Articles by Ari Lamstein

New Course: “Shapefiles for R Programmers”

April 12, 2016 | Ari Lamstein

Today my new course, Shapefiles for R Programmers, is available for preorder! This course is designed to open up new doors of data analysis for R programmers by teaching them how to work with shapefiles, using both GIS programs and R. Shapefiles are the most common method of storing maps, ...
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A Tale of Two Bugs

April 4, 2016 | Ari Lamstein

Today I am happy to announce that a new version of choroplethr is now on CRAN. To get it type the following: The new version is 3.5.2. This version fixes two fairly pernicious bugs that were introduced in the last update to choroplethr. For reference, he is a detailed description of ...
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Announcing the R Election Analysis Contest

March 28, 2016 | Ari Lamstein

Today I am happy to announce the R Election Analysis Contest. The goal of the contest is to encourage and promote high quality reproducible research in R that focuses on elections. The winner will be featured on my blog and receive a free copy of my course Mapmaking in R ... [Read more...]

Mapping Birds with Choroplethr

February 28, 2016 | Ari Lamstein

After releasing my course Mapmaking in R with Choroplethr last December I received an interesting email from Dr. Herb Wilson, a biologist at Colby College. Herb studies the Red-breasted Nuthatch, which live throughout the United States and Canada. He asked if it was possible to use choroplethr to map the ...
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Taking the Next Step with Census Data

February 14, 2016 | Ari Lamstein

Today I had the pleasure of speaking over the phone with someone from the Census Bureau. This was my first time speaking with someone who works there, and it was fun to move from thinking of the Census Bureau as “a government agency” to “a place where someone I know ... [Read more...]

Visualizing Census Estimate Margins of Error in R

January 18, 2016 | Ari Lamstein

A key feature of American Community Survey (ACS) data is that the reported values contain both estimates and margins of error. The margins of error, unfortunately, are often overlooked. After meeting with Ezra Glenn last year I gained a new appreciation of them. Today I’ll demonstrate how to visualize ...
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Combining Admin 1 Choropleths and Reference Maps

January 11, 2016 | Ari Lamstein

A new version of choroplethr (v3.4.0) is now on CRAN. It allows you to combine Administrative Level 1 choropleths with reference maps. For reference, this functionality has been present for US maps for a while now (1, 2). This update just extends that functionality to the Administrative Level 1 mapping function, admin1_choropleth. To ...
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Faster Admin 1 Maps in Choroplethr

January 4, 2016 | Ari Lamstein

A new version of ChoroplethrAdmin1 is now on CRAN, and it dramatically speeds up making Administrative Level 1 maps in choroplethr. “Administrative Level 1” is just a generic term for “1st subnational division”. In the US this is called a State, in Canada it’s called a Province, and so on. Overall, ...
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Choroplethr, ggplot2 and R-Hub

December 22, 2015 | Ari Lamstein

Choroplethr v3.3.1 is now on CRAN. You can get it by typing the following from the R command line: Note that while the new version is now on CRAN, it sometimes takes a few days for all of the CRAN mirrors to update. If you are unable to get the ... [Read more...]

New Course: Mapmaking in R with Choroplethr

December 9, 2015 | Ari Lamstein

Today I am happy to announce that my new online course, Mapmaking in R with Choroplethr, is now available for preorder. The course is designed to teach you everything you need to start your first mapping project in R using choroplethr. The course will teach you how to: Conduct exploratory ... [Read more...]

How to Search for Census Data from R

November 16, 2015 | Ari Lamstein

In my course Learn to Map Census Data in R I provide people with a handful of interesting demographics to analyze. This is convenient for teaching, but people often want to search for other demographic statistics. To address that, today I will work through an example of starting with a ...
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4 Tips to Learn More About ACS Data

November 14, 2015 | Ari Lamstein

One of the highlights of my recent east coast trip was meeting Ezra Haber Glenn, the author of the acs package in R. The acs package is my primary tool for accessing census data in R, and I was grateful to spend time with its author. My goal was to ... [Read more...]

Free Webinar: Learn to Map Unemployment Data in R

November 10, 2015 | Ari Lamstein

Last month I ran my first webinar (“Make a Census Explorer with Shiny”). About 100 people showed up, and feedback from the participants was great. I also had a lot of fun myself. Because of this, I’ve decided to do one more webinar before my free trial with the webinar ...
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Interesting Datasets I Recently Learned About

November 9, 2015 | Ari Lamstein

Last week I spoke about my census-mapping work at two great venues: the EARL Conference in Boston and the NY Open Statistical Programming Meetup in New York. After my talks many people shared their own experiences mapping public datasets. I thought that I would pass along that information in case ... [Read more...]

Free Webinar: Make a Census Explorer with Shiny

October 22, 2015 | Ari Lamstein

Next Friday at noon PDT I will be hosting a free webinar titled Make a Census Explorer with Shiny. You can register for it here. Space is limited, so if you are interested then I recommend that you reserve your space today. The content will be very similar to the ... [Read more...]

Interactive Scatterplots of Census Data Using ggvis

October 17, 2015 | Ari Lamstein

Today I finished two projects that had been on my mind for a while: Try out ggvis, the interactive successor to ggplot2 Create interactive scatterplots of census data You can see the resulting shiny app here. The app lets you create a scatterplot of any pair of demographic variables that ... [Read more...]

How to Change the Reference Map in Choroplethr

October 8, 2015 | Ari Lamstein

Last week I released an update to choroplethr that lets you combine choropleth maps with reference maps. Since that post many people have asked if it’s possible to change the reference map that choroplethr uses. The answer is yes, but it requires some code. Here is the same choropleth (...
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