469 lines
115 KiB
HTML
469 lines
115 KiB
HTML
<!DOCTYPE html><html lang="en-US"><head><meta charset="UTF-8"><meta name="viewport" content="width=device-width,height=device-height,initial-scale=1.0"><meta name="apple-mobile-web-app-capable" content="yes"><meta http-equiv="X-UA-Compatible" content="ie=edge"><meta property="og:type" content="website"><meta name="twitter:card" content="summary"><style>@media screen{body[data-bespoke-view=""] .bespoke-marp-parent>.bespoke-marp-osc>button,body[data-bespoke-view=next] .bespoke-marp-parent>.bespoke-marp-osc>button,body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container button,body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-note-container button{-webkit-tap-highlight-color:transparent;-webkit-appearance:none;appearance:none;background-color:transparent;border:0;color:inherit;cursor:pointer;font-size:inherit;opacity:.8;outline:none;padding:0;transition:opacity .2s linear}body[data-bespoke-view=""] 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.bespoke-marp-note.active{display:block}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-note-container .bespoke-marp-note p:first-child{margin-top:0}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-note-container .bespoke-marp-note p:last-child{margin-bottom:0}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container{align-items:center;box-sizing:border-box;color:#eee;display:flex;flex-wrap:nowrap;grid-area:info;justify-content:center;overflow:hidden;padding:0 10px}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container .bespoke-marp-presenter-info-page,body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container .bespoke-marp-presenter-info-time,body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container .bespoke-marp-presenter-info-timer{box-sizing:border-box;display:block;padding:0 10px;white-space:nowrap;width:100%}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container button{height:1.5em;line-height:1.5em;width:1.5em}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container .bespoke-marp-presenter-info-page{order:2;text-align:center}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container .bespoke-marp-presenter-info-page .bespoke-marp-presenter-info-page-text{display:inline-block;min-width:120px;text-align:center}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container .bespoke-marp-presenter-info-time{color:#999;order:1;text-align:left}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container .bespoke-marp-presenter-info-timer{color:#999;order:3;text-align:right}body[data-bespoke-view=presenter] .bespoke-marp-presenter-container .bespoke-marp-presenter-info-container .bespoke-marp-presenter-info-timer:hover{cursor:pointer}}@media print{.bespoke-marp-presenter-info-container,.bespoke-marp-presenter-next-container,.bespoke-marp-presenter-note-container{display:none}}</style><style>div#\:\$p>svg>foreignObject>section{width:1280px;height:720px;box-sizing:border-box;overflow:hidden;position:relative;scroll-snap-align:center center}div#\:\$p>svg>foreignObject>section:after{bottom:0;content:attr(data-marpit-pagination);padding:inherit;pointer-events:none;position:absolute;right:0}div#\:\$p>svg>foreignObject>section:not([data-marpit-pagination]):after{display:none}/* Normalization */div#\:\$p>svg>foreignObject>section :is(h1,marp-h1){font-size:2em;margin:0.67em 0}div#\:\$p>svg>foreignObject>section video::-webkit-media-controls{will-change:transform}@page{size:1280px 720px;margin:0}@media print{body,html{background-color:#fff;margin:0;page-break-inside:avoid;break-inside:avoid-page}div#\:\$p>svg>foreignObject>section{page-break-before:always;break-before:page}div#\:\$p>svg>foreignObject>section,div#\:\$p>svg>foreignObject>section *{-webkit-print-color-adjust:exact!important;animation-delay:0s!important;animation-duration:0s!important;color-adjust:exact!important;transition:none!important}div#\:\$p>svg[data-marpit-svg]{display:block;height:100vh;width:100vw}}
|
||
/*!
|
||
* Marp default theme.
|
||
*
|
||
* @theme default
|
||
* @author Yuki Hattori
|
||
*
|
||
* @auto-scaling true
|
||
* @size 16:9 1280px 720px
|
||
* @size 4:3 960px 720px
|
||
*/div#\:\$p>svg>foreignObject>section,div#\:\$p>svg>foreignObject>section [data-theme=light]{--color-prettylights-syntax-comment:#6e7781;--color-prettylights-syntax-constant:#0550ae;--color-prettylights-syntax-entity:#6639ba;--color-prettylights-syntax-storage-modifier-import:#24292f;--color-prettylights-syntax-entity-tag:#116329;--color-prettylights-syntax-keyword:#cf222e;--color-prettylights-syntax-string:#0a3069;--color-prettylights-syntax-variable:#953800;--color-prettylights-syntax-brackethighlighter-unmatched:#82071e;--color-prettylights-syntax-invalid-illegal-text:#f6f8fa;--color-prettylights-syntax-invalid-illegal-bg:#82071e;--color-prettylights-syntax-carriage-return-text:#f6f8fa;--color-prettylights-syntax-carriage-return-bg:#cf222e;--color-prettylights-syntax-string-regexp:#116329;--color-prettylights-syntax-markup-list:#3b2300;--color-prettylights-syntax-markup-heading:#0550ae;--color-prettylights-syntax-markup-italic:#24292f;--color-prettylights-syntax-markup-bold:#24292f;--color-prettylights-syntax-markup-deleted-text:#82071e;--color-prettylights-syntax-markup-deleted-bg:#ffebe9;--color-prettylights-syntax-markup-inserted-text:#116329;--color-prettylights-syntax-markup-inserted-bg:#dafbe1;--color-prettylights-syntax-markup-changed-text:#953800;--color-prettylights-syntax-markup-changed-bg:#ffd8b5;--color-prettylights-syntax-markup-ignored-text:#eaeef2;--color-prettylights-syntax-markup-ignored-bg:#0550ae;--color-prettylights-syntax-meta-diff-range:#8250df;--color-prettylights-syntax-brackethighlighter-angle:#57606a;--color-prettylights-syntax-sublimelinter-gutter-mark:#8c959f;--color-prettylights-syntax-constant-other-reference-link:#0a3069;--color-fg-default:#1f2328;--color-fg-muted:#656d76;--color-fg-subtle:#6e7781;--color-canvas-default:#fff;--color-canvas-subtle:#f6f8fa;--color-border-default:#d0d7de;--color-border-muted:#d8dee4;--color-neutral-muted:rgba(175,184,193,.2);--color-accent-fg:#0969da;--color-accent-emphasis:#0969da;--color-attention-subtle:#fff8c5;--color-danger-fg:#d1242f;color-scheme:light}div#\:\$p>svg>foreignObject>section [data-theme=dark],div#\:\$p>svg>foreignObject>section:where(.invert){--color-prettylights-syntax-comment:#8b949e;--color-prettylights-syntax-constant:#79c0ff;--color-prettylights-syntax-entity:#d2a8ff;--color-prettylights-syntax-storage-modifier-import:#c9d1d9;--color-prettylights-syntax-entity-tag:#7ee787;--color-prettylights-syntax-keyword:#ff7b72;--color-prettylights-syntax-string:#a5d6ff;--color-prettylights-syntax-variable:#ffa657;--color-prettylights-syntax-brackethighlighter-unmatched:#f85149;--color-prettylights-syntax-invalid-illegal-text:#f0f6fc;--color-prettylights-syntax-invalid-illegal-bg:#8e1519;--color-prettylights-syntax-carriage-return-text:#f0f6fc;--color-prettylights-syntax-carriage-return-bg:#b62324;--color-prettylights-syntax-string-regexp:#7ee787;--color-prettylights-syntax-markup-list:#f2cc60;--color-prettylights-syntax-markup-heading:#1f6feb;--color-prettylights-syntax-markup-italic:#c9d1d9;--color-prettylights-syntax-markup-bold:#c9d1d9;--color-prettylights-syntax-markup-deleted-text:#ffdcd7;--color-prettylights-syntax-markup-deleted-bg:#67060c;--color-prettylights-syntax-markup-inserted-text:#aff5b4;--color-prettylights-syntax-markup-inserted-bg:#033a16;--color-prettylights-syntax-markup-changed-text:#ffdfb6;--color-prettylights-syntax-markup-changed-bg:#5a1e02;--color-prettylights-syntax-markup-ignored-text:#c9d1d9;--color-prettylights-syntax-markup-ignored-bg:#1158c7;--color-prettylights-syntax-meta-diff-range:#d2a8ff;--color-prettylights-syntax-brackethighlighter-angle:#8b949e;--color-prettylights-syntax-sublimelinter-gutter-mark:#484f58;--color-prettylights-syntax-constant-other-reference-link:#a5d6ff;--color-fg-default:#e6edf3;--color-fg-muted:#7d8590;--color-fg-subtle:#6e7681;--color-canvas-default:#0d1117;--color-canvas-subtle:#161b22;--color-border-default:#30363d;--color-border-muted:#21262d;--color-neutral-muted:hsla(215,8%,47%,.4);--color-accent-fg:#2f81f7;--color-accent-emphasis:#1f6feb;--color-attention-subtle:rgba(187,128,9,.15);--color-danger-fg:#f85149;color-scheme:dark}div#\:\$p>svg>foreignObject>section{-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;word-wrap:break-word;background-color:var(--color-canvas-default);color:var(--color-fg-default);font-family:-apple-system,BlinkMacSystemFont,Segoe UI,Noto Sans,Helvetica,Arial,sans-serif,Apple Color Emoji,Segoe UI Emoji;font-size:16px;line-height:1.5;margin:0}div#\:\$p>svg>foreignObject>section{--marpit-root-font-size:16px}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1):hover .anchor .octicon-link:before,div#\:\$p>svg>foreignObject>section :is(h2,marp-h2):hover .anchor .octicon-link:before,div#\:\$p>svg>foreignObject>section :is(h3,marp-h3):hover .anchor .octicon-link:before,div#\:\$p>svg>foreignObject>section :is(h4,marp-h4):hover .anchor .octicon-link:before,div#\:\$p>svg>foreignObject>section :is(h5,marp-h5):hover .anchor .octicon-link:before,div#\:\$p>svg>foreignObject>section :is(h6,marp-h6):hover .anchor .octicon-link:before{background-color:currentColor;content:" ";display:inline-block;height:16px;-webkit-mask-image:url('data:image/svg+xml;charset=utf-8,<svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" viewBox="0 0 16 16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 0 0 1.06 1.06l1.25-1.25a2 2 0 1 1 2.83 2.83l-2.5 2.5a2 2 0 0 1-2.83 0 .75.75 0 0 0-1.06 1.06 3.5 3.5 0 0 0 4.95 0l2.5-2.5a3.5 3.5 0 0 0-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 0 1 0-2.83l2.5-2.5a2 2 0 0 1 2.83 0 .75.75 0 0 0 1.06-1.06 3.5 3.5 0 0 0-4.95 0l-2.5 2.5a3.5 3.5 0 0 0 4.95 4.95l1.25-1.25a.75.75 0 0 0-1.06-1.06l-1.25 1.25a2 2 0 0 1-2.83 0z"/></svg>');mask-image:url('data:image/svg+xml;charset=utf-8,<svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" viewBox="0 0 16 16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 0 0 1.06 1.06l1.25-1.25a2 2 0 1 1 2.83 2.83l-2.5 2.5a2 2 0 0 1-2.83 0 .75.75 0 0 0-1.06 1.06 3.5 3.5 0 0 0 4.95 0l2.5-2.5a3.5 3.5 0 0 0-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 0 1 0-2.83l2.5-2.5a2 2 0 0 1 2.83 0 .75.75 0 0 0 1.06-1.06 3.5 3.5 0 0 0-4.95 0l-2.5 2.5a3.5 3.5 0 0 0 4.95 4.95l1.25-1.25a.75.75 0 0 0-1.06-1.06l-1.25 1.25a2 2 0 0 1-2.83 0z"/></svg>');width:16px}div#\:\$p>svg>foreignObject>section details,div#\:\$p>svg>foreignObject>section figcaption,div#\:\$p>svg>foreignObject>section figure{display:block}div#\:\$p>svg>foreignObject>section summary{display:list-item}div#\:\$p>svg>foreignObject>section [hidden]{display:none!important}div#\:\$p>svg>foreignObject>section a{background-color:transparent;color:var(--color-accent-fg);text-decoration:none}div#\:\$p>svg>foreignObject>section abbr[title]{border-bottom:none;-webkit-text-decoration:underline dotted;text-decoration:underline dotted}div#\:\$p>svg>foreignObject>section b,div#\:\$p>svg>foreignObject>section strong{font-weight:var(--base-text-weight-semibold,600)}div#\:\$p>svg>foreignObject>section dfn{font-style:italic}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1){border-bottom:1px solid var(--color-border-muted);font-size:2em;font-weight:var(--base-text-weight-semibold,600);margin:.67em 0;padding-bottom:.3em}div#\:\$p>svg>foreignObject>section mark{background-color:var(--color-attention-subtle);color:var(--color-fg-default)}div#\:\$p>svg>foreignObject>section small{font-size:90%}div#\:\$p>svg>foreignObject>section sub,div#\:\$p>svg>foreignObject>section sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}div#\:\$p>svg>foreignObject>section sub{bottom:-.25em}div#\:\$p>svg>foreignObject>section sup{top:-.5em}div#\:\$p>svg>foreignObject>section img{background-color:var(--color-canvas-default);border-style:none;box-sizing:content-box;max-width:100%}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre),div#\:\$p>svg>foreignObject>section code,div#\:\$p>svg>foreignObject>section kbd,div#\:\$p>svg>foreignObject>section samp{font-family:monospace;font-size:1em}div#\:\$p>svg>foreignObject>section figure{margin:1em 40px}div#\:\$p>svg>foreignObject>section hr{background:transparent;background-color:var(--color-border-default);border:0;box-sizing:content-box;height:.25em;margin:24px 0;overflow:hidden;padding:0}div#\:\$p>svg>foreignObject>section input{font:inherit;font-family:inherit;font-size:inherit;line-height:inherit;margin:0;overflow:visible}div#\:\$p>svg>foreignObject>section [type=button],div#\:\$p>svg>foreignObject>section [type=reset],div#\:\$p>svg>foreignObject>section [type=submit]{-webkit-appearance:button}div#\:\$p>svg>foreignObject>section [type=checkbox],div#\:\$p>svg>foreignObject>section [type=radio]{box-sizing:border-box;padding:0}div#\:\$p>svg>foreignObject>section [type=number]::-webkit-inner-spin-button,div#\:\$p>svg>foreignObject>section [type=number]::-webkit-outer-spin-button{height:auto}div#\:\$p>svg>foreignObject>section [type=search]::-webkit-search-cancel-button,div#\:\$p>svg>foreignObject>section [type=search]::-webkit-search-decoration{-webkit-appearance:none}div#\:\$p>svg>foreignObject>section ::-webkit-input-placeholder{color:inherit;opacity:.54}div#\:\$p>svg>foreignObject>section ::-webkit-file-upload-button{-webkit-appearance:button;font:inherit}div#\:\$p>svg>foreignObject>section a:hover{text-decoration:underline}div#\:\$p>svg>foreignObject>section ::-moz-placeholder{color:var(--color-fg-subtle);opacity:1}div#\:\$p>svg>foreignObject>section ::placeholder{color:var(--color-fg-subtle);opacity:1}div#\:\$p>svg>foreignObject>section hr:after,div#\:\$p>svg>foreignObject>section hr:before{content:"";display:table}div#\:\$p>svg>foreignObject>section hr:after{clear:both}div#\:\$p>svg>foreignObject>section table{border-collapse:collapse;border-spacing:0;display:block;max-width:100%;overflow:auto;width:-moz-max-content;width:max-content}div#\:\$p>svg>foreignObject>section td,div#\:\$p>svg>foreignObject>section th{padding:0}div#\:\$p>svg>foreignObject>section details summary{cursor:pointer}div#\:\$p>svg>foreignObject>section details:not([open])>:not(summary){display:none!important}div#\:\$p>svg>foreignObject>section [role=button]:focus,div#\:\$p>svg>foreignObject>section a:focus,div#\:\$p>svg>foreignObject>section input[type=checkbox]:focus,div#\:\$p>svg>foreignObject>section input[type=radio]:focus{box-shadow:none;outline:2px solid var(--color-accent-fg);outline-offset:-2px}div#\:\$p>svg>foreignObject>section [role=button]:focus:not(:focus-visible),div#\:\$p>svg>foreignObject>section a:focus:not(:focus-visible),div#\:\$p>svg>foreignObject>section input[type=checkbox]:focus:not(:focus-visible),div#\:\$p>svg>foreignObject>section input[type=radio]:focus:not(:focus-visible){outline:1px solid transparent}div#\:\$p>svg>foreignObject>section [role=button]:focus-visible,div#\:\$p>svg>foreignObject>section a:focus-visible,div#\:\$p>svg>foreignObject>section input[type=checkbox]:focus-visible,div#\:\$p>svg>foreignObject>section input[type=radio]:focus-visible{box-shadow:none;outline:2px solid var(--color-accent-fg);outline-offset:-2px}div#\:\$p>svg>foreignObject>section a:not([class]):focus,div#\:\$p>svg>foreignObject>section a:not([class]):focus-visible,div#\:\$p>svg>foreignObject>section input[type=checkbox]:focus,div#\:\$p>svg>foreignObject>section input[type=checkbox]:focus-visible,div#\:\$p>svg>foreignObject>section input[type=radio]:focus,div#\:\$p>svg>foreignObject>section input[type=radio]:focus-visible{outline-offset:0}div#\:\$p>svg>foreignObject>section kbd{background-color:var(--color-canvas-subtle);border-bottom-color:var(--color-neutral-muted);border:1px solid var(--color-neutral-muted);border-radius:6px;box-shadow:inset 0 -1px 0 var(--color-neutral-muted);color:var(--color-fg-default);display:inline-block;font:11px ui-monospace,SFMono-Regular,SF Mono,Menlo,Consolas,Liberation Mono,monospace;line-height:10px;padding:3px 5px;vertical-align:middle}div#\:\$p>svg>foreignObject>section :is(h1,marp-h1),div#\:\$p>svg>foreignObject>section :is(h2,marp-h2),div#\:\$p>svg>foreignObject>section :is(h3,marp-h3),div#\:\$p>svg>foreignObject>section :is(h4,marp-h4),div#\:\$p>svg>foreignObject>section :is(h5,marp-h5),div#\:\$p>svg>foreignObject>section :is(h6,marp-h6){font-weight:var(--base-text-weight-semibold,600);line-height:1.25;margin-bottom:16px;margin-top:24px}div#\:\$p>svg>foreignObject>section :is(h2,marp-h2){border-bottom:1px solid var(--color-border-muted);font-size:1.5em;padding-bottom:.3em}div#\:\$p>svg>foreignObject>section :is(h2,marp-h2),div#\:\$p>svg>foreignObject>section :is(h3,marp-h3){font-weight:var(--base-text-weight-semibold,600)}div#\:\$p>svg>foreignObject>section :is(h3,marp-h3){font-size:1.25em}div#\:\$p>svg>foreignObject>section :is(h4,marp-h4){font-size:1em}div#\:\$p>svg>foreignObject>section :is(h4,marp-h4),div#\:\$p>svg>foreignObject>section :is(h5,marp-h5){font-weight:var(--base-text-weight-semibold,600)}div#\:\$p>svg>foreignObject>section :is(h5,marp-h5){font-size:.875em}div#\:\$p>svg>foreignObject>section :is(h6,marp-h6){color:var(--color-fg-muted);font-size:.85em;font-weight:var(--base-text-weight-semibold,600)}div#\:\$p>svg>foreignObject>section p{margin-bottom:10px;margin-top:0}div#\:\$p>svg>foreignObject>section blockquote{border-left:.25em solid var(--color-border-default);color:var(--color-fg-muted);margin:0;padding:0 1em}div#\:\$p>svg>foreignObject>section ol,div#\:\$p>svg>foreignObject>section ul{margin-bottom:0;margin-top:0;padding-left:2em}div#\:\$p>svg>foreignObject>section ol ol,div#\:\$p>svg>foreignObject>section ul ol{list-style-type:lower-roman}div#\:\$p>svg>foreignObject>section ol ol ol,div#\:\$p>svg>foreignObject>section ol ul ol,div#\:\$p>svg>foreignObject>section ul ol ol,div#\:\$p>svg>foreignObject>section ul ul ol{list-style-type:lower-alpha}div#\:\$p>svg>foreignObject>section dd{margin-left:0}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre),div#\:\$p>svg>foreignObject>section code,div#\:\$p>svg>foreignObject>section samp,div#\:\$p>svg>foreignObject>section tt{font-family:ui-monospace,SFMono-Regular,SF Mono,Menlo,Consolas,Liberation Mono,monospace;font-size:12px}div#\:\$p>svg>foreignObject>section :is(pre,marp-pre){word-wrap:normal;margin-bottom:0;margin-top:0}div#\:\$p>svg>foreignObject>section .octicon{fill:currentColor;display:inline-block;overflow:visible!important;vertical-align:text-bottom}div#\:\$p>svg>foreignObject>section input::-webkit-inner-spin-button,div#\:\$p>svg>foreignObject>section input::-webkit-outer-spin-button{-webkit-appearance:none;appearance:none;margin:0}div#\:\$p>svg>foreignObject>section:after,div#\:\$p>svg>foreignObject>section:before{
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|
||
<h1 id="30239-data-visualization-for-policy-analysis">30239: Data Visualization for Policy Analysis</h1>
|
||
<h2 id="james-turk">James Turk</h2>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="2" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="today">Today</h2>
|
||
<ul>
|
||
<li>What is the value of data visualization?</li>
|
||
<li>Focus of this course</li>
|
||
<li>Course Logistics</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="3" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<p><img src="a-day-in-data.jpg" alt="infographic: a day in data" /></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="4" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<p><img src="datagov.png" alt="data.gov" /></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="5" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<p><img src="taxis.png" alt="taxis" /></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="6" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<p>OK, there is <strong>a lot</strong> of data, but isn't that a <strong>good thing</strong>?</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="7" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<p>"What information consumes is rather obvious: it consumes the attention of its recipients. Hence a wealth of information creates a poverty of attention, and a need to allocate that attention efficiently among the overabundance of information sources that might consume it."</p>
|
||
<p>~Herb Simon<br />
|
||
<em>as quoted by Hal Varian. Scientific American, September 1995</em></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="8" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="what-is-visualization">What is Visualization?</h2>
|
||
<p>“... finding the <strong>artificial memory</strong> that best supports our natural means of perception.”<br />
|
||
<em>[Bertin 1967]</em></p>
|
||
<p>“Transformation of the symbolic into the geometric”<br />
|
||
<em>[McCormick et al. 1987]</em></p>
|
||
<p>“The use of computer-generated, interactive, visual representations of data to <strong>amplify cognition</strong>.”<br />
|
||
<em>[Card, Mackinlay, & Shneiderman 1999]</em></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="9" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="information-visualization">Information Visualization</h2>
|
||
<p>"The use of computer-generated, interactive, visual representations of (abstract) data to <strong>amplify cognition</strong>."</p>
|
||
<p>What does it mean to amplify cognition?</p>
|
||
<p>Why do we often seek visualizations?</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="10" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="why-do-we-create-visualizations">Why do we create visualizations?</h2>
|
||
<ul>
|
||
<li>What visualizations have you created?</li>
|
||
<li>What visualizations have you seen that you remember?</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="11" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="reasons-for-data-visualization">Reasons for Data Visualization</h2>
|
||
<ul>
|
||
<li>Means of reasoning about large quantities without reduction/over-simplification.</li>
|
||
<li>Assist in gaining unique insights into data: clustering, correlation, trends, etc.</li>
|
||
<li>Deepen understanding, for ourselves or others.</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="12" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h3 id="four-samples">Four Samples</h3>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th>x1</th>
|
||
<th>y1</th>
|
||
<th>x2</th>
|
||
<th>y2</th>
|
||
<th>x3</th>
|
||
<th>y3</th>
|
||
<th>x4</th>
|
||
<th>y4</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>10.0</td>
|
||
<td>8.04</td>
|
||
<td>10.0</td>
|
||
<td>9.14</td>
|
||
<td>10.0</td>
|
||
<td>7.46</td>
|
||
<td>8.0</td>
|
||
<td>6.58</td>
|
||
</tr>
|
||
<tr>
|
||
<td>8.0</td>
|
||
<td>6.95</td>
|
||
<td>8.0</td>
|
||
<td>8.14</td>
|
||
<td>8.0</td>
|
||
<td>6.77</td>
|
||
<td>8.0</td>
|
||
<td>5.76</td>
|
||
</tr>
|
||
<tr>
|
||
<td>13.0</td>
|
||
<td>7.58</td>
|
||
<td>13.0</td>
|
||
<td>8.74</td>
|
||
<td>13.0</td>
|
||
<td>12.74</td>
|
||
<td>8.0</td>
|
||
<td>7.71</td>
|
||
</tr>
|
||
<tr>
|
||
<td>9.0</td>
|
||
<td>8.81</td>
|
||
<td>9.0</td>
|
||
<td>8.77</td>
|
||
<td>9.0</td>
|
||
<td>7.11</td>
|
||
<td>8.0</td>
|
||
<td>8.84</td>
|
||
</tr>
|
||
<tr>
|
||
<td>11.0</td>
|
||
<td>8.33</td>
|
||
<td>11.0</td>
|
||
<td>9.26</td>
|
||
<td>11.0</td>
|
||
<td>7.81</td>
|
||
<td>8.0</td>
|
||
<td>8.47</td>
|
||
</tr>
|
||
<tr>
|
||
<td>14.0</td>
|
||
<td>9.96</td>
|
||
<td>14.0</td>
|
||
<td>8.10</td>
|
||
<td>14.0</td>
|
||
<td>8.84</td>
|
||
<td>8.0</td>
|
||
<td>7.04</td>
|
||
</tr>
|
||
<tr>
|
||
<td>6.0</td>
|
||
<td>7.24</td>
|
||
<td>6.0</td>
|
||
<td>6.13</td>
|
||
<td>6.0</td>
|
||
<td>6.08</td>
|
||
<td>8.0</td>
|
||
<td>5.25</td>
|
||
</tr>
|
||
<tr>
|
||
<td>4.0</td>
|
||
<td>4.26</td>
|
||
<td>4.0</td>
|
||
<td>3.10</td>
|
||
<td>4.0</td>
|
||
<td>5.39</td>
|
||
<td>19.0</td>
|
||
<td>12.50</td>
|
||
</tr>
|
||
<tr>
|
||
<td>12.0</td>
|
||
<td>10.84</td>
|
||
<td>12.0</td>
|
||
<td>9.13</td>
|
||
<td>12.0</td>
|
||
<td>8.15</td>
|
||
<td>8.0</td>
|
||
<td>5.56</td>
|
||
</tr>
|
||
<tr>
|
||
<td>7.0</td>
|
||
<td>4.82</td>
|
||
<td>7.0</td>
|
||
<td>7.26</td>
|
||
<td>7.0</td>
|
||
<td>6.42</td>
|
||
<td>8.0</td>
|
||
<td>7.91</td>
|
||
</tr>
|
||
<tr>
|
||
<td>5.0</td>
|
||
<td>5.68</td>
|
||
<td>5.0</td>
|
||
<td>4.74</td>
|
||
<td>5.0</td>
|
||
<td>5.73</td>
|
||
<td>8.0</td>
|
||
<td>6.89</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p>What sense can we make of this?</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="13" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th></th>
|
||
<th>Sample 1</th>
|
||
<th>Sample 2</th>
|
||
<th>Sample 3</th>
|
||
<th>Sample 4</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>Mean of x</td>
|
||
<td>9</td>
|
||
<td>9</td>
|
||
<td>9</td>
|
||
<td>9</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Variance of x</td>
|
||
<td>11</td>
|
||
<td>11</td>
|
||
<td>11</td>
|
||
<td>11</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Mean of y</td>
|
||
<td>7.50</td>
|
||
<td>7.50</td>
|
||
<td>7.50</td>
|
||
<td>7.50</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Variance of y (±0.003 )</td>
|
||
<td>4.125</td>
|
||
<td>4.125</td>
|
||
<td>4.125</td>
|
||
<td>4.125</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Correlation x & y</td>
|
||
<td>0.816</td>
|
||
<td>0.816</td>
|
||
<td>0.816</td>
|
||
<td>0.816</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Linear Regression</td>
|
||
<td>y = 3.00 + 0.500x</td>
|
||
<td>y = 3.00 + 0.500x</td>
|
||
<td>y = 3.00 + 0.500x</td>
|
||
<td>y = 3.00 + 0.500x</td>
|
||
</tr>
|
||
<tr>
|
||
<td>R² coefficient</td>
|
||
<td>0.67</td>
|
||
<td>0.67</td>
|
||
<td>0.67</td>
|
||
<td>0.67</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
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|
||
<p><img src="anscome.svg" alt="Anscombe's quartet" /></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="15" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<p>Our understanding of the data is enhanced by these visualizations in a way summary statistics won't capture.</p>
|
||
<p>What things are easier to see?</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="16" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="benefits-of-visualizing-data">Benefits of Visualizing Data</h2>
|
||
<ul>
|
||
<li>outliers</li>
|
||
<li>"shape of data"</li>
|
||
<li>clusters</li>
|
||
<li><em>intuition</em> and <em>questions</em> - "why is it like that?"</li>
|
||
<li>tap into human capacity for pattern recognition</li>
|
||
<li>often easier to test theories or models</li>
|
||
</ul>
|
||
<p><em>exploratory visualization</em></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="17" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="explanatory-visualization">Explanatory Visualization</h2>
|
||
<ul>
|
||
<li>Highlight interesting findings</li>
|
||
<li>Tell a story</li>
|
||
<li>Present a thesis</li>
|
||
<li>Persuade</li>
|
||
<li>Support larger story/argument</li>
|
||
<li>Inspire</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="18" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="visualizations-and-policy">Visualizations and Policy</h2>
|
||
<p>Visualizations have an outsized influence on human cognition, we seem to trust images more than words.</p>
|
||
<p>This means that visualizations can be used to <strong>persuade</strong>, but also <strong>mislead</strong>.</p>
|
||
<p>There does not need to be intention, we can easily deceive ourselves without realizing it.</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="19" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<p><img src="rockets_chart.png" alt="" /></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;" data-marpit-advanced-background="background"><div data-marpit-advanced-background-container="true" data-marpit-advanced-background-direction="horizontal"><figure style="background-image:url("challenger.jpg");"></figure><figure style="background-image:url("feynman.jpg");"></figure></div></section></foreignObject><foreignObject width="1280" height="720"><section id="20" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;" data-marpit-advanced-background="content"></section>
|
||
</foreignObject><foreignObject width="1280" height="720" data-marpit-advanced-background="pseudo"><section data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="" data-marpit-advanced-background="pseudo"></section></foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="21" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<p><img src="cholera.jpg" alt="" /></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="22" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="data-visualization-for-policy-analysis">Data Visualization for Policy Analysis</h2>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="23" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="course-goals">Course Goals</h2>
|
||
<ul>
|
||
<li>Understand & appreciate what makes a good data visualization.</li>
|
||
<li>Learn practical visualization techniques that will apply in any language & library.</li>
|
||
<li>Build a portfolio of static & interactive visualizations using real-world policy data.</li>
|
||
<li>Gain exposure to useful libraries in Python and JavaScript.</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="24" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="topics">Topics</h2>
|
||
<ul>
|
||
<li>Fundamentals, Grammar of Graphics</li>
|
||
<li>Design principles. How to use color, human perception, chart design.</li>
|
||
<li>How to evaluate and critique visualizations.</li>
|
||
<li>Uncertainty & Narrative</li>
|
||
<li>HTML/CSS/JS overview</li>
|
||
<li>D3.js</li>
|
||
<li>Interactive & non-chart data visualization.</li>
|
||
<li>Geospatial visualization</li>
|
||
<li>Special Topics: to be discussed</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="25" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="programming-workload">Programming Workload</h2>
|
||
<p>Key Idea: You get better at visualizations by making <em>a lot</em> of them. (20-30 this quarter)</p>
|
||
<ul>
|
||
<li>Expect to write code every week, mostly fairly short Python functions.</li>
|
||
<li>You will be learning at least one library (Altair) mostly independently.</li>
|
||
<li>You'll also need to be comfortable with <code>pandas</code> or <code>polars</code>.</li>
|
||
</ul>
|
||
<h3 id="javascript-and-d3">JavaScript and D3</h3>
|
||
<p><em>"You aren't going to make them learn D3 are you?"</em></p>
|
||
<ul>
|
||
<li>1 Assignment</li>
|
||
<li>1-2 Lectures</li>
|
||
</ul>
|
||
<p>Final project will have a place where D3 will be helpful, but other options will be presented.</p>
|
||
<p>After introductory lecture, some examples will continue to be in D3, but you will not need to understand their inner workings.</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="26" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="course-structure">Course Structure</h2>
|
||
<ul>
|
||
<li><strong>Lecture and Discussion</strong>: Introduce and explore key concepts, mostly focused on theory.</li>
|
||
<li><strong>Readings</strong>: Supplement course materials with more examples, technical tutorials.</li>
|
||
<li><strong>2 "minor" assignments: Altair & D3</strong> - Gain practice with commonly used tools in a structured setting.</li>
|
||
<li><strong>Projects</strong>: Learn to explore a topic on your own from conception to practice. Leave here with a portfolio you can show off.</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="27" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="course-staff">Course Staff</h2>
|
||
<ul>
|
||
<li>James Turk</li>
|
||
<li>Krisha Mehta</li>
|
||
<li>Sam Huang</li>
|
||
</ul>
|
||
<p><strong>All official information will be on the course site and/or Ed.</strong></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="28" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="projects">Projects</h2>
|
||
<table>
|
||
<thead>
|
||
<tr>
|
||
<th></th>
|
||
<th>Static</th>
|
||
<th>Interactive</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr>
|
||
<td>Proposal</td>
|
||
<td>Week 1</td>
|
||
<td>Week 6</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Feedback Draft</td>
|
||
<td>Week 3</td>
|
||
<td>Week 8</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Peer Critique</td>
|
||
<td>Week 4</td>
|
||
<td>Week 9</td>
|
||
</tr>
|
||
<tr>
|
||
<td>Final</td>
|
||
<td>Week 5</td>
|
||
<td>Week 10</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<h2 id="practice-assignments">Practice Assignments</h2>
|
||
<ul>
|
||
<li>Altair (Week 2)</li>
|
||
<li>D3 (Week 6)</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="29" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="grading">Grading</h2>
|
||
<p>15 SNU grades</p>
|
||
<p><strong>Completion:</strong> 9 (2x Proposals, Drafts & Critiques + 2 Labs + 1 Participation)</p>
|
||
<p><strong>Quality Grades:</strong> 6 (2x Design, Narrative, Code Quality)</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="30" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="ai-policy">AI Policy</h2>
|
||
<p>In this course, all usage of generative AI must be <em>fully cited</em>.</p>
|
||
<p>Details on specific rules: <a href="https://capp30239.netlify.app/policies/ai/">https://capp30239.netlify.app/policies/ai/</a></p>
|
||
<p>You are, as always, expected to turn in <strong>your own work</strong>, not the work of an LLM.</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="31" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="static-visualization-project">Static Visualization Project</h2>
|
||
<p><a href="https://capp30239.netlify.app/coursework/static/">https://capp30239.netlify.app/coursework/static/</a></p>
|
||
<p><strong>End Product</strong></p>
|
||
<p>Using real data of your choosing:</p>
|
||
<ul>
|
||
<li>8-12 distinct images, of at least 5 different types.</li>
|
||
<li>Presented as part of a <strong>narrative</strong>: an article, infographic, poster.</li>
|
||
<li>Cohesive visual design: custom theme for graphs, matching colors and fonts with supplementary material.</li>
|
||
</ul>
|
||
<p>Use of Altair is <strong>strongly</strong> recommended, but other libraries allowed.</p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="32" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="examples">Examples</h2>
|
||
<p><a href="https://capp-30239-winter-2021.netlify.app/#staticShowcase">https://capp-30239-winter-2021.netlify.app/#staticShowcase</a></p>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="33" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="milestones">Milestones</h2>
|
||
<ul>
|
||
<li>Milestone 1 (Week 1): Draft proposal.</li>
|
||
<li>Milestone 2 (Week 3): Draft of 8 visualizations for review & critique.</li>
|
||
<li>Milestone 3 (Week 4): Peer Critique</li>
|
||
<li>Milestone 4 (Week 5): Final Deliverable</li>
|
||
</ul>
|
||
</section>
|
||
</foreignObject></svg><svg data-marpit-svg="" viewBox="0 0 1280 720"><foreignObject width="1280" height="720"><section id="34" data-theme="6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj" lang="en-US" style="--theme:6k9fghgfas6xovy8st3ykkcu73q6zbykpwbotd0pjoj;">
|
||
<h2 id="acknowledgements--references">Acknowledgements & References</h2>
|
||
<p>Thanks to Alex Hale, Andrew McNutt, and Jessica Hullman for sharing their materials.</p>
|
||
<p><a href="https://hdsr.mitpress.mit.edu/pub/zok97i7p/release/4">Why Is Data Visualization Important? What Is Important in Data Visualization?</a> - An tony Unwin</p>
|
||
</section>
|
||
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</script></foreignObject></svg></div><div class="bespoke-marp-note" data-index="2" tabindex="0"><p>Modern data visualization is largely a product of the sheer amount of data we produce.</p></div><div class="bespoke-marp-note" data-index="3" tabindex="0"><p>In part this is a function of the digitization of most of our lives.
|
||
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||
15 years ago there was no data.gov, it has added 300k data sets since then.</p></div><div class="bespoke-marp-note" data-index="4" tabindex="0"><p>As technology advances, our data gets to be incredibly fine grained.
|
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This is a sample of ride share rides over a six year period. Each pixel is a pick up or drop off.</p></div><div class="bespoke-marp-note" data-index="18" tabindex="0"><p>images from presentation on O-ring temperature anomaly</p></div><div class="bespoke-marp-note" data-index="19" tabindex="0"><p>the result</p></div><div class="bespoke-marp-note" data-index="20" tabindex="0"><p>Cholera outbreak. London, 1854. John Snow.</p></div><div class="bespoke-marp-note" data-index="24" tabindex="0"><p>It has however, become a "library's library" in some ways. Most developers interact with D3 through a higher-level interface.
|
||
|
||
We will be learning Altair, which generates Vega JSON, which in turn is drawn using D3.
|
||
|
||
D3 underpins dozens of other charting libraries as well, and D3's own documentation says:
|
||
|
||
D3 makes things possible, not necessarily easy; even simple things that should be easy are often not. To paraphrase Amanda Cox: “Use D3 if you think it’s perfectly normal to write a hundred lines of code for a bar chart.”
|
||
|
||
Learning D3 both requires working in an unfamiliar environment (JavaScript) and with a very unique style of programming based around their concept of the ["data join"](https://d3js.org/d3-selection/joining), which requires a decent understanding of the HTML Document Object Model.
|
||
|
||
So, if you are here to learn visualization, I think that it is fair that you can succeed in this class without putting yourself through that.</p></div><script>/*!! License: https://unpkg.com/@marp-team/marp-cli@3.4.0/lib/bespoke.js.LICENSE.txt */
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