💧 New blog post! Learn how to create mini inset-style maps in #rstats using #purrr, #ggplot2, and #cowplot.
Featuring SUI data from USGS, with examples at the national watershed scale and in the Great Basin.
🔗 waterdata.usgs.gov/blog/nwdc-in...
#DataViz #WaterData #OpenScience
Posts by Elmera Azadpour
screenshot of my post
Big new blogpost!
My guide to data visualization, which includes a very long table of contents, tons of charts, and more.
--> Why data visualization matters and how to make charts more effective, clear, transparent, and sometimes, beautiful.
www.scientificdiscovery.dev/p/salonis-gu...
Hi #rstats friends! 👋🏽
Checkout our newest blog that displays how to create beautiful and reproducible river maps! 🗺
🔗: waterdata.usgs.gov/blog/nhd-viz...
#nhdplusTools #dataRetrieval #ggplot #dataviz
I really liked this idea of using a histogram as a legend in a choropleth map (since land isn't unemployed; people are), so I made a little guide to doing it with #rstats, {ggplot2}, and {patchwork}
www.andrewheiss.com/blog/2025/02...
Jazz up your ggplots!
‘Useful tricks to elevate your data viz via `ggplot` extension packages in R”
Custom themes, fonts, annotations, arrows & more
By the USGS
waterdata.usgs.gov/blog/ggplot-...
#RStats #ggplot2 #ggplot #Dataviz
#30DayChartChallenge | Day 30 - National Geographic Theme | Great Salt Lake 🛰️
#dataviz #remotesensing #GEE
Done! elmeraa-usgs.github.io/posts/2025-0...
100% - data just wasn't available in the package. After doing some digging, looks like this site does have some data, I can manually add later! Thanks for the reminder :) www.nwslsoccer.com/teams/196746...
Explored some pro women’s soccer data using the `nwslR` package this evening — check out some of these quick #rstats #dataviz using packages like #ggimage and #gtExtras for table making.
& Go SD Wave! 🌊 ⚽️ #nwsl
🔗: elmeraa-usgs.github.io/posts/2025-0...
What appears to be a massive flock of birds in red, purple and blue colours in a pale blue sky. Each "bird" represents a bird species, and their colour represents their conservation status from the IUCN Red List. Around one third of species appear to be near threatened, endangered or extinct
This dataviz is absolutely amazing 😍 Global bird species' conservation status displayed as a massive flock!
By Andrea Garrec, longlisted for the 2024 Information Is Beautiful Awards
www.informationisbeautifulawards.com/showcase/731...
#dataviz 📊🌏🧪🐦🦉🦆🦅
A radial bar chart titled ‘Pixar Film Ratings’ displaying the average ratings of Pixar films based on Rotten Tomatoes, Metacritic, and Critics’ Choice Scores. Each bar represents a film, with lengths corresponding to the score. Bars are color-coded based on CinemaScore grades: gold for A+, green for A, orange for A-, and white for films with no CinemaScore data. The highest-rated film is Toy Story (1995) with 97.5, while the lowest is Cars 2 (2011) with 54.7. Data from {pixarfilms} R package.
Week 10 | #TidyTuesday | Pixar Film Ratings
🔗 github.com/elmeraa-usgs...
#rstats #dataviz #r4ds #ggplot
Check out additional USGS Vizlab products that were also longlisted ⤵️
www.informationisbeautifulawards.com/showcase/761...
www.informationisbeautifulawards.com/showcase/762...
www.informationisbeautifulawards.com/showcase/737...
www.informationisbeautifulawards.com/showcase/738...
Grateful to have my work highlighted on the 2024 Information is Beautiful Longlist!
#DataViz #OpenSource #IIB @datavizsociety.bsky.social
www.informationisbeautifulawards.com/showcase/737...
Thanks for the shoutout of "Mapping water insecurity in R with #tidycensus"
waterdata.usgs.gov/blog/acs-maps/
My latest for @puddingviz.bsky.social: The Middle Ages
Read: pudding.cool/2025/02/midd...
Watch: www.youtube.com/watch?v=b4zL...
🎨✨ colorblindr: Ensuring Accessible #DataViz ✨🎨
Want to make your figs more accessible? colorblindr by Claire D. McWhite & Claus O. Wilke lets you simulate colorblindness in production-ready figures.
🔗 Repo: buff.ly/2UTiByV
🎨 Simulator: buff.ly/4khr0IS
More #Rstats resources, buff.ly/41cFyjY
Slope chart showing the percent of households lacking plumbing in California counties from 2022 to 2023. Humboldt County shows the highest increase, rising above 1.5%, followed by notable increases in Placer, Kings, Mendocino, and Lake counties. Gray lines in the background represent other counties in California. Data source: tidycensus.
Bubble map of the U.S. showing changes in the percentage of households lacking plumbing facilities by county from 2023–2022. Direction of change are represented by circles with green circles indicating a decrease and orange circles indicating an increase, with size reflecting magnitude. Generally, areas of the western U.S. display a decrease in percentage of households lacking plumbing facilities, while pockets of increases are observed across the eastern U.S. We provide arrows and callouts for McKinley County, NM (-0.93%) and Orange County, TX (+2.3%). Data source: tidycensus.
Week 4 | #TidyTuesday | Water Insecurity
🔗 github.com/rfordatascie...
#rstats #dataviz #r4ds #ggplot
spData logo
The shapefiles are gone! 🎉
The {spData} package has officially dropped all datasets in the shapefile format, moving toward modern and efficient geospatial data standards. 🚀🌍
Upgrade your workflows with {spData}: https://buff.ly/4htZ5D3
#rspatial #rstats #GIS #Geocompx
The US workforce can be divided into “sitters” (like programmers and lawyers) and “standers” (like servers and construction workers). In our newest piece, @alv9n.com looks at what we can learn from this labor split.
💻: pudding.cool/2024/11/sitt...
📺: www.youtube.com/watch?v=sE_E...
#TidyTuesday week 4: Water Insecurity 💧
Plumbing facilities are improving in 22 states, and it is getting worse in 28.
#Rstats #dataviz
#TidyTuesday - week 4 - Water Insecurity - and my first time sharing what I've made online. Plot was made using ggplot2, and I fine-tuned the graphics in Illustrator.
Might share my code on GitHub later (after I clean it up a bit) :D
#rstats #ggplot2
#TidyTuesday week 3 - Water Insecurity.
Created this tile map using #Tableau. Thanks to @nnpereira.bsky.social for this week's dataset.
#dataviz
Percentage of households lacking plumbing (2023). Four out of the five U.S. Counties with the highest percentage of households without complete indoor plumbing overlap with the boundaries of the Navajo Nation Reservation and Off-Land Trust Land. The maximum percentage among counties was 3.9%, while the maximum among American Indian/Alaska Native/Native Hawaiian Areas was 5%.
#TidyTuesday week 4 ✅
This week’s data is from the U.S. Census Bureau’s American Community Survey.
I took a look at how the data on lack of indoor plumbing among U.S Counties compares to other census provided geographies, specifically American Indian/Alaska Native/Native Hawaiian Areas.
#rstats
Bar chart showing changes in U.S. county-level water insecurity from 2022 to 2023. The chart reveals that 46% of counties saw increased water insecurity, with 35.5% experiencing a major increase (>50%). 27.6% saw a major decrease, while 16.4% had a moderate decrease, and 10.4% experienced a moderate increase. 10.1% of counties had stable conditions. Annotations highlight that 44% fewer counties were affected by major decreases and 46% more counties became vulnerable to water insecurity.
📊 #TidyTuesday – 2025 W04 | Water Insecurity
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🔗: stevenponce.netlify.app/data_visuali...
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#rstats | #r4ds | #dataviz | #ggplot2
Excited to check out all the #DataViz for this weeks #tidytuesday!
Check out our site to learn more about unequal access to water in the Western U.S: labs.waterdata.usgs.gov/visualizatio...
And our #tidycensus blog post: waterdata.usgs.gov/blog/acs-maps/
#DataViz #EJ #Water #rstats
Stylized illustration of the water cycle of the lower 48 United States, showing the fate of water that enters through precipitation. Most of the water returns to the atmosphere through evapotranspiration, but much of the water ends up in the Atlantic and Pacific Oceans, in Canada, or in the Gulf of Mexico through streamflow.
Map of water limitation in the lower 48 United States by watershed. Areas with relatively high water limitation are in the high plains, Texas, California, and the Mississippi Embayment hydrologic regions.
The U.S. Geological Survey (USGS) Vizlab has just released a new, interactive data visualization website about the USGS National Water Availability Assessment Report and Data Companion. Explore the data and the key findings of the assessment at water.usgs.gov/vizlab/water... #DataViz #rstats #USGS
Earth is in flux…. see our latest #dataviz project coming from #USGSvizlab labs.waterdata.usgs.gov/visualizatio...
Reproducible Data Science in R: Flexible functions using tidy evaluation. Improve your functions with helpful dataframe evaluation patterns! waterdata.usgs.gov/blog/rds-fun... #rstats