cleaned up notebook links

docs/.buildinfo

@@ -1,4 +1,4 @@
 # Sphinx build info version 1
-# This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 06037f880793e9cafa1a90e7ed27d5de
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 4d115e8219837f5e7663068621637d0a
 tags: 645f666f9bcd5a90fca523b33c5a78b7

docs/_sources/usage_guide.rst.txt

@@ -32,7 +32,7 @@ Binary Classification Examples
 
    - .. raw:: html
 
-   <a href="https://colab.research.google.com/drive/1ujLL2mRtIWwGamnpWKIo2f271_Q103t-?usp=sharing#scrollTo=uMxyy0yvd2xQ" target="_blank">Binary Classification + KFold Example: Titanic Dataset - Categorical Data</a>
+      <a href="https://colab.research.google.com/drive/1ujLL2mRtIWwGamnpWKIo2f271_Q103t-?usp=sharing#scrollTo=uMxyy0yvd2xQ" target="_blank">Binary Classification + KFold Example: Titanic Dataset - Categorical Data</a>
 
    - .. raw:: html
 

docs/_static/basic.css

@@ -1,5 +1,12 @@
 /*
+ * basic.css
+ * ~~~~~~~~~
+ *
  * Sphinx stylesheet -- basic theme.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
  */
 
 /* -- main layout ----------------------------------------------------------- */
@@ -108,11 +115,15 @@ img {
 /* -- search page ----------------------------------------------------------- */
 
 ul.search {
-    margin-top: 10px;
+    margin: 10px 0 0 20px;
+    padding: 0;
 }
 
 ul.search li {
-    padding: 5px 0;
+    padding: 5px 0 5px 20px;
+    background-image: url(file.png);
+    background-repeat: no-repeat;
+    background-position: 0 7px;
 }
 
 ul.search li a {

docs/_static/doctools.js

@@ -1,5 +1,12 @@
 /*
+ * doctools.js
+ * ~~~~~~~~~~~
+ *
  * Base JavaScript utilities for all Sphinx HTML documentation.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
  */
 "use strict";
 

docs/_static/language_data.js

@@ -1,6 +1,13 @@
 /*
+ * language_data.js
+ * ~~~~~~~~~~~~~~~~
+ *
  * This script contains the language-specific data used by searchtools.js,
  * namely the list of stopwords, stemmer, scorer and splitter.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
  */
 
 var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];

docs/_static/searchtools.js

@@ -1,5 +1,12 @@
 /*
+ * searchtools.js
+ * ~~~~~~~~~~~~~~~~
+ *
  * Sphinx JavaScript utilities for the full-text search.
+ *
+ * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS.
+ * :license: BSD, see LICENSE for details.
+ *
  */
 "use strict";
 
@@ -13,7 +20,7 @@ if (typeof Scorer === "undefined") {
     // and returns the new score.
     /*
     score: result => {
-      const [docname, title, anchor, descr, score, filename, kind] = result
+      const [docname, title, anchor, descr, score, filename] = result
       return score
     },
     */
@@ -40,14 +47,6 @@ if (typeof Scorer === "undefined") {
   };
 }
 
-// Global search result kind enum, used by themes to style search results.
-class SearchResultKind {
-    static get index() { return  "index"; }
-    static get object() { return "object"; }
-    static get text() { return "text"; }
-    static get title() { return "title"; }
-}
-
 const _removeChildren = (element) => {
   while (element && element.lastChild) element.removeChild(element.lastChild);
 };
@@ -65,13 +64,9 @@ const _displayItem = (item, searchTerms, highlightTerms) => {
   const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
   const contentRoot = document.documentElement.dataset.content_root;
 
-  const [docName, title, anchor, descr, score, _filename, kind] = item;
+  const [docName, title, anchor, descr, score, _filename] = item;
 
   let listItem = document.createElement("li");
-  // Add a class representing the item's type:
-  // can be used by a theme's CSS selector for styling
-  // See SearchResultKind for the class names.
-  listItem.classList.add(`kind-${kind}`);
   let requestUrl;
   let linkUrl;
   if (docBuilder === "dirhtml") {
@@ -120,10 +115,8 @@ const _finishSearch = (resultCount) => {
       "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
     );
   else
-    Search.status.innerText = Documentation.ngettext(
-      "Search finished, found one page matching the search query.",
-      "Search finished, found ${resultCount} pages matching the search query.",
-      resultCount,
+    Search.status.innerText = _(
+      "Search finished, found ${resultCount} page(s) matching the search query."
     ).replace('${resultCount}', resultCount);
 };
 const _displayNextItem = (
@@ -145,7 +138,7 @@ const _displayNextItem = (
   else _finishSearch(resultCount);
 };
 // Helper function used by query() to order search results.
-// Each input is an array of [docname, title, anchor, descr, score, filename, kind].
+// Each input is an array of [docname, title, anchor, descr, score, filename].
 // Order the results by score (in opposite order of appearance, since the
 // `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
 const _orderResultsByScoreThenName = (a, b) => {
@@ -255,7 +248,6 @@ const Search = {
     searchSummary.classList.add("search-summary");
     searchSummary.innerText = "";
     const searchList = document.createElement("ul");
-    searchList.setAttribute("role", "list");
     searchList.classList.add("search");
 
     const out = document.getElementById("search-results");
@@ -326,7 +318,7 @@ const Search = {
     const indexEntries = Search._index.indexentries;
 
     // Collect multiple result groups to be sorted separately and then ordered.
-    // Each is an array of [docname, title, anchor, descr, score, filename, kind].
+    // Each is an array of [docname, title, anchor, descr, score, filename].
     const normalResults = [];
     const nonMainIndexResults = [];
 
@@ -345,7 +337,6 @@ const Search = {
             null,
             score + boost,
             filenames[file],
-            SearchResultKind.title,
           ]);
         }
       }
@@ -363,7 +354,6 @@ const Search = {
             null,
             score,
             filenames[file],
-            SearchResultKind.index,
           ];
           if (isMain) {
             normalResults.push(result);
@@ -485,7 +475,6 @@ const Search = {
         descr,
         score,
         filenames[match[0]],
-        SearchResultKind.object,
       ]);
     };
     Object.keys(objects).forEach((prefix) =>
@@ -596,7 +585,6 @@ const Search = {
         null,
         score,
         filenames[file],
-        SearchResultKind.text,
       ]);
     }
     return results;

docs/about.html

@@ -1,5 +1,3 @@
-
-
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" data-content_root="./">
 <head>
@@ -8,20 +6,24 @@
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>GitHub Repository &mdash; Model Tuner 0.0.15a0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=80d5e7a1" />
-      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=e59714d7" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
       <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
       <link rel="stylesheet" type="text/css" href="_static/custom.css?v=f712845e" />
 
 
     <link rel="canonical" href="https://uclamii.github.io/model_tuner/about.html" />
-      <script src="_static/jquery.js?v=5d32c60e"></script>
-      <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-      <script src="_static/documentation_options.js?v=e34472b7"></script>
-      <script src="_static/doctools.js?v=9bcbadda"></script>
-      <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
-      <script src="_static/clipboard.min.js?v=a7894cd8"></script>
-      <script src="_static/copybutton.js?v=f281be69"></script>
-      <script src="_static/custom.js?v=59429b38"></script>
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+
+        <script src="_static/jquery.js?v=5d32c60e"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="_static/documentation_options.js?v=e34472b7"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+        <script src="_static/clipboard.min.js?v=a7894cd8"></script>
+        <script src="_static/copybutton.js?v=f281be69"></script>
+        <script src="_static/custom.js?v=59429b38"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="#" />
     <link rel="index" title="Index" href="genindex.html" />
@@ -102,8 +104,7 @@
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
 
-  <div class="no-click"><a class="reference internal image-reference" href="_images/ModelTunerTarget.png"><img alt="Model Tuner Logo" class="align-left" src="_images/ModelTunerTarget.png" style="width: 250px;" />
-</a>
+  <div class="no-click"><a class="reference internal image-reference" href="_images/ModelTunerTarget.png"><img alt="Model Tuner Logo" class="align-left" src="_images/ModelTunerTarget.png" style="width: 250px;" /></a>
 </div><div style="height: 150px;"></div><p></p>
 <section id="github-repository">
 <h1>GitHub Repository<a class="headerlink" href="#github-repository" title="Link to this heading"></a></h1>

docs/caveats.html

@@ -1,5 +1,3 @@
-
-
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" data-content_root="./">
 <head>
@@ -8,21 +6,25 @@
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Zero Variance Columns &mdash; Model Tuner 0.0.15a0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=80d5e7a1" />
-      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=e59714d7" />
+      <link rel="stylesheet" type="text/css" href="_static/css/theme.css?v=19f00094" />
       <link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
       <link rel="stylesheet" type="text/css" href="_static/custom.css?v=f712845e" />
 
 
     <link rel="canonical" href="https://uclamii.github.io/model_tuner/caveats.html" />
-      <script src="_static/jquery.js?v=5d32c60e"></script>
-      <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
-      <script src="_static/documentation_options.js?v=e34472b7"></script>
-      <script src="_static/doctools.js?v=9bcbadda"></script>
-      <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
-      <script src="_static/clipboard.min.js?v=a7894cd8"></script>
-      <script src="_static/copybutton.js?v=f281be69"></script>
-      <script src="_static/custom.js?v=59429b38"></script>
-      <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
+  <!--[if lt IE 9]>
+    <script src="_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+
+        <script src="_static/jquery.js?v=5d32c60e"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js?v=2cd50e6c"></script>
+        <script src="_static/documentation_options.js?v=e34472b7"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+        <script src="_static/clipboard.min.js?v=a7894cd8"></script>
+        <script src="_static/copybutton.js?v=f281be69"></script>
+        <script src="_static/custom.js?v=59429b38"></script>
+        <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
     <link rel="index" title="Index" href="genindex.html" />
@@ -127,8 +129,7 @@
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
 
-  <div class="no-click"><a class="reference internal image-reference" href="_images/ModelTunerTarget.png"><img alt="Model Tuner Logo" class="align-left" src="_images/ModelTunerTarget.png" style="width: 250px;" />
-</a>
+  <div class="no-click"><a class="reference internal image-reference" href="_images/ModelTunerTarget.png"><img alt="Model Tuner Logo" class="align-left" src="_images/ModelTunerTarget.png" style="width: 250px;" /></a>
 </div><div style="height: 150px;"></div><p></p>
 <section id="zero-variance-columns">
 <h1>Zero Variance Columns<a class="headerlink" href="#zero-variance-columns" title="Link to this heading"></a></h1>