emplevelggreadme

Labor Market Analysis with R: Will Obama Ever be Beat?

No matter how many jobs are promised, Barak Obama’s administration will be nearly impossible to beat when it comes to employment growth. The following code uses the blcrapeR package, which is available on CRAN. Politicians talk a lot about jobs and unemployment, even though the actual power they have over the labor market is up Read More

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Map Projections for R Shapefiles: United States

Someone contacted me recently about the map projections used in my blscrapeR package. After a bit of web searching, I couldn’t find a really good list of map projections for the continental U.S. that could be used in R. This list is as much for my own reference as anyone else, but hope you find Read More

WeeklyEarningsPlotBLS

Calculate Wages and Benefits in R with blscrapeR

The most difficult thing about working with BLS data is gaining a clear understanding on what data are available and what they represent. Some of the more popular data sets can be found on the BLS Databases, Tables & Calculations website. The selected examples below do not include all series or databases. Install blscrapeR The Read More

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Using blscrapeR to Map County Unemployment Data

The blscrapeR package makes it easy to produce choropleth maps of various employment and unemployment rates from the Bureau of Labor Statistics (BLS.) Install blscrapeR from CRAN: install.packages(“blscrapeR”) It’s easy enough to pull a metric for a certain county. The code below pulls the unemployment rates for Orange County, FL from the BLS API. library(blscrapeR) Read More

fips_map

Mapping US Counties in R with FIPS

Anyone who’s spent any time around data knows primary keys are your friend. Enter the FIPS code. FIPS is the Federal Information Processing Standard and appears in most data sets published by the US government. Name Matching The map below is an example as the “wrong way” to do something like this. This map uses Read More

googlemapsmain

Detailed Geo Viz with Tableau, Mapbox and Google Street View

Tableau + Google Maps This has been one of my favorite Tableau tricks for a while. I originally saw Ben Jones do this a few years back but I think the Mapbox integration takes it to a whole new level. DISCLAIMER: from time to time, Google has been known to change their API, which inevitably breaks Read More

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Calculate Inflation with R

I was surprised to see there weren’t more of these types of calculators in the R community. Inflation and adjusted payments seem like they would be more common. I was able to find a way to gather Consumer Price Index data using the quantmod package but quantmod leaves you to your own devices in converting Read More