DS 112/212 Bookmarks by Amin Alhashim https://padlet.com/hashcx/mac_ds Bookmarks collected for COMP/STAT 112/212 courses taught at Macalester College en-us 2025-09-22 14:29:40 UTC 2026-07-06 17:20:42 UTC hello@padlet.com COMP/MCST 194: Introduction to Data Storytelling by Quigley @ Macalester C hashcx https://padlet.com/hashcx/mac_ds/wish/3003924803 2024-05-22 22:21:37 UTC https://padlet.com/hashcx/mac_ds/wish/3003924803 Introduction to R by Bonnin & Ponomarenko, CRG Bioinformatics Core hashcx https://padlet.com/hashcx/mac_ds/wish/3016985728 2024-06-03 23:44:48 UTC https://padlet.com/hashcx/mac_ds/wish/3016985728 R/RStudio Companion hashcx https://padlet.com/hashcx/mac_ds/wish/3016996070 2024-06-03 23:55:48 UTC https://padlet.com/hashcx/mac_ds/wish/3016996070 Storytelling with Data by Spencer, Columbia U hashcx https://padlet.com/hashcx/mac_ds/wish/3064008373 2024-07-30 16:51:19 UTC https://padlet.com/hashcx/mac_ds/wish/3064008373 Storytelling with Data hashcx https://padlet.com/hashcx/mac_ds/wish/3064028414 2024-07-30 17:44:29 UTC https://padlet.com/hashcx/mac_ds/wish/3064028414 Stat3622 Data Visualization by Zhang, U of Hong Kong hashcx https://padlet.com/hashcx/mac_ds/wish/3064046944 2024-07-30 18:24:12 UTC https://padlet.com/hashcx/mac_ds/wish/3064046944 ggplot2: Elegant Graphics for Data Analysis (3e) hashcx https://padlet.com/hashcx/mac_ds/wish/3064867109 2024-07-31 22:43:58 UTC https://padlet.com/hashcx/mac_ds/wish/3064867109 Tidy Modeling with R hashcx https://padlet.com/hashcx/mac_ds/wish/3064868260 2024-07-31 22:47:36 UTC https://padlet.com/hashcx/mac_ds/wish/3064868260 R Packages (2e) hashcx https://padlet.com/hashcx/mac_ds/wish/3067829760 2024-08-05 14:18:54 UTC https://padlet.com/hashcx/mac_ds/wish/3067829760 hashcx https://padlet.com/hashcx/mac_ds/wish/3071139284 2024-08-09 00:42:32 UTC https://padlet.com/hashcx/mac_ds/wish/3071139284 Data Visualization: A Practical Introduction hashcx https://padlet.com/hashcx/mac_ds/wish/3203179217 [Good Summary of ggplot] When you write ggplot code in R you are in effect trying to “say” something visually. It usually takes several iterations to say exactly what you mean. This is more than a metaphor here. The ggplot library is an implementation of the “grammar” of graphics, an idea developed by Wilkinson (2005). The grammar is a set of rules for producing graphics from data, taking pieces of data and mapping them to geometric objects (like points and lines) that have aesthetic attributes (like position, color and size), together with further rules for transforming the data if needed (e.g. to a smoothed line), adjusting scales (e.g. to a log scale), and projecting the results onto a different coordinate system (usually cartesian).

]]> 2024-11-05 21:20:27 UTC https://padlet.com/hashcx/mac_ds/wish/3203179217 Hands-On Data Visualization hashcx https://padlet.com/hashcx/mac_ds/wish/3203179842 2024-11-05 21:21:23 UTC https://padlet.com/hashcx/mac_ds/wish/3203179842 Connecticut Sports Analytics Symposium hashcx https://padlet.com/hashcx/mac_ds/wish/3627002154 2025-10-10 16:56:35 UTC https://padlet.com/hashcx/mac_ds/wish/3627002154 Tidy Tuesday hashcx https://padlet.com/hashcx/mac_ds/wish/3627036184 2025-10-10 17:32:47 UTC https://padlet.com/hashcx/mac_ds/wish/3627036184 Makeover Monday hashcx https://padlet.com/hashcx/mac_ds/wish/3627045488 Makeover Monday

]]> 2025-10-10 17:42:19 UTC https://padlet.com/hashcx/mac_ds/wish/3627045488 Back 2 Viz Basics hashcx https://padlet.com/hashcx/mac_ds/wish/3627047001 2025-10-10 17:43:58 UTC https://padlet.com/hashcx/mac_ds/wish/3627047001 Workout Wednesday hashcx https://padlet.com/hashcx/mac_ds/wish/3627047731 2025-10-10 17:44:47 UTC https://padlet.com/hashcx/mac_ds/wish/3627047731 Sports Viz Sunday hashcx https://padlet.com/hashcx/mac_ds/wish/3627048483 2025-10-10 17:45:43 UTC https://padlet.com/hashcx/mac_ds/wish/3627048483 Games Night Viz hashcx https://padlet.com/hashcx/mac_ds/wish/3627051245 2025-10-10 17:49:01 UTC https://padlet.com/hashcx/mac_ds/wish/3627051245 BizViz52 hashcx https://padlet.com/hashcx/mac_ds/wish/3627052724 2025-10-10 17:50:43 UTC https://padlet.com/hashcx/mac_ds/wish/3627052724 Wonderful Wednesday hashcx https://padlet.com/hashcx/mac_ds/wish/3627180117 2025-10-10 20:53:28 UTC https://padlet.com/hashcx/mac_ds/wish/3627180117 GSS Data Explorer https://padlet.com/hashcx/mac_ds/wish/3645662074 2025-10-22 16:41:47 UTC https://padlet.com/hashcx/mac_ds/wish/3645662074 Analyzing US Census Data hashcx https://padlet.com/hashcx/mac_ds/wish/3648127943 2025-10-23 23:24:26 UTC https://padlet.com/hashcx/mac_ds/wish/3648127943 US Census API hashcx https://padlet.com/hashcx/mac_ds/wish/3648130545 Retrieve U.S. Census data and metadata via API

]]> 2025-10-23 23:27:33 UTC https://padlet.com/hashcx/mac_ds/wish/3648130545 Tidy Census hashcx https://padlet.com/hashcx/mac_ds/wish/3648131521 Load US Census Boundary and Attribute Data as tidyverse and sf-Ready Data Frames

]]> 2025-10-23 23:28:23 UTC https://padlet.com/hashcx/mac_ds/wish/3648131521 Mastering Software Development in R hashcx https://padlet.com/hashcx/mac_ds/wish/3662293712 2025-11-02 21:13:29 UTC https://padlet.com/hashcx/mac_ds/wish/3662293712 Profiling R Code hashcx https://padlet.com/hashcx/mac_ds/wish/3663743476 To understand how R spends its time

]]> 2025-11-03 15:20:08 UTC https://padlet.com/hashcx/mac_ds/wish/3663743476 Cookbook for R hashcx https://padlet.com/hashcx/mac_ds/wish/3664013080 2025-11-03 17:53:08 UTC https://padlet.com/hashcx/mac_ds/wish/3664013080 #TidyTuesday on X hashcx https://padlet.com/hashcx/mac_ds/wish/3673661769 2025-11-09 13:35:39 UTC https://padlet.com/hashcx/mac_ds/wish/3673661769 Cara Thompson hashcx https://padlet.com/hashcx/mac_ds/wish/3673664082 2025-11-09 13:36:38 UTC https://padlet.com/hashcx/mac_ds/wish/3673664082 Amin's Visual Library hashcx https://padlet.com/hashcx/mac_ds/wish/3673664967 2025-11-09 13:37:47 UTC https://padlet.com/hashcx/mac_ds/wish/3673664967 NYT What’s Going On in This Graph? hashcx https://padlet.com/hashcx/mac_ds/wish/3673665473 2025-11-09 13:38:25 UTC https://padlet.com/hashcx/mac_ds/wish/3673665473 TidyTuesday GitHub Repos hashcx https://padlet.com/hashcx/mac_ds/wish/3673668416 2025-11-09 13:41:51 UTC https://padlet.com/hashcx/mac_ds/wish/3673668416 Julia Silge hashcx https://padlet.com/hashcx/mac_ds/wish/3712098174 Data scientist and engineering manager at Posit PBC

]]> 2025-12-05 16:54:59 UTC https://padlet.com/hashcx/mac_ds/wish/3712098174 Posit YouTube Channel hashcx https://padlet.com/hashcx/mac_ds/wish/3712101034 The channel contains playlists on different topics such as posit::conf(2025, 117 videos), Shiny for Python with Keith Galli (5 videos), Open Source (46 videos), and Shiny (68 videos).

]]> 2025-12-05 16:58:04 UTC https://padlet.com/hashcx/mac_ds/wish/3712101034 Data Carpentry hashcx https://padlet.com/hashcx/mac_ds/wish/3762795515 2026-01-24 14:42:43 UTC https://padlet.com/hashcx/mac_ds/wish/3762795515 R Graph Gallery hashcx https://padlet.com/hashcx/mac_ds/wish/3815963424 2026-03-07 22:26:33 UTC https://padlet.com/hashcx/mac_ds/wish/3815963424 Quarto Tips & Tricks hashcx https://padlet.com/hashcx/mac_ds/wish/3815964892 2026-03-07 22:32:21 UTC https://padlet.com/hashcx/mac_ds/wish/3815964892 Georgios Karamanis hashcx https://padlet.com/hashcx/mac_ds/wish/3820697080 2026-03-11 06:51:11 UTC https://padlet.com/hashcx/mac_ds/wish/3820697080 Cédric Scherer hashcx https://padlet.com/hashcx/mac_ds/wish/3820698010 2026-03-11 06:52:00 UTC https://padlet.com/hashcx/mac_ds/wish/3820698010 Non-Sense Visualizations hashcx https://padlet.com/hashcx/mac_ds/wish/3820700043 2026-03-11 06:54:03 UTC https://padlet.com/hashcx/mac_ds/wish/3820700043 ijeamaka hashcx https://padlet.com/hashcx/mac_ds/wish/3820701413 2026-03-11 06:55:08 UTC https://padlet.com/hashcx/mac_ds/wish/3820701413 R Graph Gallery hashcx https://padlet.com/hashcx/mac_ds/wish/3820704147 2026-03-11 06:57:32 UTC https://padlet.com/hashcx/mac_ds/wish/3820704147 R for Data Science (2e) hashcx https://padlet.com/hashcx/mac_ds/wish/3820704692 2026-03-11 06:58:06 UTC https://padlet.com/hashcx/mac_ds/wish/3820704692 Data Paths hashcx https://padlet.com/hashcx/mac_ds/wish/3820712667 2026-03-11 07:03:55 UTC https://padlet.com/hashcx/mac_ds/wish/3820712667 ASA Section on Statistics and Data Science Education hashcx https://padlet.com/hashcx/mac_ds/wish/3820715880 2026-03-11 07:06:31 UTC https://padlet.com/hashcx/mac_ds/wish/3820715880 ASA Section on Statistics and Data Science Education hashcx https://padlet.com/hashcx/mac_ds/wish/3820716986 2026-03-11 07:07:22 UTC https://padlet.com/hashcx/mac_ds/wish/3820716986 ASA Section on Statistics and Data Science Education Upcoming Conferences hashcx https://padlet.com/hashcx/mac_ds/wish/3820721497 2026-03-11 07:09:48 UTC https://padlet.com/hashcx/mac_ds/wish/3820721497 CAUSE hashcx https://padlet.com/hashcx/mac_ds/wish/3820726749 2026-03-11 07:13:02 UTC https://padlet.com/hashcx/mac_ds/wish/3820726749 Consortium for the Advancement of Undergraduate Statistics Education hashcx https://padlet.com/hashcx/mac_ds/wish/3820728399 2026-03-11 07:13:53 UTC https://padlet.com/hashcx/mac_ds/wish/3820728399 Posit Events: Handouts, Conferences, Webinars hashcx https://padlet.com/hashcx/mac_ds/wish/3820731416 2026-03-11 07:16:04 UTC https://padlet.com/hashcx/mac_ds/wish/3820731416 R 4 Epidemiology hashcx https://padlet.com/hashcx/mac_ds/wish/3820736370 The Introduction section includes instructions on how to contribute to the book when an typo is found


The Introduction section includes links to more books


The book include detailed instructions about interesting topics such as

  • Installing R and RStudio

  • Navigating RStudio

  • R Scripts

  • Quarto Files

  • R Projects

  • Coding Best Practices

  • Git and GitHub

]]> 2026-03-11 07:19:12 UTC https://padlet.com/hashcx/mac_ds/wish/3820736370 Hands-On Programming with R hashcx https://padlet.com/hashcx/mac_ds/wish/3820741247 2026-03-11 07:22:47 UTC https://padlet.com/hashcx/mac_ds/wish/3820741247 R Projects, Datasets hashcx https://padlet.com/hashcx/mac_ds/wish/3820759020 By Krzysztof Joachimiak

]]> 2026-03-11 07:35:18 UTC https://padlet.com/hashcx/mac_ds/wish/3820759020 Resources, Affiliated Resources, Legacy Resources hashcx https://padlet.com/hashcx/mac_ds/wish/3820765259 By CAUSE

]]> 2026-03-11 07:39:44 UTC https://padlet.com/hashcx/mac_ds/wish/3820765259 https://www.cedricscherer.com/top/links/, articles, tools, tutorials, and personal blogs hashcx https://padlet.com/hashcx/mac_ds/wish/3820767023 By Cédric Scherer

]]> 2026-03-11 07:40:42 UTC https://padlet.com/hashcx/mac_ds/wish/3820767023 30 Day Map Challenge hashcx https://padlet.com/hashcx/mac_ds/wish/3821789281 2026-03-11 22:19:25 UTC https://padlet.com/hashcx/mac_ds/wish/3821789281 Visual Capitalist hashcx https://padlet.com/hashcx/mac_ds/wish/3824478471 2026-03-13 13:18:20 UTC https://padlet.com/hashcx/mac_ds/wish/3824478471 hashcx https://padlet.com/hashcx/mac_ds/wish/3824911686 2026-03-13 21:36:42 UTC https://padlet.com/hashcx/mac_ds/wish/3824911686 JupyterLab hashcx https://padlet.com/hashcx/mac_ds/wish/3852400141 2026-04-04 13:10:11 UTC https://padlet.com/hashcx/mac_ds/wish/3852400141 SWD Community hashcx https://padlet.com/hashcx/mac_ds/wish/3860513981 2026-04-09 22:52:42 UTC https://padlet.com/hashcx/mac_ds/wish/3860513981 Information Plus Conference hashcx https://padlet.com/hashcx/mac_ds/wish/3860524220 2026-04-09 23:11:08 UTC https://padlet.com/hashcx/mac_ds/wish/3860524220 IEEE Viz hashcx https://padlet.com/hashcx/mac_ds/wish/3860530302 2026-04-09 23:21:45 UTC https://padlet.com/hashcx/mac_ds/wish/3860530302 Storytelling with Data hashcx https://padlet.com/hashcx/mac_ds/wish/3860649628 2026-04-10 00:59:43 UTC https://padlet.com/hashcx/mac_ds/wish/3860649628 hashcx https://padlet.com/hashcx/mac_ds/wish/3860650283 2026-04-10 01:00:11 UTC https://padlet.com/hashcx/mac_ds/wish/3860650283 Gregor Aisch Portfolio hashcx https://padlet.com/hashcx/mac_ds/wish/3860667319 2026-04-10 01:10:31 UTC https://padlet.com/hashcx/mac_ds/wish/3860667319 Winners of the 25th Malofiej International Infographics Awards hashcx https://padlet.com/hashcx/mac_ds/wish/3860679937 2026-04-10 01:17:21 UTC https://padlet.com/hashcx/mac_ds/wish/3860679937 JavaScript for Data Science hashcx https://padlet.com/hashcx/mac_ds/wish/3871323699 2026-04-16 22:33:57 UTC https://padlet.com/hashcx/mac_ds/wish/3871323699 blogdown: Creating Websites with R Markdown hashcx https://padlet.com/hashcx/mac_ds/wish/3871325781 2026-04-16 22:37:29 UTC https://padlet.com/hashcx/mac_ds/wish/3871325781 Twin Cities Innovation Alliance hashcx https://padlet.com/hashcx/mac_ds/wish/3871632303 2026-04-17 02:21:40 UTC https://padlet.com/hashcx/mac_ds/wish/3871632303 Data for Public Good hashcx https://padlet.com/hashcx/mac_ds/wish/3871634067 2026-04-17 02:22:39 UTC https://padlet.com/hashcx/mac_ds/wish/3871634067 30 Day Chart Challenge hashcx https://padlet.com/hashcx/mac_ds/wish/3893506071 2026-05-01 17:21:11 UTC https://padlet.com/hashcx/mac_ds/wish/3893506071 Geographic Information Systems and Science hashcx https://padlet.com/hashcx/mac_ds/wish/3922861948 Contains sections about Git, GitHub, renv

]]> 2026-05-21 00:14:56 UTC https://padlet.com/hashcx/mac_ds/wish/3922861948 YaRrr! The Pirate’s Guide to R hashcx https://padlet.com/hashcx/mac_ds/wish/3922952021 2026-05-21 00:40:09 UTC https://padlet.com/hashcx/mac_ds/wish/3922952021 The Tidyverse Cookbook hashcx https://padlet.com/hashcx/mac_ds/wish/3922968442 2026-05-21 00:46:10 UTC https://padlet.com/hashcx/mac_ds/wish/3922968442 R Markdown: The Definitive Guide hashcx https://padlet.com/hashcx/mac_ds/wish/3922985896 2026-05-21 00:55:37 UTC https://padlet.com/hashcx/mac_ds/wish/3922985896 Data wrangling, exploration, and analysis with R hashcx https://padlet.com/hashcx/mac_ds/wish/3923012790 2026-05-21 01:08:09 UTC https://padlet.com/hashcx/mac_ds/wish/3923012790 Advanced Data Science @ U of Cambridge hashcx https://padlet.com/hashcx/mac_ds/wish/3974306007 2026-07-06 17:20:41 UTC https://padlet.com/hashcx/mac_ds/wish/3974306007