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☁️ R interface to the Dark Sky API [APPLE IS SHUTTING DOWN THE API 2022-12-31]

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NOTICE APPLE IS SHUTTING DOWN THE API 2021-12-31

Alt wx API I'm considering wrapping as an alternative — https://www.visualcrossing.com/resources/documentation/weather-api/how-to-replace-the-dark-sky-api/

darksky : Tools to Work with the Dark Sky API

The following functions are implemented:

  • darksky_api_key : Get or set DARKSKY_API_KEY value
  • get_current_forecast : Retrieve the current forecast (for the next week)
  • get_forecast_for : Retrieve weather data for a specific place/time
  • plot.darksky : Plot method for darksky objects
  • print.darksky : A tad more human readable default printing

Installation

devtools::install_github("hrbrmstr/darksky")

OR

devtools::install.packages("darksky")

Usage

library(darksky)
library(tidyverse)

# current verison
packageVersion("darksky")
## [1] '1.3.0'
now <- get_current_forecast(43.2672, -70.8617)
print(now)
## minutely 
## ======================================================================================================================== 
## 'data.frame':    61 obs. of  3 variables:
##  $ time             : POSIXct, format: "2018-05-29 15:54:00" "2018-05-29 15:55:00" "2018-05-29 15:56:00" "2018-05-29 15:57:00" ...
##  $ precipIntensity  : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ precipProbability: int  0 0 0 0 0 0 0 0 0 0 ...
## NULL
## 
## hourly 
## ======================================================================================================================== 
## 'data.frame':    49 obs. of  18 variables:
##  $ time               : POSIXct, format: "2018-05-29 15:00:00" "2018-05-29 16:00:00" "2018-05-29 17:00:00" "2018-05-29 18:00:00" ...
##  $ summary            : chr  "Clear" "Clear" "Clear" "Clear" ...
##  $ icon               : chr  "clear-day" "clear-day" "clear-day" "clear-day" ...
##  $ precipIntensity    : num  0 0 0.001 0.0018 0 0.0013 0.0012 0 0.0004 0 ...
##  $ precipProbability  : num  0 0 0.01 0.02 0 0.03 0.03 0 0.02 0 ...
##  $ temperature        : num  83.5 83.2 82.1 79.4 75.7 ...
##  $ apparentTemperature: num  83.5 83.2 82.1 79.4 75.7 ...
##  $ dewPoint           : num  55.9 56.8 57 58.5 60.4 ...
##  $ humidity           : num  0.39 0.41 0.42 0.49 0.59 0.72 0.79 0.79 0.75 0.75 ...
##  $ pressure           : num  1014 1014 1014 1015 1016 ...
##  $ windSpeed          : num  0.35 2.73 2.42 2.1 2.15 2.32 2.79 3.05 3.84 4.21 ...
##  $ windGust           : num  7.3 6.84 5.68 5.74 5.81 ...
##  $ windBearing        : int  140 136 132 121 131 150 82 65 53 55 ...
##  $ cloudCover         : num  0.03 0.01 0.03 0.03 0.04 0.04 0.07 0.1 0.12 0.15 ...
##  $ uvIndex            : int  5 3 2 1 0 0 0 0 0 0 ...
##  $ visibility         : num  8.96 7.3 10 10 10 10 10 10 10 10 ...
##  $ ozone              : num  343 343 343 342 342 ...
##  $ precipType         : chr  NA NA "rain" "rain" ...
## NULL
## 
## daily 
## ======================================================================================================================== 
## 'data.frame':    8 obs. of  39 variables:
##  $ time                       : POSIXct, format: "2018-05-29" "2018-05-30" "2018-05-31" "2018-06-01" ...
##  $ summary                    : chr  "Mostly cloudy in the morning." "Partly cloudy throughout the day." "Foggy overnight." "Foggy in the morning." ...
##  $ icon                       : chr  "partly-cloudy-day" "partly-cloudy-day" "fog" "fog" ...
##  $ sunriseTime                : POSIXct, format: "2018-05-29 05:09:10" "2018-05-30 05:08:36" "2018-05-31 05:08:03" "2018-06-01 05:07:33" ...
##  $ sunsetTime                 : POSIXct, format: "2018-05-29 20:15:37" "2018-05-30 20:16:28" "2018-05-31 20:17:18" "2018-06-01 20:18:07" ...
##  $ moonPhase                  : num  0.51 0.54 0.57 0.6 0.63 0.66 0.69 0.72
##  $ precipIntensity            : num  0.0003 0.0003 0.0004 0.0041 0.0067 0.0258 0.0006 0.0131
##  $ precipIntensityMax         : num  0.0018 0.0014 0.003 0.0101 0.0199 0.0608 0.0046 0.0285
##  $ precipIntensityMaxTime     : POSIXct, format: "2018-05-29 18:00:00" "2018-05-30 01:00:00" "2018-05-31 20:00:00" "2018-06-01 15:00:00" ...
##  $ precipProbability          : num  0.14 0.12 0.13 0.35 0.49 0.71 0.21 0.49
##  $ precipType                 : chr  "rain" "rain" "rain" "rain" ...
##  $ temperatureHigh            : num  83.5 69.5 72.6 75.4 66 ...
##  $ temperatureHighTime        : int  1527620400 1527703200 1527793200 1527886800 1527966000 1528056000 1528135200 1528214400
##  $ temperatureLow             : num  52.9 48.1 59.8 60.2 48.8 ...
##  $ temperatureLowTime         : int  1527670800 1527757200 1527840000 1527940800 1528016400 1528102800 1528185600 1528272000
##  $ apparentTemperatureHigh    : num  83.5 69.5 72.6 76.4 66 ...
##  $ apparentTemperatureHighTime: int  1527620400 1527703200 1527793200 1527886800 1527966000 1528056000 1528135200 1528214400
##  $ apparentTemperatureLow     : num  52.9 46.8 60.1 60.2 45.9 ...
##  $ apparentTemperatureLowTime : int  1527670800 1527757200 1527840000 1527940800 1528016400 1528102800 1528185600 1528272000
##  $ dewPoint                   : num  57 47.1 52.2 65 58.1 ...
##  $ humidity                   : num  0.72 0.63 0.76 0.94 0.87 0.8 0.73 0.7
##  $ pressure                   : num  1014 1023 1017 1007 1007 ...
##  $ windSpeed                  : num  0.6 4.31 5.86 4.39 5.47 7.34 3.67 7.29
##  $ windGust                   : num  11.3 17.1 16.9 13.6 28.4 ...
##  $ windGustTime               : int  1527649200 1527674400 1527782400 1527829200 1527933600 1528005600 1528138800 1528239600
##  $ windBearing                : int  259 105 181 172 59 62 0 346
##  $ cloudCover                 : num  0.25 0.48 0.73 0.81 1 0.38 0.85 1
##  $ uvIndex                    : int  8 6 7 6 5 8 6 6
##  $ uvIndexTime                : int  1527609600 1527696000 1527782400 1527868800 1527955200 1528041600 1528131600 1528218000
##  $ visibility                 : num  9.52 10 9.42 10 NA NA NA NA
##  $ ozone                      : num  342 327 316 311 312 ...
##  $ temperatureMin             : num  52.2 51.7 48.1 59.8 56.1 ...
##  $ temperatureMinTime         : POSIXct, format: "2018-05-29 03:00:00" "2018-05-30 23:00:00" "2018-05-31 05:00:00" "2018-06-01 04:00:00" ...
##  $ temperatureMax             : num  83.5 69.5 72.6 75.4 66.9 ...
##  $ temperatureMaxTime         : POSIXct, format: "2018-05-29 15:00:00" "2018-05-30 14:00:00" "2018-05-31 15:00:00" "2018-06-01 17:00:00" ...
##  $ apparentTemperatureMin     : num  52.2 51.7 46.8 60.1 56.1 ...
##  $ apparentTemperatureMinTime : POSIXct, format: "2018-05-29 03:00:00" "2018-05-30 23:00:00" "2018-05-31 05:00:00" "2018-06-01 04:00:00" ...
##  $ apparentTemperatureMax     : num  83.5 69.5 72.6 76.4 67.8 ...
##  $ apparentTemperatureMaxTime : POSIXct, format: "2018-05-29 15:00:00" "2018-05-30 14:00:00" "2018-05-31 15:00:00" "2018-06-01 17:00:00" ...
## NULL
## 
## currently 
## ======================================================================================================================== 
## 'data.frame':    1 obs. of  19 variables:
##  $ time                : POSIXct, format: "2018-05-29 15:54:44"
##  $ summary             : chr "Clear"
##  $ icon                : chr "clear-day"
##  $ nearestStormDistance: int 119
##  $ nearestStormBearing : int 234
##  $ precipIntensity     : int 0
##  $ precipProbability   : int 0
##  $ temperature         : num 83.2
##  $ apparentTemperature : num 83.2
##  $ dewPoint            : num 56.8
##  $ humidity            : num 0.41
##  $ pressure            : num 1014
##  $ windSpeed           : num 2.52
##  $ windGust            : num 6.88
##  $ windBearing         : int 137
##  $ cloudCover          : num 0.02
##  $ uvIndex             : int 3
##  $ visibility          : num 7.44
##  $ ozone               : num 343
## NULL

Historical (using Date objects):

seq(Sys.Date()-10, Sys.Date(), "1 day") %>% 
  map(~get_forecast_for(43.2672, -70.8617, .x)) %>% 
  map_df("hourly") %>% 
  ggplot(aes(x=time, y=temperature)) +
  geom_line()

then <- get_forecast_for(43.2672, -70.8617, "2013-05-06T12:00:00-0400", add_headers=TRUE)
print(then)
## hourly 
## ======================================================================================================================== 
## 'data.frame':    24 obs. of  14 variables:
##  $ time               : POSIXct, format: "2013-05-06 00:00:00" "2013-05-06 01:00:00" "2013-05-06 02:00:00" "2013-05-06 03:00:00" ...
##  $ summary            : chr  "Clear" "Clear" "Clear" "Clear" ...
##  $ icon               : chr  "clear-night" "clear-night" "clear-night" "clear-night" ...
##  $ precipIntensity    : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ precipProbability  : int  0 0 0 0 0 0 0 0 0 0 ...
##  $ temperature        : num  40.3 38.8 37.6 36.1 34.4 ...
##  $ apparentTemperature: num  38.4 38.8 37.6 36.1 34.4 ...
##  $ dewPoint           : num  36.5 35.6 35.2 34.2 32.7 ...
##  $ humidity           : num  0.86 0.88 0.91 0.92 0.93 0.95 0.94 0.92 0.85 0.81 ...
##  $ pressure           : num  1025 1025 1024 1024 1024 ...
##  $ windSpeed          : num  3.28 2.31 2.36 1.19 2.2 2.86 1.95 2.16 4.16 5.3 ...
##  $ windBearing        : int  197 186 193 250 285 247 301 233 197 172 ...
##  $ cloudCover         : num  0 0 0 0 0 0.02 0.03 0.2 0.23 0.02 ...
##  $ visibility         : num  9.36 8.18 8.49 7.98 6.89 6.71 6.08 7.56 7.89 9.28 ...
## NULL
## 
## daily 
## ======================================================================================================================== 
## 'data.frame':    1 obs. of  32 variables:
##  $ time                       : POSIXct, format: "2013-05-06"
##  $ summary                    : chr "Foggy overnight."
##  $ icon                       : chr "fog"
##  $ sunriseTime                : POSIXct, format: "2013-05-06 05:30:40"
##  $ sunsetTime                 : POSIXct, format: "2013-05-06 19:51:57"
##  $ moonPhase                  : num 0.9
##  $ precipIntensity            : int 0
##  $ precipIntensityMax         : int 0
##  $ precipProbability          : int 0
##  $ temperatureHigh            : num 60.3
##  $ temperatureHighTime        : int 1367863200
##  $ temperatureLow             : num 43.4
##  $ temperatureLowTime         : int 1367920800
##  $ apparentTemperatureHigh    : num 60.3
##  $ apparentTemperatureHighTime: int 1367863200
##  $ apparentTemperatureLow     : num 43.2
##  $ apparentTemperatureLowTime : int 1367899200
##  $ dewPoint                   : num 40.2
##  $ humidity                   : num 0.78
##  $ pressure                   : num 1023
##  $ windSpeed                  : num 4.01
##  $ windBearing                : int 161
##  $ cloudCover                 : num 0.05
##  $ visibility                 : num 7.8
##  $ temperatureMin             : num 34.3
##  $ temperatureMinTime         : POSIXct, format: "2013-05-06 05:00:00"
##  $ temperatureMax             : num 60.3
##  $ temperatureMaxTime         : POSIXct, format: "2013-05-06 14:00:00"
##  $ apparentTemperatureMin     : num 34.3
##  $ apparentTemperatureMinTime : POSIXct, format: "2013-05-06 05:00:00"
##  $ apparentTemperatureMax     : num 60.3
##  $ apparentTemperatureMaxTime : POSIXct, format: "2013-05-06 14:00:00"
## NULL
## 
## currently 
## ======================================================================================================================== 
## 'data.frame':    1 obs. of  14 variables:
##  $ time               : POSIXct, format: "2013-05-06 12:00:00"
##  $ summary            : chr "Clear"
##  $ icon               : chr "clear-day"
##  $ precipIntensity    : int 0
##  $ precipProbability  : int 0
##  $ temperature        : num 58.1
##  $ apparentTemperature: num 58.1
##  $ dewPoint           : num 41.9
##  $ humidity           : num 0.55
##  $ pressure           : num 1024
##  $ windSpeed          : num 5.58
##  $ windBearing        : int 147
##  $ cloudCover         : num 0.04
##  $ visibility         : num 9.47
## NULL
# getting data for more than one location

more_than_one <- data.frame(loc=c("Maine", "Seattle"),
                            lat=c(43.2672, 47.6097),
                            lon=c(70.8617, 122.3331),
                            when=c("2013-05-06T12:00:00-0400",
                                   "2013-05-06T12:00:00-0400"),
                            stringsAsFactors=FALSE)

bigger_list <- pmap(list(more_than_one$lat, more_than_one$lon,
                         more_than_one$when),
                    get_forecast_for)
names(bigger_list) <- more_than_one$loc

bigger_list$Seattle
## hourly 
## ======================================================================================================================== 
## 'data.frame':    24 obs. of  13 variables:
##  $ time               : POSIXct, format: "2013-05-06 12:00:00" "2013-05-06 13:00:00" "2013-05-06 14:00:00" "2013-05-06 15:00:00" ...
##  $ summary            : chr  "Mostly Cloudy" "Partly Cloudy" "Partly Cloudy" "Partly Cloudy" ...
##  $ icon               : chr  "partly-cloudy-night" "partly-cloudy-night" "partly-cloudy-night" "partly-cloudy-night" ...
##  $ precipType         : chr  "rain" "rain" "rain" "rain" ...
##  $ temperature        : num  57.4 55.8 54.5 53.3 52.4 ...
##  $ apparentTemperature: num  57.4 55.8 54.5 53.3 52.4 ...
##  $ dewPoint           : num  37 37.9 38.5 38.5 38.4 ...
##  $ humidity           : num  0.46 0.51 0.54 0.57 0.59 0.58 0.53 0.46 0.39 0.33 ...
##  $ pressure           : num  1014 1013 1013 1013 1013 ...
##  $ windSpeed          : num  3.84 4.39 4.78 4.61 4.28 4.45 5.59 7.2 8.45 8.99 ...
##  $ windBearing        : int  182 176 174 176 181 186 188 189 190 193 ...
##  $ cloudCover         : num  0.62 0.41 0.29 0.4 0.61 0.75 0.73 0.63 0.56 0.58 ...
##  $ visibility         : num  9.65 9.42 9.25 9.21 9.23 9.25 9.24 9.23 9.25 9.3 ...
## NULL
## 
## daily 
## ======================================================================================================================== 
## 'data.frame':    1 obs. of  30 variables:
##  $ time                       : POSIXct, format: "2013-05-06 12:00:00"
##  $ summary                    : chr "Mostly cloudy throughout the day."
##  $ icon                       : chr "partly-cloudy-day"
##  $ sunriseTime                : POSIXct, format: "2013-05-06 16:25:32"
##  $ sunsetTime                 : POSIXct, format: "2013-05-07 07:11:30"
##  $ moonPhase                  : num 0.91
##  $ precipType                 : chr "rain"
##  $ temperatureHigh            : num 84.5
##  $ temperatureHighTime        : int 1367913600
##  $ temperatureLow             : num 59.2
##  $ temperatureLowTime         : int 1367956800
##  $ apparentTemperatureHigh    : num 84.5
##  $ apparentTemperatureHighTime: int 1367913600
##  $ apparentTemperatureLow     : num 59.2
##  $ apparentTemperatureLowTime : int 1367956800
##  $ dewPoint                   : num 37.3
##  $ humidity                   : num 0.35
##  $ pressure                   : num 1009
##  $ windSpeed                  : num 6.5
##  $ windBearing                : int 192
##  $ cloudCover                 : num 0.62
##  $ visibility                 : num 9.36
##  $ temperatureMin             : num 52.4
##  $ temperatureMinTime         : POSIXct, format: "2013-05-06 16:00:00"
##  $ temperatureMax             : num 84.5
##  $ temperatureMaxTime         : POSIXct, format: "2013-05-07 04:00:00"
##  $ apparentTemperatureMin     : num 52.4
##  $ apparentTemperatureMinTime : POSIXct, format: "2013-05-06 16:00:00"
##  $ apparentTemperatureMax     : num 84.5
##  $ apparentTemperatureMaxTime : POSIXct, format: "2013-05-07 04:00:00"
## NULL
## 
## currently 
## ======================================================================================================================== 
## 'data.frame':    1 obs. of  13 variables:
##  $ time               : POSIXct, format: "2013-05-06 12:00:00"
##  $ summary            : chr "Mostly Cloudy"
##  $ icon               : chr "partly-cloudy-night"
##  $ precipType         : chr "rain"
##  $ temperature        : num 57.4
##  $ apparentTemperature: num 57.4
##  $ dewPoint           : num 37
##  $ humidity           : num 0.46
##  $ pressure           : num 1014
##  $ windSpeed          : num 3.84
##  $ windBearing        : int 182
##  $ cloudCover         : num 0.62
##  $ visibility         : num 9.65
## NULL
bigger_list$Maine
## hourly 
## ======================================================================================================================== 
## 'data.frame':    24 obs. of  13 variables:
##  $ time               : POSIXct, format: "2013-05-05 14:00:00" "2013-05-05 15:00:00" "2013-05-05 16:00:00" "2013-05-05 17:00:00" ...
##  $ summary            : chr  "Clear" "Clear" "Clear" "Clear" ...
##  $ icon               : chr  "clear-night" "clear-night" "clear-night" "clear-night" ...
##  $ precipType         : chr  "rain" "rain" "rain" "rain" ...
##  $ temperature        : num  53.5 52.4 51.2 49.3 51 ...
##  $ apparentTemperature: num  53.5 52.4 51.2 49.3 51 ...
##  $ dewPoint           : num  36.7 36.5 40.4 37.6 38 ...
##  $ humidity           : num  0.53 0.55 0.66 0.64 0.61 0.63 0.62 0.59 0.47 0.45 ...
##  $ pressure           : num  1020 NA NA 1020 NA ...
##  $ windSpeed          : num  4.72 3.32 13 1.86 2.05 3.49 1.91 3.97 13 2.65 ...
##  $ windBearing        : int  49 48 70 96 101 134 133 177 60 51 ...
##  $ cloudCover         : num  0 0 0 0 0 0 0.15 0 0 0 ...
##  $ visibility         : num  7.62 6.2 6.2 7.62 6.2 6.2 9.15 6.2 6.2 9.15 ...
## NULL
## 
## daily 
## ======================================================================================================================== 
## 'data.frame':    1 obs. of  30 variables:
##  $ time                       : POSIXct, format: "2013-05-05 14:00:00"
##  $ summary                    : chr "Clear throughout the day."
##  $ icon                       : chr "clear-day"
##  $ sunriseTime                : POSIXct, format: "2013-05-05 20:04:18"
##  $ sunsetTime                 : POSIXct, format: "2013-05-06 10:24:35"
##  $ moonPhase                  : num 0.88
##  $ precipType                 : chr "rain"
##  $ temperatureHigh            : num 75.3
##  $ temperatureHighTime        : int 1367827200
##  $ temperatureLow             : num 47.6
##  $ temperatureLowTime         : int 1367881200
##  $ apparentTemperatureHigh    : num 75.3
##  $ apparentTemperatureHighTime: int 1367827200
##  $ apparentTemperatureLow     : num 45.4
##  $ apparentTemperatureLowTime : int 1367881200
##  $ dewPoint                   : num 37.6
##  $ humidity                   : num 0.42
##  $ pressure                   : num 1018
##  $ windSpeed                  : num 8.31
##  $ windBearing                : int 62
##  $ cloudCover                 : num 0.02
##  $ visibility                 : num 7.02
##  $ temperatureMin             : num 49.3
##  $ temperatureMinTime         : POSIXct, format: "2013-05-05 17:00:00"
##  $ temperatureMax             : num 75.3
##  $ temperatureMaxTime         : POSIXct, format: "2013-05-06 04:00:00"
##  $ apparentTemperatureMin     : num 49.3
##  $ apparentTemperatureMinTime : POSIXct, format: "2013-05-05 17:00:00"
##  $ apparentTemperatureMax     : num 75.3
##  $ apparentTemperatureMaxTime : POSIXct, format: "2013-05-06 04:00:00"
## NULL
## 
## currently 
## ======================================================================================================================== 
## 'data.frame':    1 obs. of  12 variables:
##  $ time               : POSIXct, format: "2013-05-06 12:00:00"
##  $ summary            : chr "Clear"
##  $ icon               : chr "clear-night"
##  $ precipType         : chr "rain"
##  $ temperature        : num 67.2
##  $ apparentTemperature: num 67.2
##  $ dewPoint           : num 33.2
##  $ humidity           : num 0.28
##  $ windSpeed          : num 11.2
##  $ windBearing        : int 72
##  $ cloudCover         : int 0
##  $ visibility         : num 6.2
## NULL
print(sprintf("You have used %s API calls.", then$`x-forecast-api-calls`))
## [1] "You have used 32 API calls."
plot(now)

Test Results

library(darksky)
library(testthat)

date()
## [1] "Tue May 29 15:54:49 2018"
test_dir("tests/")
## ✔ | OK F W S | Context
## ══ testthat results  ════════════════════════════════════════════════════════════
## OK: 4 SKIPPED: 0 FAILED: 0
## 
## ══ Results ══════════════════════════════════════════════════════════════════════
## Duration: 0.5 s
## 
## OK:       0
## Failed:   0
## Warnings: 0
## Skipped:  0