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diff --git a/pull555/_main_files/figure-html/summarize-groupby-1.png b/pull555/_main_files/figure-html/summarize-groupby-1.png
diff --git a/pull555/_main_files/figure-html/ubuntu-docker-terminal-1.png b/pull555/_main_files/figure-html/ubuntu-docker-terminal-1.png
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diff --git a/pull555/about-the-authors.html b/pull555/about-the-authors.html
diff --git a/pull555/acknowledgments.html b/pull555/acknowledgments.html
diff --git a/pull555/classification1.html b/pull555/classification1.html
diff --git a/pull555/classification2.html b/pull555/classification2.html
diff --git a/pull555/clustering.html b/pull555/clustering.html
diff --git a/pull555/foreword.html b/pull555/foreword.html
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diff --git a/pull555/img/classification2/cv.png b/pull555/img/classification2/cv.png
diff --git a/pull555/img/classification2/train-test-overview.jpeg b/pull555/img/classification2/train-test-overview.jpeg
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diff --git a/pull555/img/clustering/gentoo.jpg b/pull555/img/clustering/gentoo.jpg
diff --git a/pull555/img/frontmatter/chapter_overview.jpeg b/pull555/img/frontmatter/chapter_overview.jpeg
diff --git a/pull555/img/frontmatter/ds-a-first-intro-cover.jpg b/pull555/img/frontmatter/ds-a-first-intro-cover.jpg
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diff --git a/pull555/img/inference/population_vs_sample.png b/pull555/img/inference/population_vs_sample.png
diff --git a/pull555/img/intro/help-filter.png b/pull555/img/intro/help-filter.png
diff --git a/pull555/img/intro/spreadsheet_vs_dataframe.png b/pull555/img/intro/spreadsheet_vs_dataframe.png
diff --git a/pull555/img/jupyter/jupyter.png b/pull555/img/jupyter/jupyter.png
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diff --git a/pull555/img/reading/NASA-API-signup.png b/pull555/img/reading/NASA-API-signup.png
diff --git a/pull555/img/reading/craigslist_human.png b/pull555/img/reading/craigslist_human.png
diff --git a/pull555/img/reading/filesystem.jpeg b/pull555/img/reading/filesystem.jpeg
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diff --git a/pull555/img/reading/sg3.png b/pull555/img/reading/sg3.png
diff --git a/pull555/img/reading/sg4.png b/pull555/img/reading/sg4.png
diff --git a/pull555/img/setup/jlab-1.png b/pull555/img/setup/jlab-1.png
diff --git a/pull555/img/setup/jlab-2.png b/pull555/img/setup/jlab-2.png
diff --git a/pull555/img/viz/png-vs-svg.png b/pull555/img/viz/png-vs-svg.png
diff --git a/pull555/img/wrangling/pivot_functions.001.jpeg b/pull555/img/wrangling/pivot_functions.001.jpeg
diff --git a/pull555/img/wrangling/pivot_functions.002.jpeg b/pull555/img/wrangling/pivot_functions.002.jpeg
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diff --git a/pull555/index.html b/pull555/index.html
diff --git a/pull555/inference.html b/pull555/inference.html
diff --git a/pull555/intro.html b/pull555/intro.html
diff --git a/pull555/jupyter.html b/pull555/jupyter.html
diff --git a/pull555/libs/anchor-sections-1.1.0/anchor-sections-hash.css b/pull555/libs/anchor-sections-1.1.0/anchor-sections-hash.css
@@ -0,0 +1,2 @@
+/* Styles for section anchors */
+a.anchor-section::before {content: '#';font-size: 80%;}
diff --git a/pull555/libs/anchor-sections-1.1.0/anchor-sections.css b/pull555/libs/anchor-sections-1.1.0/anchor-sections.css
@@ -0,0 +1,4 @@
+/* Styles for section anchors */
+a.anchor-section {margin-left: 10px; visibility: hidden; color: inherit;}
+.hasAnchor:hover a.anchor-section {visibility: visible;}
+ul > li > .anchor-section {display: none;}
diff --git a/pull555/libs/anchor-sections-1.1.0/anchor-sections.js b/pull555/libs/anchor-sections-1.1.0/anchor-sections.js
@@ -0,0 +1,11 @@
+document.addEventListener('DOMContentLoaded', function () {
+  // If section divs is used, we need to put the anchor in the child header
+  const headers = document.querySelectorAll("div.hasAnchor.section[class*='level'] > :first-child")
+
+  headers.forEach(function (x) {
+    // Add to the header node
+    if (!x.classList.contains('hasAnchor')) x.classList.add('hasAnchor')
+    // Remove from the section or div created by Pandoc
+    x.parentElement.classList.remove('hasAnchor')
+  })
+})
diff --git a/pull555/libs/crosstalk-1.2.0/css/crosstalk.min.css b/pull555/libs/crosstalk-1.2.0/css/crosstalk.min.css
diff --git a/pull555/libs/crosstalk-1.2.0/js/crosstalk.min.js b/pull555/libs/crosstalk-1.2.0/js/crosstalk.min.js
diff --git a/pull555/libs/gitbook-2.6.7/css/fontawesome/fontawesome-webfont.ttf b/pull555/libs/gitbook-2.6.7/css/fontawesome/fontawesome-webfont.ttf
diff --git a/pull555/libs/gitbook-2.6.7/css/plugin-bookdown.css b/pull555/libs/gitbook-2.6.7/css/plugin-bookdown.css
@@ -0,0 +1,105 @@
+.book .book-header h1 {
+  padding-left: 20px;
+  padding-right: 20px;
+}
+.book .book-header.fixed {
+  position: fixed;
+  right: 0;
+  top: 0;
+  left: 0;
+  border-bottom: 1px solid rgba(0,0,0,.07);
+}
+span.search-highlight {
+  background-color: #ffff88;
+}
+@media (min-width: 600px) {
+  .book.with-summary .book-header.fixed {
+    left: 300px;
+  }
+}
+@media (max-width: 1240px) {
+  .book .book-body.fixed {
+    top: 50px;
+  }
+  .book .book-body.fixed .body-inner {
+    top: auto;
+  }
+}
+@media (max-width: 600px) {
+  .book.with-summary .book-header.fixed {
+    left: calc(100% - 60px);
+    min-width: 300px;
+  }
+  .book.with-summary .book-body {
+    transform: none;
+    left: calc(100% - 60px);
+    min-width: 300px;
+  }
+  .book .book-body.fixed {
+    top: 0;
+  }
+}
+
+.book .book-body.fixed .body-inner {
+  top: 50px;
+}
+.book .book-body .page-wrapper .page-inner section.normal sub, .book .book-body .page-wrapper .page-inner section.normal sup {
+  font-size: 85%;
+}
+
+@media print {
+  .book .book-summary, .book .book-body .book-header, .fa {
+    display: none !important;
+  }
+  .book .book-body.fixed {
+    left: 0px;
+  }
+  .book .book-body,.book .book-body .body-inner, .book.with-summary {
+    overflow: visible !important;
+  }
+}
+.kable_wrapper {
+  border-spacing: 20px 0;
+  border-collapse: separate;
+  border: none;
+  margin: auto;
+}
+.kable_wrapper > tbody > tr > td {
+  vertical-align: top;
+}
+.book .book-body .page-wrapper .page-inner section.normal table tr.header {
+  border-top-width: 2px;
+}
+.book .book-body .page-wrapper .page-inner section.normal table tr:last-child td {
+  border-bottom-width: 2px;
+}
+.book .book-body .page-wrapper .page-inner section.normal table td, .book .book-body .page-wrapper .page-inner section.normal table th {
+  border-left: none;
+  border-right: none;
+}
+.book .book-body .page-wrapper .page-inner section.normal table.kable_wrapper > tbody > tr, .book .book-body .page-wrapper .page-inner section.normal table.kable_wrapper > tbody > tr > td {
+  border-top: none;
+}
+.book .book-body .page-wrapper .page-inner section.normal table.kable_wrapper > tbody > tr:last-child > td {
+    border-bottom: none;
+}
+
+div.theorem, div.lemma, div.corollary, div.proposition, div.conjecture {
+  font-style: italic;
+}
+span.theorem, span.lemma, span.corollary, span.proposition, span.conjecture {
+  font-style: normal;
+}
+div.proof>*:last-child:after {
+  content: "\25a2";
+  float: right;
+}
+.header-section-number {
+  padding-right: .5em;
+}
+#header .multi-author {
+  margin: 0.5em 0 -0.5em 0;
+}
+#header .date {
+  margin-top: 1.5em;
+}
diff --git a/pull555/libs/gitbook-2.6.7/css/plugin-clipboard.css b/pull555/libs/gitbook-2.6.7/css/plugin-clipboard.css
@@ -0,0 +1,18 @@
+div.sourceCode {
+  position: relative;
+}
+
+.copy-to-clipboard-button {
+  position: absolute;
+  right: 0;
+  top: 0;
+  visibility: hidden;
+}
+
+.copy-to-clipboard-button:focus {
+  outline: 0;
+}
+
+div.sourceCode:hover > .copy-to-clipboard-button {
+  visibility: visible;
+}