class: left, bottom, title-slide .title[ # Module 5: Data Visualization ] .subtitle[ ## EME6356: Learning & Web Analytics ] .author[ ### Dr. Bret Staudt Willet ] .date[ ### October 11, 2022 ] --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 576 512" style="height:1em;width:1.12em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M512 32H160c-35.35 0-64 28.65-64 64v224c0 35.35 28.65 64 64 64H512c35.35 0 64-28.65 64-64V96C576 60.65 547.3 32 512 32zM528 320c0 8.822-7.178 16-16 16h-16l-109.3-160.9C383.7 170.7 378.7 168 373.3 168c-5.352 0-10.35 2.672-13.31 7.125l-62.74 94.11L274.9 238.6C271.9 234.4 267.1 232 262 232c-5.109 0-9.914 2.441-12.93 6.574L176 336H160c-8.822 0-16-7.178-16-16V96c0-8.822 7.178-16 16-16H512c8.822 0 16 7.178 16 16V320zM224 112c-17.67 0-32 14.33-32 32s14.33 32 32 32c17.68 0 32-14.33 32-32S241.7 112 224 112zM456 480H120C53.83 480 0 426.2 0 360v-240C0 106.8 10.75 96 24 96S48 106.8 48 120v240c0 39.7 32.3 72 72 72h336c13.25 0 24 10.75 24 24S469.3 480 456 480z"/></svg> **View the slides:** [bretsw.com/eme6356-fs22-module5](https://bretsw.com/eme6356-fs22-module5) --- # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M456 32h-304C121.1 32 96 57.13 96 88v320c0 13.22-10.77 24-24 24S48 421.2 48 408V112c0-13.25-10.75-24-24-24S0 98.75 0 112v296C0 447.7 32.3 480 72 480h352c48.53 0 88-39.47 88-88v-304C512 57.13 486.9 32 456 32zM464 392c0 22.06-17.94 40-40 40H139.9C142.5 424.5 144 416.4 144 408v-320c0-4.406 3.594-8 8-8h304c4.406 0 8 3.594 8 8V392zM264 272h-64C186.8 272 176 282.8 176 296S186.8 320 200 320h64C277.3 320 288 309.3 288 296S277.3 272 264 272zM408 272h-64C330.8 272 320 282.8 320 296S330.8 320 344 320h64c13.25 0 24-10.75 24-24S421.3 272 408 272zM264 352h-64c-13.25 0-24 10.75-24 24s10.75 24 24 24h64c13.25 0 24-10.75 24-24S277.3 352 264 352zM408 352h-64C330.8 352 320 362.8 320 376s10.75 24 24 24h64c13.25 0 24-10.75 24-24S421.3 352 408 352zM400 112h-192c-17.67 0-32 14.33-32 32v64c0 17.67 14.33 32 32 32h192c17.67 0 32-14.33 32-32v-64C432 126.3 417.7 112 400 112z"/></svg> Data Stories ### Hurricane Cone of Uncertainty <img src="img/5-data-story1.jpg" width="600px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M456 32h-304C121.1 32 96 57.13 96 88v320c0 13.22-10.77 24-24 24S48 421.2 48 408V112c0-13.25-10.75-24-24-24S0 98.75 0 112v296C0 447.7 32.3 480 72 480h352c48.53 0 88-39.47 88-88v-304C512 57.13 486.9 32 456 32zM464 392c0 22.06-17.94 40-40 40H139.9C142.5 424.5 144 416.4 144 408v-320c0-4.406 3.594-8 8-8h304c4.406 0 8 3.594 8 8V392zM264 272h-64C186.8 272 176 282.8 176 296S186.8 320 200 320h64C277.3 320 288 309.3 288 296S277.3 272 264 272zM408 272h-64C330.8 272 320 282.8 320 296S330.8 320 344 320h64c13.25 0 24-10.75 24-24S421.3 272 408 272zM264 352h-64c-13.25 0-24 10.75-24 24s10.75 24 24 24h64c13.25 0 24-10.75 24-24S277.3 352 264 352zM408 352h-64C330.8 352 320 362.8 320 376s10.75 24 24 24h64c13.25 0 24-10.75 24-24S421.3 352 408 352zM400 112h-192c-17.67 0-32 14.33-32 32v64c0 17.67 14.33 32 32 32h192c17.67 0 32-14.33 32-32v-64C432 126.3 417.7 112 400 112z"/></svg> Data Stories ### Hurricane Spaghetti Models <img src="img/5-data-story2.jpg" width="720px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M456 32h-304C121.1 32 96 57.13 96 88v320c0 13.22-10.77 24-24 24S48 421.2 48 408V112c0-13.25-10.75-24-24-24S0 98.75 0 112v296C0 447.7 32.3 480 72 480h352c48.53 0 88-39.47 88-88v-304C512 57.13 486.9 32 456 32zM464 392c0 22.06-17.94 40-40 40H139.9C142.5 424.5 144 416.4 144 408v-320c0-4.406 3.594-8 8-8h304c4.406 0 8 3.594 8 8V392zM264 272h-64C186.8 272 176 282.8 176 296S186.8 320 200 320h64C277.3 320 288 309.3 288 296S277.3 272 264 272zM408 272h-64C330.8 272 320 282.8 320 296S330.8 320 344 320h64c13.25 0 24-10.75 24-24S421.3 272 408 272zM264 352h-64c-13.25 0-24 10.75-24 24s10.75 24 24 24h64c13.25 0 24-10.75 24-24S277.3 352 264 352zM408 352h-64C330.8 352 320 362.8 320 376s10.75 24 24 24h64c13.25 0 24-10.75 24-24S421.3 352 408 352zM400 112h-192c-17.67 0-32 14.33-32 32v64c0 17.67 14.33 32 32 32h192c17.67 0 32-14.33 32-32v-64C432 126.3 417.7 112 400 112z"/></svg> Data Stories ### Hurricane Wind Speed Probabilities <img src="img/5-data-story3.png" width="600px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M456 32h-304C121.1 32 96 57.13 96 88v320c0 13.22-10.77 24-24 24S48 421.2 48 408V112c0-13.25-10.75-24-24-24S0 98.75 0 112v296C0 447.7 32.3 480 72 480h352c48.53 0 88-39.47 88-88v-304C512 57.13 486.9 32 456 32zM464 392c0 22.06-17.94 40-40 40H139.9C142.5 424.5 144 416.4 144 408v-320c0-4.406 3.594-8 8-8h304c4.406 0 8 3.594 8 8V392zM264 272h-64C186.8 272 176 282.8 176 296S186.8 320 200 320h64C277.3 320 288 309.3 288 296S277.3 272 264 272zM408 272h-64C330.8 272 320 282.8 320 296S330.8 320 344 320h64c13.25 0 24-10.75 24-24S421.3 272 408 272zM264 352h-64c-13.25 0-24 10.75-24 24s10.75 24 24 24h64c13.25 0 24-10.75 24-24S277.3 352 264 352zM408 352h-64C330.8 352 320 362.8 320 376s10.75 24 24 24h64c13.25 0 24-10.75 24-24S421.3 352 408 352zM400 112h-192c-17.67 0-32 14.33-32 32v64c0 17.67 14.33 32 32 32h192c17.67 0 32-14.33 32-32v-64C432 126.3 417.7 112 400 112z"/></svg> Data Stories ### Hurricane Rainfall Probabilities <img src="img/5-data-story4.gif" width="600px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M456 32h-304C121.1 32 96 57.13 96 88v320c0 13.22-10.77 24-24 24S48 421.2 48 408V112c0-13.25-10.75-24-24-24S0 98.75 0 112v296C0 447.7 32.3 480 72 480h352c48.53 0 88-39.47 88-88v-304C512 57.13 486.9 32 456 32zM464 392c0 22.06-17.94 40-40 40H139.9C142.5 424.5 144 416.4 144 408v-320c0-4.406 3.594-8 8-8h304c4.406 0 8 3.594 8 8V392zM264 272h-64C186.8 272 176 282.8 176 296S186.8 320 200 320h64C277.3 320 288 309.3 288 296S277.3 272 264 272zM408 272h-64C330.8 272 320 282.8 320 296S330.8 320 344 320h64c13.25 0 24-10.75 24-24S421.3 272 408 272zM264 352h-64c-13.25 0-24 10.75-24 24s10.75 24 24 24h64c13.25 0 24-10.75 24-24S277.3 352 264 352zM408 352h-64C330.8 352 320 362.8 320 376s10.75 24 24 24h64c13.25 0 24-10.75 24-24S421.3 352 408 352zM400 112h-192c-17.67 0-32 14.33-32 32v64c0 17.67 14.33 32 32 32h192c17.67 0 32-14.33 32-32v-64C432 126.3 417.7 112 400 112z"/></svg> Data Stories ### Which plot is best? <img src="img/5-data-story5.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M456 32h-304C121.1 32 96 57.13 96 88v320c0 13.22-10.77 24-24 24S48 421.2 48 408V112c0-13.25-10.75-24-24-24S0 98.75 0 112v296C0 447.7 32.3 480 72 480h352c48.53 0 88-39.47 88-88v-304C512 57.13 486.9 32 456 32zM464 392c0 22.06-17.94 40-40 40H139.9C142.5 424.5 144 416.4 144 408v-320c0-4.406 3.594-8 8-8h304c4.406 0 8 3.594 8 8V392zM264 272h-64C186.8 272 176 282.8 176 296S186.8 320 200 320h64C277.3 320 288 309.3 288 296S277.3 272 264 272zM408 272h-64C330.8 272 320 282.8 320 296S330.8 320 344 320h64c13.25 0 24-10.75 24-24S421.3 272 408 272zM264 352h-64c-13.25 0-24 10.75-24 24s10.75 24 24 24h64c13.25 0 24-10.75 24-24S277.3 352 264 352zM408 352h-64C330.8 352 320 362.8 320 376s10.75 24 24 24h64c13.25 0 24-10.75 24-24S421.3 352 408 352zM400 112h-192c-17.67 0-32 14.33-32 32v64c0 17.67 14.33 32 32 32h192c17.67 0 32-14.33 32-32v-64C432 126.3 417.7 112 400 112z"/></svg> Data Stories <img src="img/5-data-story6.png" width="420px" style="display: block; margin: auto;" /> >"Dashboards...alert you to something you should pay attention to. But most of the time they don’t tell you what’s actually happening and they certainly don’t tell you why something is happening." > >[@ry_estrellado on locking in the use of data dashboards](https://ryanestrellado.com/how-to-measure-what-matters) (Tweet from [@john_reyes](https://twitter.com/john_reyes/status/1442854996328976392)) --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M128 447.1V223.1c0-17.67-14.33-31.1-32-31.1H32c-17.67 0-32 14.33-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64C113.7 479.1 128 465.6 128 447.1zM512 224.1c0-26.5-21.48-47.98-48-47.98h-146.5c22.77-37.91 34.52-80.88 34.52-96.02C352 56.52 333.5 32 302.5 32c-63.13 0-26.36 76.15-108.2 141.6L178 186.6C166.2 196.1 160.2 210 160.1 224c-.0234 .0234 0 0 0 0L160 384c0 15.1 7.113 29.33 19.2 38.39l34.14 25.59C241 468.8 274.7 480 309.3 480H368c26.52 0 48-21.47 48-47.98c0-3.635-.4805-7.143-1.246-10.55C434 415.2 448 397.4 448 376c0-9.148-2.697-17.61-7.139-24.88C463.1 347 480 327.5 480 304.1c0-12.5-4.893-23.78-12.72-32.32C492.2 270.1 512 249.5 512 224.1z"/></svg> <br> <br> Module 4 Discussion <br> Themes and Kudos --- # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M128 447.1V223.1c0-17.67-14.33-31.1-32-31.1H32c-17.67 0-32 14.33-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64C113.7 479.1 128 465.6 128 447.1zM512 224.1c0-26.5-21.48-47.98-48-47.98h-146.5c22.77-37.91 34.52-80.88 34.52-96.02C352 56.52 333.5 32 302.5 32c-63.13 0-26.36 76.15-108.2 141.6L178 186.6C166.2 196.1 160.2 210 160.1 224c-.0234 .0234 0 0 0 0L160 384c0 15.1 7.113 29.33 19.2 38.39l34.14 25.59C241 468.8 274.7 480 309.3 480H368c26.52 0 48-21.47 48-47.98c0-3.635-.4805-7.143-1.246-10.55C434 415.2 448 397.4 448 376c0-9.148-2.697-17.61-7.139-24.88C463.1 347 480 327.5 480 304.1c0-12.5-4.893-23.78-12.72-32.32C492.2 270.1 512 249.5 512 224.1z"/></svg> Optimism about analytics <img src="img/tools.jpg" width="540px" style="display: block; margin: auto;" /> -- **Use social media analytics to:** -- - Keep up-to-date with what is happening in the learning community -- - Understand trends --- # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M96 32.04H32c-17.67 0-32 14.32-32 31.1v223.1c0 17.67 14.33 31.1 32 31.1h64c17.67 0 32-14.33 32-31.1V64.03C128 46.36 113.7 32.04 96 32.04zM467.3 240.2C475.1 231.7 480 220.4 480 207.9c0-23.47-16.87-42.92-39.14-47.09C445.3 153.6 448 145.1 448 135.1c0-21.32-14-39.18-33.25-45.43C415.5 87.12 416 83.61 416 79.98C416 53.47 394.5 32 368 32h-58.69c-34.61 0-68.28 11.22-95.97 31.98L179.2 89.57C167.1 98.63 160 112.9 160 127.1l.1074 160c0 0-.0234-.0234 0 0c.0703 13.99 6.123 27.94 17.91 37.36l16.3 13.03C276.2 403.9 239.4 480 302.5 480c30.96 0 49.47-24.52 49.47-48.11c0-15.15-11.76-58.12-34.52-96.02H464c26.52 0 48-21.47 48-47.98C512 262.5 492.2 241.9 467.3 240.2z"/></svg> Pessimism About Analytics <img src="img/caution.jpg" width="540px" style="display: block; margin: auto;" /> -- **Problems with using social media analytics:** -- - Understanding context beyond *digital traces* -- - Capturing the complexity of human behavior and learning -- - Raising all kinds of new ethical concerns (consent, spam, harassment) --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 320 512" style="height:1em;width:0.62em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M204.3 32.01H96c-52.94 0-96 43.06-96 96c0 17.67 14.31 31.1 32 31.1s32-14.32 32-31.1c0-17.64 14.34-32 32-32h108.3C232.8 96.01 256 119.2 256 147.8c0 19.72-10.97 37.47-30.5 47.33L127.8 252.4C117.1 258.2 112 268.7 112 280v40c0 17.67 14.31 31.99 32 31.99s32-14.32 32-31.99V298.3L256 251.3c39.47-19.75 64-59.42 64-103.5C320 83.95 268.1 32.01 204.3 32.01zM144 400c-22.09 0-40 17.91-40 40s17.91 39.1 40 39.1s40-17.9 40-39.1S166.1 400 144 400z"/></svg> <br> <br> Module 4 Discussion <br> Final Thoughts? --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M64 400C64 408.8 71.16 416 80 416H480C497.7 416 512 430.3 512 448C512 465.7 497.7 480 480 480H80C35.82 480 0 444.2 0 400V64C0 46.33 14.33 32 32 32C49.67 32 64 46.33 64 64V400zM342.6 278.6C330.1 291.1 309.9 291.1 297.4 278.6L240 221.3L150.6 310.6C138.1 323.1 117.9 323.1 105.4 310.6C92.88 298.1 92.88 277.9 105.4 265.4L217.4 153.4C229.9 140.9 250.1 140.9 262.6 153.4L320 210.7L425.4 105.4C437.9 92.88 458.1 92.88 470.6 105.4C483.1 117.9 483.1 138.1 470.6 150.6L342.6 278.6z"/></svg> <br> <br> Module 5: <br> Data Visualization --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M64 400C64 408.8 71.16 416 80 416H480C497.7 416 512 430.3 512 448C512 465.7 497.7 480 480 480H80C35.82 480 0 444.2 0 400V64C0 46.33 14.33 32 32 32C49.67 32 64 46.33 64 64V400zM342.6 278.6C330.1 291.1 309.9 291.1 297.4 278.6L240 221.3L150.6 310.6C138.1 323.1 117.9 323.1 105.4 310.6C92.88 298.1 92.88 277.9 105.4 265.4L217.4 153.4C229.9 140.9 250.1 140.9 262.6 153.4L320 210.7L425.4 105.4C437.9 92.88 458.1 92.88 470.6 105.4C483.1 117.9 483.1 138.1 470.6 150.6L342.6 278.6z"/></svg> <br> <br> **Defining Analytics** **Measure <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M438.6 278.6l-160 160C272.4 444.9 264.2 448 256 448s-16.38-3.125-22.62-9.375c-12.5-12.5-12.5-32.75 0-45.25L338.8 288H32C14.33 288 .0016 273.7 .0016 256S14.33 224 32 224h306.8l-105.4-105.4c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0l160 160C451.1 245.9 451.1 266.1 438.6 278.6z"/></svg> Collect <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M438.6 278.6l-160 160C272.4 444.9 264.2 448 256 448s-16.38-3.125-22.62-9.375c-12.5-12.5-12.5-32.75 0-45.25L338.8 288H32C14.33 288 .0016 273.7 .0016 256S14.33 224 32 224h306.8l-105.4-105.4c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0l160 160C451.1 245.9 451.1 266.1 438.6 278.6z"/></svg> Analyze <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M438.6 278.6l-160 160C272.4 444.9 264.2 448 256 448s-16.38-3.125-22.62-9.375c-12.5-12.5-12.5-32.75 0-45.25L338.8 288H32C14.33 288 .0016 273.7 .0016 256S14.33 224 32 224h306.8l-105.4-105.4c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0l160 160C451.1 245.9 451.1 266.1 438.6 278.6z"/></svg> Report** --- # Data Visualization <img src="img/social-media-phone.jpg" width="600px" style="display: block; margin: auto;" /> Measure <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#782F40;overflow:visible;position:relative;"><path d="M438.6 278.6l-160 160C272.4 444.9 264.2 448 256 448s-16.38-3.125-22.62-9.375c-12.5-12.5-12.5-32.75 0-45.25L338.8 288H32C14.33 288 .0016 273.7 .0016 256S14.33 224 32 224h306.8l-105.4-105.4c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0l160 160C451.1 245.9 451.1 266.1 438.6 278.6z"/></svg> Collect <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#782F40;overflow:visible;position:relative;"><path d="M438.6 278.6l-160 160C272.4 444.9 264.2 448 256 448s-16.38-3.125-22.62-9.375c-12.5-12.5-12.5-32.75 0-45.25L338.8 288H32C14.33 288 .0016 273.7 .0016 256S14.33 224 32 224h306.8l-105.4-105.4c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0l160 160C451.1 245.9 451.1 266.1 438.6 278.6z"/></svg> Analyze <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#782F40;overflow:visible;position:relative;"><path d="M438.6 278.6l-160 160C272.4 444.9 264.2 448 256 448s-16.38-3.125-22.62-9.375c-12.5-12.5-12.5-32.75 0-45.25L338.8 288H32C14.33 288 .0016 273.7 .0016 256S14.33 224 32 224h306.8l-105.4-105.4c-12.5-12.5-12.5-32.75 0-45.25s32.75-12.5 45.25 0l160 160C451.1 245.9 451.1 266.1 438.6 278.6z"/></svg> Report -- ### <svg aria-hidden="true" role="img" viewBox="0 0 320 512" style="height:1em;width:0.62em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#782F40;overflow:visible;position:relative;"><path d="M204.3 32.01H96c-52.94 0-96 43.06-96 96c0 17.67 14.31 31.1 32 31.1s32-14.32 32-31.1c0-17.64 14.34-32 32-32h108.3C232.8 96.01 256 119.2 256 147.8c0 19.72-10.97 37.47-30.5 47.33L127.8 252.4C117.1 258.2 112 268.7 112 280v40c0 17.67 14.31 31.99 32 31.99s32-14.32 32-31.99V298.3L256 251.3c39.47-19.75 64-59.42 64-103.5C320 83.95 268.1 32.01 204.3 32.01zM144 400c-22.09 0-40 17.91-40 40s17.91 39.1 40 39.1s40-17.9 40-39.1S166.1 400 144 400z"/></svg> **What might we measure? How might we report?** --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288z"/></svg> <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> <br> <br> **Data Visualization** <br><br> Examples --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288z"/></svg> <br><br> Measure \#1 <br><br> Just for Fun --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288z"/></svg> Just for Fun <img src="img/5-ex1-1.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288z"/></svg> Just for Fun <img src="img/5-ex1-2.png" width="720px" style="display: block; margin: auto;" /> --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> <br><br> Measure \#2 <br><br> <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M171.7 232.8A5.381 5.381 0 0 0 176.7 229.5 48.08 48.08 0 0 1 191.6 204.2c1.243-.828 1.657-2.484 1.657-4.141a4.22 4.22 0 0 0 -2.071-3.312L74.43 128.5 148.1 85a9.941 9.941 0 0 0 4.968-8.281 9.108 9.108 0 0 0 -4.968-8.281L126.6 55.6a9.748 9.748 0 0 0 -9.523 0l-100.2 57.97a9.943 9.943 0 0 0 -4.969 8.281V236.1a9.109 9.109 0 0 0 4.969 8.281L39.24 258.1a8.829 8.829 0 0 0 4.968 1.242 9.4 9.4 0 0 0 6.625-2.484 10.8 10.8 0 0 0 2.9-7.039V164.5L169.7 232.4A4.5 4.5 0 0 0 171.7 232.8zM323.3 377.7a12.48 12.48 0 0 0 -4.969 1.242l-74.53 43.06V287.9c0-2.9-2.9-5.8-6.211-4.555a53.04 53.04 0 0 1 -28.98 .414 4.86 4.86 0 0 0 -6.21 4.555V421.6l-74.53-43.06a8.83 8.83 0 0 0 -4.969-1.242 9.631 9.631 0 0 0 -9.523 9.523v26.08a9.107 9.107 0 0 0 4.969 8.281l100.2 57.55A8.829 8.829 0 0 0 223.5 480a11.03 11.03 0 0 0 4.969-1.242l100.2-57.55a9.941 9.941 0 0 0 4.968-8.281V386.8C332.8 382.3 328.2 377.7 323.3 377.7zM286 78a23 23 0 1 0 -23-23A23 23 0 0 0 286 78zm63.63-10.09a23 23 0 1 0 23 23A23 23 0 0 0 349.6 67.91zM412.8 151.6a23 23 0 1 0 -23-23A23 23 0 0 0 412.8 151.6zm-63.18-9.2a23 23 0 1 0 23 23A23 23 0 0 0 349.6 142.4zm-63.63 83.24a23 23 0 1 0 -23-23A23 23 0 0 0 286 225.6zm-62.07 36.36a23 23 0 1 0 -23-23A23 23 0 0 0 223.9 262zm188.9-82.36a23 23 0 1 0 23 23A23 23 0 0 0 412.8 179.6zm0 72.27a23 23 0 1 0 23 23A23 23 0 0 0 412.8 251.9z"/></svg> Uncertainty --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Uncertainty <img src="img/5-ex2-1.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Uncertainty <img src="img/5-ex2-2.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Uncertainty <img src="img/5-ex2-3.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Uncertainty <img src="img/5-ex2-4.png" width="100%" style="display: block; margin: auto;" /> --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> <br><br> Measure \#3 <br><br> <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M96 32C96 14.33 110.3 0 128 0C145.7 0 160 14.33 160 32V64H288V32C288 14.33 302.3 0 320 0C337.7 0 352 14.33 352 32V64H400C426.5 64 448 85.49 448 112V160H0V112C0 85.49 21.49 64 48 64H96V32zM448 464C448 490.5 426.5 512 400 512H48C21.49 512 0 490.5 0 464V192H448V464z"/></svg> Time --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Time <img src="img/5-ex3-1.png" width="720px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Time <img src="img/5-ex3-2.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Time <img src="img/5-ex3-3.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Time <img src="img/5-ex3-4.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384z"/></svg> Time <img src="img/5-ex3-5.png" width="520px" style="display: block; margin: auto;" /> --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> <br><br> Measure \#4 <br><br> <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M503.7 226.2l-176 151.1c-15.38 13.3-39.69 2.545-39.69-18.16V272.1C132.9 274.3 66.06 312.8 111.4 457.8c5.031 16.09-14.41 28.56-28.06 18.62C39.59 444.6 0 383.8 0 322.3c0-152.2 127.4-184.4 288-186.3V56.02c0-20.67 24.28-31.46 39.69-18.16l176 151.1C514.8 199.4 514.8 216.6 503.7 226.2z"/></svg> Networks --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Networks <img src="img/5-ex4-1.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Networks <img src="img/5-ex4-2.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Networks <img src="img/5-ex4-3.png" width="480px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Networks <img src="img/5-ex4-4.png" width="480px" style="display: block; margin: auto;" /> --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> <br><br> Measure \#5 <br><br> <svg aria-hidden="true" role="img" viewBox="0 0 640 512" style="height:1em;width:1.25em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M416 176C416 78.8 322.9 0 208 0S0 78.8 0 176c0 39.57 15.62 75.96 41.67 105.4c-16.39 32.76-39.23 57.32-39.59 57.68c-2.1 2.205-2.67 5.475-1.441 8.354C1.9 350.3 4.602 352 7.66 352c38.35 0 70.76-11.12 95.74-24.04C134.2 343.1 169.8 352 208 352C322.9 352 416 273.2 416 176zM599.6 443.7C624.8 413.9 640 376.6 640 336C640 238.8 554 160 448 160c-.3145 0-.6191 .041-.9336 .043C447.5 165.3 448 170.6 448 176c0 98.62-79.68 181.2-186.1 202.5C282.7 455.1 357.1 512 448 512c33.69 0 65.32-8.008 92.85-21.98C565.2 502 596.1 512 632.3 512c3.059 0 5.76-1.725 7.02-4.605c1.229-2.879 .6582-6.148-1.441-8.354C637.6 498.7 615.9 475.3 599.6 443.7z"/></svg> Topics --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Topics <img src="img/5-ex5-1.png" width="480px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Topics <img src="img/5-ex5-2.png" width="480px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Topics <img src="img/5-ex5-3.png" width="360px" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Topics <img src="img/5-ex5-4.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Topics <img src="img/5-ex5-5.png" width="100%" style="display: block; margin: auto;" /> --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M384 32H64C28.62 32 0 60.62 0 96v320c0 35.38 28.62 64 64 64h320c35.38 0 64-28.62 64-64V96C448 60.62 419.4 32 384 32zM128 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S145.6 384 128 384zM128 192C110.4 192 96 177.6 96 160s14.38-32 32-32s32 14.38 32 32S145.6 192 128 192zM224 288C206.4 288 192 273.6 192 256s14.38-32 32-32s32 14.38 32 32S241.6 288 224 288zM320 384c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 384 320 384zM320 192c-17.62 0-32-14.38-32-32s14.38-32 32-32s32 14.38 32 32S337.6 192 320 192z"/></svg> Topics <img src="img/5-ex5-6.png" width="100%" style="display: block; margin: auto;" /> --- class: inverse, center, middle # Collection of Analytics Tools <div class="padlet-embed" style="border:1px solid rgba(0,0,0,0.1);border-radius:2px;box-sizing:border-box;overflow:hidden;position:relative;width:100%;background:#F4F4F4"><p style="padding:0;margin:0"><iframe src="https://fsu.padlet.org/embed/xxl6opndte57rmc5" frameborder="0" allow="camera;microphone;geolocation" style="width:100%;height:420px;display:block;padding:0;margin:0"></iframe></p><div style="padding:8px;text-align:right;margin:0;"><a href="https://padlet.com?ref=embed" style="padding:0;margin:0;border:none;display:block;line-height:1;height:16px" target="_blank"><img src="https://padlet.net/embeds/made_with_padlet.png" width="86" height="16" style="padding:0;margin:0;background:none;border:none;display:inline;box-shadow:none" alt="Made with Padlet"></a></div></div> --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 320 512" style="height:1em;width:0.62em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M204.3 32.01H96c-52.94 0-96 43.06-96 96c0 17.67 14.31 31.1 32 31.1s32-14.32 32-31.1c0-17.64 14.34-32 32-32h108.3C232.8 96.01 256 119.2 256 147.8c0 19.72-10.97 37.47-30.5 47.33L127.8 252.4C117.1 258.2 112 268.7 112 280v40c0 17.67 14.31 31.99 32 31.99s32-14.32 32-31.99V298.3L256 251.3c39.47-19.75 64-59.42 64-103.5C320 83.95 268.1 32.01 204.3 32.01zM144 400c-22.09 0-40 17.91-40 40s17.91 39.1 40 39.1s40-17.9 40-39.1S166.1 400 144 400z"/></svg> <br> <br> What might we measure? <br> <br> How might we report? --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M416 48C416 39.13 408.9 32 400 32h-64C327.1 32 320 39.13 320 48V96h96.04L416 48zM63.88 160.1C61.34 253.9 3.5 274.3 0 404V448c0 17.6 14.4 32 32 32h128c17.6 0 32-14.4 32-32V128H95.88C78.26 128 64.35 142.5 63.88 160.1zM448.1 160.1C447.6 142.5 433.7 128 416.1 128H320v320c0 17.6 14.4 32 32 32h128c17.6 0 32-14.4 32-32v-44C508.5 274.3 450.7 253.9 448.1 160.1zM224 288h64V128H224V288zM176 32h-64C103.1 32 96 39.13 96 48L95.96 96H192V48C192 39.13 184.9 32 176 32z"/></svg> <br><br> Looking ahead --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M160 32V64H288V32C288 14.33 302.3 0 320 0C337.7 0 352 14.33 352 32V64H400C426.5 64 448 85.49 448 112V160H0V112C0 85.49 21.49 64 48 64H96V32C96 14.33 110.3 0 128 0C145.7 0 160 14.33 160 32zM0 192H448V464C448 490.5 426.5 512 400 512H48C21.49 512 0 490.5 0 464V192zM80 256C71.16 256 64 263.2 64 272V368C64 376.8 71.16 384 80 384H176C184.8 384 192 376.8 192 368V272C192 263.2 184.8 256 176 256H80z"/></svg> Semester schedule <img src="img/across-time.jpg" width="100%" style="display: block; margin: auto;" /> - **Module 5: Data Visualization** - **Module 6:** Ethics in Learning Analytics - **Module 7:** Future of Analytics - **Module 8:** Case Discussions --- # <svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M160 32V64H288V32C288 14.33 302.3 0 320 0C337.7 0 352 14.33 352 32V64H400C426.5 64 448 85.49 448 112V160H0V112C0 85.49 21.49 64 48 64H96V32C96 14.33 110.3 0 128 0C145.7 0 160 14.33 160 32zM0 192H448V464C448 490.5 426.5 512 400 512H48C21.49 512 0 490.5 0 464V192zM80 256C71.16 256 64 263.2 64 272V368C64 376.8 71.16 384 80 384H176C184.8 384 192 376.8 192 368V272C192 263.2 184.8 256 176 256H80z"/></svg> Major Assignments <img src="img/build.jpg" width="300px" style="display: block; margin: auto;" /> ### Analytics Practice (200 points) - **due end of Module 5** -- - "Identify a data source, access/collect the data, analyze it, and tell its story in a **1000- to 1500-word** report **with graphics**." -- - "What real-world problem or opportunity for improvement (however big or small) might be addressed using analytics." -- - "The **data collection process and analytic tool** you used. Succinctly discuss how your data were identified, collected, processed, and analyzed." -- - "**Graphics** are of high importance and you should include graphics (e.g. charts) to show **trends** wherever possible. Even better if you compare the relationships between variables with scatterplots and **correlations**." --- class: inverse, center, middle # <svg aria-hidden="true" role="img" viewBox="0 0 320 512" style="height:1em;width:0.62em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M204.3 32.01H96c-52.94 0-96 43.06-96 96c0 17.67 14.31 31.1 32 31.1s32-14.32 32-31.1c0-17.64 14.34-32 32-32h108.3C232.8 96.01 256 119.2 256 147.8c0 19.72-10.97 37.47-30.5 47.33L127.8 252.4C117.1 258.2 112 268.7 112 280v40c0 17.67 14.31 31.99 32 31.99s32-14.32 32-31.99V298.3L256 251.3c39.47-19.75 64-59.42 64-103.5C320 83.95 268.1 32.01 204.3 32.01zM144 400c-22.09 0-40 17.91-40 40s17.91 39.1 40 39.1s40-17.9 40-39.1S166.1 400 144 400z"/></svg> <br><br> Questions <hr> **What questions can I answer for you now?** **How can I support you this week?** <hr> <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M464 64C490.5 64 512 85.49 512 112C512 127.1 504.9 141.3 492.8 150.4L275.2 313.6C263.8 322.1 248.2 322.1 236.8 313.6L19.2 150.4C7.113 141.3 0 127.1 0 112C0 85.49 21.49 64 48 64H464zM217.6 339.2C240.4 356.3 271.6 356.3 294.4 339.2L512 176V384C512 419.3 483.3 448 448 448H64C28.65 448 0 419.3 0 384V176L217.6 339.2z"/></svg> [bret.staudtwillet@fsu.edu](mailto:bret.staudtwillet@fsu.edu) | <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M459.4 151.7c.325 4.548 .325 9.097 .325 13.65 0 138.7-105.6 298.6-298.6 298.6-59.45 0-114.7-17.22-161.1-47.11 8.447 .974 16.57 1.299 25.34 1.299 49.06 0 94.21-16.57 130.3-44.83-46.13-.975-84.79-31.19-98.11-72.77 6.498 .974 12.99 1.624 19.82 1.624 9.421 0 18.84-1.3 27.61-3.573-48.08-9.747-84.14-51.98-84.14-102.1v-1.299c13.97 7.797 30.21 12.67 47.43 13.32-28.26-18.84-46.78-51.01-46.78-87.39 0-19.49 5.197-37.36 14.29-52.95 51.65 63.67 129.3 105.3 216.4 109.8-1.624-7.797-2.599-15.92-2.599-24.04 0-57.83 46.78-104.9 104.9-104.9 30.21 0 57.5 12.67 76.67 33.14 23.72-4.548 46.46-13.32 66.6-25.34-7.798 24.37-24.37 44.83-46.13 57.83 21.12-2.273 41.58-8.122 60.43-16.24-14.29 20.79-32.16 39.31-52.63 54.25z"/></svg> [@bretsw](https://twitter.com/bretsw) | <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M352 256C352 278.2 350.8 299.6 348.7 320H163.3C161.2 299.6 159.1 278.2 159.1 256C159.1 233.8 161.2 212.4 163.3 192H348.7C350.8 212.4 352 233.8 352 256zM503.9 192C509.2 212.5 512 233.9 512 256C512 278.1 509.2 299.5 503.9 320H380.8C382.9 299.4 384 277.1 384 256C384 234 382.9 212.6 380.8 192H503.9zM493.4 160H376.7C366.7 96.14 346.9 42.62 321.4 8.442C399.8 29.09 463.4 85.94 493.4 160zM344.3 160H167.7C173.8 123.6 183.2 91.38 194.7 65.35C205.2 41.74 216.9 24.61 228.2 13.81C239.4 3.178 248.7 0 256 0C263.3 0 272.6 3.178 283.8 13.81C295.1 24.61 306.8 41.74 317.3 65.35C328.8 91.38 338.2 123.6 344.3 160H344.3zM18.61 160C48.59 85.94 112.2 29.09 190.6 8.442C165.1 42.62 145.3 96.14 135.3 160H18.61zM131.2 192C129.1 212.6 127.1 234 127.1 256C127.1 277.1 129.1 299.4 131.2 320H8.065C2.8 299.5 0 278.1 0 256C0 233.9 2.8 212.5 8.065 192H131.2zM194.7 446.6C183.2 420.6 173.8 388.4 167.7 352H344.3C338.2 388.4 328.8 420.6 317.3 446.6C306.8 470.3 295.1 487.4 283.8 498.2C272.6 508.8 263.3 512 255.1 512C248.7 512 239.4 508.8 228.2 498.2C216.9 487.4 205.2 470.3 194.7 446.6H194.7zM190.6 503.6C112.2 482.9 48.59 426.1 18.61 352H135.3C145.3 415.9 165.1 469.4 190.6 503.6V503.6zM321.4 503.6C346.9 469.4 366.7 415.9 376.7 352H493.4C463.4 426.1 399.8 482.9 321.4 503.6V503.6z"/></svg> [bretsw.com](https://bretsw.com) | <svg aria-hidden="true" role="img" viewBox="0 0 496 512" style="height:1em;width:0.97em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:#fff;overflow:visible;position:relative;"><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3 .3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6zm-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5 .3-6.2 2.3zm44.2-1.7c-2.9 .7-4.9 2.6-4.6 4.9 .3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9zM244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8zM97.2 352.9c-1.3 1-1 3.3 .7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1zm-10.8-8.1c-.7 1.3 .3 2.9 2.3 3.9 1.6 1 3.6 .7 4.3-.7 .7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3 .7zm32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3 .7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1zm-11.4-14.7c-1.6 1-1.6 3.6 0 5.9 1.6 2.3 4.3 3.3 5.6 2.3 1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2z"/></svg> [GitHub](https://github.com/bretsw/)