Rforecastio – Simple R Package To Access forecast.io Weather Data

It doesn’t get much better for me than when I can combine R and weather data in new ways. I’ve got something brewing with my Nest thermostat and needed to get some current wx readings plus forecast data. I could have chosen a number of different sources or API’s but I wanted to play with the data over at forecast.io (if you haven’t loaded their free weather “app” on your phone/tablet you should do that NOW) so I whipped together a small R package to fetch and process the JSON to make it easier to work with in R.

The package contains a singular function and the magic is all in the conversion of the JSON hourly/minutely weather data into R data frames, which is dirt simple to do since RJSONIO and sapply do all the hard work for us:

# take the JSON blob we got from forecast.io and make an R list from it
fio <- fromJSON(fio.json)
 
# extract hourly forecast data  
fio.hourly.df <- data.frame(
  time = ISOdatetime(1960,1,1,0,0,0) + sapply(fio$hourly$data,"[[","time"),
  summary = sapply(fio$hourly$data,"[[","summary"),
  icon = sapply(fio$hourly$data,"[[","icon"),
  precipIntensity = sapply(fio$hourly$data,"[[","precipIntensity"),
  temperature = sapply(fio$hourly$data,"[[","temperature"),
  apparentTemperature = sapply(fio$hourly$data,"[[","apparentTemperature"),
  dewPoint = sapply(fio$hourly$data,"[[","dewPoint"),
  windSpeed = sapply(fio$hourly$data,"[[","windSpeed"),
  windBearing = sapply(fio$hourly$data,"[[","windBearing"),
  cloudCover = sapply(fio$hourly$data,"[[","cloudCover"),
  humidity = sapply(fio$hourly$data,"[[","humidity"),
  pressure = sapply(fio$hourly$data,"[[","pressure"),
  visibility = sapply(fio$hourly$data,"[[","visibility"),
  ozone = sapply(fio$hourly$data,"[[","ozone")
)

You can view the full code over at github and there’s some sample usage below.

library("devtools")
install_github("Rforecastio", "hrbrmstr")
 
library(Rforecastio)
library(ggplot2)
 
# NEVER put credentials or api keys in script bodies or github repos!!
# the "config" file has one thing in it, the api key string on one line
# this is all it takes to read it in
fio.api.key = readLines("~/.forecast.io")
 
my.latitude = "43.2673"
my.longitude = "-70.8618"
 
fio.list <- fio.forecast(fio.api.key, my.latitude, my.longitude)
 
# setup "forecast" highlight plot area
 
forecast.x.min <- ISOdatetime(1960,1,1,0,0,0) + unclass(Sys.time())
forecast.x.max <- max(fio.list$hourly.df$time)
if (forecast.x.min > forecast.x.max) forecast.x.min <- forecast.x.max
fio.forecast.range.df <- data.frame(xmin=forecast.x.min, xmax=forecast.x.max,
                                    ymin=-Inf, ymax=+Inf)
 
# plot the readings
 
fio.gg <- ggplot(data=fio.list$hourly.df,aes(x=time, y=temperature))
fio.gg <- fio.gg + labs(y="Readings", x="Time")
fio.gg <- fio.gg + geom_rect(data=fio.forecast.range.df,
                             aes(xmin=xmin, xmax=xmax,
                                 ymin=ymin, ymax=ymax), 
                             fill="yellow", alpha=(0.15),
                             inherit.aes = FALSE)
fio.gg <- fio.gg + geom_line(aes(y=humidity*100), color="green")
fio.gg <- fio.gg + geom_line(aes(y=temperature), color="red")
fio.gg <- fio.gg + geom_line(aes(y=dewPoint), color="blue")
fio.gg <- fio.gg + theme_bw()
fio.gg

test

8 thoughts on “Rforecastio – Simple R Package To Access forecast.io Weather Data

    1. Thx for the tip about roxygen2. Just configured it in my local RStudio Desktop instance. Trying to figure out why my various RStudio Server installs aren’t giving me the same option in the build setup dialog.

    1. :-)

      Totally conscious/deliberate thing since it takes no effort to find where I live at all (I even do an open invite to to my house for holiday dinners).

      Absolutely spot-on advice for those who don’t threat model and risk assess, tho.

  1. Thank you for a helpful package, it looks great. However, when running it on Windows 7, I keep getting the error: SSL certificate problem, verify that the CA cert is OK. Details: error:14090086:SSL routines:SSL3GETSERVER_CERTIFICATE:certificate verify failed

    I have tried adding ssl.verifypeer = FALSE to the function but still no luck. Do you know of any solution?

  2. Awesome, it’s all working now. I am currently trying to find out how to change the function to retrieve the data in ‘si’ units, as the API offers ‘units’ as an option. In the mean time, manual conversion serves me just fine. Thank you again.

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