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‎.nojekyll‎

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‎01-intro/deprecated-index.html‎

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<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
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<meta charset="utf-8">
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<meta name="generator" content="quarto-1.8.26">
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<meta name="generator" content="quarto-1.7.33">
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<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
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<link href="../assets/favicon.ico" rel="icon">
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<script src="../site_libs/quarto-html/quarto.js" type="module"></script>
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<script src="../site_libs/quarto-html/tabsets/tabsets.js" type="module"></script>
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<script src="../site_libs/quarto-html/axe/axe-check.js" type="module"></script>
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<script src="../site_libs/quarto-html/popper.min.js"></script>
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<script src="../site_libs/quarto-html/tippy.umd.min.js"></script>
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<script src="../site_libs/quarto-html/anchor.min.js"></script>
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<link href="../site_libs/quarto-html/tippy.css" rel="stylesheet">
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<link href="../site_libs/quarto-html/quarto-syntax-highlighting-587c61ba64f3a5504c4d52d930310e48.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<link href="../site_libs/quarto-html/quarto-syntax-highlighting-ea385d0e468b0dd5ea5bf0780b1290d9.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<script src="../site_libs/bootstrap/bootstrap.min.js"></script>
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<link href="../site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
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<link href="../site_libs/bootstrap/bootstrap-1b378448c96145639a45d0cc9a697531.min.css" rel="stylesheet" append-hash="true" id="quarto-bootstrap" data-mode="light">
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<link href="../site_libs/bootstrap/bootstrap-753e6901f2c274e22bcfe03890f74e5f.min.css" rel="stylesheet" append-hash="true" id="quarto-bootstrap" data-mode="light">
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<script id="quarto-search-options" type="application/json">{
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"location": "sidebar",
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"copy-button": false,
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<link rel="stylesheet" href="../assets/styles.css">
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<link rel="stylesheet" href="../assets/custom-error-colors.css">
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</head>
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<body class="quarto-light">
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</section>
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</main> <!-- /main -->
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<script>
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document.addEventListener("DOMContentLoaded", function() {
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// 1. Select the specific parent div within the callout header that has the
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// collapse attributes (data-bs-toggle).
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var calloutToggles = document.querySelectorAll(
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'.callout-header[data-bs-toggle="collapse"]'
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);
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calloutToggles.forEach(function(toggle) {
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// 2. Force the ARIA role to be 'button'
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// This is crucial because a 'div' is not allowed to use aria-expanded.
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toggle.setAttribute('role', 'button');
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// 3. Ensure it is keyboard-focusable (critical for accessibility)
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// Bootstrap usually handles this, but forcing it is safer.
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if (toggle.getAttribute('tabindex') === null) {
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toggle.setAttribute('tabindex', '0');
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}
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});
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// 1. Target all code blocks (Source Code and Code Output <pre> elements)
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// that are scrollable (have overflow:auto/scroll).
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var scrollableRegions = document.querySelectorAll(
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// 1. Source Code <pre>
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'div.sourceCode > pre, ' +
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// 2. Output <pre> inside a generic cell-output (Handles .cell-output-stdout.cell-output > pre and .cell-output-display.cell-output > pre)
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'.cell-output > pre, ' +
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// 3. The main DIV container for cell-output-display (Handles #ID > .cell-output-display.cell-output)
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'.cell-output-display.cell-output'
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);
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scrollableRegions.forEach(function(region) {
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// Check if the element actually has horizontal overflow (is scrollable)
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// Add tabindex="0" to make the region keyboard-focusable.
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if (region.getAttribute('tabindex') === null || region.getAttribute('tabindex') === undefined) {
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region.setAttribute('tabindex', '0');
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}
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});
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});
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</script>
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<script id="quarto-html-after-body" type="application/javascript">
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window.document.addEventListener("DOMContentLoaded", function (event) {
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const icon = "";
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e.clearSelection();
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}
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const getTextToCopy = function(trigger) {
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const outerScaffold = trigger.parentElement.cloneNode(true);
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const codeEl = outerScaffold.querySelector('code');
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for (const childEl of codeEl.children) {
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if (isCodeAnnotation(childEl)) {
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childEl.remove();
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const codeEl = trigger.previousElementSibling.cloneNode(true);
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for (const childEl of codeEl.children) {
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if (isCodeAnnotation(childEl)) {
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childEl.remove();
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}
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}
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}
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return codeEl.innerText;
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return codeEl.innerText;
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}
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const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', {
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}
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var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
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var mailtoRegex = new RegExp(/^mailto:/);
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var filterRegex = new RegExp("https:\/\/data6\.org\/notes\/");
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var filterRegex = new RegExp("https:\/\/data-6-berkeley\.github\.io\/notes\/");
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var isInternal = (href) => {
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return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
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}

‎01-intro/index.html‎

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<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
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<meta charset="utf-8">
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<meta name="generator" content="quarto-1.8.26">
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<meta name="generator" content="quarto-1.7.33">
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<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
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<link href="../assets/favicon.ico" rel="icon">
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<script src="../site_libs/quarto-html/quarto.js" type="module"></script>
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<script src="../site_libs/quarto-html/tabsets/tabsets.js" type="module"></script>
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<script src="../site_libs/quarto-html/axe/axe-check.js" type="module"></script>
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<script src="../site_libs/quarto-html/popper.min.js"></script>
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<script src="../site_libs/quarto-html/tippy.umd.min.js"></script>
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<script src="../site_libs/quarto-html/anchor.min.js"></script>
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<link href="../site_libs/quarto-html/tippy.css" rel="stylesheet">
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<link href="../site_libs/quarto-html/quarto-syntax-highlighting-587c61ba64f3a5504c4d52d930310e48.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<link href="../site_libs/quarto-html/quarto-syntax-highlighting-ea385d0e468b0dd5ea5bf0780b1290d9.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<script src="../site_libs/bootstrap/bootstrap.min.js"></script>
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<link href="../site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
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<link href="../site_libs/bootstrap/bootstrap-1b378448c96145639a45d0cc9a697531.min.css" rel="stylesheet" append-hash="true" id="quarto-bootstrap" data-mode="light">
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<link href="../site_libs/bootstrap/bootstrap-8c10e16f6bdb17aa1afdb56424f4046a.min.css" rel="stylesheet" append-hash="true" id="quarto-bootstrap" data-mode="light">
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<script id="quarto-search-options" type="application/json">{
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"location": "sidebar",
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"copy-button": false,
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<nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal quarto-sidebar-collapse-item sidebar-navigation docked overflow-auto">
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<div class="pt-lg-2 mt-2 text-left sidebar-header sidebar-header-stacked">
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<a href="../index.html" class="sidebar-logo-link">
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<img src="../assets/data6.png" alt="Data 6 logo" class="sidebar-logo light-content py-0 d-lg-inline d-none">
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<img src="../assets/data6.png" alt="Data 6 logo" class="sidebar-logo dark-content py-0 d-lg-inline d-none">
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<img src="../assets/data6.png" alt="Data 6 logo" class="sidebar-logo py-0 d-lg-inline d-none">
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</a>
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<div class="sidebar-title mb-0 py-0">
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<a href="../">DATA 6 <br><small>Course Notes</small></a>
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e.clearSelection();
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}
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const getTextToCopy = function(trigger) {
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const outerScaffold = trigger.parentElement.cloneNode(true);
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const codeEl = outerScaffold.querySelector('code');
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for (const childEl of codeEl.children) {
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if (isCodeAnnotation(childEl)) {
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childEl.remove();
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const codeEl = trigger.previousElementSibling.cloneNode(true);
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for (const childEl of codeEl.children) {
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if (isCodeAnnotation(childEl)) {
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childEl.remove();
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}
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}
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return codeEl.innerText;
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return codeEl.innerText;
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}
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const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', {
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‎01-intro/jupyter-notebook.html‎

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<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
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<meta charset="utf-8">
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<meta name="generator" content="quarto-1.8.26">
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<meta name="generator" content="quarto-1.7.33">
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<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
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<link href="../assets/favicon.ico" rel="icon">
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<script src="../site_libs/quarto-html/quarto.js" type="module"></script>
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<script src="../site_libs/quarto-html/tabsets/tabsets.js" type="module"></script>
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<script src="../site_libs/quarto-html/axe/axe-check.js" type="module"></script>
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<script src="../site_libs/quarto-html/popper.min.js"></script>
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<script src="../site_libs/quarto-html/tippy.umd.min.js"></script>
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<link href="../site_libs/quarto-html/tippy.css" rel="stylesheet">
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<link href="../site_libs/quarto-html/quarto-syntax-highlighting-587c61ba64f3a5504c4d52d930310e48.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<link href="../site_libs/quarto-html/quarto-syntax-highlighting-ea385d0e468b0dd5ea5bf0780b1290d9.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<script src="../site_libs/bootstrap/bootstrap.min.js"></script>
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<link href="../site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
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<link href="../site_libs/bootstrap/bootstrap-1b378448c96145639a45d0cc9a697531.min.css" rel="stylesheet" append-hash="true" id="quarto-bootstrap" data-mode="light">
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<link href="../site_libs/bootstrap/bootstrap-8c10e16f6bdb17aa1afdb56424f4046a.min.css" rel="stylesheet" append-hash="true" id="quarto-bootstrap" data-mode="light">
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<script id="quarto-search-options" type="application/json">{
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<nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal quarto-sidebar-collapse-item sidebar-navigation docked overflow-auto">
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<div class="pt-lg-2 mt-2 text-left sidebar-header sidebar-header-stacked">
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<a href="../index.html" class="sidebar-logo-link">
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<img src="../assets/data6.png" alt="Data 6 logo" class="sidebar-logo light-content py-0 d-lg-inline d-none">
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<img src="../assets/data6.png" alt="Data 6 logo" class="sidebar-logo dark-content py-0 d-lg-inline d-none">
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<img src="../assets/data6.png" alt="Data 6 logo" class="sidebar-logo py-0 d-lg-inline d-none">
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</a>
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<div class="sidebar-title mb-0 py-0">
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<a href="../">DATA 6 <br><small>Course Notes</small></a>
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<p>In order to run computer programs, we need a way to execute code written in a programming language on a computer. <strong>Development</strong>, also known as process of designing, iterating, and testing computer programs, often takes place in an environment which can support all of these tasks.</p>
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<p>The environment we will use is <strong>Jupyter Notebook</strong>, which allows us to write and run code within a single <code>.ipynb</code> document (i.e., <strong>notebook</strong>). They also allow us to embedded text and code.</p>
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<div id="fig-inflation" class="quarto-float quarto-figure quarto-figure-center anchored" alt="" data-fig-align="center">
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<div id="fig-inflation" class="quarto-float quarto-figure quarto-figure-center anchored" data-fig-align="center" alt="">
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<figure class="quarto-float quarto-float-fig figure">
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<div aria-describedby="fig-inflation-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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<img src="images/jupyter-oski.png" class="img-fluid quarto-figure quarto-figure-center figure-img" style="width:90.0%" alt="">
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<p>There’s a lot going on in the above Jupyter Notebook screenshot: there is code, there is output from running code, there are pictures, and there is (non-code) text. We’ll get to understanding all of these components in due time.</p>
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<p>But this screenshot also elucidates why a tool like Jupyter Notebook is so important to doing data science work. Data Science often requires the use of computation and visualizations and the production of written reports. Notebooks support all three of these, in the same document.</p>
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<div class="callout callout-style-default callout-note callout-titled" title="Aside">
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<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-1-contents" aria-controls="callout-1" aria-expanded="false" aria-label="Toggle callout">
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<div class="callout-header d-flex align-content-center" data-bs-toggle="collapse" data-bs-target=".callout-2-contents" aria-controls="callout-2" aria-expanded="false" aria-label="Toggle callout">
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<i class="callout-icon"></i>
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<p>Jupyter Notebooks are made up of <strong>cells</strong>. There are two main types of cells:</p>
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<p><strong>Code cells</strong>. This is where you write and execute code. When run, Python code cells are evaluated as a Python code snippet, one line at a time. The cell output displayed is the value of the <em>last</em> evaluated expression:</p>
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<div style="text-align: center">
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<div id="fig-inflation" class="quarto-float quarto-figure quarto-figure-center anchored" data-fig-align="center" alt="">
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<figure class="quarto-float quarto-float-fig figure">
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<div aria-describedby="fig-inflation-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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<p>To run a code cell, you can either hit the “Run” button in the Toolbar, or you can use a <em>keyboard shortcut</em>: <code>&lt;SHIFT&gt;+&lt;ENTER&gt;</code>, which runs the cell and advances to the next cell. We recommend keyboard shortcuts; see below.</p>
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<p><strong>Markdown cells.</strong> This is where you write text and images that aren’t Python code. Markdown is a language used for formatting text. A Markdown cell will always display its formatting when it is not in edit mode.</p>
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<div style="text-align: center">
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<div aria-describedby="fig-inflation-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
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<img src="images/jupyter-md-cell.png" class="img-fluid quarto-figure quarto-figure-center figure-img" style="width:100.0%" alt="">
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e.clearSelection();
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const getTextToCopy = function(trigger) {
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const outerScaffold = trigger.parentElement.cloneNode(true);
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const codeEl = outerScaffold.querySelector('code');
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for (const childEl of codeEl.children) {
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if (isCodeAnnotation(childEl)) {
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childEl.remove();
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const codeEl = trigger.previousElementSibling.cloneNode(true);
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if (isCodeAnnotation(childEl)) {
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}
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const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', {
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text: getTextToCopy

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