From 747f67d3fb72aec11d7892966ba9495651e93aeb Mon Sep 17 00:00:00 2001
From: Pat Alt <55311242+pat-alt@users.noreply.github.com>
Date: Thu, 30 Mar 2023 13:32:35 +0200
Subject: [PATCH] progress
---
Manifest.toml | 32 +-
Project.toml | 1 +
docs/index.html | 426 ----
docs/notebooks/intro.html | 579 -----
docs/notebooks/proposal.html | 601 -----
docs/site_libs/bootstrap/bootstrap-icons.css | 2018 -----------------
docs/site_libs/bootstrap/bootstrap-icons.woff | Bin 164168 -> 0 bytes
docs/site_libs/bootstrap/bootstrap.min.css | 10 -
docs/site_libs/bootstrap/bootstrap.min.js | 7 -
docs/site_libs/clipboard/clipboard.min.js | 7 -
docs/site_libs/quarto-html/anchor.min.js | 9 -
docs/site_libs/quarto-html/popper.min.js | 6 -
.../quarto-syntax-highlighting.css | 203 --
docs/site_libs/quarto-html/quarto.js | 884 --------
docs/site_libs/quarto-html/tippy.css | 1 -
docs/site_libs/quarto-html/tippy.umd.min.js | 2 -
docs/site_libs/quarto-nav/headroom.min.js | 7 -
docs/site_libs/quarto-nav/quarto-nav.js | 273 ---
.../quarto-search/autocomplete.umd.js | 3 -
docs/site_libs/quarto-search/fuse.min.js | 9 -
docs/site_libs/quarto-search/quarto-search.js | 1140 ----------
notebooks/intro.qmd | 17 +-
22 files changed, 39 insertions(+), 6196 deletions(-)
delete mode 100644 docs/index.html
delete mode 100644 docs/notebooks/intro.html
delete mode 100644 docs/notebooks/proposal.html
delete mode 100644 docs/site_libs/bootstrap/bootstrap-icons.css
delete mode 100644 docs/site_libs/bootstrap/bootstrap-icons.woff
delete mode 100644 docs/site_libs/bootstrap/bootstrap.min.css
delete mode 100644 docs/site_libs/bootstrap/bootstrap.min.js
delete mode 100644 docs/site_libs/clipboard/clipboard.min.js
delete mode 100644 docs/site_libs/quarto-html/anchor.min.js
delete mode 100644 docs/site_libs/quarto-html/popper.min.js
delete mode 100644 docs/site_libs/quarto-html/quarto-syntax-highlighting.css
delete mode 100644 docs/site_libs/quarto-html/quarto.js
delete mode 100644 docs/site_libs/quarto-html/tippy.css
delete mode 100644 docs/site_libs/quarto-html/tippy.umd.min.js
delete mode 100644 docs/site_libs/quarto-nav/headroom.min.js
delete mode 100644 docs/site_libs/quarto-nav/quarto-nav.js
delete mode 100644 docs/site_libs/quarto-search/autocomplete.umd.js
delete mode 100644 docs/site_libs/quarto-search/fuse.min.js
delete mode 100644 docs/site_libs/quarto-search/quarto-search.js
diff --git a/Manifest.toml b/Manifest.toml
index 50b8fe3a..1bf0d7d3 100644
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -1,6 +1,6 @@
# This file is machine-generated - editing it directly is not advised
-julia_version = "1.6.5"
+julia_version = "1.7.2"
manifest_format = "2.0"
project_hash = "d4865488d9d741cc2d833e66a476d21fceebe412"
@@ -279,10 +279,10 @@ uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3"
version = "0.3.2"
[[deps.ConformalPrediction]]
-deps = ["CategoricalArrays", "ChainRules", "Flux", "LinearAlgebra", "MLJBase", "MLJModelInterface", "NaturalSort", "Plots", "StatsBase"]
+deps = ["CategoricalArrays", "ChainRules", "Flux", "LinearAlgebra", "MLJBase", "MLJModelInterface", "NaturalSort", "Plots", "Statistics"]
path = "../ConformalPrediction.jl"
uuid = "98bfc277-1877-43dc-819b-a3e38c30242f"
-version = "0.1.6"
+version = "0.1.5"
[[deps.ConstructionBase]]
deps = ["LinearAlgebra"]
@@ -932,7 +932,7 @@ uuid = "093fc24a-ae57-5d10-9952-331d41423f4d"
version = "1.3.5"
[[deps.LinearAlgebra]]
-deps = ["Libdl"]
+deps = ["Libdl", "libblastrampoline_jll"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
[[deps.LogExpFunctions]]
@@ -1066,6 +1066,12 @@ version = "1.1.0"
[[deps.Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804"
+[[deps.Mocking]]
+deps = ["Compat", "ExprTools"]
+git-tree-sha1 = "782e258e80d68a73d8c916e55f8ced1de00c2cea"
+uuid = "78c3b35d-d492-501b-9361-3d52fe80e533"
+version = "0.7.6"
+
[[deps.MosaicViews]]
deps = ["MappedArrays", "OffsetArrays", "PaddedViews", "StackViews"]
git-tree-sha1 = "7b86a5d4d70a9f5cdf2dacb3cbe6d251d1a61dbe"
@@ -1081,6 +1087,12 @@ git-tree-sha1 = "91a48569383df24f0fd2baf789df2aade3d0ad80"
uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
version = "0.10.1"
+[[deps.Mustache]]
+deps = ["Printf", "Tables"]
+git-tree-sha1 = "87c371d27dbf2449a5685652ab322be163269df0"
+uuid = "ffc61752-8dc7-55ee-8c37-f3e9cdd09e70"
+version = "1.0.15"
+
[[deps.MyterialColors]]
git-tree-sha1 = "01d8466fb449436348999d7c6ad740f8f853a579"
uuid = "1c23619d-4212-4747-83aa-717207fae70f"
@@ -1263,6 +1275,12 @@ version = "0.40.1+0"
deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
+[[deps.PkgTemplates]]
+deps = ["Dates", "InteractiveUtils", "LibGit2", "Mocking", "Mustache", "Parameters", "Pkg", "REPL", "UUIDs"]
+git-tree-sha1 = "e93643cc634d7551f68b63739d205d22216cec7c"
+uuid = "14b8a8f1-9102-5b29-a752-f990bacb7fe1"
+version = "0.7.32"
+
[[deps.PlotThemes]]
deps = ["PlotUtils", "Statistics"]
git-tree-sha1 = "1f03a2d339f42dca4a4da149c7e15e9b896ad899"
@@ -1342,7 +1360,7 @@ deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
[[deps.Random]]
-deps = ["Serialization"]
+deps = ["SHA", "Serialization"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
[[deps.Random123]]
@@ -1923,6 +1941,10 @@ git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
version = "0.15.1+0"
+[[deps.libblastrampoline_jll]]
+deps = ["Artifacts", "Libdl", "OpenBLAS_jll"]
+uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
+
[[deps.libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
diff --git a/Project.toml b/Project.toml
index a47e33a2..f070c6fe 100644
--- a/Project.toml
+++ b/Project.toml
@@ -18,6 +18,7 @@ MLJFlux = "094fc8d1-fd35-5302-93ea-dabda2abf845"
MLJModelInterface = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54"
Parameters = "d96e819e-fc66-5662-9728-84c9c7592b0a"
+PkgTemplates = "14b8a8f1-9102-5b29-a752-f990bacb7fe1"
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
SliceMap = "82cb661a-3f19-5665-9e27-df437c7e54c8"
diff --git a/docs/index.html b/docs/index.html
deleted file mode 100644
index afc142d2..00000000
--- a/docs/index.html
+++ /dev/null
@@ -1,426 +0,0 @@
-<!DOCTYPE html>
-<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
-
-<meta charset="utf-8">
-<meta name="generator" content="quarto-99.9.9">
-
-<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
-
-<meta name="author" content="Patrick Altmeyer">
-<meta name="dcterms.date" content="2023-03-21">
-
-<title>Conformal Counterfactual Explanations</title>
-<style>
-code{white-space: pre-wrap;}
-span.smallcaps{font-variant: small-caps;}
-div.columns{display: flex; gap: min(4vw, 1.5em);}
-div.column{flex: auto; overflow-x: auto;}
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-ul.task-list li input[type="checkbox"] {
- width: 0.8em;
- margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */
- vertical-align: middle;
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-</style>
-
-
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-<script src="site_libs/quarto-search/fuse.min.js"></script>
-<script src="site_libs/quarto-search/quarto-search.js"></script>
-<meta name="quarto:offset" content="./">
-<link href="./notebooks/proposal.html" rel="next">
-<script src="site_libs/quarto-html/quarto.js"></script>
-<script src="site_libs/quarto-html/popper.min.js"></script>
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- "search-copy-link-title": "Copy link to search",
- "search-hide-matches-text": "Hide additional matches",
- "search-more-match-text": "more match in this document",
- "search-more-matches-text": "more matches in this document",
- "search-clear-button-title": "Clear",
- "search-detached-cancel-button-title": "Cancel",
- "search-submit-button-title": "Submit"
- }
-}</script>
-
-
-</head>
-
-<body class="nav-sidebar floating">
-
-<div id="quarto-search-results"></div>
- <header id="quarto-header" class="headroom fixed-top">
- <nav class="quarto-secondary-nav">
- <div class="container-fluid d-flex">
- <button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
- <i class="bi bi-layout-text-sidebar-reverse"></i>
- </button>
- <nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="./index.html">Preface</a></li></ol></nav>
- <a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
- </a>
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- <i class="bi bi-search"></i>
- </button>
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- </nav>
-</header>
-<!-- content -->
-<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article">
-<!-- sidebar -->
- <nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal sidebar-navigation floating overflow-auto">
- <div class="pt-lg-2 mt-2 text-left sidebar-header">
- <div class="sidebar-title mb-0 py-0">
- <a href="./">Conformal Counterfactual Explanations</a>
- </div>
- </div>
- <div class="mt-2 flex-shrink-0 align-items-center">
- <div class="sidebar-search">
- <div id="quarto-search" class="" title="Search"></div>
- </div>
- </div>
- <div class="sidebar-menu-container">
- <ul class="list-unstyled mt-1">
- <li class="sidebar-item">
- <div class="sidebar-item-container">
- <a href="./index.html" class="sidebar-item-text sidebar-link active">
- <span class="menu-text">Preface</span></a>
- </div>
-</li>
- <li class="sidebar-item">
- <div class="sidebar-item-container">
- <a href="./notebooks/proposal.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">1</span> <span class="chapter-title">High-Fidelity Counterfactual Explanations through Conformal Prediction</span></span></a>
- </div>
-</li>
- <li class="sidebar-item">
- <div class="sidebar-item-container">
- <a href="./notebooks/intro.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">2</span> <span class="chapter-title"><code>ConformalGenerator</code></span></span></a>
- </div>
-</li>
- <li class="sidebar-item">
- <div class="sidebar-item-container">
- <a href="./notebooks/references.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text">References</span></a>
- </div>
-</li>
- </ul>
- </div>
-</nav>
-<div id="quarto-sidebar-glass" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar,#quarto-sidebar-glass"></div>
-<!-- margin-sidebar -->
- <div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
- <nav id="TOC" role="doc-toc" class="toc-active">
- <h2 id="toc-title">Table of contents</h2>
-
- <ul>
- <li><a href="#preface" id="toc-preface" class="nav-link active" data-scroll-target="#preface">Preface</a></li>
- </ul>
-</nav>
- </div>
-<!-- main -->
-<main class="content" id="quarto-document-content">
-
-<header id="title-block-header" class="quarto-title-block default">
-<div class="quarto-title">
-<h1 class="title">Conformal Counterfactual Explanations</h1>
-<p class="subtitle lead">Online Companion</p>
-</div>
-
-
-
-<div class="quarto-title-meta">
-
- <div>
- <div class="quarto-title-meta-heading">Author</div>
- <div class="quarto-title-meta-contents">
- <p>Patrick Altmeyer </p>
- </div>
- </div>
-
- <div>
- <div class="quarto-title-meta-heading">Published</div>
- <div class="quarto-title-meta-contents">
- <p class="date">March 21, 2023</p>
- </div>
- </div>
-
-
- </div>
-
-
-</header>
-
-<section id="preface" class="level1 unnumbered">
-<h1 class="unnumbered">Preface</h1>
-
-
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-
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- <h2 id="toc-title">Table of contents</h2>
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- <ul>
- <li><a href="#black-box-model" id="toc-black-box-model"><span class="header-section-number">1.1</span> Black-box Model</a></li>
- <li><a href="#conformal-prediction" id="toc-conformal-prediction"><span class="header-section-number">1.2</span> Conformal Prediction</a></li>
- <li><a href="#differentiable-cp" id="toc-differentiable-cp"><span class="header-section-number">1.3</span> Differentiable CP</a>
- <ul>
- <li><a href="#smooth-set-size-penalty" id="toc-smooth-set-size-penalty"><span class="header-section-number">1.3.1</span> Smooth Set Size Penalty</a></li>
- <li><a href="#configurable-classification-loss" id="toc-configurable-classification-loss"><span class="header-section-number">1.3.2</span> Configurable Classification Loss</a></li>
- </ul></li>
- <li><a href="#fidelity-and-plausibility" id="toc-fidelity-and-plausibility"><span class="header-section-number">1.4</span> Fidelity and Plausibility</a>
- <ul>
- <li><a href="#fidelity" id="toc-fidelity"><span class="header-section-number">1.4.1</span> Fidelity</a></li>
- <li><a href="#plausibility" id="toc-plausibility"><span class="header-section-number">1.4.2</span> Plausibility</a></li>
- </ul></li>
- <li><a href="#counterfactual-explanations" id="toc-counterfactual-explanations"><span class="header-section-number">1.5</span> Counterfactual Explanations</a>
- <ul>
- <li><a href="#benchmark" id="toc-benchmark"><span class="header-section-number">1.5.1</span> Benchmark</a></li>
- </ul></li>
- <li><a href="#multi-class" id="toc-multi-class"><span class="header-section-number">1.6</span> Multi-Class</a></li>
- </ul>
-</nav>
-<p>In this section, we will look at a simple example involving synthetic data, a black-box model and a generic Conformal Counterfactual Generator.</p>
-<section id="black-box-model" class="level2" data-number="1.1">
-<h2 data-number="1.1"><span class="header-section-number">1.1</span> Black-box Model</h2>
-<p>We consider a simple binary classification problem. Let <span class="math inline">\((X_i, Y_i), \ i=1,...,n\)</span> denote our feature-label pairs and let <span class="math inline">\(\mu: \mathcal{X} \mapsto \mathcal{Y}\)</span> denote the mapping from features to labels. For illustration purposes, we will use linearly separable data.</p>
-<p>While we could use a linear classifier in this case, let’s pretend we need a black-box model for this task and rely on a small Multi-Layer Perceptron (MLP):</p>
-<p>We can fit this model to data to produce plug-in predictions.</p>
-</section>
-<section id="conformal-prediction" class="level2" data-number="1.2">
-<h2 data-number="1.2"><span class="header-section-number">1.2</span> Conformal Prediction</h2>
-<p>Here we will instead use a specific case of CP called <em>split conformal prediction</em> which can then be summarized as follows:<a href="#fn1" class="footnote-ref" id="fnref1" role="doc-noteref"><sup>1</sup></a></p>
-<ol type="1">
-<li>Partition the training into a proper training set and a separate calibration set: <span class="math inline">\(\mathcal{D}_n=\mathcal{D}^{\text{train}} \cup \mathcal{D}^{\text{cali}}\)</span>.</li>
-<li>Train the machine learning model on the proper training set: <span class="math inline">\(\hat\mu_{i \in \mathcal{D}^{\text{train}}}(X_i,Y_i)\)</span>.</li>
-</ol>
-<p>The model <span class="math inline">\(\hat\mu_{i \in \mathcal{D}^{\text{train}}}\)</span> can now produce plug-in predictions.</p>
-<div class="callout callout-style-default callout-note callout-titled">
-<div class="callout-header d-flex align-content-center">
-<div class="callout-icon-container">
-<i class='callout-icon'></i>
-</div>
-<div class="callout-title-container flex-fill">
-Starting Point
-</div>
-</div>
-<div class="callout-body-container callout-body">
-<p>Note that this represents the starting point in applications of Algorithmic Recourse: we have some pre-trained classifier <span class="math inline">\(M\)</span> for which we would like to generate plausible Counterfactual Explanations. Next, we turn to the calibration step.</p>
-</div>
-</div>
-<ol start="3" type="1">
-<li>Compute nonconformity scores, <span class="math inline">\(\mathcal{S}\)</span>, using the calibration data <span class="math inline">\(\mathcal{D}^{\text{cali}}\)</span> and the fitted model <span class="math inline">\(\hat\mu_{i \in \mathcal{D}^{\text{train}}}\)</span>.</li>
-<li>For a user-specified desired coverage ratio <span class="math inline">\((1-\alpha)\)</span> compute the corresponding quantile, <span class="math inline">\(\hat{q}\)</span>, of the empirical distribution of nonconformity scores, <span class="math inline">\(\mathcal{S}\)</span>.</li>
-<li>For the given quantile and test sample <span class="math inline">\(X_{\text{test}}\)</span>, form the corresponding conformal prediction set:</li>
-</ol>
-<p><span id="eq-set"><span class="math display">\[
-C(X_{\text{test}})=\{y:s(X_{\text{test}},y) \le \hat{q}\}
-\tag{1.1}\]</span></span></p>
-<p>This is the default procedure used for classification and regression in <a href="https://github.com/pat-alt/ConformalPrediction.jl"><code>ConformalPrediction.jl</code></a>.</p>
-<p>Using the package, we can apply Split Conformal Prediction as follows:</p>
-<p>To be clear, all of the calibration steps (3 to 5) are post hoc, and yet none of them involved any changes to the model parameters. These are two important characteristics of Split Conformal Prediction (SCP) that make it particularly useful in the context of Algorithmic Recourse. Firstly, the fact that SCP involves posthoc calibration steps that happen after training, ensures that we need not place any restrictions on the black-box model itself. This stands in contrast to the approach proposed by <span class="citation" data-cites="schut2021generating">Schut et al. (<a href="#ref-schut2021generating" role="doc-biblioref">2021</a>)</span> in which they essentially restrict the class of models to Bayesian models. Secondly, the fact that the model itself is kept entirely intact ensures that the generated counterfactuals maintain fidelity to the model. Finally, note that we also have not resorted to a surrogate model to learn more about <span class="math inline">\(X \sim \mathcal{X}\)</span>. Instead, we have used the fitted model itself and a calibration data set to learn about the model’s predictive uncertainty.</p>
-</section>
-<section id="differentiable-cp" class="level2" data-number="1.3">
-<h2 data-number="1.3"><span class="header-section-number">1.3</span> Differentiable CP</h2>
-<p>In order to use CP in the context of gradient-based counterfactual search, we need it to be differentiable. <span class="citation" data-cites="stutz2022learning">Stutz et al. (<a href="#ref-stutz2022learning" role="doc-biblioref">2022</a>)</span> introduce a framework for training differentiable conformal predictors. They introduce a configurable loss function as well as smooth set size penalty.</p>
-<section id="smooth-set-size-penalty" class="level3" data-number="1.3.1">
-<h3 data-number="1.3.1"><span class="header-section-number">1.3.1</span> Smooth Set Size Penalty</h3>
-<p>Starting with the former, <span class="citation" data-cites="stutz2022learning">Stutz et al. (<a href="#ref-stutz2022learning" role="doc-biblioref">2022</a>)</span> propose the following:</p>
-<p><span id="eq-size-loss"><span class="math display">\[
-\Omega(C_{\theta}(x;\tau)) = = \max (0, \sum_k C_{\theta,k}(x;\tau) - \kappa)
-\tag{1.2}\]</span></span></p>
-<p>Here, <span class="math inline">\(C_{\theta,k}(x;\tau)\)</span> is loosely defined as the probability that class <span class="math inline">\(k\)</span> is assigned to the conformal prediction set <span class="math inline">\(C\)</span>. In the context of Conformal Training, this penalty reduces the <strong>inefficiency</strong> of the conformal predictor.</p>
-<p>In our context, we are not interested in improving the model itself, but rather in producing <strong>plausible</strong> counterfactuals. Provided that our counterfactual <span class="math inline">\(x^\prime\)</span> is already inside the target domain (<span class="math inline">\(\mathbb{I}_{y^\prime = t}=1\)</span>), penalizing <span class="math inline">\(\Omega(C_{\theta}(x;\tau))\)</span> corresponds to guiding counterfactuals into regions of the target domain that are characterized by low ambiguity: for <span class="math inline">\(\kappa=1\)</span> the conformal prediction set includes only the target label <span class="math inline">\(t\)</span> as <span class="math inline">\(\Omega(C_{\theta}(x;\tau))\)</span>. Arguably, less ambiguous counterfactuals are more <strong>plausible</strong>. Since the search is guided purely by properties of the model itself and (exchangeable) calibration data, counterfactuals also maintain <strong>high fidelity</strong>.</p>
-<p>The left panel of <a href="#fig-losses">Figure <span class="quarto-unresolved-ref">fig-losses</span></a> shows the smooth size penalty in the two-dimensional feature space of our synthetic data.</p>
-</section>
-<section id="configurable-classification-loss" class="level3" data-number="1.3.2">
-<h3 data-number="1.3.2"><span class="header-section-number">1.3.2</span> Configurable Classification Loss</h3>
-<p>The right panel of <a href="#fig-losses">Figure <span class="quarto-unresolved-ref">fig-losses</span></a> shows the configurable classification loss in the two-dimensional feature space of our synthetic data.</p>
-<div class="cell" data-execution_count="5">
-<div class="cell-output cell-output-display" data-execution_count="6">
-<div id="fig-losses" class="quarto-figure quarto-figure-center">
-<figure>
-<p><img src="intro_files/figure-html/fig-losses-output-1.svg" class="quarto-discovered-preview-image img-fluid" /></p>
-<p><figcaption>Figure 1.1: Illustration of the smooth size loss and the configurable classification loss.</figcaption></p>
-</figure>
-</div>
-</div>
-</div>
-</section>
-</section>
-<section id="fidelity-and-plausibility" class="level2" data-number="1.4">
-<h2 data-number="1.4"><span class="header-section-number">1.4</span> Fidelity and Plausibility</h2>
-<p>The main evaluation criteria we are interested in are <em>fidelity</em> and <em>plausibility</em>. Interestingly, we could also consider using these measures as penalties in the counterfactual search.</p>
-<section id="fidelity" class="level3" data-number="1.4.1">
-<h3 data-number="1.4.1"><span class="header-section-number">1.4.1</span> Fidelity</h3>
-<p>We propose to define fidelity as follows:</p>
-<div id="def-fidelity" class="theorem definition">
-<p><span class="theorem-title"><strong>Definition 1.1 (High-Fidelity Counterfactuals) </strong></span>Let <span class="math inline">\(\mathcal{X}_{\theta}|y = p_{\theta}(X|y)\)</span> denote the class-conditional distribution of <span class="math inline">\(X\)</span> defined by <span class="math inline">\(\theta\)</span>. Then for <span class="math inline">\(x^{\prime}\)</span> to be considered a high-fidelity counterfactual, we need: <span class="math inline">\(\mathcal{X}_{\theta}|t \approxeq \mathcal{X}^{\prime}\)</span> where <span class="math inline">\(t\)</span> denotes the target outcome.</p>
-</div>
-<p>We can generate samples from <span class="math inline">\(p_{\theta}(X|y)\)</span> following <span class="citation" data-cites="grathwohl2020your">Grathwohl et al. (<a href="#ref-grathwohl2020your" role="doc-biblioref">2020</a>)</span>. In <a href="#fig-energy">Figure <span class="quarto-unresolved-ref">fig-energy</span></a>, I have applied the methodology to our synthetic data.</p>
-<p>As an evaluation metric and penalty, we could use the average distance of the counterfactual <span class="math inline">\(x^{\prime}\)</span> from these generated samples, for example.</p>
-</section>
-<section id="plausibility" class="level3" data-number="1.4.2">
-<h3 data-number="1.4.2"><span class="header-section-number">1.4.2</span> Plausibility</h3>
-<p>We propose to define plausibility as follows:</p>
-<div id="def-plausible" class="theorem definition">
-<p><span class="theorem-title"><strong>Definition 1.2 (Plausible Counterfactuals) </strong></span>Formally, let <span class="math inline">\(\mathcal{X}|t\)</span> denote the conditional distribution of samples in the target class. As before, we have <span class="math inline">\(x^{\prime}\sim\mathcal{X}^{\prime}\)</span>, then for <span class="math inline">\(x^{\prime}\)</span> to be considered a plausible counterfactual, we need: <span class="math inline">\(\mathcal{X}|t \approxeq \mathcal{X}^{\prime}\)</span>.</p>
-</div>
-<p>As an evaluation metric and penalty, we could use the average distance of the counterfactual <span class="math inline">\(x^{\prime}\)</span> from (potentially bootstrapped) training samples in the target class, for example.</p>
-</section>
-</section>
-<section id="counterfactual-explanations" class="level2" data-number="1.5">
-<h2 data-number="1.5"><span class="header-section-number">1.5</span> Counterfactual Explanations</h2>
-<p>Next, let’s generate counterfactual explanations for our synthetic data. We first wrap our model in a container that makes it compatible with <code>CounterfactualExplanations.jl</code>. Then we draw a random sample, determine its predicted label <span class="math inline">\(\hat{y}\)</span> and choose the opposite label as our target.</p>
-<p>The generic Conformal Counterfactual Generator penalises the only the set size only:</p>
-<p><span id="eq-solution"><span class="math display">\[
-x^\prime = \arg \min_{x^\prime} \ell(M(x^\prime),t) + \lambda \mathbb{I}_{y^\prime = t} \Omega(C_{\theta}(x;\tau))
-\tag{1.3}\]</span></span></p>
-<div class="cell" data-execution_count="8">
-<div class="cell-output cell-output-display" data-execution_count="9">
-<div id="fig-ce" class="quarto-figure quarto-figure-center">
-<figure>
-<p><img src="intro_files/figure-html/fig-ce-output-1.svg" class="img-fluid" /></p>
-<p><figcaption>Figure 1.2: Comparison of counterfactuals produced using different generators.</figcaption></p>
-</figure>
-</div>
-</div>
-</div>
-<section id="benchmark" class="level3" data-number="1.5.1">
-<h3 data-number="1.5.1"><span class="header-section-number">1.5.1</span> Benchmark</h3>
-<p>Then we can simply loop over the datasets and eventually concatenate the results like so:</p>
-</section>
-</section>
-<section id="multi-class" class="level2" data-number="1.6">
-<h2 data-number="1.6"><span class="header-section-number">1.6</span> Multi-Class</h2>
-<div class="cell" data-execution_count="13">
-<div class="cell-output cell-output-display" data-execution_count="14">
-<div id="fig-losses-multi" class="quarto-figure quarto-figure-center">
-<figure>
-<p><img src="intro_files/figure-html/fig-losses-multi-output-1.svg" class="img-fluid" /></p>
-<p><figcaption>Figure 1.3: Illustration of the smooth size loss and the configurable classification loss.</figcaption></p>
-</figure>
-</div>
-</div>
-</div>
-<div id="quarto-navigation-envelope" class="hidden">
-<p><span class="hidden" data-render-id="quarto-int-sidebar-title">Conformal Counterfactual Explanations</span> <span class="hidden" data-render-id="quarto-int-navbar-title">Conformal Counterfactual Explanations</span> <span class="hidden" data-render-id="quarto-int-next">References</span> <span class="hidden" data-render-id="quarto-int-prev">Preface</span> <span class="hidden" data-render-id="quarto-int-sidebar:/index.html">Preface</span> <span class="hidden" data-render-id="quarto-int-sidebar:/notebooks/intro.html"><span class="chapter-number">1</span>Â <span class="chapter-title"><code>ConformalGenerator</code></span></span> <span class="hidden" data-render-id="quarto-int-sidebar:/notebooks/references.html">References</span></p>
-</div>
-<div id="quarto-meta-markdown" class="hidden">
-<p><span class="hidden" data-render-id="quarto-metatitle">Conformal Counterfactual Explanations - <span class="chapter-number">1</span>Â <span class="chapter-title"><code>ConformalGenerator</code></span></span> <span class="hidden" data-render-id="quarto-twittercardtitle">Conformal Counterfactual Explanations - <span class="chapter-number">1</span>Â <span class="chapter-title"><code>ConformalGenerator</code></span></span> <span class="hidden" data-render-id="quarto-ogcardtitle">Conformal Counterfactual Explanations - <span class="chapter-number">1</span>Â <span class="chapter-title"><code>ConformalGenerator</code></span></span> <span class="hidden" data-render-id="quarto-metasitename">Conformal Counterfactual Explanations</span> <span class="hidden" data-render-id="quarto-twittercarddesc"></span> <span class="hidden" data-render-id="quarto-ogcardddesc"></span></p>
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-Grathwohl, Will, Kuan-Chieh Wang, Joern-Henrik Jacobsen, David Duvenaud, Mohammad Norouzi, and Kevin Swersky. 2020. <span>“Your Classifier Is Secretly an Energy Based Model and You Should Treat It Like One.â€</span> In. <a href="https://openreview.net/forum?id=Hkxzx0NtDB">https://openreview.net/forum?id=Hkxzx0NtDB</a>.
-</div>
-<div id="ref-schut2021generating" class="csl-entry" role="listitem">
-Schut, Lisa, Oscar Key, Rory Mc Grath, Luca Costabello, Bogdan Sacaleanu, Yarin Gal, et al. 2021. <span>“Generating <span>Interpretable Counterfactual Explanations By Implicit Minimisation</span> of <span>Epistemic</span> and <span>Aleatoric Uncertainties</span>.â€</span> In <em>International <span>Conference</span> on <span>Artificial Intelligence</span> and <span>Statistics</span></em>, 1756–64. <span>PMLR</span>.
-</div>
-<div id="ref-stutz2022learning" class="csl-entry" role="listitem">
-Stutz, David, Krishnamurthy Dj Dvijotham, Ali Taylan Cemgil, and Arnaud Doucet. 2022. <span>“Learning <span>Optimal</span> <span>Conformal</span> <span>Classifiers</span>.â€</span> In. <a href="https://openreview.net/forum?id=t8O-4LKFVx">https://openreview.net/forum?id=t8O-4LKFVx</a>.
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-<li id="fn1"><p>In other places split conformal prediction is sometimes referred to as <em>inductive</em> conformal prediction.<a href="#fnref1" class="footnote-back" role="doc-backlink">↩︎</a></p></li>
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- <p>We propose Conformal Counterfactual Explanations: an effortless and rigorous way to produce realistic and faithful Counterfactual Explanations using Conformal Prediction. To address the need for realistic counterfactuals, existing work has primarily relied on separate generative models to learn the data-generating process. While this is an effective way to produce plausible and model-agnostic counterfactual explanations, it not only introduces a significant engineering overhead but also reallocates the task of creating realistic model explanations from the model itself to the generative model. Recent work has shown that there is no need for any of this when working with probabilistic models that explicitly quantify their own uncertainty. Unfortunately, most models used in practice still do not fulfil that basic requirement, in which case we would like to have a way to quantify predictive uncertainty in a post-hoc fashion.</p>
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- <ul>
- <li><a href="#motivation" id="toc-motivation"><span class="header-section-number">1.1</span> Motivation</a>
- <ul>
- <li><a href="#counterfactual-explanations-or-adversarial-examples" id="toc-counterfactual-explanations-or-adversarial-examples"><span class="header-section-number">1.1.1</span> Counterfactual Explanations or Adversarial Examples?</a></li>
- <li><a href="#sec-fidelity" id="toc-sec-fidelity"><span class="header-section-number">1.1.2</span> From Plausible to High-Fidelity Counterfactuals</a></li>
- </ul></li>
- <li><a href="#conformal-counterfactual-explanations" id="toc-conformal-counterfactual-explanations"><span class="header-section-number">1.2</span> Conformal Counterfactual Explanations</a>
- <ul>
- <li><a href="#minimizing-predictive-uncertainty" id="toc-minimizing-predictive-uncertainty"><span class="header-section-number">1.2.1</span> Minimizing Predictive Uncertainty</a></li>
- <li><a href="#background-on-conformal-prediction" id="toc-background-on-conformal-prediction"><span class="header-section-number">1.2.2</span> Background on Conformal Prediction</a></li>
- <li><a href="#generating-conformal-counterfactuals" id="toc-generating-conformal-counterfactuals"><span class="header-section-number">1.2.3</span> Generating Conformal Counterfactuals</a></li>
- </ul></li>
- <li><a href="#experiments" id="toc-experiments"><span class="header-section-number">1.3</span> Experiments</a>
- <ul>
- <li><a href="#research-questions" id="toc-research-questions"><span class="header-section-number">1.3.1</span> Research Questions</a></li>
- </ul></li>
- <li><a href="#references" id="toc-references"><span class="header-section-number">1.4</span> References</a></li>
- </ul>
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-<section id="motivation" class="level2" data-number="1.1">
-<h2 data-number="1.1"><span class="header-section-number">1.1</span> Motivation</h2>
-<p>Counterfactual Explanations are a powerful, flexible and intuitive way to not only explain black-box models but also enable affected individuals to challenge them through the means of Algorithmic Recourse.</p>
-<section id="counterfactual-explanations-or-adversarial-examples" class="level3" data-number="1.1.1">
-<h3 data-number="1.1.1"><span class="header-section-number">1.1.1</span> Counterfactual Explanations or Adversarial Examples?</h3>
-<p>Most state-of-the-art approaches to generating Counterfactual Explanations (CE) rely on gradient descent in the feature space. The key idea is to perturb inputs <span class="math inline">\(x\in\mathcal{X}\)</span> into a black-box model <span class="math inline">\(f: \mathcal{X} \mapsto \mathcal{Y}\)</span> in order to change the model output <span class="math inline">\(f(x)\)</span> to some pre-specified target value <span class="math inline">\(t\in\mathcal{Y}\)</span>. Formally, this boils down to defining some loss function <span class="math inline">\(\ell(f(x),t)\)</span> and taking gradient steps in the minimizing direction. The so-generated counterfactuals are considered valid as soon as the predicted label matches the target label. A stripped-down counterfactual explanation is therefore little different from an adversarial example. In <a href="#fig-adv">Figure <span class="quarto-unresolved-ref">fig-adv</span></a>, for example, generic counterfactual search as in <span class="citation" data-cites="wachter2017counterfactual">Wachter, Mittelstadt, and Russell (<a href="#ref-wachter2017counterfactual" role="doc-biblioref">2017</a>)</span> has been applied to MNIST data.</p>
-<div id="fig-adv" class="quarto-figure quarto-figure-center">
-<figure>
-<p><img src="www/you_may_not_like_it.png" class="quarto-discovered-preview-image img-fluid" /></p>
-<p><figcaption>Figure 1.1: You may not like it, but this is what stripped-down counterfactuals look like. Here we have used <span class="citation" data-cites="wachter2017counterfactual">Wachter, Mittelstadt, and Russell (<a href="#ref-wachter2017counterfactual" role="doc-biblioref">2017</a>)</span> to generate multiple counterfactuals for turning an 8 (eight) into a 3 (three).</figcaption></p>
-</figure>
-</div>
-<p>The crucial difference between adversarial examples and counterfactuals is one of intent. While adversarial examples are typically intended to go unnoticed, counterfactuals in the context of Explainable AI are generally sought to be “plausibleâ€, “realistic†or “feasibleâ€. To fulfil this latter goal, researchers have come up with a myriad of ways. <span class="citation" data-cites="joshi2019realistic">Joshi et al. (<a href="#ref-joshi2019realistic" role="doc-biblioref">2019</a>)</span> were among the first to suggest that instead of searching counterfactuals in the feature space, we can instead traverse a latent embedding learned by a surrogate generative model. Similarly, <span class="citation" data-cites="poyiadzi2020face">Poyiadzi et al. (<a href="#ref-poyiadzi2020face" role="doc-biblioref">2020</a>)</span> use density … Finally, <span class="citation" data-cites="karimi2021algorithmic">Karimi, Schölkopf, and Valera (<a href="#ref-karimi2021algorithmic" role="doc-biblioref">2021</a>)</span> argues that counterfactuals should comply with the causal model that generates them [CHECK IF WE CAN PHASE THIS LIKE THIS]. Other related approaches include … All of these different approaches have a common goal: they aim to ensure that the generated counterfactuals comply with the (learned) data-generating process (DGB).</p>
-<div id="def-plausible" class="theorem definition">
-<p><span class="theorem-title"><strong>Definition 1.1 (Plausible Counterfactuals) </strong></span>Formally, if <span class="math inline">\(x \sim \mathcal{X}\)</span> and for the corresponding counterfactual we have <span class="math inline">\(x^{\prime}\sim\mathcal{X}^{\prime}\)</span>, then for <span class="math inline">\(x^{\prime}\)</span> to be considered a plausible counterfactual, we need: <span class="math inline">\(\mathcal{X} \approxeq \mathcal{X}^{\prime}\)</span>.</p>
-</div>
-<p>In the context of Algorithmic Recourse, it makes sense to strive for plausible counterfactuals, since anything else would essentially require individuals to move to out-of-distribution states. But it is worth noting that our ambition to meet this goal, may have implications on our ability to faithfully explain the behaviour of the underlying black-box model (arguably our principal goal). By essentially decoupling the task of learning plausible representations of the data from the model itself, we open ourselves up to vulnerabilities. Using a separate generative model to learn <span class="math inline">\(\mathcal{X}\)</span>, for example, has very serious implications for the generated counterfactuals. <a href="#fig-latent">Figure <span class="quarto-unresolved-ref">fig-latent</span></a> compares the results of applying REVISE <span class="citation" data-cites="joshi2019realistic">(<a href="#ref-joshi2019realistic" role="doc-biblioref">Joshi et al. 2019</a>)</span> to MNIST data using two different Variational Auto-Encoders: while the counterfactual generated using an expressive (strong) VAE is compelling, the result relying on a less expressive (weak) VAE is not even valid. In this latter case, the decoder step of the VAE fails to yield values in <span class="math inline">\(\mathcal{X}\)</span> and hence the counterfactual search in the learned latent space is doomed.</p>
-<div id="fig-latent" class="quarto-figure quarto-figure-center">
-<figure>
-<p><img src="www/mnist_9to4_latent.png" class="img-fluid" /></p>
-<p><figcaption>Figure 1.2: Counterfactual explanations for MNIST using a Latent Space generator: turning a nine (9) into a four (4).</figcaption></p>
-</figure>
-</div>
-<blockquote>
-<p>Here it would be nice to have another example where we poison the data going into the generative model to hide biases present in the data (e.g. Boston housing).</p>
-</blockquote>
-<ul>
-<li>Latent can be manipulated:
-<ul>
-<li>train biased model</li>
-<li>train VAE with biased variable removed/attacked (use Boston housing dataset)</li>
-<li>hypothesis: will generate bias-free explanations</li>
-</ul></li>
-</ul>
-</section>
-<section id="sec-fidelity" class="level3" data-number="1.1.2">
-<h3 data-number="1.1.2"><span class="header-section-number">1.1.2</span> From Plausible to High-Fidelity Counterfactuals</h3>
-<p>In light of the findings, we propose to generally avoid using surrogate models to learn <span class="math inline">\(\mathcal{X}\)</span> in the context of Counterfactual Explanations.</p>
-<div id="prp-surrogate" class="theorem proposition">
-<p><span class="theorem-title"><strong>Proposition 1.1 (Avoid Surrogates) </strong></span>Since we are in the business of explaining a black-box model, the task of learning realistic representations of the data should not be reallocated from the model itself to some surrogate model.</p>
-</div>
-<p>In cases where the use of surrogate models cannot be avoided, we propose to weigh the plausibility of counterfactuals against their fidelity to the black-box model. In the context of Explainable AI, fidelity is defined as describing how an explanation approximates the prediction of the black-box model <span class="citation" data-cites="molnar2020interpretable">(<a href="#ref-molnar2020interpretable" role="doc-biblioref">Molnar 2020</a>)</span>. Fidelity has become the default metric for evaluating Local Model-Agnostic Models, since they often involve local surrogate models whose predictions need not always match those of the black-box model.</p>
-<p>In the case of Counterfactual Explanations, the concept of fidelity has so far been ignored. This is not altogether surprising, since by construction and design, Counterfactual Explanations work with the predictions of the black-box model directly: as stated above, a counterfactual <span class="math inline">\(x^{\prime}\)</span> is considered valid if and only if <span class="math inline">\(f(x^{\prime})=t\)</span>, where <span class="math inline">\(t\)</span> denote some target outcome.</p>
-<p>Does fidelity even make sense in the context of CE, and if so, how can we define it? In light of the examples in the previous section, we think it is urgent to introduce a notion of fidelity in this context, that relates to the distributional properties of the generated counterfactuals. In particular, we propose that a high-fidelity counterfactual <span class="math inline">\(x^{\prime}\)</span> complies with the class-conditional distribution <span class="math inline">\(\mathcal{X}_{\theta} = p_{\theta}(X|y)\)</span> where <span class="math inline">\(\theta\)</span> denote the black-box model parameters.</p>
-<div id="def-fidele" class="theorem definition">
-<p><span class="theorem-title"><strong>Definition 1.2 (High-Fidelity Counterfactuals) </strong></span>Let <span class="math inline">\(\mathcal{X}_{\theta}|y = p_{\theta}(X|y)\)</span> denote the class-conditional distribution of <span class="math inline">\(X\)</span> defined by <span class="math inline">\(\theta\)</span>. Then for <span class="math inline">\(x^{\prime}\)</span> to be considered a high-fidelity counterfactual, we need: <span class="math inline">\(\mathcal{X}_{\theta}|t \approxeq \mathcal{X}^{\prime}\)</span> where <span class="math inline">\(t\)</span> denotes the target outcome.</p>
-</div>
-<p>In order to assess the fidelity of counterfactuals, we propose the following two-step procedure:</p>
-<ol type="1">
-<li>Generate samples <span class="math inline">\(X_{\theta}|y\)</span> and <span class="math inline">\(X^{\prime}\)</span> from <span class="math inline">\(\mathcal{X}_{\theta}|t\)</span> and <span class="math inline">\(\mathcal{X}^{\prime}\)</span>, respectively.</li>
-<li>Compute the Maximum Mean Discrepancy (MMD) between <span class="math inline">\(X_{\theta}|y\)</span> and <span class="math inline">\(X^{\prime}\)</span>.</li>
-</ol>
-<p>If the computed value is different from zero, we can reject the null-hypothesis of fidelity.</p>
-<blockquote>
-<p>Two challenges here: 1) implementing the sampling procedure in <span class="citation" data-cites="grathwohl2020your">Grathwohl et al. (<a href="#ref-grathwohl2020your" role="doc-biblioref">2020</a>)</span>; 2) it is unclear if MMD is really the right way to measure this.</p>
-</blockquote>
-</section>
-</section>
-<section id="conformal-counterfactual-explanations" class="level2" data-number="1.2">
-<h2 data-number="1.2"><span class="header-section-number">1.2</span> Conformal Counterfactual Explanations</h2>
-<p>In <a href="#sec-fidelity"><span class="quarto-unresolved-ref">sec-fidelity</span></a>, we have advocated for avoiding surrogate models in the context of Counterfactual Explanations. In this section, we introduce an alternative way to generate high-fidelity Counterfactual Explanations. In particular, we propose Conformal Counterfactual Explanations (CCE), that is Counterfactual Explanations that minimize the predictive uncertainty of conformal models.</p>
-<section id="minimizing-predictive-uncertainty" class="level3" data-number="1.2.1">
-<h3 data-number="1.2.1"><span class="header-section-number">1.2.1</span> Minimizing Predictive Uncertainty</h3>
-<p><span class="citation" data-cites="schut2021generating">Schut et al. (<a href="#ref-schut2021generating" role="doc-biblioref">2021</a>)</span> demonstrated that the goal of generating realistic (plausible) counterfactuals can also be achieved by seeking counterfactuals that minimize the predictive uncertainty of the underlying black-box model. Similarly, <span class="citation" data-cites="antoran2020getting">Antorán et al. (<a href="#ref-antoran2020getting" role="doc-biblioref">2020</a>)</span> …</p>
-<ul>
-<li>Problem: restricted to Bayesian models.</li>
-<li>Solution: post-hoc predictive uncertainty quantification. In particular, Conformal Prediction.</li>
-</ul>
-</section>
-<section id="background-on-conformal-prediction" class="level3" data-number="1.2.2">
-<h3 data-number="1.2.2"><span class="header-section-number">1.2.2</span> Background on Conformal Prediction</h3>
-<ul>
-<li>Distribution-free, model-agnostic and scalable approach to predictive uncertainty quantification.</li>
-<li>Conformal prediction is instance-based. So is CE.</li>
-<li>Take any fitted model and turn it into a conformal model using calibration data.</li>
-<li>Our approach, therefore, relaxes the restriction on the family of black-box models, at the cost of relying on a subset of the data. Arguably, data is often abundant and in most applications practitioners tend to hold out a test data set anyway.</li>
-</ul>
-<blockquote>
-<p>Does the coverage guarantee carry over to counterfactuals?</p>
-</blockquote>
-</section>
-<section id="generating-conformal-counterfactuals" class="level3" data-number="1.2.3">
-<h3 data-number="1.2.3"><span class="header-section-number">1.2.3</span> Generating Conformal Counterfactuals</h3>
-<p>While Conformal Prediction has recently grown in popularity, it does introduce a challenge in the context of classification: the predictions of Conformal Classifiers are set-valued and therefore difficult to work with, since they are, for example, non-differentiable. Fortunately, <span class="citation" data-cites="stutz2022learning">Stutz et al. (<a href="#ref-stutz2022learning" role="doc-biblioref">2022</a>)</span> introduced carefully designed differentiable loss functions that make it possible to evaluate the performance of conformal predictions in training. We can leverage these recent advances in the context of gradient-based counterfactual search …</p>
-<blockquote>
-<p>Challenge: still need to implement these loss functions.</p>
-</blockquote>
-</section>
-</section>
-<section id="experiments" class="level2" data-number="1.3">
-<h2 data-number="1.3"><span class="header-section-number">1.3</span> Experiments</h2>
-<section id="research-questions" class="level3" data-number="1.3.1">
-<h3 data-number="1.3.1"><span class="header-section-number">1.3.1</span> Research Questions</h3>
-<ul>
-<li><p>Is CP alone enough to ensure realistic counterfactuals?</p></li>
-<li><p>Do counterfactuals improve further as the models get better?</p></li>
-<li><p>Do counterfactuals get more realistic as coverage</p></li>
-<li><p>What happens as we vary coverage and setsize?</p></li>
-<li><p>What happens as we improve the model robustness?</p></li>
-<li><p>What happens as we improve the model’s ability to incorporate predictive uncertainty (deep ensemble, laplace)?</p></li>
-<li><p>What happens if we combine with DiCE, ClaPROAR, Gravitational?</p></li>
-<li><p>What about CE robustness to endogenous shifts <span class="citation" data-cites="altmeyer2023endogenous">(<a href="#ref-altmeyer2023endogenous" role="doc-biblioref">Altmeyer et al. 2023</a>)</span>?</p></li>
-<li><p>Benchmarking:</p>
-<ul>
-<li>add PROBE <span class="citation" data-cites="pawelczyk2022probabilistically">(<a href="#ref-pawelczyk2022probabilistically" role="doc-biblioref">Pawelczyk et al. 2022</a>)</span> into the mix.</li>
-<li>compare travel costs to domain shits.</li>
-</ul></li>
-</ul>
-<blockquote>
-<p>Nice to have: What about using Laplace Approximation, then Conformal Prediction? What about using Conformalised Laplace?</p>
-</blockquote>
-</section>
-</section>
-<section id="references" class="level2" data-number="1.4">
-<h2 data-number="1.4"><span class="header-section-number">1.4</span> References</h2>
-<div id="quarto-navigation-envelope" class="hidden">
-<p><span class="hidden" data-render-id="quarto-int-sidebar-title">Conformal Counterfactual Explanations</span> <span class="hidden" data-render-id="quarto-int-navbar-title">Conformal Counterfactual Explanations</span> <span class="hidden" data-render-id="quarto-int-next"><span class="chapter-number">2</span>Â <span class="chapter-title"><code>ConformalGenerator</code></span></span> <span class="hidden" data-render-id="quarto-int-prev">Preface</span> <span class="hidden" data-render-id="quarto-int-sidebar:/index.html">Preface</span> <span class="hidden" data-render-id="quarto-int-sidebar:/notebooks/proposal.html"><span class="chapter-number">1</span>Â <span class="chapter-title">High-Fidelity Counterfactual Explanations through Conformal Prediction</span></span> <span class="hidden" data-render-id="quarto-int-sidebar:/notebooks/intro.html"><span class="chapter-number">2</span>Â <span class="chapter-title"><code>ConformalGenerator</code></span></span> <span class="hidden" data-render-id="quarto-int-sidebar:/notebooks/references.html">References</span></p>
-</div>
-<div id="quarto-meta-markdown" class="hidden">
-<p><span class="hidden" data-render-id="quarto-metatitle">Conformal Counterfactual Explanations - <span class="chapter-number">1</span>Â <span class="chapter-title">High-Fidelity Counterfactual Explanations through Conformal Prediction</span></span> <span class="hidden" data-render-id="quarto-twittercardtitle">Conformal Counterfactual Explanations - <span class="chapter-number">1</span>Â <span class="chapter-title">High-Fidelity Counterfactual Explanations through Conformal Prediction</span></span> <span class="hidden" data-render-id="quarto-ogcardtitle">Conformal Counterfactual Explanations - <span class="chapter-number">1</span>Â <span class="chapter-title">High-Fidelity Counterfactual Explanations through Conformal Prediction</span></span> <span class="hidden" data-render-id="quarto-metasitename">Conformal Counterfactual Explanations</span> <span class="hidden" data-render-id="quarto-twittercarddesc">We propose Conformal Counterfactual Explanations: an effortless and rigorous way to produce realistic and faithful Counterfactual Explanations using Conformal Prediction. To address the need for realistic counterfactuals, existing work has primarily relied on separate generative models to learn the data-generating process. While this is an effective way to produce plausible and model-agnostic counterfactual explanations, it not only introduces a significant engineering overhead but also reallocates the task of creating realistic model explanations from the model itself to the generative model. Recent work has shown that there is no need for any of this when working with probabilistic models that explicitly quantify their own uncertainty. Unfortunately, most models used in practice still do not fulfil that basic requirement, in which case we would like to have a way to quantify predictive uncertainty in a post-hoc fashion.</span> <span class="hidden" data-render-id="quarto-ogcardddesc">We propose Conformal Counterfactual Explanations: an effortless and rigorous way to produce realistic and faithful Counterfactual Explanations using Conformal Prediction. To address the need for realistic counterfactuals, existing work has primarily relied on separate generative models to learn the data-generating process. While this is an effective way to produce plausible and model-agnostic counterfactual explanations, it not only introduces a significant engineering overhead but also reallocates the task of creating realistic model explanations from the model itself to the generative model. Recent work has shown that there is no need for any of this when working with probabilistic models that explicitly quantify their own uncertainty. Unfortunately, most models used in practice still do not fulfil that basic requirement, in which case we would like to have a way to quantify predictive uncertainty in a post-hoc fashion.</span></p>
-</div>
-<div id="refs" class="references csl-bib-body hanging-indent" role="list">
-<div id="ref-altmeyer2023endogenous" class="csl-entry" role="listitem">
-Altmeyer, Patrick, Giovan Angela, Aleksander Buszydlik, Karol Dobiczek, Arie van Deursen, and Cynthia Liem. 2023. <span>“Endogenous <span>Macrodynamics</span> in <span>Algorithmic</span> <span>Recourse</span>.â€</span> In <em>First <span>IEEE</span> <span>Conference</span> on <span>Secure</span> and <span>Trustworthy</span> <span>Machine</span> <span>Learning</span></em>.
-</div>
-<div id="ref-antoran2020getting" class="csl-entry" role="listitem">
-Antorán, Javier, Umang Bhatt, Tameem Adel, Adrian Weller, and José Miguel Hernández-Lobato. 2020. <span>“Getting a Clue: <span>A</span> Method for Explaining Uncertainty Estimates.â€</span> <a href="https://arxiv.org/abs/2006.06848">https://arxiv.org/abs/2006.06848</a>.
-</div>
-<div id="ref-grathwohl2020your" class="csl-entry" role="listitem">
-Grathwohl, Will, Kuan-Chieh Wang, Joern-Henrik Jacobsen, David Duvenaud, Mohammad Norouzi, and Kevin Swersky. 2020. <span>“Your Classifier Is Secretly an Energy Based Model and You Should Treat It Like One.â€</span> In. <a href="https://openreview.net/forum?id=Hkxzx0NtDB">https://openreview.net/forum?id=Hkxzx0NtDB</a>.
-</div>
-<div id="ref-joshi2019realistic" class="csl-entry" role="listitem">
-Joshi, Shalmali, Oluwasanmi Koyejo, Warut Vijitbenjaronk, Been Kim, and Joydeep Ghosh. 2019. <span>“Towards Realistic Individual Recourse and Actionable Explanations in Black-Box Decision Making Systems.â€</span> <a href="https://arxiv.org/abs/1907.09615">https://arxiv.org/abs/1907.09615</a>.
-</div>
-<div id="ref-karimi2021algorithmic" class="csl-entry" role="listitem">
-Karimi, Amir-Hossein, Bernhard Schölkopf, and Isabel Valera. 2021. <span>“Algorithmic Recourse: From Counterfactual Explanations to Interventions.â€</span> In <em>Proceedings of the 2021 <span>ACM Conference</span> on <span>Fairness</span>, <span>Accountability</span>, and <span>Transparency</span></em>, 353–62.
-</div>
-<div id="ref-molnar2020interpretable" class="csl-entry" role="listitem">
-Molnar, Christoph. 2020. <em>Interpretable Machine Learning</em>. <span>Lulu. com</span>.
-</div>
-<div id="ref-pawelczyk2022probabilistically" class="csl-entry" role="listitem">
-Pawelczyk, Martin, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci, and Himabindu Lakkaraju. 2022. <span>“Probabilistically <span>Robust</span> <span>Recourse</span>: <span>Navigating</span> the <span>Trade</span>-Offs Between <span>Costs</span> and <span>Robustness</span> in <span>Algorithmic</span> <span>Recourse</span>.â€</span> <em>arXiv Preprint arXiv:2203.06768</em>.
-</div>
-<div id="ref-poyiadzi2020face" class="csl-entry" role="listitem">
-Poyiadzi, Rafael, Kacper Sokol, Raul Santos-Rodriguez, Tijl De Bie, and Peter Flach. 2020. <span>“<span>FACE</span>: <span>Feasible</span> and Actionable Counterfactual Explanations.â€</span> In <em>Proceedings of the <span>AAAI</span>/<span>ACM Conference</span> on <span>AI</span>, <span>Ethics</span>, and <span>Society</span></em>, 344–50.
-</div>
-<div id="ref-schut2021generating" class="csl-entry" role="listitem">
-Schut, Lisa, Oscar Key, Rory Mc Grath, Luca Costabello, Bogdan Sacaleanu, Yarin Gal, et al. 2021. <span>“Generating <span>Interpretable Counterfactual Explanations By Implicit Minimisation</span> of <span>Epistemic</span> and <span>Aleatoric Uncertainties</span>.â€</span> In <em>International <span>Conference</span> on <span>Artificial Intelligence</span> and <span>Statistics</span></em>, 1756–64. <span>PMLR</span>.
-</div>
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-Stutz, David, Krishnamurthy Dj Dvijotham, Ali Taylan Cemgil, and Arnaud Doucet. 2022. <span>“Learning <span>Optimal</span> <span>Conformal</span> <span>Classifiers</span>.â€</span> In. <a href="https://openreview.net/forum?id=t8O-4LKFVx">https://openreview.net/forum?id=t8O-4LKFVx</a>.
-</div>
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-</div>
-</div>
-</section>
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diff --git a/docs/site_libs/bootstrap/bootstrap.min.css b/docs/site_libs/bootstrap/bootstrap.min.css
deleted file mode 100644
index 840db43e..00000000
--- a/docs/site_libs/bootstrap/bootstrap.min.css
+++ /dev/null
@@ -1,10 +0,0 @@
-/*!
- * Bootstrap v5.1.3 (https://getbootstrap.com/)
- * Copyright 2011-2021 The Bootstrap Authors
- * Copyright 2011-2021 Twitter, Inc.
- * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
- */@import"https://fonts.googleapis.com/css2?family=Source+Sans+Pro:wght@300;400;700&display=swap";:root{--bs-blue: #2780e3;--bs-indigo: #6610f2;--bs-purple: #613d7c;--bs-pink: #e83e8c;--bs-red: #ff0039;--bs-orange: #f0ad4e;--bs-yellow: #ff7518;--bs-green: #3fb618;--bs-teal: #20c997;--bs-cyan: #9954bb;--bs-white: #fff;--bs-gray: #6c757d;--bs-gray-dark: #373a3c;--bs-gray-100: #f8f9fa;--bs-gray-200: #e9ecef;--bs-gray-300: #dee2e6;--bs-gray-400: #ced4da;--bs-gray-500: #adb5bd;--bs-gray-600: #6c757d;--bs-gray-700: #495057;--bs-gray-800: #373a3c;--bs-gray-900: #212529;--bs-default: #373a3c;--bs-primary: #2780e3;--bs-secondary: #373a3c;--bs-success: #3fb618;--bs-info: #9954bb;--bs-warning: #ff7518;--bs-danger: #ff0039;--bs-light: #f8f9fa;--bs-dark: #373a3c;--bs-default-rgb: 55, 58, 60;--bs-primary-rgb: 39, 128, 227;--bs-secondary-rgb: 55, 58, 60;--bs-success-rgb: 63, 182, 24;--bs-info-rgb: 153, 84, 187;--bs-warning-rgb: 255, 117, 24;--bs-danger-rgb: 255, 0, 57;--bs-light-rgb: 248, 249, 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Q="x"===y?mt:bt,G="x"===y?gt:_t,Z=E[w],J=Z+g[Q],tt=Z-g[G],et=oe(f?ne(J,K):J,Z,f?ie(tt,X):tt);E[w]=et,C[w]=et-Z}}e.modifiersData[n]=C}},requiresIfExists:["offset"]};function Me(t,e,i){void 0===i&&(i=!1);var n=zt(e);zt(e)&&function(t){var e=t.getBoundingClientRect();e.width,t.offsetWidth,e.height,t.offsetHeight}(e);var s,o,r=Gt(e),a=Vt(t),l={scrollLeft:0,scrollTop:0},c={x:0,y:0};return(n||!n&&!i)&&(("body"!==Rt(e)||we(r))&&(l=(s=e)!==Wt(s)&&zt(s)?{scrollLeft:(o=s).scrollLeft,scrollTop:o.scrollTop}:ve(s)),zt(e)?((c=Vt(e)).x+=e.clientLeft,c.y+=e.clientTop):r&&(c.x=ye(r))),{x:a.left+l.scrollLeft-c.x,y:a.top+l.scrollTop-c.y,width:a.width,height:a.height}}function He(t){var e=new Map,i=new Set,n=[];function s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var Be={placement:"bottom",modifiers:[],strategy:"absolute"};function Re(){for(var t=arguments.length,e=new Array(t),i=0;i<t;i++)e[i]=arguments[i];return!e.some((function(t){return!(t&&"function"==typeof t.getBoundingClientRect)}))}function We(t){void 0===t&&(t={});var e=t,i=e.defaultModifiers,n=void 0===i?[]:i,s=e.defaultOptions,o=void 0===s?Be:s;return function(t,e,i){void 0===i&&(i=o);var s,r,a={placement:"bottom",orderedModifiers:[],options:Object.assign({},Be,o),modifiersData:{},elements:{reference:t,popper:e},attributes:{},styles:{}},l=[],c=!1,h={state:a,setOptions:function(i){var s="function"==typeof i?i(a.options):i;d(),a.options=Object.assign({},o,a.options,s),a.scrollParents={reference:$t(t)?Ae(t):t.contextElement?Ae(t.contextElement):[],popper:Ae(e)};var r,c,u=function(t){var e=He(t);return Bt.reduce((function(t,i){return t.concat(e.filter((function(t){return t.phase===i})))}),[])}((r=[].concat(n,a.options.modifiers),c=r.reduce((function(t,e){var i=t[e.name];return t[e.name]=i?Object.assign({},i,e,{options:Object.assign({},i.options,e.options),data:Object.assign({},i.data,e.data)}):e,t}),{}),Object.keys(c).map((function(t){return c[t]}))));return a.orderedModifiers=u.filter((function(t){return t.enabled})),a.orderedModifiers.forEach((function(t){var e=t.name,i=t.options,n=void 0===i?{}:i,s=t.effect;if("function"==typeof s){var o=s({state:a,name:e,instance:h,options:n});l.push(o||function(){})}})),h.update()},forceUpdate:function(){if(!c){var t=a.elements,e=t.reference,i=t.popper;if(Re(e,i)){a.rects={reference:Me(e,te(i),"fixed"===a.options.strategy),popper:Kt(i)},a.reset=!1,a.placement=a.options.placement,a.orderedModifiers.forEach((function(t){return a.modifiersData[t.name]=Object.assign({},t.data)}));for(var n=0;n<a.orderedModifiers.length;n++)if(!0!==a.reset){var s=a.orderedModifiers[n],o=s.fn,r=s.options,l=void 0===r?{}:r,d=s.name;"function"==typeof o&&(a=o({state:a,options:l,name:d,instance:h})||a)}else a.reset=!1,n=-1}}},update:(s=function(){return new Promise((function(t){h.forceUpdate(),t(a)}))},function(){return r||(r=new Promise((function(t){Promise.resolve().then((function(){r=void 0,t(s())}))}))),r}),destroy:function(){d(),c=!0}};if(!Re(t,e))return h;function d(){l.forEach((function(t){return t()})),l=[]}return h.setOptions(i).then((function(t){!c&&i.onFirstUpdate&&i.onFirstUpdate(t)})),h}}var $e=We(),ze=We({defaultModifiers:[pe,Pe,ue,Ft]}),qe=We({defaultModifiers:[pe,Pe,ue,Ft,Ie,xe,je,le,Ne]});const Fe=Object.freeze({__proto__:null,popperGenerator:We,detectOverflow:ke,createPopperBase:$e,createPopper:qe,createPopperLite:ze,top:mt,bottom:gt,right:_t,left:bt,auto:vt,basePlacements:yt,start:wt,end:Et,clippingParents:At,viewport:Tt,popper:Ot,reference:Ct,variationPlacements:kt,placements:Lt,beforeRead:xt,read:Dt,afterRead:St,beforeMain:Nt,main:It,afterMain:Pt,beforeWrite:jt,write:Mt,afterWrite:Ht,modifierPhases:Bt,applyStyles:Ft,arrow:le,computeStyles:ue,eventListeners:pe,flip:xe,hide:Ne,offset:Ie,popperOffsets:Pe,preventOverflow:je}),Ue="dropdown",Ve="Escape",Ke="Space",Xe="ArrowUp",Ye="ArrowDown",Qe=new RegExp("ArrowUp|ArrowDown|Escape"),Ge="click.bs.dropdown.data-api",Ze="keydown.bs.dropdown.data-api",Je="show",ti='[data-bs-toggle="dropdown"]',ei=".dropdown-menu",ii=m()?"top-end":"top-start",ni=m()?"top-start":"top-end",si=m()?"bottom-end":"bottom-start",oi=m()?"bottom-start":"bottom-end",ri=m()?"left-start":"right-start",ai=m()?"right-start":"left-start",li={offset:[0,2],boundary:"clippingParents",reference:"toggle",display:"dynamic",popperConfig:null,autoClose:!0},ci={offset:"(array|string|function)",boundary:"(string|element)",reference:"(string|element|object)",display:"string",popperConfig:"(null|object|function)",autoClose:"(boolean|string)"};class hi extends B{constructor(t,e){super(t),this._popper=null,this._config=this._getConfig(e),this._menu=this._getMenuElement(),this._inNavbar=this._detectNavbar()}static get Default(){return li}static get DefaultType(){return ci}static get NAME(){return Ue}toggle(){return this._isShown()?this.hide():this.show()}show(){if(c(this._element)||this._isShown(this._menu))return;const t={relatedTarget:this._element};if(j.trigger(this._element,"show.bs.dropdown",t).defaultPrevented)return;const e=hi.getParentFromElement(this._element);this._inNavbar?U.setDataAttribute(this._menu,"popper","none"):this._createPopper(e),"ontouchstart"in document.documentElement&&!e.closest(".navbar-nav")&&[].concat(...document.body.children).forEach((t=>j.on(t,"mouseover",d))),this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Je),this._element.classList.add(Je),j.trigger(this._element,"shown.bs.dropdown",t)}hide(){if(c(this._element)||!this._isShown(this._menu))return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){j.trigger(this._element,"hide.bs.dropdown",t).defaultPrevented||("ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._popper&&this._popper.destroy(),this._menu.classList.remove(Je),this._element.classList.remove(Je),this._element.setAttribute("aria-expanded","false"),U.removeDataAttribute(this._menu,"popper"),j.trigger(this._element,"hidden.bs.dropdown",t))}_getConfig(t){if(t={...this.constructor.Default,...U.getDataAttributes(this._element),...t},a(Ue,t,this.constructor.DefaultType),"object"==typeof t.reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${Ue.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(t){if(void 0===Fe)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let e=this._element;"parent"===this._config.reference?e=t:o(this._config.reference)?e=r(this._config.reference):"object"==typeof this._config.reference&&(e=this._config.reference);const i=this._getPopperConfig(),n=i.modifiers.find((t=>"applyStyles"===t.name&&!1===t.enabled));this._popper=qe(e,this._menu,i),n&&U.setDataAttribute(this._menu,"popper","static")}_isShown(t=this._element){return t.classList.contains(Je)}_getMenuElement(){return V.next(this._element,ei)[0]}_getPlacement(){const t=this._element.parentNode;if(t.classList.contains("dropend"))return ri;if(t.classList.contains("dropstart"))return ai;const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ni:ii:e?oi:si}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return"static"===this._config.display&&(t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=V.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter(l);i.length&&v(i,e,t===Ye,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(t&&(2===t.button||"keyup"===t.type&&"Tab"!==t.key))return;const e=V.find(ti);for(let i=0,n=e.length;i<n;i++){const n=hi.getInstance(e[i]);if(!n||!1===n._config.autoClose)continue;if(!n._isShown())continue;const s={relatedTarget:n._element};if(t){const e=t.composedPath(),i=e.includes(n._menu);if(e.includes(n._element)||"inside"===n._config.autoClose&&!i||"outside"===n._config.autoClose&&i)continue;if(n._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;"click"===t.type&&(s.clickEvent=t)}n._completeHide(s)}}static getParentFromElement(t){return n(t)||t.parentNode}static dataApiKeydownHandler(t){if(/input|textarea/i.test(t.target.tagName)?t.key===Ke||t.key!==Ve&&(t.key!==Ye&&t.key!==Xe||t.target.closest(ei)):!Qe.test(t.key))return;const e=this.classList.contains(Je);if(!e&&t.key===Ve)return;if(t.preventDefault(),t.stopPropagation(),c(this))return;const i=this.matches(ti)?this:V.prev(this,ti)[0],n=hi.getOrCreateInstance(i);if(t.key!==Ve)return t.key===Xe||t.key===Ye?(e||n.show(),void n._selectMenuItem(t)):void(e&&t.key!==Ke||hi.clearMenus());n.hide()}}j.on(document,Ze,ti,hi.dataApiKeydownHandler),j.on(document,Ze,ei,hi.dataApiKeydownHandler),j.on(document,Ge,hi.clearMenus),j.on(document,"keyup.bs.dropdown.data-api",hi.clearMenus),j.on(document,Ge,ti,(function(t){t.preventDefault(),hi.getOrCreateInstance(this).toggle()})),g(hi);const di=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",ui=".sticky-top";class fi{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,"paddingRight",(e=>e+t)),this._setElementAttributes(di,"paddingRight",(e=>e+t)),this._setElementAttributes(ui,"marginRight",(e=>e-t))}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t)[e];t.style[e]=`${i(Number.parseFloat(s))}px`}))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,"paddingRight"),this._resetElementAttributes(di,"paddingRight"),this._resetElementAttributes(ui,"marginRight")}_saveInitialAttribute(t,e){const i=t.style[e];i&&U.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=U.getDataAttribute(t,e);void 0===i?t.style.removeProperty(e):(U.removeDataAttribute(t,e),t.style[e]=i)}))}_applyManipulationCallback(t,e){o(t)?e(t):V.find(t,this._element).forEach(e)}isOverflowing(){return this.getWidth()>0}}const pi={className:"modal-backdrop",isVisible:!0,isAnimated:!1,rootElement:"body",clickCallback:null},mi={className:"string",isVisible:"boolean",isAnimated:"boolean",rootElement:"(element|string)",clickCallback:"(function|null)"},gi="show",_i="mousedown.bs.backdrop";class bi{constructor(t){this._config=this._getConfig(t),this._isAppended=!1,this._element=null}show(t){this._config.isVisible?(this._append(),this._config.isAnimated&&u(this._getElement()),this._getElement().classList.add(gi),this._emulateAnimation((()=>{_(t)}))):_(t)}hide(t){this._config.isVisible?(this._getElement().classList.remove(gi),this._emulateAnimation((()=>{this.dispose(),_(t)}))):_(t)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_getConfig(t){return(t={...pi,..."object"==typeof t?t:{}}).rootElement=r(t.rootElement),a("backdrop",t,mi),t}_append(){this._isAppended||(this._config.rootElement.append(this._getElement()),j.on(this._getElement(),_i,(()=>{_(this._config.clickCallback)})),this._isAppended=!0)}dispose(){this._isAppended&&(j.off(this._element,_i),this._element.remove(),this._isAppended=!1)}_emulateAnimation(t){b(t,this._getElement(),this._config.isAnimated)}}const vi={trapElement:null,autofocus:!0},yi={trapElement:"element",autofocus:"boolean"},wi=".bs.focustrap",Ei="backward";class Ai{constructor(t){this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}activate(){const{trapElement:t,autofocus:e}=this._config;this._isActive||(e&&t.focus(),j.off(document,wi),j.on(document,"focusin.bs.focustrap",(t=>this._handleFocusin(t))),j.on(document,"keydown.tab.bs.focustrap",(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,j.off(document,wi))}_handleFocusin(t){const{target:e}=t,{trapElement:i}=this._config;if(e===document||e===i||i.contains(e))return;const n=V.focusableChildren(i);0===n.length?i.focus():this._lastTabNavDirection===Ei?n[n.length-1].focus():n[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?Ei:"forward")}_getConfig(t){return t={...vi,..."object"==typeof t?t:{}},a("focustrap",t,yi),t}}const Ti="modal",Oi="Escape",Ci={backdrop:!0,keyboard:!0,focus:!0},ki={backdrop:"(boolean|string)",keyboard:"boolean",focus:"boolean"},Li="hidden.bs.modal",xi="show.bs.modal",Di="resize.bs.modal",Si="click.dismiss.bs.modal",Ni="keydown.dismiss.bs.modal",Ii="mousedown.dismiss.bs.modal",Pi="modal-open",ji="show",Mi="modal-static";class Hi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._dialog=V.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._ignoreBackdropClick=!1,this._isTransitioning=!1,this._scrollBar=new fi}static get Default(){return Ci}static get NAME(){return Ti}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||j.trigger(this._element,xi,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isAnimated()&&(this._isTransitioning=!0),this._scrollBar.hide(),document.body.classList.add(Pi),this._adjustDialog(),this._setEscapeEvent(),this._setResizeEvent(),j.on(this._dialog,Ii,(()=>{j.one(this._element,"mouseup.dismiss.bs.modal",(t=>{t.target===this._element&&(this._ignoreBackdropClick=!0)}))})),this._showBackdrop((()=>this._showElement(t))))}hide(){if(!this._isShown||this._isTransitioning)return;if(j.trigger(this._element,"hide.bs.modal").defaultPrevented)return;this._isShown=!1;const t=this._isAnimated();t&&(this._isTransitioning=!0),this._setEscapeEvent(),this._setResizeEvent(),this._focustrap.deactivate(),this._element.classList.remove(ji),j.off(this._element,Si),j.off(this._dialog,Ii),this._queueCallback((()=>this._hideModal()),this._element,t)}dispose(){[window,this._dialog].forEach((t=>j.off(t,".bs.modal"))),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new bi({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_getConfig(t){return t={...Ci,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Ti,t,ki),t}_showElement(t){const e=this._isAnimated(),i=V.findOne(".modal-body",this._dialog);this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0,i&&(i.scrollTop=0),e&&u(this._element),this._element.classList.add(ji),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,j.trigger(this._element,"shown.bs.modal",{relatedTarget:t})}),this._dialog,e)}_setEscapeEvent(){this._isShown?j.on(this._element,Ni,(t=>{this._config.keyboard&&t.key===Oi?(t.preventDefault(),this.hide()):this._config.keyboard||t.key!==Oi||this._triggerBackdropTransition()})):j.off(this._element,Ni)}_setResizeEvent(){this._isShown?j.on(window,Di,(()=>this._adjustDialog())):j.off(window,Di)}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(Pi),this._resetAdjustments(),this._scrollBar.reset(),j.trigger(this._element,Li)}))}_showBackdrop(t){j.on(this._element,Si,(t=>{this._ignoreBackdropClick?this._ignoreBackdropClick=!1:t.target===t.currentTarget&&(!0===this._config.backdrop?this.hide():"static"===this._config.backdrop&&this._triggerBackdropTransition())})),this._backdrop.show(t)}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(j.trigger(this._element,"hidePrevented.bs.modal").defaultPrevented)return;const{classList:t,scrollHeight:e,style:i}=this._element,n=e>document.documentElement.clientHeight;!n&&"hidden"===i.overflowY||t.contains(Mi)||(n||(i.overflowY="hidden"),t.add(Mi),this._queueCallback((()=>{t.remove(Mi),n||this._queueCallback((()=>{i.overflowY=""}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;(!i&&t&&!m()||i&&!t&&m())&&(this._element.style.paddingLeft=`${e}px`),(i&&!t&&!m()||!i&&t&&m())&&(this._element.style.paddingRight=`${e}px`)}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=Hi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}j.on(document,"click.bs.modal.data-api",'[data-bs-toggle="modal"]',(function(t){const e=n(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),j.one(e,xi,(t=>{t.defaultPrevented||j.one(e,Li,(()=>{l(this)&&this.focus()}))}));const i=V.findOne(".modal.show");i&&Hi.getInstance(i).hide(),Hi.getOrCreateInstance(e).toggle(this)})),R(Hi),g(Hi);const Bi="offcanvas",Ri={backdrop:!0,keyboard:!0,scroll:!1},Wi={backdrop:"boolean",keyboard:"boolean",scroll:"boolean"},$i="show",zi=".offcanvas.show",qi="hidden.bs.offcanvas";class Fi extends B{constructor(t,e){super(t),this._config=this._getConfig(e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get NAME(){return Bi}static get Default(){return Ri}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||j.trigger(this._element,"show.bs.offcanvas",{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._element.style.visibility="visible",this._backdrop.show(),this._config.scroll||(new fi).hide(),this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add($i),this._queueCallback((()=>{this._config.scroll||this._focustrap.activate(),j.trigger(this._element,"shown.bs.offcanvas",{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(j.trigger(this._element,"hide.bs.offcanvas").defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.remove($i),this._backdrop.hide(),this._queueCallback((()=>{this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._element.style.visibility="hidden",this._config.scroll||(new fi).reset(),j.trigger(this._element,qi)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_getConfig(t){return t={...Ri,...U.getDataAttributes(this._element),..."object"==typeof t?t:{}},a(Bi,t,Wi),t}_initializeBackDrop(){return new bi({className:"offcanvas-backdrop",isVisible:this._config.backdrop,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:()=>this.hide()})}_initializeFocusTrap(){return new Ai({trapElement:this._element})}_addEventListeners(){j.on(this._element,"keydown.dismiss.bs.offcanvas",(t=>{this._config.keyboard&&"Escape"===t.key&&this.hide()}))}static jQueryInterface(t){return this.each((function(){const e=Fi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}j.on(document,"click.bs.offcanvas.data-api",'[data-bs-toggle="offcanvas"]',(function(t){const e=n(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this))return;j.one(e,qi,(()=>{l(this)&&this.focus()}));const i=V.findOne(zi);i&&i!==e&&Fi.getInstance(i).hide(),Fi.getOrCreateInstance(e).toggle(this)})),j.on(window,"load.bs.offcanvas.data-api",(()=>V.find(zi).forEach((t=>Fi.getOrCreateInstance(t).show())))),R(Fi),g(Fi);const Ui=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Vi=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Ki=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Xi=(t,e)=>{const i=t.nodeName.toLowerCase();if(e.includes(i))return!Ui.has(i)||Boolean(Vi.test(t.nodeValue)||Ki.test(t.nodeValue));const n=e.filter((t=>t instanceof RegExp));for(let t=0,e=n.length;t<e;t++)if(n[t].test(i))return!0;return!1};function Yi(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(let t=0,i=s.length;t<i;t++){const i=s[t],n=i.nodeName.toLowerCase();if(!Object.keys(e).includes(n)){i.remove();continue}const o=[].concat(...i.attributes),r=[].concat(e["*"]||[],e[n]||[]);o.forEach((t=>{Xi(t,r)||i.removeAttribute(t.nodeName)}))}return n.body.innerHTML}const Qi="tooltip",Gi=new Set(["sanitize","allowList","sanitizeFn"]),Zi={animation:"boolean",template:"string",title:"(string|element|function)",trigger:"string",delay:"(number|object)",html:"boolean",selector:"(string|boolean)",placement:"(string|function)",offset:"(array|string|function)",container:"(string|element|boolean)",fallbackPlacements:"array",boundary:"(string|element)",customClass:"(string|function)",sanitize:"boolean",sanitizeFn:"(null|function)",allowList:"object",popperConfig:"(null|object|function)"},Ji={AUTO:"auto",TOP:"top",RIGHT:m()?"left":"right",BOTTOM:"bottom",LEFT:m()?"right":"left"},tn={animation:!0,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',trigger:"hover focus",title:"",delay:0,html:!1,selector:!1,placement:"top",offset:[0,0],container:!1,fallbackPlacements:["top","right","bottom","left"],boundary:"clippingParents",customClass:"",sanitize:!0,sanitizeFn:null,allowList:{"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},popperConfig:null},en={HIDE:"hide.bs.tooltip",HIDDEN:"hidden.bs.tooltip",SHOW:"show.bs.tooltip",SHOWN:"shown.bs.tooltip",INSERTED:"inserted.bs.tooltip",CLICK:"click.bs.tooltip",FOCUSIN:"focusin.bs.tooltip",FOCUSOUT:"focusout.bs.tooltip",MOUSEENTER:"mouseenter.bs.tooltip",MOUSELEAVE:"mouseleave.bs.tooltip"},nn="fade",sn="show",on="show",rn="out",an=".tooltip-inner",ln=".modal",cn="hide.bs.modal",hn="hover",dn="focus";class un extends B{constructor(t,e){if(void 0===Fe)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t),this._isEnabled=!0,this._timeout=0,this._hoverState="",this._activeTrigger={},this._popper=null,this._config=this._getConfig(e),this.tip=null,this._setListeners()}static get Default(){return tn}static get NAME(){return Qi}static get Event(){return en}static get DefaultType(){return Zi}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(t){if(this._isEnabled)if(t){const e=this._initializeOnDelegatedTarget(t);e._activeTrigger.click=!e._activeTrigger.click,e._isWithActiveTrigger()?e._enter(null,e):e._leave(null,e)}else{if(this.getTipElement().classList.contains(sn))return void this._leave(null,this);this._enter(null,this)}}dispose(){clearTimeout(this._timeout),j.off(this._element.closest(ln),cn,this._hideModalHandler),this.tip&&this.tip.remove(),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this.isWithContent()||!this._isEnabled)return;const t=j.trigger(this._element,this.constructor.Event.SHOW),e=h(this._element),i=null===e?this._element.ownerDocument.documentElement.contains(this._element):e.contains(this._element);if(t.defaultPrevented||!i)return;"tooltip"===this.constructor.NAME&&this.tip&&this.getTitle()!==this.tip.querySelector(an).innerHTML&&(this._disposePopper(),this.tip.remove(),this.tip=null);const n=this.getTipElement(),s=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME);n.setAttribute("id",s),this._element.setAttribute("aria-describedby",s),this._config.animation&&n.classList.add(nn);const o="function"==typeof this._config.placement?this._config.placement.call(this,n,this._element):this._config.placement,r=this._getAttachment(o);this._addAttachmentClass(r);const{container:a}=this._config;H.set(n,this.constructor.DATA_KEY,this),this._element.ownerDocument.documentElement.contains(this.tip)||(a.append(n),j.trigger(this._element,this.constructor.Event.INSERTED)),this._popper?this._popper.update():this._popper=qe(this._element,n,this._getPopperConfig(r)),n.classList.add(sn);const l=this._resolvePossibleFunction(this._config.customClass);l&&n.classList.add(...l.split(" ")),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>{j.on(t,"mouseover",d)}));const c=this.tip.classList.contains(nn);this._queueCallback((()=>{const t=this._hoverState;this._hoverState=null,j.trigger(this._element,this.constructor.Event.SHOWN),t===rn&&this._leave(null,this)}),this.tip,c)}hide(){if(!this._popper)return;const t=this.getTipElement();if(j.trigger(this._element,this.constructor.Event.HIDE).defaultPrevented)return;t.classList.remove(sn),"ontouchstart"in document.documentElement&&[].concat(...document.body.children).forEach((t=>j.off(t,"mouseover",d))),this._activeTrigger.click=!1,this._activeTrigger.focus=!1,this._activeTrigger.hover=!1;const e=this.tip.classList.contains(nn);this._queueCallback((()=>{this._isWithActiveTrigger()||(this._hoverState!==on&&t.remove(),this._cleanTipClass(),this._element.removeAttribute("aria-describedby"),j.trigger(this._element,this.constructor.Event.HIDDEN),this._disposePopper())}),this.tip,e),this._hoverState=""}update(){null!==this._popper&&this._popper.update()}isWithContent(){return Boolean(this.getTitle())}getTipElement(){if(this.tip)return this.tip;const t=document.createElement("div");t.innerHTML=this._config.template;const e=t.children[0];return this.setContent(e),e.classList.remove(nn,sn),this.tip=e,this.tip}setContent(t){this._sanitizeAndSetContent(t,this.getTitle(),an)}_sanitizeAndSetContent(t,e,i){const n=V.findOne(i,t);e||!n?this.setElementContent(n,e):n.remove()}setElementContent(t,e){if(null!==t)return o(e)?(e=r(e),void(this._config.html?e.parentNode!==t&&(t.innerHTML="",t.append(e)):t.textContent=e.textContent)):void(this._config.html?(this._config.sanitize&&(e=Yi(e,this._config.allowList,this._config.sanitizeFn)),t.innerHTML=e):t.textContent=e)}getTitle(){const t=this._element.getAttribute("data-bs-original-title")||this._config.title;return this._resolvePossibleFunction(t)}updateAttachment(t){return"right"===t?"end":"left"===t?"start":t}_initializeOnDelegatedTarget(t,e){return e||this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"onChange",enabled:!0,phase:"afterWrite",fn:t=>this._handlePopperPlacementChange(t)}],onFirstUpdate:t=>{t.options.placement!==t.placement&&this._handlePopperPlacementChange(t)}};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_addAttachmentClass(t){this.getTipElement().classList.add(`${this._getBasicClassPrefix()}-${this.updateAttachment(t)}`)}_getAttachment(t){return Ji[t.toUpperCase()]}_setListeners(){this._config.trigger.split(" ").forEach((t=>{if("click"===t)j.on(this._element,this.constructor.Event.CLICK,this._config.selector,(t=>this.toggle(t)));else if("manual"!==t){const e=t===hn?this.constructor.Event.MOUSEENTER:this.constructor.Event.FOCUSIN,i=t===hn?this.constructor.Event.MOUSELEAVE:this.constructor.Event.FOCUSOUT;j.on(this._element,e,this._config.selector,(t=>this._enter(t))),j.on(this._element,i,this._config.selector,(t=>this._leave(t)))}})),this._hideModalHandler=()=>{this._element&&this.hide()},j.on(this._element.closest(ln),cn,this._hideModalHandler),this._config.selector?this._config={...this._config,trigger:"manual",selector:""}:this._fixTitle()}_fixTitle(){const t=this._element.getAttribute("title"),e=typeof this._element.getAttribute("data-bs-original-title");(t||"string"!==e)&&(this._element.setAttribute("data-bs-original-title",t||""),!t||this._element.getAttribute("aria-label")||this._element.textContent||this._element.setAttribute("aria-label",t),this._element.setAttribute("title",""))}_enter(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusin"===t.type?dn:hn]=!0),e.getTipElement().classList.contains(sn)||e._hoverState===on?e._hoverState=on:(clearTimeout(e._timeout),e._hoverState=on,e._config.delay&&e._config.delay.show?e._timeout=setTimeout((()=>{e._hoverState===on&&e.show()}),e._config.delay.show):e.show())}_leave(t,e){e=this._initializeOnDelegatedTarget(t,e),t&&(e._activeTrigger["focusout"===t.type?dn:hn]=e._element.contains(t.relatedTarget)),e._isWithActiveTrigger()||(clearTimeout(e._timeout),e._hoverState=rn,e._config.delay&&e._config.delay.hide?e._timeout=setTimeout((()=>{e._hoverState===rn&&e.hide()}),e._config.delay.hide):e.hide())}_isWithActiveTrigger(){for(const 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:'<div class="popover" role="tooltip"><div class="popover-arrow"></div><h3 class="popover-header"></h3><div class="popover-body"></div></div>'},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 e=gn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}g(gn);const _n="scrollspy",bn={offset:10,method:"auto",target:""},vn={offset:"number",method:"string",target:"(string|element)"},yn="active",wn=".nav-link, .list-group-item, .dropdown-item",En="position";class An extends B{constructor(t,e){super(t),this._scrollElement="BODY"===this._element.tagName?window:this._element,this._config=this._getConfig(e),this._offsets=[],this._targets=[],this._activeTarget=null,this._scrollHeight=0,j.on(this._scrollElement,"scroll.bs.scrollspy",(()=>this._process())),this.refresh(),this._process()}static get Default(){return bn}static get NAME(){return _n}refresh(){const t=this._scrollElement===this._scrollElement.window?"offset":En,e="auto"===this._config.method?t:this._config.method,n=e===En?this._getScrollTop():0;this._offsets=[],this._targets=[],this._scrollHeight=this._getScrollHeight(),V.find(wn,this._config.target).map((t=>{const s=i(t),o=s?V.findOne(s):null;if(o){const t=o.getBoundingClientRect();if(t.width||t.height)return[U[e](o).top+n,s]}return null})).filter((t=>t)).sort(((t,e)=>t[0]-e[0])).forEach((t=>{this._offsets.push(t[0]),this._targets.push(t[1])}))}dispose(){j.off(this._scrollElement,".bs.scrollspy"),super.dispose()}_getConfig(t){return(t={...bn,...U.getDataAttributes(this._element),..."object"==typeof t&&t?t:{}}).target=r(t.target)||document.documentElement,a(_n,t,vn),t}_getScrollTop(){return this._scrollElement===window?this._scrollElement.pageYOffset:this._scrollElement.scrollTop}_getScrollHeight(){return this._scrollElement.scrollHeight||Math.max(document.body.scrollHeight,document.documentElement.scrollHeight)}_getOffsetHeight(){return this._scrollElement===window?window.innerHeight:this._scrollElement.getBoundingClientRect().height}_process(){const t=this._getScrollTop()+this._config.offset,e=this._getScrollHeight(),i=this._config.offset+e-this._getOffsetHeight();if(this._scrollHeight!==e&&this.refresh(),t>=i){const t=this._targets[this._targets.length-1];this._activeTarget!==t&&this._activate(t)}else{if(this._activeTarget&&t<this._offsets[0]&&this._offsets[0]>0)return this._activeTarget=null,void this._clear();for(let e=this._offsets.length;e--;)this._activeTarget!==this._targets[e]&&t>=this._offsets[e]&&(void 0===this._offsets[e+1]||t<this._offsets[e+1])&&this._activate(this._targets[e])}}_activate(t){this._activeTarget=t,this._clear();const e=wn.split(",").map((e=>`${e}[data-bs-target="${t}"],${e}[href="${t}"]`)),i=V.findOne(e.join(","),this._config.target);i.classList.add(yn),i.classList.contains("dropdown-item")?V.findOne(".dropdown-toggle",i.closest(".dropdown")).classList.add(yn):V.parents(i,".nav, .list-group").forEach((t=>{V.prev(t,".nav-link, .list-group-item").forEach((t=>t.classList.add(yn))),V.prev(t,".nav-item").forEach((t=>{V.children(t,".nav-link").forEach((t=>t.classList.add(yn)))}))})),j.trigger(this._scrollElement,"activate.bs.scrollspy",{relatedTarget:t})}_clear(){V.find(wn,this._config.target).filter((t=>t.classList.contains(yn))).forEach((t=>t.classList.remove(yn)))}static jQueryInterface(t){return this.each((function(){const e=An.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}j.on(window,"load.bs.scrollspy.data-api",(()=>{V.find('[data-bs-spy="scroll"]').forEach((t=>new An(t)))})),g(An);const Tn="active",On="fade",Cn="show",kn=".active",Ln=":scope > li > .active";class xn extends B{static get NAME(){return"tab"}show(){if(this._element.parentNode&&this._element.parentNode.nodeType===Node.ELEMENT_NODE&&this._element.classList.contains(Tn))return;let t;const 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 .active",e.parentNode);t&&t.classList.remove(Tn),"tab"===e.getAttribute("role")&&e.setAttribute("aria-selected",!1)}t.classList.add(Tn),"tab"===t.getAttribute("role")&&t.setAttribute("aria-selected",!0),u(t),t.classList.contains(On)&&t.classList.add(Cn);let n=t.parentNode;if(n&&"LI"===n.nodeName&&(n=n.parentNode),n&&n.classList.contains("dropdown-menu")){const e=t.closest(".dropdown");e&&V.find(".dropdown-toggle",e).forEach((t=>t.classList.add(Tn))),t.setAttribute("aria-expanded",!0)}i&&i()}static jQueryInterface(t){return this.each((function(){const e=xn.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}j.on(document,"click.bs.tab.data-api",'[data-bs-toggle="tab"], [data-bs-toggle="pill"], [data-bs-toggle="list"]',(function(t){["A","AREA"].includes(this.tagName)&&t.preventDefault(),c(this)||xn.getOrCreateInstance(this).show()})),g(xn);const 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 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\ No newline at end of file
diff --git a/docs/site_libs/clipboard/clipboard.min.js b/docs/site_libs/clipboard/clipboard.min.js
deleted file mode 100644
index 1103f811..00000000
--- a/docs/site_libs/clipboard/clipboard.min.js
+++ /dev/null
@@ -1,7 +0,0 @@
-/*!
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- * https://clipboardjs.com/
- *
- * Licensed MIT © Zeno Rocha
- */
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diff --git a/docs/site_libs/quarto-html/anchor.min.js b/docs/site_libs/quarto-html/anchor.min.js
deleted file mode 100644
index 1c2b86fa..00000000
--- a/docs/site_libs/quarto-html/anchor.min.js
+++ /dev/null
@@ -1,9 +0,0 @@
-// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
-//
-// AnchorJS - v4.3.1 - 2021-04-17
-// https://www.bryanbraun.com/anchorjs/
-// Copyright (c) 2021 Bryan Braun; Licensed MIT
-//
-// @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt Expat
-!function(A,e){"use strict";"function"==typeof define&&define.amd?define([],e):"object"==typeof module&&module.exports?module.exports=e():(A.AnchorJS=e(),A.anchors=new A.AnchorJS)}(this,function(){"use strict";return function(A){function d(A){A.icon=Object.prototype.hasOwnProperty.call(A,"icon")?A.icon:"",A.visible=Object.prototype.hasOwnProperty.call(A,"visible")?A.visible:"hover",A.placement=Object.prototype.hasOwnProperty.call(A,"placement")?A.placement:"right",A.ariaLabel=Object.prototype.hasOwnProperty.call(A,"ariaLabel")?A.ariaLabel:"Anchor",A.class=Object.prototype.hasOwnProperty.call(A,"class")?A.class:"",A.base=Object.prototype.hasOwnProperty.call(A,"base")?A.base:"",A.truncate=Object.prototype.hasOwnProperty.call(A,"truncate")?Math.floor(A.truncate):64,A.titleText=Object.prototype.hasOwnProperty.call(A,"titleText")?A.titleText:""}function w(A){var e;if("string"==typeof A||A instanceof String)e=[].slice.call(document.querySelectorAll(A));else{if(!(Array.isArray(A)||A 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-// @license-end
\ No newline at end of file
diff --git a/docs/site_libs/quarto-html/popper.min.js b/docs/site_libs/quarto-html/popper.min.js
deleted file mode 100644
index 2269d669..00000000
--- a/docs/site_libs/quarto-html/popper.min.js
+++ /dev/null
@@ -1,6 +0,0 @@
-/**
- * @popperjs/core v2.11.4 - MIT License
- */
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diff --git a/docs/site_libs/quarto-html/quarto-syntax-highlighting.css b/docs/site_libs/quarto-html/quarto-syntax-highlighting.css
deleted file mode 100644
index d9fd98f0..00000000
--- a/docs/site_libs/quarto-html/quarto-syntax-highlighting.css
+++ /dev/null
@@ -1,203 +0,0 @@
-/* quarto syntax highlight colors */
-:root {
- --quarto-hl-ot-color: #003B4F;
- --quarto-hl-at-color: #657422;
- --quarto-hl-ss-color: #20794D;
- --quarto-hl-an-color: #5E5E5E;
- --quarto-hl-fu-color: #4758AB;
- --quarto-hl-st-color: #20794D;
- --quarto-hl-cf-color: #003B4F;
- --quarto-hl-op-color: #5E5E5E;
- --quarto-hl-er-color: #AD0000;
- --quarto-hl-bn-color: #AD0000;
- --quarto-hl-al-color: #AD0000;
- --quarto-hl-va-color: #111111;
- --quarto-hl-bu-color: inherit;
- --quarto-hl-ex-color: inherit;
- --quarto-hl-pp-color: #AD0000;
- --quarto-hl-in-color: #5E5E5E;
- --quarto-hl-vs-color: #20794D;
- --quarto-hl-wa-color: #5E5E5E;
- --quarto-hl-do-color: #5E5E5E;
- --quarto-hl-im-color: #00769E;
- --quarto-hl-ch-color: #20794D;
- --quarto-hl-dt-color: #AD0000;
- --quarto-hl-fl-color: #AD0000;
- --quarto-hl-co-color: #5E5E5E;
- --quarto-hl-cv-color: #5E5E5E;
- --quarto-hl-cn-color: #8f5902;
- --quarto-hl-sc-color: #5E5E5E;
- --quarto-hl-dv-color: #AD0000;
- --quarto-hl-kw-color: #003B4F;
-}
-
-/* other quarto variables */
-:root {
- --quarto-font-monospace: SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace;
-}
-
-pre > code.sourceCode > span {
- color: #003B4F;
-}
-
-code span {
- color: #003B4F;
-}
-
-code.sourceCode > span {
- color: #003B4F;
-}
-
-div.sourceCode,
-div.sourceCode pre.sourceCode {
- color: #003B4F;
-}
-
-code span.ot {
- color: #003B4F;
- font-style: inherit;
-}
-
-code span.at {
- color: #657422;
- font-style: inherit;
-}
-
-code span.ss {
- color: #20794D;
- font-style: inherit;
-}
-
-code span.an {
- color: #5E5E5E;
- font-style: inherit;
-}
-
-code span.fu {
- color: #4758AB;
- font-style: inherit;
-}
-
-code span.st {
- color: #20794D;
- font-style: inherit;
-}
-
-code span.cf {
- color: #003B4F;
- font-style: inherit;
-}
-
-code span.op {
- color: #5E5E5E;
- font-style: inherit;
-}
-
-code span.er {
- color: #AD0000;
- font-style: inherit;
-}
-
-code span.bn {
- color: #AD0000;
- font-style: inherit;
-}
-
-code span.al {
- color: #AD0000;
- font-style: inherit;
-}
-
-code span.va {
- color: #111111;
- font-style: inherit;
-}
-
-code span.bu {
- font-style: inherit;
-}
-
-code span.ex {
- font-style: inherit;
-}
-
-code span.pp {
- color: #AD0000;
- font-style: inherit;
-}
-
-code span.in {
- color: #5E5E5E;
- font-style: inherit;
-}
-
-code span.vs {
- color: #20794D;
- font-style: inherit;
-}
-
-code span.wa {
- color: #5E5E5E;
- font-style: italic;
-}
-
-code span.do {
- color: #5E5E5E;
- font-style: italic;
-}
-
-code span.im {
- color: #00769E;
- font-style: inherit;
-}
-
-code span.ch {
- color: #20794D;
- font-style: inherit;
-}
-
-code span.dt {
- color: #AD0000;
- font-style: inherit;
-}
-
-code span.fl {
- color: #AD0000;
- font-style: inherit;
-}
-
-code span.co {
- color: #5E5E5E;
- font-style: inherit;
-}
-
-code span.cv {
- color: #5E5E5E;
- font-style: italic;
-}
-
-code span.cn {
- color: #8f5902;
- font-style: inherit;
-}
-
-code span.sc {
- color: #5E5E5E;
- font-style: inherit;
-}
-
-code span.dv {
- color: #AD0000;
- font-style: inherit;
-}
-
-code span.kw {
- color: #003B4F;
- font-style: inherit;
-}
-
-.prevent-inlining {
- content: "</";
-}
-
-/*# sourceMappingURL=debc5d5d77c3f9108843748ff7464032.css.map */
diff --git a/docs/site_libs/quarto-html/quarto.js b/docs/site_libs/quarto-html/quarto.js
deleted file mode 100644
index deb7dff0..00000000
--- a/docs/site_libs/quarto-html/quarto.js
+++ /dev/null
@@ -1,884 +0,0 @@
-const sectionChanged = new CustomEvent("quarto-sectionChanged", {
- detail: {},
- bubbles: true,
- cancelable: false,
- composed: false,
-});
-
-window.document.addEventListener("DOMContentLoaded", function (_event) {
- const tocEl = window.document.querySelector('nav.toc-active[role="doc-toc"]');
- const sidebarEl = window.document.getElementById("quarto-sidebar");
- const leftTocEl = window.document.getElementById("quarto-sidebar-toc-left");
- const marginSidebarEl = window.document.getElementById(
- "quarto-margin-sidebar"
- );
- // function to determine whether the element has a previous sibling that is active
- const prevSiblingIsActiveLink = (el) => {
- 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);
- });
-
- // fire slideEnter for tabby tab activations (for htmlwidget resize behavior)
- document.addEventListener("tabby", fireSlideEnter, false);
-
- // 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;
- let elRect;
-
- return (hiddenRegions) => {
- if (el === null) {
- return;
- }
-
- // Find the last element of the TOC
- const lastChildEl = el.lastElementChild;
-
- if (lastChildEl) {
- // Converts the sidebar to a menu
- const convertToMenu = () => {
- for (const child of el.children) {
- child.style.opacity = 0;
- child.style.overflow = "hidden";
- }
-
- nexttick(() => {
- 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.textContent || 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";
- const positionToggle = () => {
- // position the element (top left of parent, same width as parent)
- if (!elRect) {
- elRect = el.getBoundingClientRect();
- }
- toggleContainer.style.left = `${elRect.left}px`;
- toggleContainer.style.top = `${elRect.top}px`;
- toggleContainer.style.width = `${elRect.width}px`;
- };
- positionToggle();
-
- 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;
- }
- };
-
- // 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(() => {
- elRect = undefined;
- positionToggle();
- }, 50)
- );
-
- window.addEventListener("quarto-hrChanged", () => {
- elRect = undefined;
- });
-
- // 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 {
- // Find the top and bottom o the element that is being managed
- const elTop = el.offsetTop;
- const elBottom =
- elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight;
-
- if (!isVisible) {
- // If the element is current not visible reveal if there are
- // no conflicts with overlay regions
- if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) {
- convertToSidebar();
- isVisible = true;
- }
- } else {
- // If the element is visible, hide it if it conflicts with overlay regions
- // and insert a placeholder toggle (or if we're in reader mode)
- if (inHiddenRegion(elTop, elBottom, hiddenRegions)) {
- convertToMenu();
- isVisible = false;
- }
- }
- }
- }
- };
- };
-
- // Find any conflicting margin elements and add margins to the
- // top to prevent overlap
- const marginChildren = window.document.querySelectorAll(
- ".column-margin.column-container > * "
- );
-
- const layoutMarginEls = () => {
- let lastBottom = 0;
- for (const marginChild of marginChildren) {
- if (marginChild.offsetParent !== null) {
- // clear the top margin so we recompute it
- marginChild.style.marginTop = null;
- const top = marginChild.getBoundingClientRect().top + window.scrollY;
- 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;
- }
- }
- };
- nexttick(layoutMarginEls);
-
- const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]');
- for (const tabEl of tabEls) {
- const id = tabEl.getAttribute("data-bs-target");
- if (id) {
- const columnEl = document.querySelector(
- `${id} .column-margin, .tabset-margin-content`
- );
- if (columnEl)
- tabEl.addEventListener("shown.bs.tab", function (event) {
-
- const el = event.srcElement;
- if (el) {
- const visibleCls = `${el.id}-margin-content`;
- // walk up until we find a parent tabset
- let panelTabsetEl = el.parentElement;
- while (panelTabsetEl) {
- if (panelTabsetEl.classList.contains("panel-tabset")) {
- break;
- }
- panelTabsetEl = panelTabsetEl.parentElement;
- }
-
- if (panelTabsetEl) {
- const prevSib = panelTabsetEl.previousElementSibling;
- if (
- prevSib &&
- prevSib.classList.contains("tabset-margin-container")
- ) {
- const childNodes = prevSib.querySelectorAll(
- ".tabset-margin-content"
- );
- for (const childEl of childNodes) {
- if (childEl.classList.contains(visibleCls)) {
- childEl.classList.remove("collapse");
- } else {
- childEl.classList.add("collapse");
- }
- }
- }
- }
- }
-
- layoutMarginEls();
- });
- }
- }
-
- // Manage the visibility of the toc and the sidebar
- const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, {
- id: "quarto-toc-toggle",
- titleSelector: "#toc-title",
- dismissOnClick: true,
- });
- const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, {
- id: "quarto-sidebarnav-toggle",
- titleSelector: ".title",
- dismissOnClick: false,
- });
- let tocLeftScrollVisibility;
- if (leftTocEl) {
- tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, {
- id: "quarto-lefttoc-toggle",
- titleSelector: "#toc-title",
- dismissOnClick: true,
- });
- }
-
- // Find the first element that uses formatting in special columns
- const conflictingEls = window.document.body.querySelectorAll(
- '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]'
- );
-
- // Filter all the possibly conflicting elements into ones
- // the do conflict on the left or ride side
- const arrConflictingEls = Array.from(conflictingEls);
- const leftSideConflictEls = arrConflictingEls.filter((el) => {
- if (el.tagName === "ASIDE") {
- return false;
- }
- return Array.from(el.classList).find((className) => {
- return (
- className !== "column-body" &&
- className.startsWith("column-") &&
- !className.endsWith("right") &&
- !className.endsWith("container") &&
- className !== "column-margin"
- );
- });
- });
- const rightSideConflictEls = arrConflictingEls.filter((el) => {
- if (el.tagName === "ASIDE") {
- return true;
- }
-
- const hasMarginCaption = Array.from(el.classList).find((className) => {
- return className == "margin-caption";
- });
- if (hasMarginCaption) {
- return true;
- }
-
- return Array.from(el.classList).find((className) => {
- return (
- className !== "column-body" &&
- !className.endsWith("container") &&
- className.startsWith("column-") &&
- !className.endsWith("left")
- );
- });
- });
-
- const kOverlapPaddingSize = 10;
- function toRegions(els) {
- return els.map((el) => {
- const boundRect = el.getBoundingClientRect();
- const top =
- boundRect.top +
- document.documentElement.scrollTop -
- kOverlapPaddingSize;
- return {
- top,
- bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize,
- };
- });
- }
-
- let hasObserved = false;
- const visibleItemObserver = (els) => {
- let visibleElements = [...els];
- const intersectionObserver = new IntersectionObserver(
- (entries, _observer) => {
- entries.forEach((entry) => {
- if (entry.isIntersecting) {
- if (visibleElements.indexOf(entry.target) === -1) {
- visibleElements.push(entry.target);
- }
- } else {
- visibleElements = visibleElements.filter((visibleEntry) => {
- return visibleEntry !== entry;
- });
- }
- });
-
- if (!hasObserved) {
- hideOverlappedSidebars();
- }
- hasObserved = true;
- },
- {}
- );
- els.forEach((el) => {
- intersectionObserver.observe(el);
- });
-
- return {
- getVisibleEntries: () => {
- return visibleElements;
- },
- };
- };
-
- const rightElementObserver = visibleItemObserver(rightSideConflictEls);
- const leftElementObserver = visibleItemObserver(leftSideConflictEls);
-
- const hideOverlappedSidebars = () => {
- marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries()));
- sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries()));
- if (tocLeftScrollVisibility) {
- tocLeftScrollVisibility(
- toRegions(leftElementObserver.getVisibleEntries())
- );
- }
- };
-
- window.quartoToggleReader = () => {
- // Applies a slow class (or removes it)
- // to update the transition speed
- const slowTransition = (slow) => {
- const manageTransition = (id, slow) => {
- const el = document.getElementById(id);
- if (el) {
- if (slow) {
- el.classList.add("slow");
- } else {
- el.classList.remove("slow");
- }
- }
- };
-
- manageTransition("TOC", slow);
- manageTransition("quarto-sidebar", slow);
- };
- const readerMode = !isReaderMode();
- setReaderModeValue(readerMode);
-
- // If we're entering reader mode, slow the transition
- if (readerMode) {
- slowTransition(readerMode);
- }
- highlightReaderToggle(readerMode);
- hideOverlappedSidebars();
-
- // If we're exiting reader mode, restore the non-slow transition
- if (!readerMode) {
- slowTransition(!readerMode);
- }
- };
-
- const highlightReaderToggle = (readerMode) => {
- const els = document.querySelectorAll(".quarto-reader-toggle");
- if (els) {
- els.forEach((el) => {
- if (readerMode) {
- el.classList.add("reader");
- } else {
- el.classList.remove("reader");
- }
- });
- }
- };
-
- const setReaderModeValue = (val) => {
- if (window.location.protocol !== "file:") {
- window.localStorage.setItem("quarto-reader-mode", val);
- } else {
- localReaderMode = val;
- }
- };
-
- const isReaderMode = () => {
- if (window.location.protocol !== "file:") {
- return window.localStorage.getItem("quarto-reader-mode") === "true";
- } else {
- return localReaderMode;
- }
- };
- let localReaderMode = null;
-
- const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded");
- const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1;
-
- // Walk the TOC and collapse/expand nodes
- // Nodes are expanded if:
- // - they are top level
- // - they have children that are 'active' links
- // - they are directly below an link that is 'active'
- const walk = (el, depth) => {
- // Tick depth when we enter a UL
- if (el.tagName === "UL") {
- depth = depth + 1;
- }
-
- // It this is active link
- let isActiveNode = false;
- if (el.tagName === "A" && el.classList.contains("active")) {
- isActiveNode = true;
- }
-
- // See if there is an active child to this element
- let hasActiveChild = false;
- for (child of el.children) {
- hasActiveChild = walk(child, depth) || hasActiveChild;
- }
-
- // Process the collapse state if this is an UL
- if (el.tagName === "UL") {
- if (tocOpenDepth === -1 && depth > 1) {
- el.classList.add("collapse");
- } else if (
- depth <= tocOpenDepth ||
- hasActiveChild ||
- prevSiblingIsActiveLink(el)
- ) {
- el.classList.remove("collapse");
- } else {
- el.classList.add("collapse");
- }
-
- // untick depth when we leave a UL
- depth = depth - 1;
- }
- return hasActiveChild || isActiveNode;
- };
-
- // walk the TOC and expand / collapse any items that should be shown
-
- if (tocEl) {
- walk(tocEl, 0);
- updateActiveLink();
- }
-
- // Throttle the scroll event and walk peridiocally
- window.document.addEventListener(
- "scroll",
- throttle(() => {
- if (tocEl) {
- updateActiveLink();
- walk(tocEl, 0);
- }
- if (!isReaderMode()) {
- hideOverlappedSidebars();
- }
- }, 5)
- );
- window.addEventListener(
- "resize",
- throttle(() => {
- if (!isReaderMode()) {
- hideOverlappedSidebars();
- }
- }, 10)
- );
- hideOverlappedSidebars();
- highlightReaderToggle(isReaderMode());
-});
-
-// grouped tabsets
-window.addEventListener("pageshow", (_event) => {
- function getTabSettings() {
- const data = localStorage.getItem("quarto-persistent-tabsets-data");
- if (!data) {
- localStorage.setItem("quarto-persistent-tabsets-data", "{}");
- return {};
- }
- if (data) {
- return JSON.parse(data);
- }
- }
-
- function setTabSettings(data) {
- localStorage.setItem(
- "quarto-persistent-tabsets-data",
- JSON.stringify(data)
- );
- }
-
- function setTabState(groupName, groupValue) {
- const data = getTabSettings();
- data[groupName] = groupValue;
- setTabSettings(data);
- }
-
- function toggleTab(tab, active) {
- const tabPanelId = tab.getAttribute("aria-controls");
- const tabPanel = document.getElementById(tabPanelId);
- if (active) {
- tab.classList.add("active");
- tabPanel.classList.add("active");
- } else {
- tab.classList.remove("active");
- tabPanel.classList.remove("active");
- }
- }
-
- function toggleAll(selectedGroup, selectorsToSync) {
- for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) {
- const active = selectedGroup === thisGroup;
- for (const tab of tabs) {
- toggleTab(tab, active);
- }
- }
- }
-
- function findSelectorsToSyncByLanguage() {
- const result = {};
- const tabs = Array.from(
- document.querySelectorAll(`div[data-group] a[id^='tabset-']`)
- );
- for (const item of tabs) {
- const div = item.parentElement.parentElement.parentElement;
- const group = div.getAttribute("data-group");
- if (!result[group]) {
- result[group] = {};
- }
- const selectorsToSync = result[group];
- const value = item.innerHTML;
- if (!selectorsToSync[value]) {
- selectorsToSync[value] = [];
- }
- selectorsToSync[value].push(item);
- }
- return result;
- }
-
- function setupSelectorSync() {
- const selectorsToSync = findSelectorsToSyncByLanguage();
- Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => {
- Object.entries(tabSetsByValue).forEach(([value, items]) => {
- items.forEach((item) => {
- item.addEventListener("click", (_event) => {
- setTabState(group, value);
- toggleAll(value, selectorsToSync[group]);
- });
- });
- });
- });
- return selectorsToSync;
- }
-
- const selectorsToSync = setupSelectorSync();
- for (const [group, selectedName] of Object.entries(getTabSettings())) {
- const selectors = selectorsToSync[group];
- // it's possible that stale state gives us empty selections, so we explicitly check here.
- if (selectors) {
- toggleAll(selectedName, selectors);
- }
- }
-});
-
-function throttle(func, wait) {
- let waiting = false;
- return function () {
- if (!waiting) {
- func.apply(this, arguments);
- waiting = true;
- setTimeout(function () {
- waiting = false;
- }, wait);
- }
- };
-}
-
-function nexttick(func) {
- return setTimeout(func, 0);
-}
diff --git a/docs/site_libs/quarto-html/tippy.css b/docs/site_libs/quarto-html/tippy.css
deleted file mode 100644
index e6ae635c..00000000
--- a/docs/site_libs/quarto-html/tippy.css
+++ /dev/null
@@ -1 +0,0 @@
-.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 left}.tippy-box[data-placement^=right]>.tippy-arrow{left:0}.tippy-box[data-placement^=right]>.tippy-arrow:before{left:-7px;border-width:8px 8px 8px 0;border-right-color:initial;transform-origin:center right}.tippy-box[data-inertia][data-state=visible]{transition-timing-function:cubic-bezier(.54,1.5,.38,1.11)}.tippy-arrow{width:16px;height:16px;color:#333}.tippy-arrow:before{content:"";position:absolute;border-color:transparent;border-style:solid}.tippy-content{position:relative;padding:5px 9px;z-index:1}
\ No newline at end of file
diff --git a/docs/site_libs/quarto-html/tippy.umd.min.js b/docs/site_libs/quarto-html/tippy.umd.min.js
deleted file mode 100644
index ca292be3..00000000
--- a/docs/site_libs/quarto-html/tippy.umd.min.js
+++ /dev/null
@@ -1,2 +0,0 @@
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diff --git a/docs/site_libs/quarto-nav/headroom.min.js b/docs/site_libs/quarto-nav/headroom.min.js
deleted file mode 100644
index b08f1dff..00000000
--- a/docs/site_libs/quarto-nav/headroom.min.js
+++ /dev/null
@@ -1,7 +0,0 @@
-/*!
- * headroom.js v0.12.0 - Give your page some headroom. Hide your header until you need it
- * Copyright (c) 2020 Nick Williams - http://wicky.nillia.ms/headroom.js
- * License: MIT
- */
-
-!function(t,n){"object"==typeof exports&&"undefined"!=typeof module?module.exports=n():"function"==typeof define&&define.amd?define(n):(t=t||self).Headroom=n()}(this,function(){"use strict";function t(){return"undefined"!=typeof window}function d(t){return function(t){return t&&t.document&&function(t){return 9===t.nodeType}(t.document)}(t)?function(t){var n=t.document,o=n.body,s=n.documentElement;return{scrollHeight:function(){return Math.max(o.scrollHeight,s.scrollHeight,o.offsetHeight,s.offsetHeight,o.clientHeight,s.clientHeight)},height:function(){return t.innerHeight||s.clientHeight||o.clientHeight},scrollY:function(){return void 0!==t.pageYOffset?t.pageYOffset:(s||o.parentNode||o).scrollTop}}}(t):function(t){return{scrollHeight:function(){return Math.max(t.scrollHeight,t.offsetHeight,t.clientHeight)},height:function(){return Math.max(t.offsetHeight,t.clientHeight)},scrollY:function(){return t.scrollTop}}}(t)}function n(t,s,e){var n,o=function(){var n=!1;try{var t={get passive(){n=!0}};window.addEventListener("test",t,t),window.removeEventListener("test",t,t)}catch(t){n=!1}return n}(),i=!1,r=d(t),l=r.scrollY(),a={};function c(){var t=Math.round(r.scrollY()),n=r.height(),o=r.scrollHeight();a.scrollY=t,a.lastScrollY=l,a.direction=l<t?"down":"up",a.distance=Math.abs(t-l),a.isOutOfBounds=t<0||o<t+n,a.top=t<=s.offset[a.direction],a.bottom=o<=t+n,a.toleranceExceeded=a.distance>s.tolerance[a.direction],e(a),l=t,i=!1}function h(){i||(i=!0,n=requestAnimationFrame(c))}var u=!!o&&{passive:!0,capture:!1};return t.addEventListener("scroll",h,u),c(),{destroy:function(){cancelAnimationFrame(n),t.removeEventListener("scroll",h,u)}}}function o(t){return t===Object(t)?t:{down:t,up:t}}function s(t,n){n=n||{},Object.assign(this,s.options,n),this.classes=Object.assign({},s.options.classes,n.classes),this.elem=t,this.tolerance=o(this.tolerance),this.offset=o(this.offset),this.initialised=!1,this.frozen=!1}return s.prototype={constructor:s,init:function(){return s.cutsTheMustard&&!this.initialised&&(this.addClass("initial"),this.initialised=!0,setTimeout(function(t){t.scrollTracker=n(t.scroller,{offset:t.offset,tolerance:t.tolerance},t.update.bind(t))},100,this)),this},destroy:function(){this.initialised=!1,Object.keys(this.classes).forEach(this.removeClass,this),this.scrollTracker.destroy()},unpin:function(){!this.hasClass("pinned")&&this.hasClass("unpinned")||(this.addClass("unpinned"),this.removeClass("pinned"),this.onUnpin&&this.onUnpin.call(this))},pin:function(){this.hasClass("unpinned")&&(this.addClass("pinned"),this.removeClass("unpinned"),this.onPin&&this.onPin.call(this))},freeze:function(){this.frozen=!0,this.addClass("frozen")},unfreeze:function(){this.frozen=!1,this.removeClass("frozen")},top:function(){this.hasClass("top")||(this.addClass("top"),this.removeClass("notTop"),this.onTop&&this.onTop.call(this))},notTop:function(){this.hasClass("notTop")||(this.addClass("notTop"),this.removeClass("top"),this.onNotTop&&this.onNotTop.call(this))},bottom:function(){this.hasClass("bottom")||(this.addClass("bottom"),this.removeClass("notBottom"),this.onBottom&&this.onBottom.call(this))},notBottom:function(){this.hasClass("notBottom")||(this.addClass("notBottom"),this.removeClass("bottom"),this.onNotBottom&&this.onNotBottom.call(this))},shouldUnpin:function(t){return"down"===t.direction&&!t.top&&t.toleranceExceeded},shouldPin:function(t){return"up"===t.direction&&t.toleranceExceeded||t.top},addClass:function(t){this.elem.classList.add.apply(this.elem.classList,this.classes[t].split(" "))},removeClass:function(t){this.elem.classList.remove.apply(this.elem.classList,this.classes[t].split(" "))},hasClass:function(t){return this.classes[t].split(" ").every(function(t){return this.classList.contains(t)},this.elem)},update:function(t){t.isOutOfBounds||!0!==this.frozen&&(t.top?this.top():this.notTop(),t.bottom?this.bottom():this.notBottom(),this.shouldUnpin(t)?this.unpin():this.shouldPin(t)&&this.pin())}},s.options={tolerance:{up:0,down:0},offset:0,scroller:t()?window:null,classes:{frozen:"headroom--frozen",pinned:"headroom--pinned",unpinned:"headroom--unpinned",top:"headroom--top",notTop:"headroom--not-top",bottom:"headroom--bottom",notBottom:"headroom--not-bottom",initial:"headroom"}},s.cutsTheMustard=!!(t()&&function(){}.bind&&"classList"in document.documentElement&&Object.assign&&Object.keys&&requestAnimationFrame),s});
diff --git a/docs/site_libs/quarto-nav/quarto-nav.js b/docs/site_libs/quarto-nav/quarto-nav.js
deleted file mode 100644
index c83857ec..00000000
--- a/docs/site_libs/quarto-nav/quarto-nav.js
+++ /dev/null
@@ -1,273 +0,0 @@
-const headroomChanged = new CustomEvent("quarto-hrChanged", {
- detail: {},
- bubbles: true,
- cancelable: false,
- composed: false,
-});
-
-window.document.addEventListener("DOMContentLoaded", function () {
- let init = false;
-
- // Manage the back to top button, if one is present.
- let lastScrollTop = window.pageYOffset || document.documentElement.scrollTop;
- const scrollDownBuffer = 5;
- const scrollUpBuffer = 35;
- const btn = document.getElementById("quarto-back-to-top");
- const hideBackToTop = () => {
- btn.style.display = "none";
- };
- const showBackToTop = () => {
- btn.style.display = "inline-block";
- };
- if (btn) {
- window.document.addEventListener(
- "scroll",
- function () {
- const currentScrollTop =
- window.pageYOffset || document.documentElement.scrollTop;
-
- // Shows and hides the button 'intelligently' as the user scrolls
- if (currentScrollTop - scrollDownBuffer > lastScrollTop) {
- hideBackToTop();
- lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop;
- } else if (currentScrollTop < lastScrollTop - scrollUpBuffer) {
- showBackToTop();
- lastScrollTop = currentScrollTop <= 0 ? 0 : currentScrollTop;
- }
-
- // Show the button at the bottom, hides it at the top
- if (currentScrollTop <= 0) {
- hideBackToTop();
- } else if (
- window.innerHeight + currentScrollTop >=
- document.body.offsetHeight
- ) {
- showBackToTop();
- }
- },
- false
- );
- }
-
- function throttle(func, wait) {
- var timeout;
- return function () {
- const context = this;
- const args = arguments;
- const later = function () {
- clearTimeout(timeout);
- timeout = null;
- func.apply(context, args);
- };
-
- if (!timeout) {
- timeout = setTimeout(later, wait);
- }
- };
- }
-
- function headerOffset() {
- // Set an offset if there is are fixed top navbar
- const headerEl = window.document.querySelector("header.fixed-top");
- if (headerEl) {
- return headerEl.clientHeight;
- } else {
- return 0;
- }
- }
-
- function footerOffset() {
- const footerEl = window.document.querySelector("footer.footer");
- if (footerEl) {
- return footerEl.clientHeight;
- } else {
- return 0;
- }
- }
-
- function updateDocumentOffsetWithoutAnimation() {
- updateDocumentOffset(false);
- }
-
- function updateDocumentOffset(animated) {
- // set body offset
- const topOffset = headerOffset();
- const bodyOffset = topOffset + footerOffset();
- const bodyEl = window.document.body;
- bodyEl.setAttribute("data-bs-offset", topOffset);
- bodyEl.style.paddingTop = topOffset + "px";
-
- // deal with sidebar offsets
- const sidebars = window.document.querySelectorAll(
- ".sidebar, .headroom-target"
- );
- sidebars.forEach((sidebar) => {
- if (!animated) {
- sidebar.classList.add("notransition");
- // Remove the no transition class after the animation has time to complete
- setTimeout(function () {
- sidebar.classList.remove("notransition");
- }, 201);
- }
-
- if (window.Headroom && sidebar.classList.contains("sidebar-unpinned")) {
- sidebar.style.top = "0";
- sidebar.style.maxHeight = "100vh";
- } else {
- sidebar.style.top = topOffset + "px";
- sidebar.style.maxHeight = "calc(100vh - " + topOffset + "px)";
- }
- });
-
- // allow space for footer
- const mainContainer = window.document.querySelector(".quarto-container");
- if (mainContainer) {
- mainContainer.style.minHeight = "calc(100vh - " + bodyOffset + "px)";
- }
-
- // link offset
- let linkStyle = window.document.querySelector("#quarto-target-style");
- if (!linkStyle) {
- linkStyle = window.document.createElement("style");
- linkStyle.setAttribute("id", "quarto-target-style");
- window.document.head.appendChild(linkStyle);
- }
- while (linkStyle.firstChild) {
- linkStyle.removeChild(linkStyle.firstChild);
- }
- if (topOffset > 0) {
- linkStyle.appendChild(
- window.document.createTextNode(`
- section:target::before {
- content: "";
- display: block;
- height: ${topOffset}px;
- margin: -${topOffset}px 0 0;
- }`)
- );
- }
- if (init) {
- window.dispatchEvent(headroomChanged);
- }
- init = true;
- }
-
- // initialize headroom
- var header = window.document.querySelector("#quarto-header");
- if (header && window.Headroom) {
- const headroom = new window.Headroom(header, {
- tolerance: 5,
- onPin: function () {
- const sidebars = window.document.querySelectorAll(
- ".sidebar, .headroom-target"
- );
- sidebars.forEach((sidebar) => {
- sidebar.classList.remove("sidebar-unpinned");
- });
- updateDocumentOffset();
- },
- onUnpin: function () {
- const sidebars = window.document.querySelectorAll(
- ".sidebar, .headroom-target"
- );
- sidebars.forEach((sidebar) => {
- sidebar.classList.add("sidebar-unpinned");
- });
- updateDocumentOffset();
- },
- });
- headroom.init();
-
- let frozen = false;
- window.quartoToggleHeadroom = function () {
- if (frozen) {
- headroom.unfreeze();
- frozen = false;
- } else {
- headroom.freeze();
- frozen = true;
- }
- };
- }
-
- window.addEventListener(
- "hashchange",
- function (e) {
- window.scrollTo(0, window.pageYOffset - headerOffset());
- },
- false
- );
-
- // Observe size changed for the header
- const headerEl = window.document.querySelector("header.fixed-top");
- if (headerEl && window.ResizeObserver) {
- const observer = new window.ResizeObserver(
- updateDocumentOffsetWithoutAnimation
- );
- observer.observe(headerEl, {
- attributes: true,
- childList: true,
- characterData: true,
- });
- } else {
- window.addEventListener(
- "resize",
- throttle(updateDocumentOffsetWithoutAnimation, 50)
- );
- }
- setTimeout(updateDocumentOffsetWithoutAnimation, 250);
-
- // fixup index.html links if we aren't on the filesystem
- if (window.location.protocol !== "file:") {
- const links = window.document.querySelectorAll("a");
- for (let i = 0; i < links.length; i++) {
- if (links[i].href) {
- links[i].href = links[i].href.replace(/\/index\.html/, "/");
- }
- }
-
- // Fixup any sharing links that require urls
- // Append url to any sharing urls
- const sharingLinks = window.document.querySelectorAll(
- "a.sidebar-tools-main-item"
- );
- for (let i = 0; i < sharingLinks.length; i++) {
- const sharingLink = sharingLinks[i];
- const href = sharingLink.getAttribute("href");
- if (href) {
- sharingLink.setAttribute(
- "href",
- href.replace("|url|", window.location.href)
- );
- }
- }
-
- // Scroll the active navigation item into view, if necessary
- const navSidebar = window.document.querySelector("nav#quarto-sidebar");
- if (navSidebar) {
- // Find the active item
- const activeItem = navSidebar.querySelector("li.sidebar-item a.active");
- if (activeItem) {
- // Wait for the scroll height and height to resolve by observing size changes on the
- // nav element that is scrollable
- const resizeObserver = new ResizeObserver((_entries) => {
- // The bottom of the element
- const elBottom = activeItem.offsetTop;
- const viewBottom = navSidebar.scrollTop + navSidebar.clientHeight;
-
- // The element height and scroll height are the same, then we are still loading
- if (viewBottom !== navSidebar.scrollHeight) {
- // Determine if the item isn't visible and scroll to it
- if (elBottom >= viewBottom) {
- navSidebar.scrollTop = elBottom;
- }
-
- // stop observing now since we've completed the scroll
- resizeObserver.unobserve(navSidebar);
- }
- });
- resizeObserver.observe(navSidebar);
- }
- }
- }
-});
diff --git a/docs/site_libs/quarto-search/autocomplete.umd.js b/docs/site_libs/quarto-search/autocomplete.umd.js
deleted file mode 100644
index 619c57cc..00000000
--- a/docs/site_libs/quarto-search/autocomplete.umd.js
+++ /dev/null
@@ -1,3 +0,0 @@
-/*! @algolia/autocomplete-js 1.7.3 | MIT License | © Algolia, Inc. and contributors | https://github.com/algolia/autocomplete */
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diff --git a/docs/site_libs/quarto-search/fuse.min.js b/docs/site_libs/quarto-search/fuse.min.js
deleted file mode 100644
index adc28356..00000000
--- a/docs/site_libs/quarto-search/fuse.min.js
+++ /dev/null
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- * Copyright (c) 2022 Kiro Risk (http://kiro.me)
- * All Rights Reserved. Apache Software License 2.0
- *
- * http://www.apache.org/licenses/LICENSE-2.0
- */
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diff --git a/docs/site_libs/quarto-search/quarto-search.js b/docs/site_libs/quarto-search/quarto-search.js
deleted file mode 100644
index f5d852d1..00000000
--- a/docs/site_libs/quarto-search/quarto-search.js
+++ /dev/null
@@ -1,1140 +0,0 @@
-const kQueryArg = "q";
-const kResultsArg = "show-results";
-
-// If items don't provide a URL, then both the navigator and the onSelect
-// function aren't called (and therefore, the default implementation is used)
-//
-// We're using this sentinel URL to signal to those handlers that this
-// item is a more item (along with the type) and can be handled appropriately
-const kItemTypeMoreHref = "0767FDFD-0422-4E5A-BC8A-3BE11E5BBA05";
-
-window.document.addEventListener("DOMContentLoaded", function (_event) {
- // Ensure that search is available on this page. If it isn't,
- // should return early and not do anything
- var searchEl = window.document.getElementById("quarto-search");
- if (!searchEl) return;
-
- const { autocomplete } = window["@algolia/autocomplete-js"];
-
- let quartoSearchOptions = {};
- let language = {};
- const searchOptionEl = window.document.getElementById(
- "quarto-search-options"
- );
- if (searchOptionEl) {
- const jsonStr = searchOptionEl.textContent;
- quartoSearchOptions = JSON.parse(jsonStr);
- language = quartoSearchOptions.language;
- }
-
- // note the search mode
- if (quartoSearchOptions.type === "overlay") {
- searchEl.classList.add("type-overlay");
- } else {
- searchEl.classList.add("type-textbox");
- }
-
- // Used to determine highlighting behavior for this page
- // A `q` query param is expected when the user follows a search
- // to this page
- const currentUrl = new URL(window.location);
- const query = currentUrl.searchParams.get(kQueryArg);
- const showSearchResults = currentUrl.searchParams.get(kResultsArg);
- const mainEl = window.document.querySelector("main");
-
- // highlight matches on the page
- if (query !== null && mainEl) {
- // perform any highlighting
- highlight(escapeRegExp(query), mainEl);
-
- // fix up the URL to remove the q query param
- const replacementUrl = new URL(window.location);
- replacementUrl.searchParams.delete(kQueryArg);
- window.history.replaceState({}, "", replacementUrl);
- }
-
- // function to clear highlighting on the page when the search query changes
- // (e.g. if the user edits the query or clears it)
- let highlighting = true;
- const resetHighlighting = (searchTerm) => {
- if (mainEl && highlighting && query !== null && searchTerm !== query) {
- clearHighlight(query, mainEl);
- highlighting = false;
- }
- };
-
- // Clear search highlighting when the user scrolls sufficiently
- const resetFn = () => {
- resetHighlighting("");
- window.removeEventListener("quarto-hrChanged", resetFn);
- window.removeEventListener("quarto-sectionChanged", resetFn);
- };
-
- // Register this event after the initial scrolling and settling of events
- // on the page
- window.addEventListener("quarto-hrChanged", resetFn);
- window.addEventListener("quarto-sectionChanged", resetFn);
-
- // Responsively switch to overlay mode if the search is present on the navbar
- // Note that switching the sidebar to overlay mode requires more coordinate (not just
- // the media query since we generate different HTML for sidebar overlays than we do
- // for sidebar input UI)
- const detachedMediaQuery =
- quartoSearchOptions.type === "overlay" ? "all" : "(max-width: 991px)";
-
- // If configured, include the analytics client to send insights
- const plugins = configurePlugins(quartoSearchOptions);
-
- let lastState = null;
- const { setIsOpen, setQuery, setCollections } = autocomplete({
- container: searchEl,
- detachedMediaQuery: detachedMediaQuery,
- defaultActiveItemId: 0,
- panelContainer: "#quarto-search-results",
- panelPlacement: quartoSearchOptions["panel-placement"],
- debug: false,
- openOnFocus: true,
- plugins,
- classNames: {
- form: "d-flex",
- },
- translations: {
- clearButtonTitle: language["search-clear-button-title"],
- detachedCancelButtonText: language["search-detached-cancel-button-title"],
- submitButtonTitle: language["search-submit-button-title"],
- },
- initialState: {
- query,
- },
- getItemUrl({ item }) {
- return item.href;
- },
- onStateChange({ state }) {
- // Perhaps reset highlighting
- resetHighlighting(state.query);
-
- // If the panel just opened, ensure the panel is positioned properly
- if (state.isOpen) {
- if (lastState && !lastState.isOpen) {
- setTimeout(() => {
- positionPanel(quartoSearchOptions["panel-placement"]);
- }, 150);
- }
- }
-
- // Perhaps show the copy link
- showCopyLink(state.query, quartoSearchOptions);
-
- lastState = state;
- },
- reshape({ sources, state }) {
- return sources.map((source) => {
- try {
- const items = source.getItems();
-
- // Validate the items
- validateItems(items);
-
- // group the items by document
- const groupedItems = new Map();
- items.forEach((item) => {
- const hrefParts = item.href.split("#");
- const baseHref = hrefParts[0];
- const isDocumentItem = hrefParts.length === 1;
-
- const items = groupedItems.get(baseHref);
- if (!items) {
- groupedItems.set(baseHref, [item]);
- } else {
- // If the href for this item matches the document
- // exactly, place this item first as it is the item that represents
- // the document itself
- if (isDocumentItem) {
- items.unshift(item);
- } else {
- items.push(item);
- }
- groupedItems.set(baseHref, items);
- }
- });
-
- const reshapedItems = [];
- let count = 1;
- for (const [_key, value] of groupedItems) {
- const firstItem = value[0];
- reshapedItems.push({
- ...firstItem,
- type: kItemTypeDoc,
- });
-
- const collapseMatches = quartoSearchOptions["collapse-after"];
- const collapseCount =
- typeof collapseMatches === "number" ? collapseMatches : 1;
-
- if (value.length > 1) {
- const target = `search-more-${count}`;
- const isExpanded =
- state.context.expanded &&
- state.context.expanded.includes(target);
-
- const remainingCount = value.length - collapseCount;
-
- for (let i = 1; i < value.length; i++) {
- if (collapseMatches && i === collapseCount) {
- reshapedItems.push({
- target,
- title: isExpanded
- ? language["search-hide-matches-text"]
- : remainingCount === 1
- ? `${remainingCount} ${language["search-more-match-text"]}`
- : `${remainingCount} ${language["search-more-matches-text"]}`,
- type: kItemTypeMore,
- href: kItemTypeMoreHref,
- });
- }
-
- if (isExpanded || !collapseMatches || i < collapseCount) {
- reshapedItems.push({
- ...value[i],
- type: kItemTypeItem,
- target,
- });
- }
- }
- }
- count += 1;
- }
-
- return {
- ...source,
- getItems() {
- return reshapedItems;
- },
- };
- } catch (error) {
- // Some form of error occurred
- return {
- ...source,
- getItems() {
- return [
- {
- title: error.name || "An Error Occurred While Searching",
- text:
- error.message ||
- "An unknown error occurred while attempting to perform the requested search.",
- type: kItemTypeError,
- },
- ];
- },
- };
- }
- });
- },
- navigator: {
- navigate({ itemUrl }) {
- if (itemUrl !== offsetURL(kItemTypeMoreHref)) {
- window.location.assign(itemUrl);
- }
- },
- navigateNewTab({ itemUrl }) {
- if (itemUrl !== offsetURL(kItemTypeMoreHref)) {
- const windowReference = window.open(itemUrl, "_blank", "noopener");
- if (windowReference) {
- windowReference.focus();
- }
- }
- },
- navigateNewWindow({ itemUrl }) {
- if (itemUrl !== offsetURL(kItemTypeMoreHref)) {
- window.open(itemUrl, "_blank", "noopener");
- }
- },
- },
- getSources({ state, setContext, setActiveItemId, refresh }) {
- return [
- {
- sourceId: "documents",
- getItemUrl({ item }) {
- if (item.href) {
- return offsetURL(item.href);
- } else {
- return undefined;
- }
- },
- onSelect({
- item,
- state,
- setContext,
- setIsOpen,
- setActiveItemId,
- refresh,
- }) {
- if (item.type === kItemTypeMore) {
- toggleExpanded(item, state, setContext, setActiveItemId, refresh);
-
- // Toggle more
- setIsOpen(true);
- }
- },
- getItems({ query }) {
- if (query === null || query === "") {
- return [];
- }
-
- const limit = quartoSearchOptions.limit;
- if (quartoSearchOptions.algolia) {
- return algoliaSearch(query, limit, quartoSearchOptions.algolia);
- } else {
- // Fuse search options
- const fuseSearchOptions = {
- isCaseSensitive: false,
- shouldSort: true,
- minMatchCharLength: 2,
- limit: limit,
- };
-
- return readSearchData().then(function (fuse) {
- return fuseSearch(query, fuse, fuseSearchOptions);
- });
- }
- },
- templates: {
- noResults({ createElement }) {
- const hasQuery = lastState.query;
-
- return createElement(
- "div",
- {
- class: `quarto-search-no-results${
- hasQuery ? "" : " no-query"
- }`,
- },
- language["search-no-results-text"]
- );
- },
- header({ items, createElement }) {
- // count the documents
- const count = items.filter((item) => {
- return item.type === kItemTypeDoc;
- }).length;
-
- if (count > 0) {
- return createElement(
- "div",
- { class: "search-result-header" },
- `${count} ${language["search-matching-documents-text"]}`
- );
- } else {
- return createElement(
- "div",
- { class: "search-result-header-no-results" },
- ``
- );
- }
- },
- footer({ _items, createElement }) {
- if (
- quartoSearchOptions.algolia &&
- quartoSearchOptions.algolia["show-logo"]
- ) {
- const libDir = quartoSearchOptions.algolia["libDir"];
- const logo = createElement("img", {
- src: offsetURL(
- `${libDir}/quarto-search/search-by-algolia.svg`
- ),
- class: "algolia-search-logo",
- });
- return createElement(
- "a",
- { href: "http://www.algolia.com/" },
- logo
- );
- }
- },
-
- item({ item, createElement }) {
- return renderItem(
- item,
- createElement,
- state,
- setActiveItemId,
- setContext,
- refresh
- );
- },
- },
- },
- ];
- },
- });
-
- window.quartoOpenSearch = () => {
- setIsOpen(false);
- setIsOpen(true);
- focusSearchInput();
- };
-
- // Remove the labeleledby attribute since it is pointing
- // to a non-existent label
- if (quartoSearchOptions.type === "overlay") {
- const inputEl = window.document.querySelector(
- "#quarto-search .aa-Autocomplete"
- );
- if (inputEl) {
- inputEl.removeAttribute("aria-labelledby");
- }
- }
-
- // If the main document scrolls dismiss the search results
- // (otherwise, since they're floating in the document they can scroll with the document)
- window.document.body.onscroll = () => {
- setIsOpen(false);
- };
-
- if (showSearchResults) {
- setIsOpen(true);
- focusSearchInput();
- }
-});
-
-function configurePlugins(quartoSearchOptions) {
- const autocompletePlugins = [];
- const algoliaOptions = quartoSearchOptions.algolia;
- if (
- algoliaOptions &&
- algoliaOptions["analytics-events"] &&
- algoliaOptions["search-only-api-key"] &&
- algoliaOptions["application-id"]
- ) {
- const apiKey = algoliaOptions["search-only-api-key"];
- const appId = algoliaOptions["application-id"];
-
- // Aloglia insights may not be loaded because they require cookie consent
- // Use deferred loading so events will start being recorded when/if consent
- // is granted.
- const algoliaInsightsDeferredPlugin = deferredLoadPlugin(() => {
- if (
- window.aa &&
- window["@algolia/autocomplete-plugin-algolia-insights"]
- ) {
- window.aa("init", {
- appId,
- apiKey,
- useCookie: true,
- });
-
- const { createAlgoliaInsightsPlugin } =
- window["@algolia/autocomplete-plugin-algolia-insights"];
- // Register the insights client
- const algoliaInsightsPlugin = createAlgoliaInsightsPlugin({
- insightsClient: window.aa,
- onItemsChange({ insights, insightsEvents }) {
- const events = insightsEvents.map((event) => {
- const maxEvents = event.objectIDs.slice(0, 20);
- return {
- ...event,
- objectIDs: maxEvents,
- };
- });
-
- insights.viewedObjectIDs(...events);
- },
- });
- return algoliaInsightsPlugin;
- }
- });
-
- // Add the plugin
- autocompletePlugins.push(algoliaInsightsDeferredPlugin);
- return autocompletePlugins;
- }
-}
-
-// For plugins that may not load immediately, create a wrapper
-// plugin and forward events and plugin data once the plugin
-// is initialized. This is useful for cases like cookie consent
-// which may prevent the analytics insights event plugin from initializing
-// immediately.
-function deferredLoadPlugin(createPlugin) {
- let plugin = undefined;
- let subscribeObj = undefined;
- const wrappedPlugin = () => {
- if (!plugin && subscribeObj) {
- plugin = createPlugin();
- if (plugin && plugin.subscribe) {
- plugin.subscribe(subscribeObj);
- }
- }
- return plugin;
- };
-
- return {
- subscribe: (obj) => {
- subscribeObj = obj;
- },
- onStateChange: (obj) => {
- const plugin = wrappedPlugin();
- if (plugin && plugin.onStateChange) {
- plugin.onStateChange(obj);
- }
- },
- onSubmit: (obj) => {
- const plugin = wrappedPlugin();
- if (plugin && plugin.onSubmit) {
- plugin.onSubmit(obj);
- }
- },
- onReset: (obj) => {
- const plugin = wrappedPlugin();
- if (plugin && plugin.onReset) {
- plugin.onReset(obj);
- }
- },
- getSources: (obj) => {
- const plugin = wrappedPlugin();
- if (plugin && plugin.getSources) {
- return plugin.getSources(obj);
- } else {
- return Promise.resolve([]);
- }
- },
- data: (obj) => {
- const plugin = wrappedPlugin();
- if (plugin && plugin.data) {
- plugin.data(obj);
- }
- },
- };
-}
-
-function validateItems(items) {
- // Validate the first item
- if (items.length > 0) {
- const item = items[0];
- const missingFields = [];
- if (item.href == undefined) {
- missingFields.push("href");
- }
- if (!item.title == undefined) {
- missingFields.push("title");
- }
- if (!item.text == undefined) {
- missingFields.push("text");
- }
-
- if (missingFields.length === 1) {
- throw {
- name: `Error: Search index is missing the <code>${missingFields[0]}</code> field.`,
- message: `The items being returned for this search do not include all the required fields. Please ensure that your index items include the <code>${missingFields[0]}</code> field or use <code>index-fields</code> in your <code>_quarto.yml</code> file to specify the field names.`,
- };
- } else if (missingFields.length > 1) {
- const missingFieldList = missingFields
- .map((field) => {
- return `<code>${field}</code>`;
- })
- .join(", ");
-
- throw {
- name: `Error: Search index is missing the following fields: ${missingFieldList}.`,
- message: `The items being returned for this search do not include all the required fields. Please ensure that your index items includes the following fields: ${missingFieldList}, or use <code>index-fields</code> in your <code>_quarto.yml</code> file to specify the field names.`,
- };
- }
- }
-}
-
-let lastQuery = null;
-function showCopyLink(query, options) {
- const language = options.language;
- lastQuery = query;
- // Insert share icon
- const inputSuffixEl = window.document.body.querySelector(
- ".aa-Form .aa-InputWrapperSuffix"
- );
-
- if (inputSuffixEl) {
- let copyButtonEl = window.document.body.querySelector(
- ".aa-Form .aa-InputWrapperSuffix .aa-CopyButton"
- );
-
- if (copyButtonEl === null) {
- copyButtonEl = window.document.createElement("button");
- copyButtonEl.setAttribute("class", "aa-CopyButton");
- copyButtonEl.setAttribute("type", "button");
- copyButtonEl.setAttribute("title", language["search-copy-link-title"]);
- copyButtonEl.onmousedown = (e) => {
- e.preventDefault();
- e.stopPropagation();
- };
-
- const linkIcon = "bi-clipboard";
- const checkIcon = "bi-check2";
-
- const shareIconEl = window.document.createElement("i");
- shareIconEl.setAttribute("class", `bi ${linkIcon}`);
- copyButtonEl.appendChild(shareIconEl);
- inputSuffixEl.prepend(copyButtonEl);
-
- const clipboard = new window.ClipboardJS(".aa-CopyButton", {
- text: function (_trigger) {
- const copyUrl = new URL(window.location);
- copyUrl.searchParams.set(kQueryArg, lastQuery);
- copyUrl.searchParams.set(kResultsArg, "1");
- return copyUrl.toString();
- },
- });
- clipboard.on("success", function (e) {
- // Focus the input
-
- // button target
- const button = e.trigger;
- const icon = button.querySelector("i.bi");
-
- // flash "checked"
- icon.classList.add(checkIcon);
- icon.classList.remove(linkIcon);
- setTimeout(function () {
- icon.classList.remove(checkIcon);
- icon.classList.add(linkIcon);
- }, 1000);
- });
- }
-
- // If there is a query, show the link icon
- if (copyButtonEl) {
- if (lastQuery && options["copy-button"]) {
- copyButtonEl.style.display = "flex";
- } else {
- copyButtonEl.style.display = "none";
- }
- }
- }
-}
-
-/* Search Index Handling */
-// create the index
-var fuseIndex = undefined;
-async function readSearchData() {
- // Initialize the search index on demand
- if (fuseIndex === undefined) {
- // create fuse index
- const options = {
- keys: [
- { name: "title", weight: 20 },
- { name: "section", weight: 20 },
- { name: "text", weight: 10 },
- ],
- ignoreLocation: true,
- threshold: 0.1,
- };
- const fuse = new window.Fuse([], options);
-
- // fetch the main search.json
- const response = await fetch(offsetURL("search.json"));
- if (response.status == 200) {
- return response.json().then(function (searchDocs) {
- searchDocs.forEach(function (searchDoc) {
- fuse.add(searchDoc);
- });
- fuseIndex = fuse;
- return fuseIndex;
- });
- } else {
- return Promise.reject(
- new Error(
- "Unexpected status from search index request: " + response.status
- )
- );
- }
- }
- return fuseIndex;
-}
-
-function inputElement() {
- return window.document.body.querySelector(".aa-Form .aa-Input");
-}
-
-function focusSearchInput() {
- setTimeout(() => {
- const inputEl = inputElement();
- if (inputEl) {
- inputEl.focus();
- }
- }, 50);
-}
-
-/* Panels */
-const kItemTypeDoc = "document";
-const kItemTypeMore = "document-more";
-const kItemTypeItem = "document-item";
-const kItemTypeError = "error";
-
-function renderItem(
- item,
- createElement,
- state,
- setActiveItemId,
- setContext,
- refresh
-) {
- switch (item.type) {
- case kItemTypeDoc:
- return createDocumentCard(
- createElement,
- "file-richtext",
- item.title,
- item.section,
- item.text,
- item.href
- );
- case kItemTypeMore:
- return createMoreCard(
- createElement,
- item,
- state,
- setActiveItemId,
- setContext,
- refresh
- );
- case kItemTypeItem:
- return createSectionCard(
- createElement,
- item.section,
- item.text,
- item.href
- );
- case kItemTypeError:
- return createErrorCard(createElement, item.title, item.text);
- default:
- return undefined;
- }
-}
-
-function createDocumentCard(createElement, icon, title, section, text, href) {
- const iconEl = createElement("i", {
- class: `bi bi-${icon} search-result-icon`,
- });
- const titleEl = createElement("p", { class: "search-result-title" }, title);
- const titleContainerEl = createElement(
- "div",
- { class: "search-result-title-container" },
- [iconEl, titleEl]
- );
-
- const textEls = [];
- if (section) {
- const sectionEl = createElement(
- "p",
- { class: "search-result-section" },
- section
- );
- textEls.push(sectionEl);
- }
- const descEl = createElement("p", {
- class: "search-result-text",
- dangerouslySetInnerHTML: {
- __html: text,
- },
- });
- textEls.push(descEl);
-
- const textContainerEl = createElement(
- "div",
- { class: "search-result-text-container" },
- textEls
- );
-
- const containerEl = createElement(
- "div",
- {
- class: "search-result-container",
- },
- [titleContainerEl, textContainerEl]
- );
-
- const linkEl = createElement(
- "a",
- {
- href: offsetURL(href),
- class: "search-result-link",
- },
- containerEl
- );
-
- const classes = ["search-result-doc", "search-item"];
- if (!section) {
- classes.push("document-selectable");
- }
-
- return createElement(
- "div",
- {
- class: classes.join(" "),
- },
- linkEl
- );
-}
-
-function createMoreCard(
- createElement,
- item,
- state,
- setActiveItemId,
- setContext,
- refresh
-) {
- const moreCardEl = createElement(
- "div",
- {
- class: "search-result-more search-item",
- onClick: (e) => {
- // Handle expanding the sections by adding the expanded
- // section to the list of expanded sections
- toggleExpanded(item, state, setContext, setActiveItemId, refresh);
- e.stopPropagation();
- },
- },
- item.title
- );
-
- return moreCardEl;
-}
-
-function toggleExpanded(item, state, setContext, setActiveItemId, refresh) {
- const expanded = state.context.expanded || [];
- if (expanded.includes(item.target)) {
- setContext({
- expanded: expanded.filter((target) => target !== item.target),
- });
- } else {
- setContext({ expanded: [...expanded, item.target] });
- }
-
- refresh();
- setActiveItemId(item.__autocomplete_id);
-}
-
-function createSectionCard(createElement, section, text, href) {
- const sectionEl = createSection(createElement, section, text, href);
- return createElement(
- "div",
- {
- class: "search-result-doc-section search-item",
- },
- sectionEl
- );
-}
-
-function createSection(createElement, title, text, href) {
- const descEl = createElement("p", {
- class: "search-result-text",
- dangerouslySetInnerHTML: {
- __html: text,
- },
- });
-
- const titleEl = createElement("p", { class: "search-result-section" }, title);
- const linkEl = createElement(
- "a",
- {
- href: offsetURL(href),
- class: "search-result-link",
- },
- [titleEl, descEl]
- );
- return linkEl;
-}
-
-function createErrorCard(createElement, title, text) {
- const descEl = createElement("p", {
- class: "search-error-text",
- dangerouslySetInnerHTML: {
- __html: text,
- },
- });
-
- const titleEl = createElement("p", {
- class: "search-error-title",
- dangerouslySetInnerHTML: {
- __html: `<i class="bi bi-exclamation-circle search-error-icon"></i> ${title}`,
- },
- });
- const errorEl = createElement("div", { class: "search-error" }, [
- titleEl,
- descEl,
- ]);
- return errorEl;
-}
-
-function positionPanel(pos) {
- const panelEl = window.document.querySelector(
- "#quarto-search-results .aa-Panel"
- );
- const inputEl = window.document.querySelector(
- "#quarto-search .aa-Autocomplete"
- );
-
- if (panelEl && inputEl) {
- panelEl.style.top = `${Math.round(panelEl.offsetTop)}px`;
- if (pos === "start") {
- panelEl.style.left = `${Math.round(inputEl.left)}px`;
- } else {
- panelEl.style.right = `${Math.round(inputEl.offsetRight)}px`;
- }
- }
-}
-
-/* Highlighting */
-// highlighting functions
-function highlightMatch(query, text) {
- if (text) {
- const start = text.toLowerCase().indexOf(query.toLowerCase());
- if (start !== -1) {
- const startMark = "<mark class='search-match'>";
- const endMark = "</mark>";
-
- const end = start + query.length;
- text =
- text.slice(0, start) +
- startMark +
- text.slice(start, end) +
- endMark +
- text.slice(end);
- const startInfo = clipStart(text, start);
- const endInfo = clipEnd(
- text,
- startInfo.position + startMark.length + endMark.length
- );
- text =
- startInfo.prefix +
- text.slice(startInfo.position, endInfo.position) +
- endInfo.suffix;
-
- return text;
- } else {
- return text;
- }
- } else {
- return text;
- }
-}
-
-function clipStart(text, pos) {
- const clipStart = pos - 50;
- if (clipStart < 0) {
- // This will just return the start of the string
- return {
- position: 0,
- prefix: "",
- };
- } else {
- // We're clipping before the start of the string, walk backwards to the first space.
- const spacePos = findSpace(text, pos, -1);
- return {
- position: spacePos.position,
- prefix: "",
- };
- }
-}
-
-function clipEnd(text, pos) {
- const clipEnd = pos + 200;
- if (clipEnd > text.length) {
- return {
- position: text.length,
- suffix: "",
- };
- } else {
- const spacePos = findSpace(text, clipEnd, 1);
- return {
- position: spacePos.position,
- suffix: spacePos.clipped ? "…" : "",
- };
- }
-}
-
-function findSpace(text, start, step) {
- let stepPos = start;
- while (stepPos > -1 && stepPos < text.length) {
- const char = text[stepPos];
- if (char === " " || char === "," || char === ":") {
- return {
- position: step === 1 ? stepPos : stepPos - step,
- clipped: stepPos > 1 && stepPos < text.length,
- };
- }
- stepPos = stepPos + step;
- }
-
- return {
- position: stepPos - step,
- clipped: false,
- };
-}
-
-// removes highlighting as implemented by the mark tag
-function clearHighlight(searchterm, el) {
- const childNodes = el.childNodes;
- for (let i = childNodes.length - 1; i >= 0; i--) {
- const node = childNodes[i];
- if (node.nodeType === Node.ELEMENT_NODE) {
- if (
- node.tagName === "MARK" &&
- node.innerText.toLowerCase() === searchterm.toLowerCase()
- ) {
- el.replaceChild(document.createTextNode(node.innerText), node);
- } else {
- clearHighlight(searchterm, node);
- }
- }
- }
-}
-
-function escapeRegExp(string) {
- return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
-}
-
-// highlight matches
-function highlight(term, el) {
- const termRegex = new RegExp(term, "ig");
- const childNodes = el.childNodes;
-
- // walk back to front avoid mutating elements in front of us
- for (let i = childNodes.length - 1; i >= 0; i--) {
- const node = childNodes[i];
-
- if (node.nodeType === Node.TEXT_NODE) {
- // Search text nodes for text to highlight
- const text = node.nodeValue;
-
- let startIndex = 0;
- let matchIndex = text.search(termRegex);
- if (matchIndex > -1) {
- const markFragment = document.createDocumentFragment();
- while (matchIndex > -1) {
- const prefix = text.slice(startIndex, matchIndex);
- markFragment.appendChild(document.createTextNode(prefix));
-
- const mark = document.createElement("mark");
- mark.appendChild(
- document.createTextNode(
- text.slice(matchIndex, matchIndex + term.length)
- )
- );
- markFragment.appendChild(mark);
-
- startIndex = matchIndex + term.length;
- matchIndex = text.slice(startIndex).search(new RegExp(term, "ig"));
- if (matchIndex > -1) {
- matchIndex = startIndex + matchIndex;
- }
- }
- if (startIndex < text.length) {
- markFragment.appendChild(
- document.createTextNode(text.slice(startIndex, text.length))
- );
- }
-
- el.replaceChild(markFragment, node);
- }
- } else if (node.nodeType === Node.ELEMENT_NODE) {
- // recurse through elements
- highlight(term, node);
- }
- }
-}
-
-/* Link Handling */
-// get the offset from this page for a given site root relative url
-function offsetURL(url) {
- var offset = getMeta("quarto:offset");
- return offset ? offset + url : url;
-}
-
-// read a meta tag value
-function getMeta(metaName) {
- var 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 "";
-}
-
-function algoliaSearch(query, limit, algoliaOptions) {
- const { getAlgoliaResults } = window["@algolia/autocomplete-preset-algolia"];
-
- const applicationId = algoliaOptions["application-id"];
- const searchOnlyApiKey = algoliaOptions["search-only-api-key"];
- const indexName = algoliaOptions["index-name"];
- const indexFields = algoliaOptions["index-fields"];
- const searchClient = window.algoliasearch(applicationId, searchOnlyApiKey);
- const searchParams = algoliaOptions["params"];
- const searchAnalytics = !!algoliaOptions["analytics-events"];
-
- return getAlgoliaResults({
- searchClient,
- queries: [
- {
- indexName: indexName,
- query,
- params: {
- hitsPerPage: limit,
- clickAnalytics: searchAnalytics,
- ...searchParams,
- },
- },
- ],
- transformResponse: (response) => {
- if (!indexFields) {
- return response.hits.map((hit) => {
- return hit.map((item) => {
- return {
- ...item,
- text: highlightMatch(query, item.text),
- };
- });
- });
- } else {
- const remappedHits = response.hits.map((hit) => {
- return hit.map((item) => {
- const newItem = { ...item };
- ["href", "section", "title", "text"].forEach((keyName) => {
- const mappedName = indexFields[keyName];
- if (
- mappedName &&
- item[mappedName] !== undefined &&
- mappedName !== keyName
- ) {
- newItem[keyName] = item[mappedName];
- delete newItem[mappedName];
- }
- });
- newItem.text = highlightMatch(query, newItem.text);
- return newItem;
- });
- });
- return remappedHits;
- }
- },
- });
-}
-
-function fuseSearch(query, fuse, fuseOptions) {
- return fuse.search(query, fuseOptions).map((result) => {
- const addParam = (url, name, value) => {
- const anchorParts = url.split("#");
- const baseUrl = anchorParts[0];
- const sep = baseUrl.search("\\?") > 0 ? "&" : "?";
- anchorParts[0] = baseUrl + sep + name + "=" + value;
- return anchorParts.join("#");
- };
-
- return {
- title: result.item.title,
- section: result.item.section,
- href: addParam(result.item.href, kQueryArg, query),
- text: highlightMatch(query, result.item.text),
- };
- });
-}
diff --git a/notebooks/intro.qmd b/notebooks/intro.qmd
index 72df9e9c..866830b7 100644
--- a/notebooks/intro.qmd
+++ b/notebooks/intro.qmd
@@ -235,8 +235,6 @@ Then we can simply loop over the datasets and eventually concatenate the results
```{julia}
#| output: false
-
-measure =
using CounterfactualExplanations.Evaluation: benchmark
bmks = []
for (dataname, dataset) in datasets
@@ -255,7 +253,7 @@ counterfactual_data = load_multi_class()
```{julia}
X = table(permutedims(counterfactual_data.X))
y = counterfactual_data.output_encoder.labels
-conf_model = conformal_model(clf; method=:simple_inductive)
+conf_model = conformal_model(clf; method=:simple_inductive, coverage=0.99)
mach = machine(conf_model, X, y)
fit!(mach)
```
@@ -266,13 +264,15 @@ fit!(mach)
#| label: fig-losses-multi
#| fig-cap: "Illustration of the smooth size loss and the configurable classification loss."
-temp = 0.5
-p1 = contourf(mach.model, mach.fitresult, X, y; plot_set_loss=true, zoom=0, temp=temp)
-p2 = contourf(mach.model, mach.fitresult, X, y; plot_classification_loss=true, target=1, zoom=0, temp=temp, clim=nothing, loss_matrix=ones(4,4))
+temp = 0.05
+p1 = contourf(mach.model, mach.fitresult, X, y; plot_set_loss=true, zoom=-1, temp=temp)
+p2 = contourf(mach.model, mach.fitresult, X, y; plot_classification_loss=true, zoom=-1, temp=temp, clim=nothing, loss_matrix=ones(4,4))
plot(p1, p2, size=(800,320))
```
```{julia}
+#| output: true
+#| echo: false
#| fig-cap: "Energy-based conditional samples."
#| label: fig-energy-multi
@@ -300,6 +300,11 @@ target = counterfactual_data.y_levels[counterfactual_data.y_levels .!= y_factual
```{julia}
+#| output: true
+#| echo: false
+#| fig-cap: "Comparison of counterfactuals produced using different generators."
+#| label: fig-ce-multi
+
counterfactuals = Dict([name => generate_counterfactual(x, target, counterfactual_data, M, gen; initialization=:identity, converge_when=:generator_conditions, gradient_tol=1e-3) for (name, gen) in generators])
# Plots:
--
GitLab