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GitHub

MixedModelsMakie.jl API

Coefficient Plots

MixedModelsMakie.coefplot — Function
coefplot(x::Union{MixedModel,MixedModelBootstrap}; kwargs...)::Figure
+coefplot!(fig::Union{GridLayoutBase.GridLayout, GridLayoutBase.GridPosition, GridLayoutBase.GridSubposition, Makie.Figure}, x::Union{MixedModel,MixedModelBootstrap}; 
+          kwargs...)
+coefplot!(ax::Axis, Union{MixedModel,MixedModelBootstrap};
+          conf_level=0.95, vline_at_zero=true, show_intercept=true, attributes...)

Create a coefficient plot of the fixed-effects and associated confidence intervals.

Inestimable coefficients (coefficients removed by pivoting in the rank deficient case) are excluded.

attributes are passed onto scatter! and errorbars!.

The mutating methods return the original object.

Note

Inestimable coefficients (coefficients removed by pivoting in the rank deficient case) are excluded.

source
using CairoMakie
+using MixedModels
+using MixedModelsMakie
+using Random
+
+verbagg = MixedModels.dataset(:verbagg)
+
+gm1 = fit(MixedModel,
+          @formula(r2 ~ 1 + anger + gender + btype + situ + (1|subj) + (1|item)),
+          verbagg,
+          Bernoulli();
+          progress=false)
+
+coefplot(gm1)
Example block output
sleepstudy = MixedModels.dataset(:sleepstudy)
+
+fm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)
+boot = parametricbootstrap(MersenneTwister(42), 1000, fm1)
+
+coefplot(boot; conf_level=0.999, title="Custom Title")
Example block output

Ridge Plots

MixedModelsMakie.ridgeplot — Function
ridgeplot(x::Union{MixedModel,MixedModelBootstrap}; kwargs...)::Figure
+ridgeplot!(fig::Union{GridLayoutBase.GridLayout, GridLayoutBase.GridPosition, GridLayoutBase.GridSubposition, Makie.Figure}, x::Union{MixedModel,MixedModelBootstrap}; 
+          kwargs...)
+ridgeplot!(ax::Axis, Union{MixedModel,MixedModelBootstrap};
+          conf_level=0.95, vline_at_zero=true, show_intercept=true, attributes...)

Create a ridge plot for the bootstrap samples of the fixed effects.

Densities are normalized so that the maximum density is always 1.

The highest density interval corresponding to conf_level is marked with a bar at the bottom of each density. Setting conf_level=missing removes the markings for the highest density interval.

attributes are passed onto coefplot, band! and lines!.

The mutating methods return the original object.

Note

Inestimable coefficients (coefficients removed by pivoting in the rank deficient case) are excluded.

source
ridgeplot(boot)
Example block output

Ridge 2D Plots

MixedModelsMakie.ridge2d — Function
ridge2d(bs::MixedModelBootstrap; ptype=:β, kwargs...)
+ridge2d!(f::Union{GridLayoutBase.GridLayout, GridLayoutBase.GridPosition, GridLayoutBase.GridSubposition, Makie.Figure}, bs::MixedModelBootstrap; ptype=:β)

Plot pairwise bivariate scatter plots with overlain densities for a bootstrap sample.

ptype specifies the set of parameters to examine, e.g. :β, :σ, :ρ.

The mutating methods return the original object.

source
ridge2d(boot)
Example block output

Random effects and group-level predictions

Caterpillar Plots

MixedModelsMakie.RanefInfo — Type
RanefInfo

Information on random effects conditional modes/means, variances, etc.

Used for creating caterpillar plots.

Note

This functionality may be moved upstream into MixedModels.jl in the near future.

source
MixedModelsMakie.ranefinfo — Function
ranefinfo(m::MixedModel)

Return a NamedTuple{fnames(m), NTuple(k, RanefInfo)} from model m

source
ranefinfo(m::MixedModel, gf::Symbol)

Return a RanefInfo corresponding to the grouping variable gf model m.

source
MixedModelsMakie.caterpillar — Function
caterpillar(m::MixedModel, gf::Symbol; kwargs...)

Returns a Figure of a "caterpillar plot" of the random-effects means and prediction intervals

A "caterpillar plot" is a horizontal error-bar plot of conditional means and standard deviations of the random effects.

gf specifies which grouping variable is displayed.

kwargs... are passed on to caterpillar!.

source
MixedModelsMakie.caterpillar! — Function
caterpillar!(f::Union{Makie.FigureLike,Makie.GridLayout}, r::RanefInfo;
+            orderby=1, cols::Union{Nothing,AbstractVector}=nothing,
+            dotcolor=(:red, 0.2), barcolor=:black,
+            vline_at_zero::Bool=false)
+caterpillar!(f::Union{Makie.FigureLike,Makie.GridLayout}, m::MixedModel,
+             gf::Symbol=first(fnames(m)); orderby=1,
+             cols::Union{Nothing,AbstractVector}=nothing,
+             dotcolor=(:red, 0.2), barcolor=:black,
+             vline_at_zero::Bool=false)

Add Axes of a caterpillar plot from r to f.

When passing a MixedModel, gf specifies which grouping variable is displayed. Alternatively, ranefinfo may be used to construct the RanefInfo object directly. Constructing RanefInfo directly can be used to avoid re-computing the conditional variances.

The order of the levels on the vertical axes is increasing orderby column of r.ranef, usually the (Intercept) random effects. Setting orderby=nothing will disable sorting, i.e. return the levels in the order they are stored in.

The display can be restricted to a subset of random effects associated with a grouping variable by specifying cols, either by indices or term names.

Note

Even when not sorting the levels, they might have already been sorted during model matrix construction. If you want impose a particular ordering on the levels, then you must sort the relevant fields in the RanefInfo object before calling caterpillar!.

Note

orderby is the $n$th column of the columns specified by cols.

source
using CairoMakie
+CairoMakie.activate!(type = "svg")
+using MixedModels
+using MixedModelsMakie
+sleepstudy = MixedModels.dataset(:sleepstudy)
+verbagg = MixedModels.dataset(:verbagg)
+
+fm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)
+gm0 = fit(MixedModel,
+          @formula(r2 ~ 1 + anger + gender + btype + situ + (1|subj) + (1|item)),
+          verbagg,
+          Bernoulli();
+          progress=false)
+
+subjre = ranefinfo(fm1)[:subj]
+
+caterpillar!(Figure(; size=(800,600)), subjre)
Example block output
caterpillar!(Figure(; size=(800,600)), subjre; orderby=2)
Example block output
caterpillar!(Figure(; size=(800,600)), subjre; orderby=nothing)
Example block output
caterpillar(gm0, :item)
Example block output
MixedModelsMakie.qqcaterpillar — Function
qqcaterpillar(m::MixedModel, gf::Symbol=first(fnames(m));
+              kwargs...)

Returns a Figure of a "qq-caterpillar plot" of the random-effects means and prediction intervals.

gf specifies which grouping variable is displayed.

kwargs... are passed on to qqcaterpillar!.

source
MixedModelsMakie.qqcaterpillar! — Function
qqcaterpillar!(f::Union{Makie.FigureLike,Makie.GridLayout}, r::RanefInfo;
+               cols::Union{Nothing,AbstractVector}=nothing,
+               dotcolor=(:red, 0.2), barcolor=:black)
+qqcaterpillar!(f::Union{Makie.FigureLike,Makie.GridLayout}, m::MixedModel,
+               gf::Symbol=first(fnames(m));
+               cols::Union{Nothing,AbstractVector}=nothing,
+               dotcolor=(:red, 0.2), barcolor=:black,
+               vline_at_zero::Bool=false)

Update the figure with a caterpillar plot with the vertical axis on the Normal() quantile scale.

When passing a MixedModel, gf specifies which grouping variable is displayed. Alternatively, ranefinfo may be used to construct the RanefInfo object directly. Constructing RanefInfo directly can be used to avoid re-computing the conditional variances.

The display can be restricted to a subset of random effects associated with a grouping variable by specifying cols, either by indices or term names.

The order of the levels on the vertical axes is increasing orderby column of r.ranef, usually the (Intercept) random effects. Setting orderby=nothing will disable sorting, i.e. return the levels in the order they are stored in.

source
qqcaterpillar(fm1)
Example block output
qqcaterpillar(gm0, :item)
Example block output
qqcaterpillar!(Figure(; size=(400,300)), subjre; cols=[1])
Example block output
qqcaterpillar!(Figure(; size=(400,300)), subjre; cols=[:days])
Example block output

Shrinkage Plots

MixedModelsMakie.shrinkageplot — Function
shrinkageplot(m::MixedModel, gf::Symbol=first(fnames(m)), θref, args...; kwargs...)

Return a scatter-plot matrix of the conditional means, b, of the random effects for grouping factor gf.

Two sets of conditional means are plotted: those at the estimated parameter values and those at θref. The default θref results in Λ being a very large multiple of the identity. The corresponding conditional means can be regarded as unpenalized.

args... and kwargs... are passed on to shrinkageplot!

source
MixedModelsMakie.shrinkageplot! — Function
shrinkageplot!(f::Union{Makie.FigureLike,Makie.GridLayout}, m::MixedModel,
+               gf::Symbol=first(fnames(m)), θref;
+               ellipse=false, ellipse_scale=1, n_ellipse=5,
+               cols::Union{Nothing,AbstractVector}=nothing,
+               shrunk_dotcolor=(:blue, 0.25), ref_dotcolor=(:red, 0.25),
+               ellipse_color=:green, ellipse_linestyle=:dash)

Return a scatter-plot matrix of the conditional means, b, of the random effects for grouping factor gf.

Two sets of conditional means are plotted: those at the estimated parameter values and those at θref. The default θref results in Λ being a very large multiple of the identity. The corresponding conditional means can be regarded as unpenalized.

The display can be restricted to a subset of random effects associated with a grouping variable by specifying cols, either by indices or term names.

Correlation ellipses can be added with ellipse=true, with the number of ellipses controlled by n_ellipse. The ellipses are equally spaced between the outer ellipse and the origin (center). The scaling of the ellipses can be adjusted with the multiplicative ellipse_scale. If you are unable to see the ellipses, try increasing ellipse_scale.

Note

For degenerate (singular) models, the correlation ellipse will also be degenerate, i.e., collapse to a point or line.

source
using CairoMakie
+using MixedModels
+using MixedModelsMakie
+sleepstudy = MixedModels.dataset(:sleepstudy)
+verbagg = MixedModels.dataset(:verbagg)
+
+fm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)
+shrinkageplot(fm1)
Example block output
shrinkageplot(fm1; ellipse=true)
Example block output
shrinkageplot!(Figure(; size=(400,400)), fm1)
Example block output
gm1 = fit(MixedModel,
+          @formula(r2 ~ 1 + anger + gender + btype + situ + (1|subj) + (1+gender|item)),
+          verbagg,
+          Bernoulli();
+          progress=false)
+shrinkageplot(gm1, :item)
Example block output

Diagnostics

We have also provided a few useful plot recipes for common plot types applied to mixed models. These are especially useful for diagnostics and model checking.

QQ Plots

The methods for qqnorm and qqplot are implemented using Makie recipes. In other words, these are convenience wrappers for calling the relevant plotting methods on residuals(model).

Specify the type of line on the QQ plots with the qqline keyword-argument. The default for qqnorm is :fitrobust, which delivers an R-style line connecting the first and third quartiles. The default for qqplot is :identity, which plots the line with slope = 1 and intercept = 0. The final possibility is :fit, which plots the line of best fit (i.e. regressing the quantiles of the residuals onto the quantiles of the reference distribution).

The reference distribution for qqnorm is the standard normal, which differs from the behavior in previous versions of Makie.

Compat

The options and associated names for the qqline keyword argument changed in Makie 0.16.3 (and were broken in Makie 0.16.0-0.16.2). The equivalent to qqline=:R is qqline=:fitrobust. qqline=:R will be supported for backwards compatibility only until the next breaking release.

using CairoMakie
+using MixedModels
+using MixedModelsMakie
+
+sleepstudy = MixedModels.dataset(:sleepstudy)
+
+fm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)
+qqnorm(fm1; qqline=:fitrobust)
Example block output
# the residuals should have mean 0
+# and standard deviation equal to the residual standard deviation
+qqplot(Normal(0, fm1.σ), fm1)
Example block output

Profile Plots

Requires MixedModels 4.14 or above.

using CairoMakie
+using MixedModels
+using MixedModelsMakie
+
+sleepstudy = MixedModels.dataset(:sleepstudy)
+fm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)
+pr1 = profile(fm1)
+zetaplot(pr1)
Example block output
# show zeta on the absolute value scale with coverage intervals
+zetaplot(pr1; absv=true)
Example block output
# show zeta for the variance components
+zetaplot(pr1; absv=true, ptyp='θ')
Example block output
profiledensity(pr1)
Example block output
profiledensity(pr1; share_y_scale=false)
Example block output
profiledensity(pr1; ptyp='σ')
Example block output

General plots

We also provide a splom or scatter-plot matrix plot for data frames with numeric columns (i.e. a matrix of all pairwise plots). These plots can be used to visualize the joint distribution of, say, the parameter estimates from a simulation.

MixedModelsMakie.splom! — Function
splom!(f::Union{Makie.FigureLike,Makie.GridLayout}, df::DataFrame)

Create a scatter-plot matrix in f from the columns of df.

Non-numeric columns are ignored.

source
using CairoMakie
+using DataFrames
+using LinearAlgebra
+using MixedModelsMakie
+
+data = rmul!(randn(100, 3), LowerTriangular([+1 +0 +0;
+                                             +1 +1 +0;
+                                             -1 -1 +1]))
+df = DataFrame(data, [:x, :y, :z])
+
+splom!(Figure(; size=(800, 800)), df)
Example block output

Meanwhile, splomaxes! provides a lower-level backend for splom!

MixedModelsMakie.splomaxes! — Function
splomaxes!(f::Union{Makie.FigureLike,Makie.GridLayout}, labels::AbstractVector{<:AbstractString},
+           panel!::Function, args...;
+           extraticks::Bool=false, kwargs...)

Populate f with a set of (k*(k-1))/2 axes in a lower triangle for all pairs of labels, where k is the length of labels. The panel! function should have the signature panel!(ax::Axis, i::Integer, j::Integer, args...; kwargs...) and should draw the [i,j] panel in ax.

source
using Statistics
+
+mat = Array(df)
+function pfunc(ax, i, j)
+    # note that this references mat from the outer scope!
+    # [j, i] because:
+    # - i is the row in the figure, which corresponds to the y var in each panel
+    # - j is the col in the figure, which corresponds to the x var in each panel
+    v = view(mat, :, [j, i])
+    scatter!(ax, v; color=(:blue, 0.2))
+    cc = cor(eachcol(v)...)
+    cc = round(cc; digits=2)
+    text!(ax, "r=$(cc)")
+    return ax
+end
+splomaxes!(Figure(; size=(800, 800)),
+           names(df), pfunc)
Example block output
diff --git a/previews/PR88/assets/documenter.js b/previews/PR88/assets/documenter.js new file mode 100644 index 0000000..c6562b5 --- /dev/null +++ b/previews/PR88/assets/documenter.js @@ -0,0 +1,1050 @@ +// Generated by Documenter.jl +requirejs.config({ + paths: { + 'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min', + 'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min', + 'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min', + 'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min', + 'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min', + 'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min', + 'katex': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min', + 'highlight': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/highlight.min', + 'highlight-julia-repl': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia-repl.min', + }, + shim: { + "highlight-julia": { + "deps": [ + "highlight" + ] + }, + "katex-auto-render": { + "deps": [ + "katex" + ] + }, + "headroom-jquery": { + "deps": [ + "jquery", + "headroom" + ] + }, + "highlight-julia-repl": { + "deps": [ + "highlight" + ] + } +} +}); +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'katex', 'katex-auto-render'], function($, katex, renderMathInElement) { +$(document).ready(function() { + renderMathInElement( + document.body, + { + "delimiters": [ + { + "left": "$", + "right": "$", + "display": false + }, + { + "left": "$$", + "right": "$$", + "display": true + }, + { + "left": "\\[", + "right": "\\]", + "display": true + } + ] +} + + ); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'highlight', 'highlight-julia', 'highlight-julia-repl'], function($) { +$(document).ready(function() { + hljs.highlightAll(); +}) + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +let timer = 0; +var isExpanded = true; + +$(document).on("click", ".docstring header", function () { + let articleToggleTitle = "Expand docstring"; + + debounce(() => { + if ($(this).siblings("section").is(":visible")) { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + } else { + $(this) + .find(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + articleToggleTitle = "Collapse docstring"; + } + + $(this) + .find(".docstring-article-toggle-button") + .prop("title", articleToggleTitle); + $(this).siblings("section").slideToggle(); + }); +}); + +$(document).on("click", ".docs-article-toggle-button", function (event) { + let articleToggleTitle = "Expand docstring"; + let navArticleToggleTitle = "Expand all docstrings"; + let animationSpeed = event.noToggleAnimation ? 0 : 400; + + debounce(() => { + if (isExpanded) { + $(this).removeClass("fa-chevron-up").addClass("fa-chevron-down"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-down") + .addClass("fa-chevron-right"); + + isExpanded = false; + + $(".docstring section").slideUp(animationSpeed); + } else { + $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up"); + $(".docstring-article-toggle-button") + .removeClass("fa-chevron-right") + .addClass("fa-chevron-down"); + + isExpanded = true; + articleToggleTitle = "Collapse docstring"; + navArticleToggleTitle = "Collapse all docstrings"; + + $(".docstring section").slideDown(animationSpeed); + } + + $(this).prop("title", navArticleToggleTitle); + $(".docstring-article-toggle-button").prop("title", articleToggleTitle); + }); +}); + +function debounce(callback, timeout = 300) { + if (Date.now() - timer > timeout) { + callback(); + } + + clearTimeout(timer); + + timer = Date.now(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require([], function() { +function addCopyButtonCallbacks() { + for (const el of document.getElementsByTagName("pre")) { + const button = document.createElement("button"); + button.classList.add("copy-button", "fa-solid", "fa-copy"); + button.setAttribute("aria-label", "Copy this code block"); + button.setAttribute("title", "Copy"); + + el.appendChild(button); + + const success = function () { + button.classList.add("success", "fa-check"); + button.classList.remove("fa-copy"); + }; + + const failure = function () { + button.classList.add("error", "fa-xmark"); + button.classList.remove("fa-copy"); + }; + + button.addEventListener("click", function () { + copyToClipboard(el.innerText).then(success, failure); + + setTimeout(function () { + button.classList.add("fa-copy"); + button.classList.remove("success", "fa-check", "fa-xmark"); + }, 5000); + }); + } +} + +function copyToClipboard(text) { + // clipboard API is only available in secure contexts + if (window.navigator && window.navigator.clipboard) { + return window.navigator.clipboard.writeText(text); + } else { + return new Promise(function (resolve, reject) { + try { + const el = document.createElement("textarea"); + el.textContent = text; + el.style.position = "fixed"; + el.style.opacity = 0; + document.body.appendChild(el); + el.select(); + document.execCommand("copy"); + + resolve(); + } catch (err) { + reject(err); + } finally { + document.body.removeChild(el); + } + }); + } +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", addCopyButtonCallbacks); +} else { + addCopyButtonCallbacks(); +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery', 'headroom', 'headroom-jquery'], function($, Headroom) { + +// Manages the top navigation bar (hides it when the user starts scrolling down on the +// mobile). +window.Headroom = Headroom; // work around buggy module loading? +$(document).ready(function () { + $("#documenter .docs-navbar").headroom({ + tolerance: { up: 10, down: 10 }, + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let meta = $("div[data-docstringscollapsed]").data(); + + if (meta?.docstringscollapsed) { + $("#documenter-article-toggle-button").trigger({ + type: "click", + noToggleAnimation: true, + }); + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +/* +To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc + +PSEUDOCODE: + +Searching happens automatically as the user types or adjusts the selected filters. +To preserve responsiveness, as much as possible of the slow parts of the search are done +in a web worker. Searching and result generation are done in the worker, and filtering and +DOM updates are done in the main thread. The filters are in the main thread as they should +be very quick to apply. This lets filters be changed without re-searching with minisearch +(which is possible even if filtering is on the worker thread) and also lets filters be +changed _while_ the worker is searching and without message passing (neither of which are +possible if filtering is on the worker thread) + +SEARCH WORKER: + +Import minisearch + +Build index + +On message from main thread + run search + find the first 200 unique results from each category, and compute their divs for display + note that this is necessary and sufficient information for the main thread to find the + first 200 unique results from any given filter set + post results to main thread + +MAIN: + +Launch worker + +Declare nonconstant globals (worker_is_running, last_search_text, unfiltered_results) + +On text update + if worker is not running, launch_search() + +launch_search + set worker_is_running to true, set last_search_text to the search text + post the search query to worker + +on message from worker + if last_search_text is not the same as the text in the search field, + the latest search result is not reflective of the latest search query, so update again + launch_search() + otherwise + set worker_is_running to false + + regardless, display the new search results to the user + save the unfiltered_results as a global + update_search() + +on filter click + adjust the filter selection + update_search() + +update_search + apply search filters by looping through the unfiltered_results and finding the first 200 + unique results that match the filters + + Update the DOM +*/ + +/////// SEARCH WORKER /////// + +function worker_function(documenterSearchIndex, documenterBaseURL, filters) { + importScripts( + "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js" + ); + + let data = documenterSearchIndex.map((x, key) => { + x["id"] = key; // minisearch requires a unique for each object + return x; + }); + + // list below is the lunr 2.1.3 list minus the intersect with names(Base) + // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with) + // ideally we'd just filter the original list but it's not available as a variable + const stopWords = new Set([ + "a", + "able", + "about", + "across", + "after", + "almost", + "also", + "am", + "among", + "an", + "and", + "are", + "as", + "at", + "be", + "because", + "been", + "but", + "by", + "can", + "cannot", + "could", + "dear", + "did", + "does", + "either", + "ever", + "every", + "from", + "got", + "had", + "has", + "have", + "he", + "her", + "hers", + "him", + "his", + "how", + "however", + "i", + "if", + "into", + "it", + "its", + "just", + "least", + "like", + "likely", + "may", + "me", + "might", + "most", + "must", + "my", + "neither", + "no", + "nor", + "not", + "of", + "off", + "often", + "on", + "or", + "other", + "our", + "own", + "rather", + "said", + "say", + "says", + "she", + "should", + "since", + "so", + "some", + "than", + "that", + "the", + "their", + "them", + "then", + "there", + "these", + "they", + "this", + "tis", + "to", + "too", + "twas", + "us", + "wants", + "was", + "we", + "were", + "what", + "when", + "who", + "whom", + "why", + "will", + "would", + "yet", + "you", + "your", + ]); + + let index = new MiniSearch({ + fields: ["title", "text"], // fields to index for full-text search + storeFields: ["location", "title", "text", "category", "page"], // fields to return with results + processTerm: (term) => { + let word = stopWords.has(term) ? null : term; + if (word) { + // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names + word = word + .replace(/^[^a-zA-Z0-9@!]+/, "") + .replace(/[^a-zA-Z0-9@!]+$/, ""); + + word = word.toLowerCase(); + } + + return word ?? null; + }, + // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not + // find anything if searching for "add!", only for the entire qualification + tokenize: (string) => string.split(/[\s\-\.]+/), + // options which will be applied during the search + searchOptions: { + prefix: true, + boost: { title: 100 }, + fuzzy: 2, + }, + }); + + index.addAll(data); + + /** + * Used to map characters to HTML entities. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const htmlEscapes = { + "&": "&", + "<": "<", + ">": ">", + '"': """, + "'": "'", + }; + + /** + * Used to match HTML entities and HTML characters. + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + const reUnescapedHtml = /[&<>"']/g; + const reHasUnescapedHtml = RegExp(reUnescapedHtml.source); + + /** + * Escape function from lodash + * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts + */ + function escape(string) { + return string && reHasUnescapedHtml.test(string) + ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr]) + : string || ""; + } + + /** + * Make the result component given a minisearch result data object and the value + * of the search input as queryString. To view the result object structure, refer: + * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult + * + * @param {object} result + * @param {string} querystring + * @returns string + */ + function make_search_result(result, querystring) { + let search_divider = `
`; + let display_link = + result.location.slice(Math.max(0), Math.min(50, result.location.length)) + + (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div + + if (result.page !== "") { + display_link += ` (${result.page})`; + } + + let textindex = new RegExp(`${querystring}`, "i").exec(result.text); + let text = + textindex !== null + ? result.text.slice( + Math.max(textindex.index - 100, 0), + Math.min( + textindex.index + querystring.length + 100, + result.text.length + ) + ) + : ""; // cut-off text before and after from the match + + text = text.length ? escape(text) : ""; + + let display_result = text.length + ? "..." + + text.replace( + new RegExp(`${escape(querystring)}`, "i"), // For first occurrence + '$&' + ) + + "..." + : ""; // highlights the match + + let in_code = false; + if (!["page", "section"].includes(result.category.toLowerCase())) { + in_code = true; + } + + // We encode the full url to escape some special characters which can lead to broken links + let result_div = ` + +
+
${escape(result.title)}
+
${result.category}
+
+

+ ${display_result} +

+
+ ${display_link} +
+ + ${search_divider} + `; + + return result_div; + } + + self.onmessage = function (e) { + let query = e.data; + let results = index.search(query, { + filter: (result) => { + // Only return relevant results + return result.score >= 1; + }, + }); + + // Pre-filter to deduplicate and limit to 200 per category to the extent + // possible without knowing what the filters are. + let filtered_results = []; + let counts = {}; + for (let filter of filters) { + counts[filter] = 0; + } + let present = {}; + + for (let result of results) { + cat = result.category; + cnt = counts[cat]; + if (cnt < 200) { + id = cat + "---" + result.location; + if (present[id]) { + continue; + } + present[id] = true; + filtered_results.push({ + location: result.location, + category: cat, + div: make_search_result(result, query), + }); + } + } + + postMessage(filtered_results); + }; +} + +// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript! +const filters = [ + ...new Set(documenterSearchIndex["docs"].map((x) => x.category)), +]; +const worker_str = + "(" + + worker_function.toString() + + ")(" + + JSON.stringify(documenterSearchIndex["docs"]) + + "," + + JSON.stringify(documenterBaseURL) + + "," + + JSON.stringify(filters) + + ")"; +const worker_blob = new Blob([worker_str], { type: "text/javascript" }); +const worker = new Worker(URL.createObjectURL(worker_blob)); + +/////// SEARCH MAIN /////// + +// Whether the worker is currently handling a search. This is a boolean +// as the worker only ever handles 1 or 0 searches at a time. +var worker_is_running = false; + +// The last search text that was sent to the worker. This is used to determine +// if the worker should be launched again when it reports back results. +var last_search_text = ""; + +// The results of the last search. This, in combination with the state of the filters +// in the DOM, is used compute the results to display on calls to update_search. +var unfiltered_results = []; + +// Which filter is currently selected +var selected_filter = ""; + +$(document).on("input", ".documenter-search-input", function (event) { + if (!worker_is_running) { + launch_search(); + } +}); + +function launch_search() { + worker_is_running = true; + last_search_text = $(".documenter-search-input").val(); + worker.postMessage(last_search_text); +} + +worker.onmessage = function (e) { + if (last_search_text !== $(".documenter-search-input").val()) { + launch_search(); + } else { + worker_is_running = false; + } + + unfiltered_results = e.data; + update_search(); +}; + +$(document).on("click", ".search-filter", function () { + if ($(this).hasClass("search-filter-selected")) { + selected_filter = ""; + } else { + selected_filter = $(this).text().toLowerCase(); + } + + // This updates search results and toggles classes for UI: + update_search(); +}); + +/** + * Make/Update the search component + */ +function update_search() { + let querystring = $(".documenter-search-input").val(); + + if (querystring.trim()) { + if (selected_filter == "") { + results = unfiltered_results; + } else { + results = unfiltered_results.filter((result) => { + return selected_filter == result.category.toLowerCase(); + }); + } + + let search_result_container = ``; + let modal_filters = make_modal_body_filters(); + let search_divider = `
`; + + if (results.length) { + let links = []; + let count = 0; + let search_results = ""; + + for (var i = 0, n = results.length; i < n && count < 200; ++i) { + let result = results[i]; + if (result.location && !links.includes(result.location)) { + search_results += result.div; + count++; + links.push(result.location); + } + } + + if (count == 1) { + count_str = "1 result"; + } else if (count == 200) { + count_str = "200+ results"; + } else { + count_str = count + " results"; + } + let result_count = `
${count_str}
`; + + search_result_container = ` +
+ ${modal_filters} + ${search_divider} + ${result_count} +
+ ${search_results} +
+
+ `; + } else { + search_result_container = ` +
+ ${modal_filters} + ${search_divider} +
0 result(s)
+
+
No result found!
+ `; + } + + if ($(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").removeClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(search_result_container); + } else { + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".search-modal-card-body").html(` +
Type something to get started!
+ `); + } +} + +/** + * Make the modal filter html + * + * @returns string + */ +function make_modal_body_filters() { + let str = filters + .map((val) => { + if (selected_filter == val.toLowerCase()) { + return `${val}`; + } else { + return `${val}`; + } + }) + .join(""); + + return ` +
+ Filters: + ${str} +
`; +} + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Modal settings dialog +$(document).ready(function () { + var settings = $("#documenter-settings"); + $("#documenter-settings-button").click(function () { + settings.toggleClass("is-active"); + }); + // Close the dialog if X is clicked + $("#documenter-settings button.delete").click(function () { + settings.removeClass("is-active"); + }); + // Close dialog if ESC is pressed + $(document).keyup(function (e) { + if (e.keyCode == 27) settings.removeClass("is-active"); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +$(document).ready(function () { + let search_modal_header = ` +
+
+

+ + + + +

+
+
+ +
+
+ `; + + let initial_search_body = ` +
Type something to get started!
+ `; + + let search_modal_footer = ` + + `; + + $(document.body).append( + ` + + ` + ); + + document.querySelector(".docs-search-query").addEventListener("click", () => { + openModal(); + }); + + document + .querySelector(".close-search-modal") + .addEventListener("click", () => { + closeModal(); + }); + + $(document).on("click", ".search-result-link", function () { + closeModal(); + }); + + document.addEventListener("keydown", (event) => { + if ((event.ctrlKey || event.metaKey) && event.key === "/") { + openModal(); + } else if (event.key === "Escape") { + closeModal(); + } + + return false; + }); + + // Functions to open and close a modal + function openModal() { + let searchModal = document.querySelector("#search-modal"); + + searchModal.classList.add("is-active"); + document.querySelector(".documenter-search-input").focus(); + } + + function closeModal() { + let searchModal = document.querySelector("#search-modal"); + let initial_search_body = ` +
Type something to get started!
+ `; + + searchModal.classList.remove("is-active"); + document.querySelector(".documenter-search-input").blur(); + + if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) { + $(".search-modal-card-body").addClass("is-justify-content-center"); + } + + $(".documenter-search-input").val(""); + $(".search-modal-card-body").html(initial_search_body); + } + + document + .querySelector("#search-modal .modal-background") + .addEventListener("click", () => { + closeModal(); + }); +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Manages the showing and hiding of the sidebar. +$(document).ready(function () { + var sidebar = $("#documenter > .docs-sidebar"); + var sidebar_button = $("#documenter-sidebar-button"); + sidebar_button.click(function (ev) { + ev.preventDefault(); + sidebar.toggleClass("visible"); + if (sidebar.hasClass("visible")) { + // Makes sure that the current menu item is visible in the sidebar. + $("#documenter .docs-menu a.is-active").focus(); + } + }); + $("#documenter > .docs-main").bind("click", function (ev) { + if ($(ev.target).is(sidebar_button)) { + return; + } + if (sidebar.hasClass("visible")) { + sidebar.removeClass("visible"); + } + }); +}); + +// Resizes the package name / sitename in the sidebar if it is too wide. +// Inspired by: https://github.com/davatron5000/FitText.js +$(document).ready(function () { + e = $("#documenter .docs-autofit"); + function resize() { + var L = parseInt(e.css("max-width"), 10); + var L0 = e.width(); + if (L0 > L) { + var h0 = parseInt(e.css("font-size"), 10); + e.css("font-size", (L * h0) / L0); + // TODO: make sure it survives resizes? + } + } + // call once and then register events + resize(); + $(window).resize(resize); + $(window).on("orientationchange", resize); +}); + +// Scroll the navigation bar to the currently selected menu item +$(document).ready(function () { + var sidebar = $("#documenter .docs-menu").get(0); + var active = $("#documenter .docs-menu .is-active").get(0); + if (typeof active !== "undefined") { + sidebar.scrollTop = active.offsetTop - sidebar.offsetTop - 15; + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// Theme picker setup +$(document).ready(function () { + // onchange callback + $("#documenter-themepicker").change(function themepick_callback(ev) { + var themename = $("#documenter-themepicker option:selected").attr("value"); + if (themename === "auto") { + // set_theme(window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); + window.localStorage.removeItem("documenter-theme"); + } else { + // set_theme(themename); + window.localStorage.setItem("documenter-theme", themename); + } + // We re-use the global function from themeswap.js to actually do the swapping. + set_theme_from_local_storage(); + }); + + // Make sure that the themepicker displays the correct theme when the theme is retrieved + // from localStorage + if (typeof window.localStorage !== "undefined") { + var theme = window.localStorage.getItem("documenter-theme"); + if (theme !== null) { + $("#documenter-themepicker option").each(function (i, e) { + e.selected = e.value === theme; + }); + } + } +}); + +}) +//////////////////////////////////////////////////////////////////////////////// +require(['jquery'], function($) { + +// update the version selector with info from the siteinfo.js and ../versions.js files +$(document).ready(function () { + // If the version selector is disabled with DOCUMENTER_VERSION_SELECTOR_DISABLED in the + // siteinfo.js file, we just return immediately and not display the version selector. + if ( + typeof DOCUMENTER_VERSION_SELECTOR_DISABLED === "boolean" && + DOCUMENTER_VERSION_SELECTOR_DISABLED + ) { + return; + } + + var version_selector = $("#documenter .docs-version-selector"); + var version_selector_select = $("#documenter .docs-version-selector select"); + + version_selector_select.change(function (x) { + target_href = version_selector_select + .children("option:selected") + .get(0).value; + window.location.href = target_href; + }); + + // add the current version to the selector based on siteinfo.js, but only if the selector is empty + if ( + typeof DOCUMENTER_CURRENT_VERSION !== "undefined" && + $("#version-selector > option").length == 0 + ) { + var option = $( + "" + ); + version_selector_select.append(option); + } + + if (typeof DOC_VERSIONS !== "undefined") { + var existing_versions = version_selector_select.children("option"); + var existing_versions_texts = existing_versions.map(function (i, x) { + return x.text; + }); + DOC_VERSIONS.forEach(function (each) { + var version_url = documenterBaseURL + "/../" + each + "/"; + var existing_id = $.inArray(each, existing_versions_texts); + // if not already in the version selector, add it as a new option, + // otherwise update the old option with the URL and enable it + if (existing_id == -1) { + var option = $( + "" + ); + version_selector_select.append(option); + } else { + var option = existing_versions[existing_id]; + option.value = version_url; + option.disabled = false; + } + }); + } + + // only show the version selector if the selector has been populated + if (version_selector_select.children("option").length > 0) { + version_selector.toggleClass("visible"); + } +}); + +}) diff --git a/previews/PR88/assets/themes/documenter-dark.css b/previews/PR88/assets/themes/documenter-dark.css new file mode 100644 index 0000000..53889fb --- /dev/null +++ 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h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content 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.docs-logo>img.is-5by4{padding-top:80%}html.theme--documenter-dark .image.is-4by3,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--documenter-dark .image.is-3by2,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by2{padding-top:66.6666%}html.theme--documenter-dark .image.is-5by3,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by3{padding-top:60%}html.theme--documenter-dark .image.is-16by9,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-16by9{padding-top:56.25%}html.theme--documenter-dark .image.is-2by1,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-2by1{padding-top:50%}html.theme--documenter-dark .image.is-3by1,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--documenter-dark .image.is-4by5,html.theme--documenter-dark #documenter .docs-sidebar 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+ Maintainer: @highlightjs/core-team + Website: https://highlightjs.org/ + License: see project LICENSE + Touched: 2021 +*/pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}.hljs{background:#F3F3F3;color:#444}.hljs-comment{color:#697070}.hljs-tag,.hljs-punctuation{color:#444a}.hljs-tag .hljs-name,.hljs-tag .hljs-attr{color:#444}.hljs-keyword,.hljs-attribute,.hljs-selector-tag,.hljs-meta .hljs-keyword,.hljs-doctag,.hljs-name{font-weight:bold}.hljs-type,.hljs-string,.hljs-number,.hljs-selector-id,.hljs-selector-class,.hljs-quote,.hljs-template-tag,.hljs-deletion{color:#880000}.hljs-title,.hljs-section{color:#880000;font-weight:bold}.hljs-regexp,.hljs-symbol,.hljs-variable,.hljs-template-variable,.hljs-link,.hljs-selector-attr,.hljs-operator,.hljs-selector-pseudo{color:#ab5656}.hljs-literal{color:#695}.hljs-built_in,.hljs-bullet,.hljs-code,.hljs-addition{color:#397300}.hljs-meta{color:#1f7199}.hljs-meta .hljs-string{color:#38a}.hljs-emphasis{font-style:italic}.hljs-strong{font-weight:bold}.gap-4{gap:1rem} diff --git a/previews/PR88/assets/themeswap.js b/previews/PR88/assets/themeswap.js new file mode 100644 index 0000000..9f5eebe --- /dev/null +++ b/previews/PR88/assets/themeswap.js @@ -0,0 +1,84 @@ +// Small function to quickly swap out themes. Gets put into the tag.. +function set_theme_from_local_storage() { + // Initialize the theme to null, which means default + var theme = null; + // If the browser supports the localstorage and is not disabled then try to get the + // documenter theme + if (window.localStorage != null) { + // Get the user-picked theme from localStorage. May be `null`, which means the default + // theme. + theme = window.localStorage.getItem("documenter-theme"); + } + // Check if the users preference is for dark color scheme + var darkPreference = + window.matchMedia("(prefers-color-scheme: dark)").matches === true; + // Initialize a few variables for the loop: + // + // - active: will contain the index of the theme that should be active. Note that there + // is no guarantee that localStorage contains sane values. If `active` stays `null` + // we either could not find the theme or it is the default (primary) theme anyway. + // Either way, we then need to stick to the primary theme. + // + // - disabled: style sheets that should be disabled (i.e. all the theme style sheets + // that are not the currently active theme) + var active = null; + var disabled = []; + var primaryLightTheme = null; + var primaryDarkTheme = null; + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // To distinguish the default (primary) theme, it needs to have the data-theme-primary + // attribute set. + if (ss.ownerNode.getAttribute("data-theme-primary") !== null) { + primaryLightTheme = themename; + } + // Check if the theme is primary dark theme so that we could store its name in darkTheme + if (ss.ownerNode.getAttribute("data-theme-primary-dark") !== null) { + primaryDarkTheme = themename; + } + // If we find a matching theme (and it's not the default), we'll set active to non-null + if (themename === theme) active = i; + // Store the style sheets of inactive themes so that we could disable them + if (themename !== theme) disabled.push(ss); + } + var activeTheme = null; + if (active !== null) { + // If we did find an active theme, we'll (1) add the theme--$(theme) class to + document.getElementsByTagName("html")[0].className = "theme--" + theme; + activeTheme = theme; + } else { + // If we did _not_ find an active theme, then we need to fall back to the primary theme + // which can either be dark or light, depending on the user's OS preference. + var activeTheme = darkPreference ? primaryDarkTheme : primaryLightTheme; + // In case it somehow happens that the relevant primary theme was not found in the + // preceding loop, we abort without doing anything. + if (activeTheme === null) { + console.error("Unable to determine primary theme."); + return; + } + // When switching to the primary light theme, then we must not have a class name + // for the tag. That's only for non-primary or the primary dark theme. + if (darkPreference) { + document.getElementsByTagName("html")[0].className = + "theme--" + activeTheme; + } else { + document.getElementsByTagName("html")[0].className = ""; + } + } + for (var i = 0; i < document.styleSheets.length; i++) { + var ss = document.styleSheets[i]; + // The tag of each style sheet is expected to have a data-theme-name attribute + // which must contain the name of the theme. The names in localStorage much match this. + var themename = ss.ownerNode.getAttribute("data-theme-name"); + // attribute not set => non-theme stylesheet => ignore + if (themename === null) continue; + // we'll disable all the stylesheets, except for the active one + ss.disabled = !(themename == activeTheme); + } +} +set_theme_from_local_storage(); diff --git a/previews/PR88/assets/warner.js b/previews/PR88/assets/warner.js new file mode 100644 index 0000000..3f6f5d0 --- /dev/null +++ b/previews/PR88/assets/warner.js @@ -0,0 +1,52 @@ +function maybeAddWarning() { + // DOCUMENTER_NEWEST is defined in versions.js, DOCUMENTER_CURRENT_VERSION and DOCUMENTER_STABLE + // in siteinfo.js. + // If either of these are undefined something went horribly wrong, so we abort. + if ( + window.DOCUMENTER_NEWEST === undefined || + window.DOCUMENTER_CURRENT_VERSION === undefined || + window.DOCUMENTER_STABLE === undefined + ) { + return; + } + + // Current version is not a version number, so we can't tell if it's the newest version. Abort. + if (!/v(\d+\.)*\d+/.test(window.DOCUMENTER_CURRENT_VERSION)) { + return; + } + + // Current version is newest version, so no need to add a warning. + if (window.DOCUMENTER_NEWEST === window.DOCUMENTER_CURRENT_VERSION) { + return; + } + + // Add a noindex meta tag (unless one exists) so that search engines don't index this version of the docs. + if (document.body.querySelector('meta[name="robots"]') === null) { + const meta = document.createElement("meta"); + meta.name = "robots"; + meta.content = "noindex"; + + document.getElementsByTagName("head")[0].appendChild(meta); + } + + const div = document.createElement("div"); + div.classList.add("outdated-warning-overlay"); + const closer = document.createElement("button"); + closer.classList.add("outdated-warning-closer", "delete"); + closer.addEventListener("click", function () { + document.body.removeChild(div); + }); + const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE; + div.innerHTML = + 'This documentation is not for the latest stable release, but for either the development version or an older release.
Click here to go to the documentation for the latest stable release.'; + div.appendChild(closer); + document.body.appendChild(div); +} + +if (document.readyState === "loading") { + document.addEventListener("DOMContentLoaded", maybeAddWarning); +} else { + maybeAddWarning(); +} diff --git a/previews/PR88/examples/index.html b/previews/PR88/examples/index.html new file mode 100644 index 0000000..a81aae0 --- /dev/null +++ b/previews/PR88/examples/index.html @@ -0,0 +1,2 @@ + +- · MixedModelsMakie
GitHub
diff --git a/previews/PR88/index.html b/previews/PR88/index.html new file mode 100644 index 0000000..a144212 --- /dev/null +++ b/previews/PR88/index.html @@ -0,0 +1,2 @@ + +MixedModelsMakie.jl Documentation · MixedModelsMakie
GitHub

MixedModelsMakie.jl Documentation

MixedModelsMakie.jl is a Julia package providing plotting capabilities for models fit with MixedModels.jl.

Note that the functionality here is currently early alpha development and so breaking changes are expected as we refine the interface. Following SemVer, these minor releases before 1.0 can introduce these breaking changes. The release of 1.0 will be indication that we believe the interface is reasonably stable.

diff --git a/previews/PR88/objects.inv b/previews/PR88/objects.inv new file mode 100644 index 0000000..90eb68c --- /dev/null +++ b/previews/PR88/objects.inv @@ -0,0 +1,6 @@ +# Sphinx inventory version 2 +# Project: MixedModelsMakie +# Version: 0.4.0 +# The remainder of this file is compressed using zlib. +xN!utE>wm)L„tpsJ'b,s:#d'+A!=ݍ#,M1XDE F>p4IٺD;/ٰ \\1\", r\"getfield\\(.*##[0-9]+#[0-9]+\"]","category":"page"},{"location":"api/#MixedModelsMakie.jl-API","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"","category":"section"},{"location":"api/#Coefficient-Plots","page":"MixedModelsMakie.jl API","title":"Coefficient Plots","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"coefplot","category":"page"},{"location":"api/#MixedModelsMakie.coefplot","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.coefplot","text":"coefplot(x::Union{MixedModel,MixedModelBootstrap}; kwargs...)::Figure\ncoefplot!(fig::Union{GridLayoutBase.GridLayout, GridLayoutBase.GridPosition, GridLayoutBase.GridSubposition, Makie.Figure}, x::Union{MixedModel,MixedModelBootstrap}; \n kwargs...)\ncoefplot!(ax::Axis, Union{MixedModel,MixedModelBootstrap};\n conf_level=0.95, vline_at_zero=true, show_intercept=true, attributes...)\n\nCreate a coefficient plot of the fixed-effects and associated confidence intervals.\n\nInestimable coefficients (coefficients removed by pivoting in the rank deficient case) are excluded.\n\nattributes are passed onto scatter! and errorbars!.\n\nThe mutating methods return the original object.\n\nnote: Note\nInestimable coefficients (coefficients removed by pivoting in the rank deficient case) are excluded.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"using CairoMakie\nusing MixedModels\nusing MixedModelsMakie\nusing Random\n\nverbagg = MixedModels.dataset(:verbagg)\n\ngm1 = fit(MixedModel,\n @formula(r2 ~ 1 + anger + gender + btype + situ + (1|subj) + (1|item)),\n verbagg,\n Bernoulli();\n progress=false)\n\ncoefplot(gm1)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"sleepstudy = MixedModels.dataset(:sleepstudy)\n\nfm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)\nboot = parametricbootstrap(MersenneTwister(42), 1000, fm1)\n\ncoefplot(boot; conf_level=0.999, title=\"Custom Title\")","category":"page"},{"location":"api/#Ridge-Plots","page":"MixedModelsMakie.jl API","title":"Ridge Plots","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"ridgeplot","category":"page"},{"location":"api/#MixedModelsMakie.ridgeplot","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.ridgeplot","text":"ridgeplot(x::Union{MixedModel,MixedModelBootstrap}; kwargs...)::Figure\nridgeplot!(fig::Union{GridLayoutBase.GridLayout, GridLayoutBase.GridPosition, GridLayoutBase.GridSubposition, Makie.Figure}, x::Union{MixedModel,MixedModelBootstrap}; \n kwargs...)\nridgeplot!(ax::Axis, Union{MixedModel,MixedModelBootstrap};\n conf_level=0.95, vline_at_zero=true, show_intercept=true, attributes...)\n\nCreate a ridge plot for the bootstrap samples of the fixed effects.\n\nDensities are normalized so that the maximum density is always 1.\n\nThe highest density interval corresponding to conf_level is marked with a bar at the bottom of each density. Setting conf_level=missing removes the markings for the highest density interval.\n\nattributes are passed onto coefplot, band! and lines!.\n\nThe mutating methods return the original object.\n\nnote: Note\nInestimable coefficients (coefficients removed by pivoting in the rank deficient case) are excluded.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"ridgeplot(boot)","category":"page"},{"location":"api/#Ridge-2D-Plots","page":"MixedModelsMakie.jl API","title":"Ridge 2D Plots","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"ridge2d","category":"page"},{"location":"api/#MixedModelsMakie.ridge2d","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.ridge2d","text":"ridge2d(bs::MixedModelBootstrap; ptype=:β, kwargs...)\nridge2d!(f::Union{GridLayoutBase.GridLayout, GridLayoutBase.GridPosition, GridLayoutBase.GridSubposition, Makie.Figure}, bs::MixedModelBootstrap; ptype=:β)\n\nPlot pairwise bivariate scatter plots with overlain densities for a bootstrap sample.\n\nptype specifies the set of parameters to examine, e.g. :β, :σ, :ρ.\n\nThe mutating methods return the original object.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"ridge2d(boot)","category":"page"},{"location":"api/#Random-effects-and-group-level-predictions","page":"MixedModelsMakie.jl API","title":"Random effects and group-level predictions","text":"","category":"section"},{"location":"api/#Caterpillar-Plots","page":"MixedModelsMakie.jl API","title":"Caterpillar Plots","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"RanefInfo","category":"page"},{"location":"api/#MixedModelsMakie.RanefInfo","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.RanefInfo","text":"RanefInfo\n\nInformation on random effects conditional modes/means, variances, etc.\n\nUsed for creating caterpillar plots.\n\nnote: Note\nThis functionality may be moved upstream into MixedModels.jl in the near future.\n\n\n\n\n\n","category":"type"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"ranefinfo","category":"page"},{"location":"api/#MixedModelsMakie.ranefinfo","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.ranefinfo","text":"ranefinfo(m::MixedModel)\n\nReturn a NamedTuple{fnames(m), NTuple(k, RanefInfo)} from model m\n\n\n\n\n\nranefinfo(m::MixedModel, gf::Symbol)\n\nReturn a RanefInfo corresponding to the grouping variable gf model m.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"caterpillar","category":"page"},{"location":"api/#MixedModelsMakie.caterpillar","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.caterpillar","text":"caterpillar(m::MixedModel, gf::Symbol; kwargs...)\n\nReturns a Figure of a \"caterpillar plot\" of the random-effects means and prediction intervals\n\nA \"caterpillar plot\" is a horizontal error-bar plot of conditional means and standard deviations of the random effects.\n\ngf specifies which grouping variable is displayed.\n\nkwargs... are passed on to caterpillar!.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"caterpillar!","category":"page"},{"location":"api/#MixedModelsMakie.caterpillar!","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.caterpillar!","text":"caterpillar!(f::Union{Makie.FigureLike,Makie.GridLayout}, r::RanefInfo;\n orderby=1, cols::Union{Nothing,AbstractVector}=nothing,\n dotcolor=(:red, 0.2), barcolor=:black,\n vline_at_zero::Bool=false)\ncaterpillar!(f::Union{Makie.FigureLike,Makie.GridLayout}, m::MixedModel,\n gf::Symbol=first(fnames(m)); orderby=1,\n cols::Union{Nothing,AbstractVector}=nothing,\n dotcolor=(:red, 0.2), barcolor=:black,\n vline_at_zero::Bool=false)\n\nAdd Axes of a caterpillar plot from r to f.\n\nWhen passing a MixedModel, gf specifies which grouping variable is displayed. Alternatively, ranefinfo may be used to construct the RanefInfo object directly. Constructing RanefInfo directly can be used to avoid re-computing the conditional variances.\n\nThe order of the levels on the vertical axes is increasing orderby column of r.ranef, usually the (Intercept) random effects. Setting orderby=nothing will disable sorting, i.e. return the levels in the order they are stored in.\n\nThe display can be restricted to a subset of random effects associated with a grouping variable by specifying cols, either by indices or term names.\n\nnote: Note\nEven when not sorting the levels, they might have already been sorted during model matrix construction. If you want impose a particular ordering on the levels, then you must sort the relevant fields in the RanefInfo object before calling caterpillar!.\n\nnote: Note\norderby is the nth column of the columns specified by cols.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"using CairoMakie\nCairoMakie.activate!(type = \"svg\")\nusing MixedModels\nusing MixedModelsMakie\nsleepstudy = MixedModels.dataset(:sleepstudy)\nverbagg = MixedModels.dataset(:verbagg)\n\nfm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)\ngm0 = fit(MixedModel,\n @formula(r2 ~ 1 + anger + gender + btype + situ + (1|subj) + (1|item)),\n verbagg,\n Bernoulli();\n progress=false)\n\nsubjre = ranefinfo(fm1)[:subj]\n\ncaterpillar!(Figure(; size=(800,600)), subjre)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"caterpillar!(Figure(; size=(800,600)), subjre; orderby=2)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"caterpillar!(Figure(; size=(800,600)), subjre; orderby=nothing)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"caterpillar(gm0, :item)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"qqcaterpillar","category":"page"},{"location":"api/#MixedModelsMakie.qqcaterpillar","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.qqcaterpillar","text":"qqcaterpillar(m::MixedModel, gf::Symbol=first(fnames(m));\n kwargs...)\n\nReturns a Figure of a \"qq-caterpillar plot\" of the random-effects means and prediction intervals.\n\ngf specifies which grouping variable is displayed.\n\nkwargs... are passed on to qqcaterpillar!.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"qqcaterpillar!","category":"page"},{"location":"api/#MixedModelsMakie.qqcaterpillar!","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.qqcaterpillar!","text":"qqcaterpillar!(f::Union{Makie.FigureLike,Makie.GridLayout}, r::RanefInfo;\n cols::Union{Nothing,AbstractVector}=nothing,\n dotcolor=(:red, 0.2), barcolor=:black)\nqqcaterpillar!(f::Union{Makie.FigureLike,Makie.GridLayout}, m::MixedModel,\n gf::Symbol=first(fnames(m));\n cols::Union{Nothing,AbstractVector}=nothing,\n dotcolor=(:red, 0.2), barcolor=:black,\n vline_at_zero::Bool=false)\n\nUpdate the figure with a caterpillar plot with the vertical axis on the Normal() quantile scale.\n\nWhen passing a MixedModel, gf specifies which grouping variable is displayed. Alternatively, ranefinfo may be used to construct the RanefInfo object directly. Constructing RanefInfo directly can be used to avoid re-computing the conditional variances.\n\nThe display can be restricted to a subset of random effects associated with a grouping variable by specifying cols, either by indices or term names.\n\nThe order of the levels on the vertical axes is increasing orderby column of r.ranef, usually the (Intercept) random effects. Setting orderby=nothing will disable sorting, i.e. return the levels in the order they are stored in.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"qqcaterpillar(fm1)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"qqcaterpillar(gm0, :item)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"qqcaterpillar!(Figure(; size=(400,300)), subjre; cols=[1])","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"qqcaterpillar!(Figure(; size=(400,300)), subjre; cols=[:days])","category":"page"},{"location":"api/#Shrinkage-Plots","page":"MixedModelsMakie.jl API","title":"Shrinkage Plots","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"shrinkageplot\nshrinkageplot!","category":"page"},{"location":"api/#MixedModelsMakie.shrinkageplot","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.shrinkageplot","text":"shrinkageplot(m::MixedModel, gf::Symbol=first(fnames(m)), θref, args...; kwargs...)\n\nReturn a scatter-plot matrix of the conditional means, b, of the random effects for grouping factor gf.\n\nTwo sets of conditional means are plotted: those at the estimated parameter values and those at θref. The default θref results in Λ being a very large multiple of the identity. The corresponding conditional means can be regarded as unpenalized.\n\nargs... and kwargs... are passed on to shrinkageplot!\n\n\n\n\n\n","category":"function"},{"location":"api/#MixedModelsMakie.shrinkageplot!","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.shrinkageplot!","text":"shrinkageplot!(f::Union{Makie.FigureLike,Makie.GridLayout}, m::MixedModel,\n gf::Symbol=first(fnames(m)), θref;\n ellipse=false, ellipse_scale=1, n_ellipse=5,\n cols::Union{Nothing,AbstractVector}=nothing,\n shrunk_dotcolor=(:blue, 0.25), ref_dotcolor=(:red, 0.25),\n ellipse_color=:green, ellipse_linestyle=:dash)\n\nReturn a scatter-plot matrix of the conditional means, b, of the random effects for grouping factor gf.\n\nTwo sets of conditional means are plotted: those at the estimated parameter values and those at θref. The default θref results in Λ being a very large multiple of the identity. The corresponding conditional means can be regarded as unpenalized.\n\nThe display can be restricted to a subset of random effects associated with a grouping variable by specifying cols, either by indices or term names.\n\nCorrelation ellipses can be added with ellipse=true, with the number of ellipses controlled by n_ellipse. The ellipses are equally spaced between the outer ellipse and the origin (center). The scaling of the ellipses can be adjusted with the multiplicative ellipse_scale. If you are unable to see the ellipses, try increasing ellipse_scale.\n\nnote: Note\nFor degenerate (singular) models, the correlation ellipse will also be degenerate, i.e., collapse to a point or line.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"using CairoMakie\nusing MixedModels\nusing MixedModelsMakie\nsleepstudy = MixedModels.dataset(:sleepstudy)\nverbagg = MixedModels.dataset(:verbagg)\n\nfm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)\nshrinkageplot(fm1)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"shrinkageplot(fm1; ellipse=true)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"shrinkageplot!(Figure(; size=(400,400)), fm1)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"gm1 = fit(MixedModel,\n @formula(r2 ~ 1 + anger + gender + btype + situ + (1|subj) + (1+gender|item)),\n verbagg,\n Bernoulli();\n progress=false)\nshrinkageplot(gm1, :item)","category":"page"},{"location":"api/#Diagnostics","page":"MixedModelsMakie.jl API","title":"Diagnostics","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"We have also provided a few useful plot recipes for common plot types applied to mixed models. These are especially useful for diagnostics and model checking.","category":"page"},{"location":"api/#QQ-Plots","page":"MixedModelsMakie.jl API","title":"QQ Plots","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"The methods for qqnorm and qqplot are implemented using Makie recipes. In other words, these are convenience wrappers for calling the relevant plotting methods on residuals(model).","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"Specify the type of line on the QQ plots with the qqline keyword-argument. The default for qqnorm is :fitrobust, which delivers an R-style line connecting the first and third quartiles. The default for qqplot is :identity, which plots the line with slope = 1 and intercept = 0. The final possibility is :fit, which plots the line of best fit (i.e. regressing the quantiles of the residuals onto the quantiles of the reference distribution).","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"The reference distribution for qqnorm is the standard normal, which differs from the behavior in previous versions of Makie.","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"compat: Compat\nThe options and associated names for the qqline keyword argument changed in Makie 0.16.3 (and were broken in Makie 0.16.0-0.16.2). The equivalent to qqline=:R is qqline=:fitrobust. qqline=:R will be supported for backwards compatibility only until the next breaking release.","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"using CairoMakie\nusing MixedModels\nusing MixedModelsMakie\n\nsleepstudy = MixedModels.dataset(:sleepstudy)\n\nfm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)\nqqnorm(fm1; qqline=:fitrobust)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"# the residuals should have mean 0\n# and standard deviation equal to the residual standard deviation\nqqplot(Normal(0, fm1.σ), fm1)","category":"page"},{"location":"api/#Profile-Plots","page":"MixedModelsMakie.jl API","title":"Profile Plots","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"Requires MixedModels 4.14 or above.","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"using CairoMakie\nusing MixedModels\nusing MixedModelsMakie\n\nsleepstudy = MixedModels.dataset(:sleepstudy)\nfm1 = fit(MixedModel, @formula(reaction ~ 1 + days + (1 + days|subj)), sleepstudy; progress=false)\npr1 = profile(fm1)\nzetaplot(pr1)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"# show zeta on the absolute value scale with coverage intervals\nzetaplot(pr1; absv=true)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"# show zeta for the variance components\nzetaplot(pr1; absv=true, ptyp='θ')","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"profiledensity(pr1)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"profiledensity(pr1; share_y_scale=false)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"profiledensity(pr1; ptyp='σ')","category":"page"},{"location":"api/#General-plots","page":"MixedModelsMakie.jl API","title":"General plots","text":"","category":"section"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"We also provide a splom or scatter-plot matrix plot for data frames with numeric columns (i.e. a matrix of all pairwise plots). These plots can be used to visualize the joint distribution of, say, the parameter estimates from a simulation.","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"splom!","category":"page"},{"location":"api/#MixedModelsMakie.splom!","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.splom!","text":"splom!(f::Union{Makie.FigureLike,Makie.GridLayout}, df::DataFrame)\n\nCreate a scatter-plot matrix in f from the columns of df.\n\nNon-numeric columns are ignored.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"using CairoMakie\nusing DataFrames\nusing LinearAlgebra\nusing MixedModelsMakie\n\ndata = rmul!(randn(100, 3), LowerTriangular([+1 +0 +0;\n +1 +1 +0;\n -1 -1 +1]))\ndf = DataFrame(data, [:x, :y, :z])\n\nsplom!(Figure(; size=(800, 800)), df)","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"Meanwhile, splomaxes! provides a lower-level backend for splom!","category":"page"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"splomaxes!","category":"page"},{"location":"api/#MixedModelsMakie.splomaxes!","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.splomaxes!","text":"splomaxes!(f::Union{Makie.FigureLike,Makie.GridLayout}, labels::AbstractVector{<:AbstractString},\n panel!::Function, args...;\n extraticks::Bool=false, kwargs...)\n\nPopulate f with a set of (k*(k-1))/2 axes in a lower triangle for all pairs of labels, where k is the length of labels. The panel! function should have the signature panel!(ax::Axis, i::Integer, j::Integer, args...; kwargs...) and should draw the [i,j] panel in ax.\n\n\n\n\n\n","category":"function"},{"location":"api/","page":"MixedModelsMakie.jl API","title":"MixedModelsMakie.jl API","text":"using Statistics\n\nmat = Array(df)\nfunction pfunc(ax, i, j)\n # note that this references mat from the outer scope!\n # [j, i] because:\n # - i is the row in the figure, which corresponds to the y var in each panel\n # - j is the col in the figure, which corresponds to the x var in each panel\n v = view(mat, :, [j, i])\n scatter!(ax, v; color=(:blue, 0.2))\n cc = cor(eachcol(v)...)\n cc = round(cc; digits=2)\n text!(ax, \"r=$(cc)\")\n return ax\nend\nsplomaxes!(Figure(; size=(800, 800)),\n names(df), pfunc)","category":"page"},{"location":"#MixedModelsMakie.jl-Documentation","page":"MixedModelsMakie.jl Documentation","title":"MixedModelsMakie.jl Documentation","text":"","category":"section"},{"location":"","page":"MixedModelsMakie.jl Documentation","title":"MixedModelsMakie.jl Documentation","text":"CurrentModule = MixedModelsMakie","category":"page"},{"location":"","page":"MixedModelsMakie.jl Documentation","title":"MixedModelsMakie.jl Documentation","text":"MixedModelsMakie.jl is a Julia package providing plotting capabilities for models fit with MixedModels.jl.","category":"page"},{"location":"","page":"MixedModelsMakie.jl Documentation","title":"MixedModelsMakie.jl Documentation","text":"Note that the functionality here is currently early alpha development and so breaking changes are expected as we refine the interface. Following SemVer, these minor releases before 1.0 can introduce these breaking changes. The release of 1.0 will be indication that we believe the interface is reasonably stable.","category":"page"},{"location":"","page":"MixedModelsMakie.jl Documentation","title":"MixedModelsMakie.jl Documentation","text":"Pages = [\n \"api.md\",\n]\nDepth = 1","category":"page"}] +} diff --git a/previews/PR88/siteinfo.js b/previews/PR88/siteinfo.js new file mode 100644 index 0000000..39dee2a --- /dev/null +++ b/previews/PR88/siteinfo.js @@ -0,0 +1 @@ +var DOCUMENTER_CURRENT_VERSION = "previews/PR88";