setReaderModeValue(readerMode); + + // If we're entering reader mode, slow the transition + if (readerMode) { + slowTransition(readerMode); + } + highlightReaderToggle(readerMode); + hideOverlappedSidebars(); + + // If we're exiting reader mode, restore the non-slow transition + if (!readerMode) { + slowTransition(!readerMode); + } + }; + + const highlightReaderToggle = (readerMode) => { + const els = document.querySelectorAll(".quarto-reader-toggle"); + if (els) { + els.forEach((el) => { + if (readerMode) { + el.classList.add("reader"); + } else { + el.classList.remove("reader"); + } + }); + } + }; + + const setReaderModeValue = (val) => { + if (window.location.protocol !== "file:") { + window.localStorage.setItem("quarto-reader-mode", val); + } else { + localReaderMode = val; + } + }; + + const isReaderMode = () => { + if (window.location.protocol !== "file:") { + return window.localStorage.getItem("quarto-reader-mode") === "true"; + } else { + return localReaderMode; + } + }; + let localReaderMode = null; + + // Walk the TOC and collapse/expand nodes + // Nodes are expanded if: + // - they are top level + // - they have children that are 'active' links + // - they are directly below an link that is 'active' + const walk = (el, depth) => { + // Tick depth when we enter a UL + if (el.tagName === "UL") { + depth = depth + 1; + } + + // It this is active link + let isActiveNode = false; + if (el.tagName === "A" && el.classList.contains("active")) { + isActiveNode = true; + } + + // See if there is an active child to this element + let hasActiveChild = false; + for (child of el.children) { + hasActiveChild = walk(child, depth) || hasActiveChild; + } + + // Process the collapse state if this is an UL + if (el.tagName === "UL") { + if (depth === 1 || hasActiveChild || prevSiblingIsActiveLink(el)) { + el.classList.remove("collapse"); + } else { + el.classList.add("collapse"); + } + + // untick depth when we leave a UL + depth = depth - 1; + } + return hasActiveChild || isActiveNode; + }; + + // walk the TOC and expand / collapse any items that should be shown + + if (tocEl) { + walk(tocEl, 0); + updateActiveLink(); + } + + // Throttle the scroll event and walk peridiocally + window.document.addEventListener( + "scroll", + throttle(() => { + if (tocEl) { + updateActiveLink(); + walk(tocEl, 0); + } + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 5) + ); + window.addEventListener( + "resize", + throttle(() => { + if (!isReaderMode()) { + hideOverlappedSidebars(); + } + }, 10) + ); + hideOverlappedSidebars(); + highlightReaderToggle(isReaderMode()); +}); + +// grouped tabsets +window.addEventListener("pageshow", (_event) => { + function getTabSettings() { + const data = localStorage.getItem("quarto-persistent-tabsets-data"); + if (!data) { + localStorage.setItem("quarto-persistent-tabsets-data", "{}"); + return {}; + } + if (data) { + return JSON.parse(data); + } + } + + function setTabSettings(data) { + localStorage.setItem( + "quarto-persistent-tabsets-data", + JSON.stringify(data) + ); + } + + function setTabState(groupName, groupValue) { + const data = getTabSettings(); + data[groupName] = groupValue; + setTabSettings(data); + } + + function toggleTab(tab, active) { + const tabPanelId = tab.getAttribute("aria-controls"); + const tabPanel = document.getElementById(tabPanelId); + if (active) { + tab.classList.add("active"); + tabPanel.classList.add("active"); + } else { + tab.classList.remove("active"); + tabPanel.classList.remove("active"); + } + } + + function toggleAll(selectedGroup, selectorsToSync) { + for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) { + const active = selectedGroup === thisGroup; + for (const tab of tabs) { + toggleTab(tab, active); + } + } + } + + function findSelectorsToSyncByLanguage() { + const result = {}; + const tabs = Array.from( + document.querySelectorAll(`div[data-group] a[id^='tabset-']`) + ); + for (const item of tabs) { + const div = item.parentElement.parentElement.parentElement; + const group = div.getAttribute("data-group"); + if (!result[group]) { + result[group] = {}; + } + const selectorsToSync = result[group]; + const value = item.innerHTML; + if (!selectorsToSync[value]) { + selectorsToSync[value] = []; + } + selectorsToSync[value].push(item); + } + return result; + } + + function setupSelectorSync() { + const selectorsToSync = findSelectorsToSyncByLanguage(); + Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => { + Object.entries(tabSetsByValue).forEach(([value, items]) => { + items.forEach((item) => { + item.addEventListener("click", (_event) => { + setTabState(group, value); + toggleAll(value, selectorsToSync[group]); + }); + }); + }); + }); + return selectorsToSync; + } + + const selectorsToSync = setupSelectorSync(); + for (const [group, selectedName] of Object.entries(getTabSettings())) { + const selectors = selectorsToSync[group]; + // it's possible that stale state gives us empty selections, so we explicitly check here. + if (selectors) { + toggleAll(selectedName, selectors); + } + } +}); + +function throttle(func, wait) { + let waiting = false; + return function () { + if (!waiting) { + func.apply(this, arguments); + waiting = true; + setTimeout(function () { + waiting = false; + }, wait); + } + }; +} diff --git a/R/misc/beta-binomial_files/libs/quarto-html/tippy.css b/R/misc/beta-binomial_files/libs/quarto-html/tippy.css new file mode 100644 index 0000000..e6ae635 --- /dev/null +++ b/R/misc/beta-binomial_files/libs/quarto-html/tippy.css @@ -0,0 +1 @@ +.tippy-box[data-animation=fade][data-state=hidden]{opacity:0}[data-tippy-root]{max-width:calc(100vw - 10px)}.tippy-box{position:relative;background-color:#333;color:#fff;border-radius:4px;font-size:14px;line-height:1.4;white-space:normal;outline:0;transition-property:transform,visibility,opacity}.tippy-box[data-placement^=top]>.tippy-arrow{bottom:0}.tippy-box[data-placement^=top]>.tippy-arrow:before{bottom:-7px;left:0;border-width:8px 8px 0;border-top-color:initial;transform-origin:center top}.tippy-box[data-placement^=bottom]>.tippy-arrow{top:0}.tippy-box[data-placement^=bottom]>.tippy-arrow:before{top:-7px;left:0;border-width:0 8px 8px;border-bottom-color:initial;transform-origin:center bottom}.tippy-box[data-placement^=left]>.tippy-arrow{right:0}.tippy-box[data-placement^=left]>.tippy-arrow:before{border-width:8px 0 8px 8px;border-left-color:initial;right:-7px;transform-origin:center 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0000000..ea389ca --- /dev/null +++ b/R/misc/styles.css @@ -0,0 +1,6 @@ +@import url('https://fonts.googleapis.com/css?family=Lora&display=swap'); +@import url('https://fonts.googleapis.com/css?family=Source+Code+Pro&display=swap'); + +body { + font-family: 'Lora'; +} \ No newline at end of file