rmvd xtra lines from AIDS Trials nb, cleaned paths, updated links in …

…docs

docs/.buildinfo

@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: eb2d6dc8d92c1fd3174dd8a55b6d73d8
+config: a614fe2671281cd6ba6d1995577ed1ec
 tags: 645f666f9bcd5a90fca523b33c5a78b7

docs/_sources/usage_guide.rst.txt

@@ -33,7 +33,7 @@ Binary Classification Examples
 
    - .. raw:: html
 
-      <a href="https://colab.research.google.com/drive/12XywbGBiwlZIbi0C3JKu9NOQPPRgVwcp?usp=sharing#scrollTo=rm5TA__pC3M-" target="_blank">Binary Classification: AIDS Clinical Trials HTML File</a>
+      <a href="https://colab.research.google.com/drive/12XywbGBiwlZIbi0C3JKu9NOQPPRgVwcp?usp=sharing#scrollTo=rm5TA__pC3M-" target="_blank">Binary Classification: AIDS Clinical Trials Colab Notebook</a>
 
    - .. raw:: html
 
@@ -59,14 +59,14 @@ Column Transformer Example
 
    - .. raw:: html
 
-      <a href="https://colab.research.google.com/drive/1ujLL2mRtIWwGamnpWKIo2f271_Q103t-?usp=sharing#scrollTo=uMxyy0yvd2xQ" target="_blank">Column Transformer</a>
+      <a href="https://colab.research.google.com/drive/1ujLL2mRtIWwGamnpWKIo2f271_Q103t-?usp=sharing#scrollTo=uMxyy0yvd2xQ" target="_blank">Column Transformer Colab Notebook</a>
 
 
    **HTML File**
 
    - .. raw:: html
 
-      <a href="Model_Tuner_ColumnTransformer.html" target="_blank">Column Transformer</a>
+      <a href="Model_Tuner_ColumnTransformer.html" target="_blank">Column Transformer HTML File</a>
 
 
 Regression Example
@@ -76,14 +76,14 @@ Regression Example
 
    - .. raw:: html
 
-      <a href="https://colab.research.google.com/drive/151kdlsW-WyJ0pwwt_iWpjXDuqj1Ktam_?authuser=1#scrollTo=UhfZKVoq3sAN" target="_blank">Redfin Real Estate - Los Angeles Data</a>
+      <a href="https://colab.research.google.com/drive/151kdlsW-WyJ0pwwt_iWpjXDuqj1Ktam_?authuser=1#scrollTo=UhfZKVoq3sAN" target="_blank">Redfin Real Estate - Los Angeles Data Colab Notebook</a>
 
 
    **HTML File**
 
    - .. raw:: html
 
-      <a href="Model_Tuner_Regression_Redfin_Real_Estate.html" target="_blank">Redfin Real Estate - Los Angeles Data</a>
+      <a href="Model_Tuner_Regression_Redfin_Real_Estate.html" target="_blank">Redfin Real Estate - Los Angeles Data HTML File</a>
 
 
 

docs/_static/searchtools.js

@@ -178,7 +178,7 @@ const Search = {
 
   htmlToText: (htmlString, anchor) => {
     const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    for (const removalQuery of [".headerlinks", "script", "style"]) {
+    for (const removalQuery of [".headerlink", "script", "style"]) {
       htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
     }
     if (anchor) {
@@ -328,13 +328,14 @@ const Search = {
     for (const [title, foundTitles] of Object.entries(allTitles)) {
       if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
         for (const [file, id] of foundTitles) {
-          let score = Math.round(100 * queryLower.length / title.length)
+          const score = Math.round(Scorer.title * queryLower.length / title.length);
+          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
           normalResults.push([
             docNames[file],
             titles[file] !== title ? `${titles[file]} > ${title}` : title,
             id !== null ? "#" + id : "",
             null,
-            score,
+            score + boost,
             filenames[file],
           ]);
         }

docs/usage_guide.html

@@ -168,7 +168,7 @@ <h2>Binary Classification Examples<a class="headerlink" href="#binary-classifica
 <blockquote>
 <div><p><strong>Google Colab Notebooks</strong></p>
 <ul>
-<li><a href="https://colab.research.google.com/drive/12XywbGBiwlZIbi0C3JKu9NOQPPRgVwcp?usp=sharing#scrollTo=rm5TA__pC3M-" target="_blank">Binary Classification: AIDS Clinical Trials HTML File</a></li>
+<li><a href="https://colab.research.google.com/drive/12XywbGBiwlZIbi0C3JKu9NOQPPRgVwcp?usp=sharing#scrollTo=rm5TA__pC3M-" target="_blank">Binary Classification: AIDS Clinical Trials Colab Notebook</a></li>
 <li><a href="https://colab.research.google.com/drive/1D9nl8rLdwxPEpiZplsU0I0lFSAec7NzP?authuser=1#scrollTo=tumIjsNpSAKC&uniqifier=1" target="_blank">Binary Classification: Breast Cancer Colab Notebook</a></li>
 </ul>
 <p><strong>HTML Files</strong></p>
@@ -183,11 +183,11 @@ <h2>Column Transformer Example<a class="headerlink" href="#column-transformer-ex
 <blockquote>
 <div><p><strong>Google Colab Notebook</strong></p>
 <ul>
-<li><a href="https://colab.research.google.com/drive/1ujLL2mRtIWwGamnpWKIo2f271_Q103t-?usp=sharing#scrollTo=uMxyy0yvd2xQ" target="_blank">Column Transformer</a></li>
+<li><a href="https://colab.research.google.com/drive/1ujLL2mRtIWwGamnpWKIo2f271_Q103t-?usp=sharing#scrollTo=uMxyy0yvd2xQ" target="_blank">Column Transformer Colab Notebook</a></li>
 </ul>
 <p><strong>HTML File</strong></p>
 <ul>
-<li><a href="Model_Tuner_ColumnTransformer.html" target="_blank">Column Transformer</a></li>
+<li><a href="Model_Tuner_ColumnTransformer.html" target="_blank">Column Transformer HTML File</a></li>
 </ul>
 </div></blockquote>
 </section>
@@ -196,11 +196,11 @@ <h2>Regression Example<a class="headerlink" href="#regression-example" title="Li
 <blockquote>
 <div><p><strong>Google Colab Notebook</strong></p>
 <ul>
-<li><a href="https://colab.research.google.com/drive/151kdlsW-WyJ0pwwt_iWpjXDuqj1Ktam_?authuser=1#scrollTo=UhfZKVoq3sAN" target="_blank">Redfin Real Estate - Los Angeles Data</a></li>
+<li><a href="https://colab.research.google.com/drive/151kdlsW-WyJ0pwwt_iWpjXDuqj1Ktam_?authuser=1#scrollTo=UhfZKVoq3sAN" target="_blank">Redfin Real Estate - Los Angeles Data Colab Notebook</a></li>
 </ul>
 <p><strong>HTML File</strong></p>
 <ul>
-<li><a href="Model_Tuner_Regression_Redfin_Real_Estate.html" target="_blank">Redfin Real Estate - Los Angeles Data</a></li>
+<li><a href="Model_Tuner_Regression_Redfin_Real_Estate.html" target="_blank">Redfin Real Estate - Los Angeles Data HTML File</a></li>
 </ul>
 </div></blockquote>
 </section>

source/usage_guide.rst

@@ -33,7 +33,7 @@ Binary Classification Examples
 
    - .. raw:: html
 
-      <a href="https://colab.research.google.com/drive/12XywbGBiwlZIbi0C3JKu9NOQPPRgVwcp?usp=sharing#scrollTo=rm5TA__pC3M-" target="_blank">Binary Classification: AIDS Clinical Trials HTML File</a>
+      <a href="https://colab.research.google.com/drive/12XywbGBiwlZIbi0C3JKu9NOQPPRgVwcp?usp=sharing#scrollTo=rm5TA__pC3M-" target="_blank">Binary Classification: AIDS Clinical Trials Colab Notebook</a>
 
    - .. raw:: html
 
@@ -59,14 +59,14 @@ Column Transformer Example
 
    - .. raw:: html
 
-      <a href="https://colab.research.google.com/drive/1ujLL2mRtIWwGamnpWKIo2f271_Q103t-?usp=sharing#scrollTo=uMxyy0yvd2xQ" target="_blank">Column Transformer</a>
+      <a href="https://colab.research.google.com/drive/1ujLL2mRtIWwGamnpWKIo2f271_Q103t-?usp=sharing#scrollTo=uMxyy0yvd2xQ" target="_blank">Column Transformer Colab Notebook</a>
 
 
    **HTML File**
 
    - .. raw:: html
 
-      <a href="Model_Tuner_ColumnTransformer.html" target="_blank">Column Transformer</a>
+      <a href="Model_Tuner_ColumnTransformer.html" target="_blank">Column Transformer HTML File</a>
 
 
 Regression Example
@@ -76,14 +76,14 @@ Regression Example
 
    - .. raw:: html
 
-      <a href="https://colab.research.google.com/drive/151kdlsW-WyJ0pwwt_iWpjXDuqj1Ktam_?authuser=1#scrollTo=UhfZKVoq3sAN" target="_blank">Redfin Real Estate - Los Angeles Data</a>
+      <a href="https://colab.research.google.com/drive/151kdlsW-WyJ0pwwt_iWpjXDuqj1Ktam_?authuser=1#scrollTo=UhfZKVoq3sAN" target="_blank">Redfin Real Estate - Los Angeles Data Colab Notebook</a>
 
 
    **HTML File**
 
    - .. raw:: html
 
-      <a href="Model_Tuner_Regression_Redfin_Real_Estate.html" target="_blank">Redfin Real Estate - Los Angeles Data</a>
+      <a href="Model_Tuner_Regression_Redfin_Real_Estate.html" target="_blank">Redfin Real Estate - Los Angeles Data HTML File</a>