class: title-slide, middle ## .font200[<svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>asters] <br><br> .instructors[ .font180[Interactive raster visualization with <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>] <br><br><br> .authors140[David Beauchesne & Kevin Cazelles] <br><br> January 13, 2021 <br> .font200[ [<svg viewBox="0 0 496 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <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"></path></svg>](https://github.com/inSilecoInc/interactiveRaster) [<svg viewBox="0 0 448 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M448 73.143v45.714C448 159.143 347.667 192 224 192S0 159.143 0 118.857V73.143C0 32.857 100.333 0 224 0s224 32.857 224 73.143zM448 176v102.857C448 319.143 347.667 352 224 352S0 319.143 0 278.857V176c48.125 33.143 136.208 48.572 224 48.572S399.874 209.143 448 176zm0 160v102.857C448 479.143 347.667 512 224 512S0 479.143 0 438.857V336c48.125 33.143 136.208 48.572 224 48.572S399.874 369.143 448 336z"></path></svg>](https://github.com/inSilecoInc/interactiveRaster/blob/main/data_and_script.zip) ] ] <br> <img src="img/logoW.png" width="140px"></img>  .instructors[Content under [<svg viewBox="0 0 496 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M245.83 214.87l-33.22 17.28c-9.43-19.58-25.24-19.93-27.46-19.93-22.13 0-33.22 14.61-33.22 43.84 0 23.57 9.21 43.84 33.22 43.84 14.47 0 24.65-7.09 30.57-21.26l30.55 15.5c-6.17 11.51-25.69 38.98-65.1 38.98-22.6 0-73.96-10.32-73.96-77.05 0-58.69 43-77.06 72.63-77.06 30.72-.01 52.7 11.95 65.99 35.86zm143.05 0l-32.78 17.28c-9.5-19.77-25.72-19.93-27.9-19.93-22.14 0-33.22 14.61-33.22 43.84 0 23.55 9.23 43.84 33.22 43.84 14.45 0 24.65-7.09 30.54-21.26l31 15.5c-2.1 3.75-21.39 38.98-65.09 38.98-22.69 0-73.96-9.87-73.96-77.05 0-58.67 42.97-77.06 72.63-77.06 30.71-.01 52.58 11.95 65.56 35.86zM247.56 8.05C104.74 8.05 0 123.11 0 256.05c0 138.49 113.6 248 247.56 248 129.93 0 248.44-100.87 248.44-248 0-137.87-106.62-248-248.44-248zm.87 450.81c-112.54 0-203.7-93.04-203.7-202.81 0-105.42 85.43-203.27 203.72-203.27 112.53 0 202.82 89.46 202.82 203.26-.01 121.69-99.68 202.82-202.84 202.82z"></path></svg> <svg viewBox="0 0 496 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M314.9 194.4v101.4h-28.3v120.5h-77.1V295.9h-28.3V194.4c0-4.4 1.6-8.2 4.6-11.3 3.1-3.1 6.9-4.7 11.3-4.7H299c4.1 0 7.8 1.6 11.1 4.7 3.1 3.2 4.8 6.9 4.8 11.3zm-101.5-63.7c0-23.3 11.5-35 34.5-35s34.5 11.7 34.5 35c0 23-11.5 34.5-34.5 34.5s-34.5-11.5-34.5-34.5zM247.6 8C389.4 8 496 118.1 496 256c0 147.1-118.5 248-248.4 248C113.6 504 0 394.5 0 256 0 123.1 104.7 8 247.6 8zm.8 44.7C130.2 52.7 44.7 150.6 44.7 256c0 109.8 91.2 202.8 203.7 202.8 103.2 0 202.8-81.1 202.8-202.8.1-113.8-90.2-203.3-202.8-203.3z"></path></svg>](https://creativecommons.org/licenses/by/4.0/) unless otherwise specified] --- class: inverse, center, middle # Learning objectives ![:custom_hr]() ## .font160[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M560.02 32c-1.96 0-3.98.37-5.96 1.16L384.01 96H384L212 35.28A64.252 64.252 0 0 0 191.76 32c-6.69 0-13.37 1.05-19.81 3.14L20.12 87.95A32.006 32.006 0 0 0 0 117.66v346.32C0 473.17 7.53 480 15.99 480c1.96 0 3.97-.37 5.96-1.16L192 416l172 60.71a63.98 63.98 0 0 0 40.05.15l151.83-52.81A31.996 31.996 0 0 0 576 394.34V48.02c0-9.19-7.53-16.02-15.98-16.02zM224 90.42l128 45.19v285.97l-128-45.19V90.42zM48 418.05V129.07l128-44.53v286.2l-.64.23L48 418.05zm480-35.13l-128 44.53V141.26l.64-.24L528 93.95v288.97z"></path></svg> + <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>] --- # Learning objectives <br> 1. Understand the benefits of interactive data visualization with <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> -- 2. Learn how to create and share interactive raster maps -- 3. Learn how to build interactive dashboards -- 4. Learn how to build simple shiny apps -- Focus on `raster` package for simplicity, but all tools presented can work with `stars` -- **Objective of the day:** Everyone should be able to create and share interactive maps to visualize rasters and embed them in simple dashboards and shiny applications --- class: inverse, center, middle # <svg viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M256 8C119.043 8 8 119.083 8 256c0 136.997 111.043 248 248 248s248-111.003 248-248C504 119.083 392.957 8 256 8zm0 110c23.196 0 42 18.804 42 42s-18.804 42-42 42-42-18.804-42-42 18.804-42 42-42zm56 254c0 6.627-5.373 12-12 12h-88c-6.627 0-12-5.373-12-12v-24c0-6.627 5.373-12 12-12h12v-64h-12c-6.627 0-12-5.373-12-12v-24c0-6.627 5.373-12 12-12h64c6.627 0 12 5.373 12 12v100h12c6.627 0 12 5.373 12 12v24z"></path></svg> Rationalize ![:custom_hr]() ## Why use <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> for interactive data visualization? (~10min) --- # Interactive visualization ## Interactive data visualization > Interactive data visualization refers to the use of modern data analysis software that enables users to directly manipulate and explore graphical representations of data. -- ## Why use interactive visualization? - Identify trends - Observe relationships in data - Data storytelling - Simplify complex data - Share and explore data - Get more out of static visualizations! --- # Interactive visualization ## Javascript > [JavaScript](https://www.javascript.com/) is a text-based programming language used both on the client-side and server-side that allows you to make web pages interactive. -- > JavaScript is the modern interactive web -- - Close to 1.5 million libraries -- - Requires in depth knowledge of web-based programming, and, if you are a <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> user, learning another programming language --- # Why <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>? <br> 1. <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> packages are actively developped for interactive visualization. See the [htmlwidgets for R](https://www.htmlwidgets.org/) web page for examples -- 2. No need to learn a new language -- 3. Efficiently explore outputs from <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> analyses -- 4. Share interactive outputs of <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> analyses with collaborators in a variety of formats -- 5. For people still using [ArcGIS](www.arcgis.com) or [QGIS](www.qgis.org) solely for visual data exploration: interactive mapping in <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> can now - *partly* - address this --- # Why <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>? ## HTML widgets In <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>, HTML widgets are one of two things: 1. The [`htmlwidgets`](https://cran.r-project.org/package=htmlwidgets) package provides a framework for creating R bindings to JavaScript visualization libraries that can be rendered in a variety of formats (*e.g.* RStudio, R Markdown documents, Shiny applications, or standalone web pages). -- 2. A collection of R packages that allow a user to build interactive visualization (*i.e.* tables, charts, maps, networks, etc) through specific JavaScript libraries --- # Why <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>? ## <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> packages for interactive mapping ### **Interactive visualization in general** .pull-left[ - [`plotly`](https://cran.r-project.org/package=plotly) - uses [Plotly.js](https://plotly.com/javascript/) - [`highcharter`](https://cran.r-project.org/package=highcharter) - uses [Highcharts.js](https://jkunst.com/highcharter/) ] -- .pull-right[ *Work well with vectorized spatial objects (`sf` and `sp`) in particular. Not so much with rasters yet.* ] -- ### **Interactive mapping in particular** .pull-left[ - [`leaflet`](https://cran.r-project.org/package=leaflet) <svg viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"></path></svg> - uses [Leaflet.js](https://leafletjs.com/) ] -- .pull-right[ *Works well with vectors (`sf` and `sp`) and rasters (`raster` and `stars`)* ] -- ### **<svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> packages expanding `leaflet` capabilities** - [`mapview`](https://cran.r-project.org/package=mapview) <svg viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"></path></svg> - [`tmap`](https://cran.r-project.org/package=tmap) <svg viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z"></path></svg> --- class: inverse, center, middle # Interactive raster mapping ![:custom_hr]() ## .font160[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M560.02 32c-1.96 0-3.98.37-5.96 1.16L384.01 96H384L212 35.28A64.252 64.252 0 0 0 191.76 32c-6.69 0-13.37 1.05-19.81 3.14L20.12 87.95A32.006 32.006 0 0 0 0 117.66v346.32C0 473.17 7.53 480 15.99 480c1.96 0 3.97-.37 5.96-1.16L192 416l172 60.71a63.98 63.98 0 0 0 40.05.15l151.83-52.81A31.996 31.996 0 0 0 576 394.34V48.02c0-9.19-7.53-16.02-15.98-16.02zM224 90.42l128 45.19v285.97l-128-45.19V90.42zM48 418.05V129.07l128-44.53v286.2l-.64.23L48 418.05zm480-35.13l-128 44.53V141.26l.64-.24L528 93.95v288.97z"></path></svg> + <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>] (1h) --- # <a href="https://leafletjs.com/"><img src="https://leafletjs.com/docs/images/logo.png" alt="" width="25%"></a> ## Leaflet library > Leaflet is the leading open-source JavaScript library for mobile-friendly interactive maps. Weighing just about 39 KB of JS, it has all the mapping features most developers ever need. -- <h3>Examples^*</h3> - [The New York Times](https://www.nytimes.com/projects/elections/2013/nyc-primary/mayor/map.html) - [The Washington Post](https://www.washingtonpost.com/sf/local/2013/11/09/washington-a-world-apart/) - [GitHub](https://github.blog/2013-06-13-there-s-a-map-for-that/) - [Open Street Map](https://www.openstreetmap.org/#map=11/46.8543/-71.3414) .font70[ ^*Examples provided in R Studio's [Leaflet for R](https://rstudio.github.io/leaflet/) introduction ] --- # <a href="https://leafletjs.com/"><img src="https://leafletjs.com/docs/images/logo.png" alt="" width="25%"></a> ## <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> package [`leaflet`](https://cran.r-project.org/package=leaflet) .font90[06/2015 (1.0.0) &nbsp; // &nbsp; 01/2021 (2.0.4.1)] - The `leaflet` package integrates and controls Leaflet maps through <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> -- ### **Features** - .font70[full list [here](https://rstudio.github.io/leaflet/)] .font90[ - Interactive panning/zooming - Compose maps using: - Map tiles - Markers - Polygons - Lines - Rasters - Popups - Embed maps in knitr/R Markdown documents and Shiny apps ] --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) ## Quick map .pull-left2[ Leaflet map centered on the St. Lawrence ```r library(leaflet) lf <- leaflet() %>% setView(lng = -63, lat = 48, zoom = 5) addTiles(group = 'Default') lf ``` .font70[See [`setView()`](https://www.rdocumentation.org/packages/leaflet/versions/2.0.3/topics/setView) documentation for more options to set map extent.] ] .pull-right2[ <div id="htmlwidget-f51af48094265f2114df" style="width:432px;height:432px;" class="leaflet html-widget"></div> <script type="application/json" data-for="htmlwidget-f51af48094265f2114df">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"calls":[{"method":"addTiles","args":["//{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,"Default",{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"http://openstreetmap.org\">OpenStreetMap<\/a> contributors, <a href=\"http://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]}],"setView":[[48,-63],5,[]]},"evals":[],"jsHooks":[]}</script> ] --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) ## A quick word on pipes The pipe operator `%>%` is a chained method that lets you pass an intermediate result to the next function. Thus, these two code chunks provide the same output: .pull-left[ ```r # Example with pipe operator lf <- leaflet() %>% setView(lng = -63, lat = 48, zoom = 5) %>% addTiles(group = 'Default') ``` ] .pull-right[ ```r # Example without pipe operator lf <- setView(map = leaflet(), lng = -63, lat = 48, zoom = 5) lf <- addTiles(map = lf, group = 'Default') ``` ] .font70[`%>%` is similar to the `+` operator used by `ggplot2` and `tmap`] .font70[See [here](https://www.datacamp.com/community/tutorials/pipe-r-tutorial) for a full description of the history and use of pipes. Note that in the upcoming release A [simple native pipe syntax](https://cran.r-project.org/doc/manuals/r-devel/NEWS.html), `|>`, will be included in the upcoming stable release. ] --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) ## Base maps .pull-left2[ `addTiles()` uses [OpenStreetMap](https://www.openstreetmap.org/) as default base map. Use `addProviderTiles()` for other options. ```r leaflet() %>% setView(lng = -63, lat = 48, zoom = 5) %>% addProviderTiles('Esri.OceanBasemap', group = 'Ocean') ``` .font90[Full provider list [here](http://leaflet-extras.github.io/leaflet-providers/preview/index.html)] ] .pull-right2[ <div id="htmlwidget-58a83c58a2b54942bb2b" style="width:432px;height:432px;" class="leaflet html-widget"></div> <script type="application/json" data-for="htmlwidget-58a83c58a2b54942bb2b">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[48,-63],5,[]],"calls":[{"method":"addProviderTiles","args":["Esri.OceanBasemap",null,"Ocean",{"errorTileUrl":"","noWrap":false,"detectRetina":false}]}]},"evals":[],"jsHooks":[]}</script> ] --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) ## Multiple base maps .pull-left2[ Use [`addLayersControl()`](https://www.rdocumentation.org/packages/leaflet/versions/2.0.3/topics/addLayersControl) to toggle base map selection. .font90[ ```r lf <- lf %>% addProviderTiles('Esri.OceanBasemap', group = 'Ocean') %>% addProviderTiles("OpenTopoMap", group = "Topo") %>% # Add layer selection addLayersControl( baseGroups = c('Default','Ocean', 'Topo'), position = 'topleft') lf ``` Note that we are adding features to the preexisting `lf` object ] ] .pull-right2[ <div id="htmlwidget-10e46dc1f50c0b35688d" style="width:432px;height:432px;" class="leaflet html-widget"></div> <script type="application/json" data-for="htmlwidget-10e46dc1f50c0b35688d">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[48,-63],5,[]],"calls":[{"method":"addTiles","args":["//{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,"Default",{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"http://openstreetmap.org\">OpenStreetMap<\/a> contributors, <a href=\"http://creativecommons.org/licenses/by-sa/2.0/\">CC-BY-SA<\/a>"}]},{"method":"addProviderTiles","args":["Esri.OceanBasemap",null,"Ocean",{"errorTileUrl":"","noWrap":false,"detectRetina":false}]},{"method":"addProviderTiles","args":["OpenTopoMap",null,"Topo",{"errorTileUrl":"","noWrap":false,"detectRetina":false}]},{"method":"addLayersControl","args":[["Default","Ocean","Topo"],[],{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}]},"evals":[],"jsHooks":[]}</script> ] --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) ## Add rasters First, get some raster layers from the [`eDrivers`](https://github.com/eDrivers/eDrivers) <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> package, which provides data on environmental stressors for the St. Lawrence System. Let's get data for hypoxia, demersal destructive fisheries (trawl and dredge), and acidification. ```r # Install eDrivers # devtools::install_github('eDrivers/eDrivers') # Load data from eDrivers library(eDrivers) fetchDrivers(drivers = c('Hypoxia','FisheriesDD','Acidification'), output = 'data') # Raster objects from eDrivers class objects library(raster) hyp <- raster('data/Hypoxia.tif') fish <- raster('data/FisheriesDD.tif') acid <- raster('data/Acidification.tif') ``` .font70[Use `fetchList()` to see all data available in `eDrivers`] --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) ## Add rasters .pull-left2[ Use [`addRasterImage()`](https://www.rdocumentation.org/packages/leaflet/versions/2.0.3/topics/addRasterImage) to add rasters from `raster` package. ```r lf <- lf %>% addRasterImage(hyp,group = 'Hyp') %>% addRasterImage(fish,group = 'Fish') %>% addRasterImage(acid,group = 'Acid') %>% # Reset layer selection addLayersControl( baseGroups = c('Default','Ocean', 'Topo'), overlayGroups = c('Hyp','Fish', 'Acid'), position = 'topleft') lf ``` ] .pull-right2[ <div id="htmlwidget-834208c513f97a3070fc" style="width:432px;height:432px;" class="leaflet html-widget"></div> <script type="application/json" data-for="htmlwidget-834208c513f97a3070fc">{"x":{"options":{"crs":{"crsClass":"L.CRS.EPSG3857","code":null,"proj4def":null,"projectedBounds":null,"options":{}}},"setView":[[48,-63],5,[]],"calls":[{"method":"addTiles","args":["//{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",null,"Default",{"minZoom":0,"maxZoom":18,"tileSize":256,"subdomains":"abc","errorTileUrl":"","tms":false,"noWrap":false,"zoomOffset":0,"zoomReverse":false,"opacity":1,"zIndex":1,"detectRetina":false,"attribution":"© <a href=\"http://openstreetmap.org\">OpenStreetMap<\/a> contributors, <a 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",[[52.6472661800644,-71.2395485484464],[45.1512880608828,-55.8059336021561]],1,null,null,"Acid"]},{"method":"addLayersControl","args":[["Default","Ocean","Topo"],["Hyp","Fish","Acid"],{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[45.1512880608828,52.6472661800644],"lng":[-71.2395485484464,-55.8059336021561]}},"evals":[],"jsHooks":[]}</script> ] --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) ## Add rasters **A couple warnings:** - `leaflet` uses the [EPSG:3857](https://spatialreference.org/ref/sr-org/7483/) projection and will convert the layers you add automatically. You may want to reproject your rasters manually with argument `project = FALSE` in `addRasterImage()` to save computing time. -- - Raster size is limited by default. Use argument `maxBytes` in `addRasterImage()` to change this. (Hint: try to add `bathy.tif` to a leaflet map) --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) - Leaflet maps can be exported using `saveWidget()` from the `htmlwidget` package ```r dir.create('output') htmlwidgets::saveWidget(lf, file="output/lf.html") ``` --- # Package [`leaflet`](https://cran.r-project.org/package=leaflet) <div class="countdown" id="timer_5fff5fee" style="right:0;bottom:0;" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">20</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> ### .font90[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Select two raster layers to map and change their projection to EPSG:3857] .font80[ - Use [https://epsg.io/](https://epsg.io/) to get the `proj` string ] ### .font90[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Generate a leaflet map with:] .font80[ - Two tile providers (hint: visit [this](http://leaflet-extras.github.io/leaflet-providers/preview/index.html) website) - The two newly projected raster layers - Set view to the Bedford Institute of Oceanography - Get coordinates from [Google Maps](https://www.google.ca/maps) or [OpenStreetMap](https://www.openstreetmap.org/) ] ### .font90[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Use a custom color palette to render the rasters (hint: look up [`colorNumeric()`](https://www.rdocumentation.org/packages/leaflet/versions/2.0.3/topics/colorNumeric))] ### .font90[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Render a single raster on map startup (hint: look up [`hideGroup()`](https://rdrr.io/cran/leaflet/man/showGroup.html))] --- # Solution .font90[ ```r # Project rasters prj <- '+proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +wktext +no_defs' hyp2 <- projectRaster(hyp, crs = CRS(prj)) acid2 <- projectRaster(acid, crs = CRS(prj)) # Colors cols <- c("#c7cbce", "#687677", "#222d3d", "#25364a", "#172434", "#ad6a11", "#e6a331", "#e4be29", "#f2ea8b") # Leaflet map leaflet() %>% setView(lng = -63.6118, lat = 44.6828, zoom = 5) %>% addProviderTiles('Esri.OceanBasemap', group = 'Ocean') %>% addProviderTiles("OpenTopoMap", group = "Topo") %>% addRasterImage(hyp2, group = 'Hyp', project = FALSE, colors = colorNumeric(cols, values(hyp2), na.color = "transparent")) %>% addRasterImage(acid2, group = 'Acid', project = FALSE, colors = colorNumeric(cols, values(acid2), na.color = "transparent")) %>% # Reset layer selection addLayersControl(baseGroups = c('Ocean', 'Topo'), overlayGroups = c('Hyp','Acid'), position = 'topleft') %>% # Hide 2 layers hideGroup(c("Fish","Acid")) ``` ] --- # Package [`mapview`](https://cran.r-project.org/package=mapview) ## <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> package [`mapview`](https://cran.r-project.org/package=mapview) .font90[12/2015 (1.0.0) &nbsp; // &nbsp; 08/2020 (2.9.0)] > `mapview` provides functions to very quickly and conveniently create interactive visualisations of spatial data. It’s main goal is to fill the gap of quick (not presentation grade) interactive plotting to examine and visually investigate both aspects of spatial data, the geometries and their attributes. --- # Package [`mapview`](https://cran.r-project.org/package=mapview) ```r library(mapview) mv <- mapview(hyp) + fish + acid mv ``` <div id="htmlwidget-d804242ca47f9729fa80" style="width:864px;height:432px;" class="leaflet html-widget"></div> <script type="application/json" 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",[[51.601431066572,-69.3360071645025],[45.6696682285398,-56.3844608855116]],0.8,null,"fish","fish"]},{"method":"addControl","args":["","topright","imageValues-fish","info 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",[[51.9877300418796,-70.9969403328457],[45.537250063449,-55.8059336021561]],0.8,null,"acid","acid"]},{"method":"addLayersControl","args":[["CartoDB.Positron","CartoDB.DarkMatter","OpenStreetMap","Esri.WorldImagery","OpenTopoMap"],["hyp","fish","acid"],{"collapsed":true,"autoZIndex":true,"position":"topleft"}]},{"method":"addControl","args":["","topright","imageValues-acid","info legend "]},{"method":"addImageQuery","args":["acid",[-70.9969403328457,45.537250063449,-55.8059336021561,51.9877300418796],"mousemove",7,"Layer"]},{"method":"addLegend","args":[{"colors":["#040404 , #2F1344 12.9850066637603%, #671066 26.353137166492%, #9F1875 39.7212676692237%, #CF3B6B 53.0893981719554%, #F26D36 66.4575286746871%, #F7A92D 79.8256591774188%, #FAE073 93.1937896801504%, #FFFE9E "],"labels":["0.2","0.3","0.4","0.5","0.6","0.7","0.8"],"na_color":"#BEBEBE","na_label":"NA","opacity":1,"position":"topright","type":"numeric","title":"acid","extra":{"p_1":0.129850066637603,"p_n":0.931937896801504},"layerId":null,"className":"info legend","group":"acid"}]},{"method":"addHomeButton","args":[-71.2395485484464,45.1514697459708,-55.8059336021561,52.6471988767194,"acid","Zoom to acid","<strong> acid <\/strong>","bottomright"]},{"method":"addHomeButton","args":[-7903343.24573281,5706500.80323623,-6212288.11183525,6797907.19258607,null,"Zoom to full extent","<strong>Zoom full<\/strong>","bottomleft"]}],"limits":{"lat":[46.9379128587829,50.7710243586116],"lng":[-69.597277550534,-57.4482046000685]},"fitBounds":[5706500.80323623,-7903343.24573281,6797907.19258607,-6212288.11183525,[]]},"evals":[],"jsHooks":{"render":[{"code":"function(el, x, data) {\n return (\n function(el, x, data) {\n // get the leaflet map\n var map = this; //HTMLWidgets.find('#' + el.id);\n // we need a new div element because we have to handle\n // the mouseover output separately\n // debugger;\n function addElement () {\n // generate new div Element\n var newDiv = $(document.createElement('div'));\n // append at end of leaflet htmlwidget container\n $(el).append(newDiv);\n //provide ID and style\n newDiv.addClass('lnlt');\n newDiv.css({\n 'position': 'relative',\n 'bottomleft': '0px',\n 'background-color': 'rgba(255, 255, 255, 0.7)',\n 'box-shadow': '0 0 2px #bbb',\n 'background-clip': 'padding-box',\n 'margin': '0',\n 'padding-left': '5px',\n 'color': '#333',\n 'font': '9px/1.5 \"Helvetica Neue\", Arial, Helvetica, sans-serif',\n 'z-index': '700',\n });\n return newDiv;\n }\n\n\n // check for already existing lnlt class to not duplicate\n var lnlt = $(el).find('.lnlt');\n\n if(!lnlt.length) {\n lnlt = addElement();\n\n // grab the special div we generated in the beginning\n // and put the mousmove output there\n\n map.on('mousemove', function (e) {\n if (e.originalEvent.ctrlKey) {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() +\n ' | x: ' + L.CRS.EPSG3857.project(e.latlng).x.toFixed(0) +\n ' | y: ' + L.CRS.EPSG3857.project(e.latlng).y.toFixed(0) +\n ' | epsg: 3857 ' +\n ' | proj4: +proj=merc +a=6378137 +b=6378137 +lat_ts=0.0 +lon_0=0.0 +x_0=0.0 +y_0=0 +k=1.0 +units=m +nadgrids=@null +no_defs ');\n } else {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() + ' ');\n }\n });\n\n // remove the lnlt div when mouse leaves map\n map.on('mouseout', function (e) {\n var strip = document.querySelector('.lnlt');\n if( strip !==null) strip.remove();\n });\n\n };\n\n //$(el).keypress(67, function(e) {\n map.on('preclick', function(e) {\n if (e.originalEvent.ctrlKey) {\n if (document.querySelector('.lnlt') === null) lnlt = addElement();\n lnlt.text(\n ' lon: ' + (e.latlng.lng).toFixed(5) +\n ' | lat: ' + (e.latlng.lat).toFixed(5) +\n ' | zoom: ' + map.getZoom() + ' ');\n var txt = document.querySelector('.lnlt').textContent;\n console.log(txt);\n //txt.innerText.focus();\n //txt.select();\n setClipboardText('\"' + txt + '\"');\n }\n });\n\n }\n ).call(this.getMap(), el, x, data);\n}","data":null},{"code":"function(el, x, data) {\n return (function(el,x,data){\n var map = this;\n\n map.on('keypress', function(e) {\n console.log(e.originalEvent.code);\n var key = e.originalEvent.code;\n if (key === 'KeyE') {\n var bb = this.getBounds();\n var txt = JSON.stringify(bb);\n console.log(txt);\n\n setClipboardText('\\'' + txt + '\\'');\n }\n })\n }).call(this.getMap(), el, x, data);\n}","data":null}]}}</script> --- # Package [`mapview`](https://cran.r-project.org/package=mapview) ```r dir.create('output') mapshot(mv, url = 'output/map.html') ``` The interactive map can then be shared with the `html` file and `map_files/` folder --- # Package [`mapview`](https://cran.r-project.org/package=mapview) <div class="countdown" id="timer_5fff60bb" style="right:0;bottom:0;" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">10</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> <br/> ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Recreate the map you generated before with `leaflet` using `mapview` -- ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Export it as a `html` file in the `output/` folder -- ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Open the `.html` file in your web browser -- ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Send it to your best friend! --- # Solution ```r # Color ramp palette pal <- colorRampPalette(cols) # Mapview mv <- mapview(hyp2, col.regions = pal) + mapview(acid2, col.regions = pal) # Export dir.create('output') mapshot(mv, url = 'output/mapviewEx.html') # Send email # Not actually going to do this! But! If you want to send emails through R, check this blog post: # https://blog.mailtrap.io/r-send-email/ ``` --- # Package [`tmap`](https://cran.r-project.org/package=tmap) ## <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> package [`tmap`](https://cran.r-project.org/package=tmap) .font90[12/2015 (1.0.0) &nbsp; // &nbsp; 08/2020 (2.9.0)] - `tmap` creates flexible thematic maps. -- - We have looked at the static mapping visualization it offers -- - Now we look at the interactive capabilities --- # Package [`tmap`](https://cran.r-project.org/package=tmap) .pull-left[ .font90[ ```r library(tmap) tmap_mode("plot") static <- tm_shape(fish) + tm_raster(title = "Fisheries") static ``` <img src="index_files/figure-html/unnamed-chunk-7-1.png" style="display: block; margin: auto;" /> ] ] .pull-right[ .font90[ ```r library(tmap) tmap_mode("view") inter <- tm_shape(fish) + tm_raster(title = "Fisheries") inter ``` <div id="htmlwidget-e80619cf43a61dbba139" style="width:396px;height:360px;" class="leaflet html-widget"></div> <script type="application/json" 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",[[52.647279730211,-71.2395485484464],[45.1493569466558,-55.8041846955728]],1,null,"tmap401","fish"]},{"method":"addLegend","args":[{"colors":["#FEF6BA","#FECF66","#F88B22","#CC4C02"],"labels":["0 to 5,000","5,000 to 10,000","10,000 to 15,000","15,000 to 20,000"],"na_color":null,"na_label":"NA","opacity":1,"position":"topright","type":"unknown","title":"Fisheries","extra":null,"layerId":"legend401","className":"info legend","group":"fish"}]},{"method":"addLayersControl","args":[["Esri.WorldGrayCanvas","OpenStreetMap","Esri.WorldTopoMap"],"fish",{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[45.1493569466558,52.647279730211],"lng":[-71.2395485484464,-55.8041846955728]},"fitBounds":[45.1506017261565,-71.2395485484464,52.6153788413206,-55.8059336021561,[]]},"evals":[],"jsHooks":[]}</script> ] ] --- # Package [`tmap`](https://cran.r-project.org/package=tmap) .pull-left[ .font90[ ```r library(tmap) tmap_mode("plot") static <- tm_shape(fish) + tm_raster(title = "Fisheries") static # Export as png tmap_save(static, filename = "output/Fisheries.png") ``` ] ] .pull-right[ .font90[ ```r library(tmap) tmap_mode("view") inter <- tm_shape(fish) + tm_raster(title = "Fisheries") inter # Export as html tmap_save(inter, filename = "output/Fisheries.html") ``` ] ] --- # Package [`tmap`](https://cran.r-project.org/package=tmap) ## Multiple layers .pull-left2[ Use `tm_facets()` to include multiple raster layers ```r rstack <- stack(hyp, fish, acid) tmap_mode("view") tm_shape(rstack) + tm_raster(title = c("Hypoxia", "Fisheries", "Acidification")) + tm_facets(as.layers = TRUE, free.scales.raster = TRUE) ``` ] .pull-right2[ <div id="htmlwidget-8da23db85a61da8b7773" style="width:432px;height:432px;" class="leaflet html-widget"></div> <script type="application/json" 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",[[52.647279730211,-71.2395485484464],[45.1493569466557,-55.8041846955728]],1,null,"tmap403","Acidification"]},{"method":"addLegend","args":[{"colors":["#FFF8C4","#FEDE86","#FEAA38","#EA6E13","#B74202"],"labels":["0.0 to 0.2","0.2 to 0.4","0.4 to 0.6","0.6 to 0.8","0.8 to 1.0"],"na_color":null,"na_label":"NA","opacity":1,"position":"topright","type":"unknown","title":"Acidification","extra":null,"layerId":"legend403","className":"info legend","group":"Acidification"}]},{"method":"addLayersControl","args":[["Esri.WorldGrayCanvas","OpenStreetMap","Esri.WorldTopoMap"],["Hypoxia","FisheriesDD","Acidification"],{"collapsed":true,"autoZIndex":true,"position":"topleft"}]}],"limits":{"lat":[45.1493569466557,52.647279730211],"lng":[-71.2395485484464,-55.8041846955728]},"fitBounds":[45.1506017261565,-71.2395485484464,52.6153788413206,-55.8059336021561,[]]},"evals":[],"jsHooks":[]}</script> ] --- # Package [`tmap`](https://cran.r-project.org/package=tmap) <div class="countdown" id="timer_5fff5f9c" style="right:0;bottom:0;" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">10</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> <br/> ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Recreate the static map you generated before using `tmap` as an interactive map but first **resample** the raster to have a maximum of 20 cells per °. ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Export it as a `.html` file in the `output/` folder ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> View the '.html' file in your web browser --- # Solution .font90[ ```r # manipulation library(stars) ras <- read_stars("data/bathy.tif") stl <- sf::st_read("data/st_laurence.geojson") ras2 <- st_warp(ras, cellsize = .05, crs = st_crs(ras)) ras_v <- ras2[stl] names(ras_v) <- "Elevation" # view mode tmap_mode("view") # colors pal <- colorRampPalette(c("#c7cbce", "#687677", "#222d3d", "#25364a", "#172434", "#ad6a11", "#e6a331", "#e4be29", "#f2ea8b")) # raster elv <- tm_shape(ras_v) + tm_raster("Elevation", breaks = seq(-800, 200, 100), palette = pal(11), midpoint = NA) + tm_layout(main.title = "St-Lawrence river & Gulf", main.title.color = "#ad6a11") + tm_xlab("longitude", size = 0.5) + tm_ylab("latitude", size = 0.5) + tm_graticules(lwd = .5, col = "#aaaaaa") shp <- tm_shape(stl) + tm_borders(col = "black", lwd = 2) oth <- tm_compass(type = "8star", position = c("left", "bottom")) + tm_scale_bar(breaks = c(0, 100, 200), text.size = .8) + tm_logo(c("https://www.r-project.org/logo/Rlogo.png"), position = c("right", "top"), height = 3) tmapEx <- elv + shp + oth # Export tmap_save(tmapEx, filename = "output/tmapEx.html") ``` ] --- class: inverse, center, middle # Interactive data dashboards ![:custom_hr]() ## .font160[~30 min] --- # Interactive data dashboards - Data dashboards are information management tools used to visually display, track, analyze and share related data visualizations and that meet a particular objective. They can be viewed as interactive reports. -- - Multiple types of dashboards, for example: - Operational dashboards - Strategic dashboards - Analytical dashboards -- - Can be automatically updated as new data becomes available --- # Interactive data dashboards in <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> ## <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) .font90[05/2016 (0.2.0) &nbsp; // &nbsp; 06/2020 (0.5.2)] - Uses [R Markdown](https://rmarkdown.rstudio.com/) to create a grid dashboard that adapts the size of the dashboard components to the containing web page. -- - Custom layouts based on rows and columns in a R Markdown document -- - Can contain a wide variety of components: - htmlwidgets - base - lattice - grid - tabular data - text --- # Interactive data dashboards in <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> <iframe src="https://beta.rstudioconnect.com/jjallaire/htmlwidgets-highcharter/htmlwidgets-highcharter.html#sales-by-category" style="width:100%; height:65vh;"></iframe> --- # A (very!) quick intro to R Markdown^* .font70[^*See [R Markdown](https://rmarkdown.rstudio.com/) documentation for more details and [here](https://insileco.github.io/ResearchDown/) for a more complete presentation] ## R Markdown universe R Markdown produces dynamic document in a variety of format. ### Opens new possibilities with R: * make CV, poster ([`posterdown`](https://CRAN.R-project.org/package=posterdown)) & online presentation ([`xaringan`](https://CRAN.R-project.org/package=xaringan)) * format scientific paper ([`rticles`](https://CRAN.R-project.org/package=rticles)) * help to document your research through notebook ([`bookdown`](https://CRAN.R-project.org/package=bookdown)) * build an academic blog or website ([`blogdown`](https://CRAN.R-project.org/package=blogdown)) --- # A (very!) quick intro to R Markdown^* .font70[^*See [R Markdown](https://rmarkdown.rstudio.com/) documentation for more details and [here](https://insileco.github.io/ResearchDown/) for a more complete presentation] ## But what's R Markdown? - ["An authoring framework for data science."](https://rmarkdown.rstudio.com/lesson-1.html) (✔️) - [A document format (.Rmd).](https://bookdown.org/yihui/rmarkdown/) (✔️) - [An R package named rmarkdown.](https://rmarkdown.rstudio.com/docs/) (✔️) - ["A tool for integrating text, code, and results."](https://r4ds.had.co.nz/communicate-intro.html) (✔️) - ["A file format for making dynamic documents with R."](https://rmarkdown.rstudio.com/articles_intro.html) (✔️) - ["A computational document."](http://radar.oreilly.com/2011/07/wolframs-computational-documen.html) (✔️) - [Wizardry.](https://raw.githubusercontent.com/allisonhorst/stats-illustrations/master/rstats-artwork/rmarkdown_wizards.png) (🧙) --- # A (very!) quick intro to R Markdown^* .font70[^*See [R Markdown](https://rmarkdown.rstudio.com/) documentation for more details and [here](https://insileco.github.io/ResearchDown/) for a more complete presentation] ## How does R Markdown work? .pull-left[ <img src="img/Rmdformat.png" width="100%" style="display: block; margin: auto;" /> ] .pull-right[ - 🤷 - I press knit, a document appears, and I believe that anything happening in between could be actual magic. - `knitr` executes the code and converts `.Rmd` to `.md`; Pandoc renders the `.md` file to the output format you want. ] --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) ```r library(rmarkdown) library(flexdashboard) draft("dashboard.Rmd", template = "flex_dashboard", package = "flexdashboard") ``` Creates a `.Rmd` document with a dashboard layout --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) .pull-left[ .font70[ ````md --- title: "Untitled" output: flexdashboard::flex_dashboard: orientation: columns vertical_layout: fill --- ```r library(flexdashboard) ``` Column {data-width=650} ------------------------------ ### Chart A ```r ``` Column {data-width=350} ------------------------------ ### Chart B ```r ``` ### Chart C ```r ``` ```` ] ] --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) .pull-left[ .font70[ ````md --- title: "Untitled" output: flexdashboard::flex_dashboard: orientation: columns vertical_layout: fill --- ```r library(flexdashboard) ``` Column {data-width=650} ------------------------------ ### Chart A ```r ``` Column {data-width=350} ------------------------------ ### Chart B ```r ``` ### Chart C ```r ``` ```` ] ] .pull-right[ .font70[ **Setup global environment** (optional) ````md ```r library(flexdashboard) ``` ```` **Columns** of width X: level 2 markdown header ```md Column {data-width=X} --------------------- or ## Column {data-width=X} ``` **Rows**: level 3 markdown header ```md ### Chart name ``` **Charts**: r code chunk ````md ```r # Viz here ``` ```` ] ] --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) .pull-left[ .font70[ ````md --- title: "Untitled" output: flexdashboard::flex_dashboard: orientation: columns vertical_layout: fill --- ```r library(flexdashboard) ``` Column {data-width=650} ------------------------------ ### Chart A ```r ``` Column {data-width=350} ------------------------------ ### Chart B ```r ``` ### Chart C ```r ``` ```` ] ] .pull-right[ <br/> <img src="img/layout.png" alt="" width="100%"> ] --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) Use `rmarkdown::render()` to render `.html` dashboard and visualize the still empty dashboard by opening `dashboard.html` in your web browser. ```r rmarkdown::render('dashboard.Rmd') ``` --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) We start by setting up the global environment for the dashboard ````md ```r library(flexdashboard) library(raster) library(tmap) library(plotly) hyp <- raster('data/Hypoxia.tif') acid <- raster('data/Acidification.tif') rstack <- stack(hyp, acid) ``` ```` --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) We will now populate the dashboard with some visual components. Chart 1: `tmap` interactive map including hypoxia and acidification ````md ### Chart A ```r tmap_mode('view') tm_shape(rstack) + tm_raster(title = c("Hypoxia", "Acidification")) + tm_facets(as.layers = TRUE, free.scales.raster = TRUE) ``` ```` --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) We will now populate the dashboard with some visual components. Chart 2: Overlaid histograms of values for hypoxia and acidification using `plotly` ````md ### Chart B ```r plot_ly(alpha = 0.6, nbinsx = 30) %>% add_histogram(x = values(hyp), name = 'Hypoxia') %>% add_histogram(x = values(acid), name = 'Acidification') %>% layout(barmode = "overlay") ``` ```` --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) We will now populate the dashboard with some visual components. Chart 3: `tmap` interactive map of the sum of hypoxia and acidification ````md ### Chart C ```r s <- sum(rstack, na.rm = TRUE) s[is.na(values(acid))] <- NA tm_shape(s) + tm_raster(title = "Cumulative exposure") ``` ```` --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) Render the now populated dashboard and visualize it by opening `dashboard.html` in your web browser. ```r rmarkdown::render('dashboard.Rmd') ``` --- # Package [`flexdashboard`](https://cran.r-project.org/package=flexdashboard) <div class="countdown" id="timer_5fff5fd1" style="right:0;bottom:0;" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">20</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> <br/> ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Create a `flexdashboard` template -- ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Create a `flexdashboard` layout with 2 columns and 2 rows -- ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Include 4 charts of your choice. Include at least: - 1 interactive map using `leaflet()` - 1 interactive map using `tmap()` -- ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Give a name to your dashboard and your charts -- ### <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Render the dashboard as `.html` document --- # Solution Load solution file here: [<svg viewBox="0 0 448 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M448 73.143v45.714C448 159.143 347.667 192 224 192S0 159.143 0 118.857V73.143C0 32.857 100.333 0 224 0s224 32.857 224 73.143zM448 176v102.857C448 319.143 347.667 352 224 352S0 319.143 0 278.857V176c48.125 33.143 136.208 48.572 224 48.572S399.874 209.143 448 176zm0 160v102.857C448 479.143 347.667 512 224 512S0 479.143 0 438.857V336c48.125 33.143 136.208 48.572 224 48.572S399.874 369.143 448 336z"></path></svg>](https://github.com/inSilecoInc/interactiveRaster/blob/main/dashboard_Sol.Rmd) --- class: inverse, center, middle # Shiny applications ![:custom_hr]() ## .font160[~30 min] --- # Shiny applications - Interactive capabilities thus far limited to base maps, panning, zooming and clicking. -- - Underlying code remains static with a fixed user interfaces. -- - Capabilities are limited in terms of user input for controlling interactive content. -- - In comes Shiny! --- # Shiny applications ## <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> package [`shiny`](https://cran.r-project.org/package=shiny) .font90[12/2012 (0.2.3) &nbsp; // &nbsp; 06/2020 (1.5.0)] > [`shiny`](https://cran.r-project.org/package=shiny) makes it incredibly easy to build interactive web applications with R. Automatic "reactive" binding between inputs and outputs and extensive prebuilt widgets make it possible to build beautiful, responsive, and powerful applications with minimal effort. <img src="https://images.ctfassets.net/k49d63tr8kcn/5lTAuBdak8qsamGwC0kEMO/61052086f3eca17dc27bd79b4b5737aa/Shiny.png" alt="" width="45%"> --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## Pros - The package makes it possible to use R's data analysis and visualization capabilities in an app. Although we focuse on mapping rasters, `shiny` allows for much more extensive capabilities. -- - Applications can be run locally, deployed on R Studio's [Shiny Server](https://rstudio.com/products/shiny/shiny-server/), or to a hosting service such as [shinyapps.io](https://shinyapps.io) -- - Extensive documentation and material is available for shiny applications. -- - See R Studio's [Shiny apps library](https://shiny.rstudio.com/gallery/) for many examples --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## Cons - Syntax and logic of a Shiny application is a little bit different than what we are usually used to with R -- - Harder to troubleshoot and know exactly what is going on under the hood -- - Because it is more complex, it is worthwhile to really ponder whether a shiny application is necessary for what we wish to accomplish --- # [`shiny`](https://CRAN.R-project.org/package=shiny) .font80[ ```r # General environment / data preparation library(shiny) library(leaflet) library(raster) Hypoxia <- raster('data/Hypoxia.tif') Acidification <- raster('data/Acidification.tif') Fisheries <- raster('data/FisheriesDD.tif') rstack <- stack(Hypoxia, Acidification, Fisheries) # User interface ui <- fluidPage( radioButtons(inputId = 'raster', label = 'Rasters to select', choices = c("Hypoxia" = "Hypoxia", "Fisheries" = "FisheriesDD", "Acidification" = "Acidification")), leafletOutput(outputId = "map", height = 800) ) # Server function server <- function(input, output) { output$map <- renderLeaflet({ leaflet() %>% addProviderTiles("CartoDB.Positron") %>% addRasterImage(rstack[[input$raster]]) }) } # Shiny app function shinyApp(ui, server) ``` ] --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## Structure - User interface object `ui`: - Controls layout and appearance of the app - Front end of the app - What the user sees and interacts with -- - Server function `server`: - Instructions sent to the computer/server running R to build the app - Back end of the application -- - A call to the shinyApp function `shinyApp(ui, server)` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## General environment ```r # General environment / data preparation library(shiny) library(leaflet) library(raster) Hypoxia <- raster('data/Hypoxia.tif') Acidification <- raster('data/Acidification.tif') Fisheries <- raster('data/FisheriesDD.tif') rstack <- stack(Hypoxia, Acidification, Fisheries) ``` - The general environment - *i.e.* before the `ui` object and `server` function can be used to load libraries, data, functions, or any other components that can be used by your app and be loaded only once. --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## [Control widget](https://shiny.rstudio.com/gallery/widget-gallery.html) ```r radioButtons(inputId = 'raster', label = 'Rasters to select', choices = c("Hypoxia" = "Hypoxia", "Fisheries" = "FisheriesDD", "Acidification" = "Acidification")), ``` - In the `ui` object, used to provide choices to a user to interact with the app -- - Creates a list object called `input` with `inputId` as vectors containing the elements chosen by the user that can be used by the server to update displayed elements. For example, if the user selects `'Hypoxia'`, then this value will be accessible through `input$raster` on the server side of the application. ```r input <- list(raster = 'Hypoxia') input$raster > "Hypoxia" ``` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## [Control widget](https://shiny.rstudio.com/gallery/widget-gallery.html) <iframe src="https://shiny.rstudio.com/gallery/widget-gallery.html" style="width:100%; height:65vh;"></iframe> --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## [Reactive output](https://shiny.rstudio.com/tutorial/written-tutorial/lesson4/) ```r leafletOutput(outputId = "map", height = 800) ``` - Displayed elements that automatically respond when a user plays with a control widget. - In the `ui` object, tells Shiny where to position the element to display --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## [Reactive output](https://shiny.rstudio.com/tutorial/written-tutorial/lesson4/) .font90[ | Output function (`ui`) | Creates | | :-------------- | :------ | | `dataTableOutput()` | DataTable | | `htmlOutput()` | raw HTML | | `imageOutput()` | image | | `plotOutput()` | plot | | `tableOutput()` | table | | `textOutput()` | text | | `uiOutput()` | raw HTML | | `verbatimTextOutput()` | text | | `leafletOutput()` | leaflet map | ] --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## [Reactive output](https://shiny.rstudio.com/tutorial/written-tutorial/lesson4/) ```r output$map <- renderLeaflet({ leaflet() %>% addProviderTiles("CartoDB.Positron") %>% addRasterImage(rstack[[input$raster]]) }) ``` - Displayed elements that automatically respond when a user plays with a control widget. - In the `server` function, tells Shiny how to build the object --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## [Reactive output](https://shiny.rstudio.com/tutorial/written-tutorial/lesson4/) .font90[ | Output function (`ui`) | Render function (`server`) | Creates | | :--------------------- | :------------------------- | :------ | | `dataTableOutput` | `renderDataTable()` | DataTable | | `htmlOutput` | `renderImage()` | raw HTML | | `imageOutput` | `renderImage()` | image | | `plotOutput` | `renderPlot()` | plot | | `tableOutput` | `renderTable()` | table | | `textOutput` | `renderText()` | text | | `uiOutput` | `renderUI()` | raw HTML | | `verbatimTextOutput` | `renderVerbatimText()` | text | | `leafletOutput()` | `renderLeaflet()` | leaflet map | ] --- # [`shiny`](https://CRAN.R-project.org/package=shiny) & [`flexdashboard`](https://CRAN.R-project.org/package=flexdashboard) - Using `shiny` with `flexdashboard` can allow you to take advantage of the easy layout options provided by `flexdashboard` to structure your interactive dashboard with capabilities provided by `shiny` -- - Note that, if you want to, all the necessary functions for custom layouts are available directly using Shiny -- - Start by generating the same draft dashboard as before ```r library(rmarkdown) library(flexdashboard) draft("shiny_dashboard.Rmd", template = "flex_dashboard", package = "flexdashboard") ``` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) & [`flexdashboard`](https://CRAN.R-project.org/package=flexdashboard) - Add `runtime: shiny` to the YAML metadata ```md --- title: "Untitled" output: flexdashboard::flex_dashboard: orientation: columns vertical_layout: fill runtime: shiny --- ``` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) & [`flexdashboard`](https://CRAN.R-project.org/package=flexdashboard) - In the `setup` code chunk, you can include calls to libraries and objects ````md ```r setup # General environment / data preparation library(shiny) library(leaflet) library(raster) Hypoxia <- raster('data/Hypoxia.tif') Acidification <- raster('data/Acidification.tif') Fisheries <- raster('data/FisheriesDD.tif') rstack <- stack(Hypoxia, Acidification, Fisheries) ``` ```` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) & [`flexdashboard`](https://CRAN.R-project.org/package=flexdashboard) Use `## Column {.sidebar}` to include a sidebar in which to embed the control widgets you wish to use ````md ## Column {.sidebar} ```r radioButtons(inputId = 'raster', label = 'Rasters to select', choices = c("Hypoxia" = "Hypoxia", "Fisheries" = "FisheriesDD", "Acidification" = "Acidification")) ``` ```` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) & [`flexdashboard`](https://CRAN.R-project.org/package=flexdashboard) - Populate the layout with the reactive outputs you wish to display ````md ### Chart A ```r leafletOutput(outputId = "map") output$map <- renderLeaflet({ leaflet() %>% addProviderTiles("CartoDB.Positron") %>% addRasterImage(rstack[[input$raster]]) }) ``` ```` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) & [`flexdashboard`](https://CRAN.R-project.org/package=flexdashboard) - Finally, we can run the `shiny` app with `flexdashboard` using `rmarkdown::run()` ```r rmarkdown::run('shiny_dashboard.Rmd') ``` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## [Reactive expressions](https://shiny.rstudio.com/tutorial/written-tutorial/lesson6/) - A reactive expression is an R expression that uses widget input and returns a value - For example, if you want to perform a raster calculation to combine raster stacks as a function of user input ```r rasterFunction <- reactive({ sum(rstack[[input$raster]], na.rm = T) %>% calc(function(x) ifelse(x == 0, NA, x)) }) ``` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) ## [Observe expression](https://shiny.rstudio.com/reference/shiny/latest/observe.html) - An observer is like a reactive expression in that it can read reactive values and call reactive expressions, and will automatically re-execute when those dependencies change - For example, we may want to update a raster when a user selects different options ```r observe({ # Clear maps if no raster is selected leafletProxy(mapId = "map2") %>% clearImages() %>% # Clears previous raster addRasterImage(x = rasterFunction()) }) ``` --- # [`shiny`](https://CRAN.R-project.org/package=shiny) & [`flexdashboard`](https://CRAN.R-project.org/package=flexdashboard) <div class="countdown" id="timer_5fff5fd2" style="right:0;bottom:0;" data-warnwhen="0"> <code class="countdown-time"><span class="countdown-digits minutes">20</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> </div> ### .font80[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Start from the `shiny` app we just described. File available here: [<svg viewBox="0 0 448 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M448 73.143v45.714C448 159.143 347.667 192 224 192S0 159.143 0 118.857V73.143C0 32.857 100.333 0 224 0s224 32.857 224 73.143zM448 176v102.857C448 319.143 347.667 352 224 352S0 319.143 0 278.857V176c48.125 33.143 136.208 48.572 224 48.572S399.874 209.143 448 176zm0 160v102.857C448 479.143 347.667 512 224 512S0 479.143 0 438.857V336c48.125 33.143 136.208 48.572 224 48.572S399.874 369.143 448 336z"></path></svg>](https://github.com/inSilecoInc/interactiveRaster/blob/main/shiny_dashboard.Rmd)] -- ### .font80[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Modify the global environment elements by:] .font70[ - Normalize `FisheriesDD` values (hint: `maxValue()`) - Change raster projection to EPSG:3857 - Create a raster stack with rasters ] -- ### .font80[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Add a checkbox input widget with the 3 rasters to the sidebar (hint: `?checkboxGroupInput`) ] -- ### .font80[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Add a leaflet map in place of Chart B ] -- ### .font80[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Add a `reactive()` function that sums raster as a function of layers selected by the user in the checkbox input widget ] -- ### .font80[<svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> <svg viewBox="0 0 576 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M528.1 171.5L382 150.2 316.7 17.8c-11.7-23.6-45.6-23.9-57.4 0L194 150.2 47.9 171.5c-26.2 3.8-36.7 36.1-17.7 54.6l105.7 103-25 145.5c-4.5 26.3 23.2 46 46.4 33.7L288 439.6l130.7 68.7c23.2 12.2 50.9-7.4 46.4-33.7l-25-145.5 105.7-103c19-18.5 8.5-50.8-17.7-54.6zM388.6 312.3l23.7 138.4L288 385.4l-124.3 65.3 23.7-138.4-100.6-98 139-20.2 62.2-126 62.2 126 139 20.2-100.6 98z"></path></svg> Add an `observe()` function that updates the new leaflet map with the reactive object ] --- # Solution Load solution file here: [<svg viewBox="0 0 448 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M448 73.143v45.714C448 159.143 347.667 192 224 192S0 159.143 0 118.857V73.143C0 32.857 100.333 0 224 0s224 32.857 224 73.143zM448 176v102.857C448 319.143 347.667 352 224 352S0 319.143 0 278.857V176c48.125 33.143 136.208 48.572 224 48.572S399.874 209.143 448 176zm0 160v102.857C448 479.143 347.667 512 224 512S0 479.143 0 438.857V336c48.125 33.143 136.208 48.572 224 48.572S399.874 369.143 448 336z"></path></svg>](https://github.com/inSilecoInc/interactiveRaster/blob/main/shiny_dashboard_Sol.Rmd) --- class: inverse, center, middle # Recap ![:custom_hr]() --- # Recap *Tip of the iceberg* See documentation and resources available for each package for much more options to customize your interactive visualizations: - [`leaflet`](https://rstudio.github.io/leaflet/) - [`mapview`](https://r-spatial.github.io/mapview/) - [`tmap`](https://github.com/mtennekes/tmap) - [`flexdashboard`](https://rmarkdown.rstudio.com/flexdashboard/index.html) - [`shiny`](https://shiny.rstudio.com/) -- Also, keep in mind that although <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> packages provide bindings to other languages to make our lives easier, you can also code in the native language: - [HTML](www.w3schools.com/html): web page - [CSS](www.w3schools.com/css): style - [JavaScript](www.w3schools.com/js): interactive content --- # Recap ## An example: [*eDrivers*](https://david-beauchesne.shinyapps.io/edriversapp/) `shiny` app