rOpenSci Traits Package

The rOpenSci traits package is an R client for various sources of species trait data. The traits package provides functions that interface with the BETYdb API.
These instructions are from the traits package documentation, which is released with a MIT-BSD license.
Installation
Launch R
$ R
Install the stable version of the package from CRAN:
install.packages("traits")
Or development version from GitHub:
devtools::install_github("ropensci/traits")
Load traits
library("traits")
Example 1: Query trait data for Willow
Get trait data for Willow (Salix spp.)
(salix <- betydb_search("Salix Vcmax"))
#> Source: local data frame [14 x 31]
#> 
#>    access_level       author checked citation_id citation_year  city
#>           (int)        (chr)   (int)       (int)         (int) (chr)
#> 1             4       Merilo       1         430          2005 Saare
#> 2             4       Merilo       1         430          2005 Saare
#> 3             4       Merilo       1         430          2005 Saare
#> 4             4       Merilo       1         430          2005 Saare
#> 5             4 Wullschleger       1          51          1993    NA
#> 6             4       Merilo       1         430          2005 Saare
#> 7             4       Merilo       1         430          2005 Saare
#> 8             4       Merilo       1         430          2005 Saare
#> 9             4       Merilo       1         430          2005 Saare
#> 10            4       Merilo       1         430          2005 Saare
#> 11            4       Merilo       1         430          2005 Saare
#> 12            4       Merilo       1         430          2005 Saare
#> 13            4       Merilo       1         430          2005 Saare
#> 14            4         Wang       1         381          2010    NA
#> Variables not shown: commonname (chr), cultivar_id (int), date (chr),
#>   dateloc (chr), genus (chr), id (int), lat (dbl), lon (dbl), mean (chr),
#>   month (dbl), n (int), notes (chr), result_type (chr), scientificname
#>   (chr), site_id (int), sitename (chr), species_id (int), stat (chr),
#>   statname (chr), trait (chr), trait_description (chr), treatment (chr),
#>   treatment_id (int), units (chr), year (dbl)
# equivalent:
# (out <- betydb_search("willow"))
Summarise data from the output data.frame
library("dplyr")
salix %>%
  group_by(scientificname, trait) %>%
  mutate(.mean = as.numeric(mean)) %>%
  summarise(mean = round(mean(.mean, na.rm = TRUE), 2),
            min = round(min(.mean, na.rm = TRUE), 2),
            max = round(max(.mean, na.rm = TRUE), 2),
            n = length(n))
#> Source: local data frame [4 x 6]
#> Groups: scientificname [?]
#> 
#>                    scientificname trait  mean   min   max     n
#>                             (chr) (chr) (dbl) (dbl) (dbl) (int)
#> 1                           Salix Vcmax 65.00 65.00 65.00     1
#> 2                Salix dasyclados Vcmax 46.08 34.30 56.68     4
#> 3 Salix sachalinensis × miyabeana Vcmax 79.28 79.28 79.28     1
#> 4                 Salix viminalis Vcmax 43.04 19.99 61.29     8
​BETYdb is the Biofuel Ecophysiological Traits and Yields Database. You can get many different types of data from this database, including trait data.
Function setup: All functions are prefixed with betydb_. Plural function names like betydb_traits() accept parameters and always give back a data.frame, while singular function names like betydb_trait() accept an ID and give back a list.
The idea with the functions with plural names is to search for either traits, species, etc., and with the singular function names to get data by one or more IDs.
Example 2: Get yield data for Switchgrass (Panicum virgatum)
out <- betydb_search(query = "Switchgrass Yield")
Summarise data from the output data.frame
library("dplyr")
out %>%
  group_by(id) %>%
  summarise(mean_result = mean(as.numeric(mean), na.rm = TRUE)) %>%
  arrange(desc(mean_result))
## Source: local data frame [509 x 2]
## 
##       id mean_result
## 1   1666       27.36
## 2  16845       27.00
## 3   1669       26.36
## 4  16518       26.00
## 5   1663       25.35
## 6  16742       25.00
## 7   1594       24.78
## 8   1674       22.71
## 9   1606       22.54
## 10  1665       22.46
## ..   ...         ...
Advanced Queries
The tables above will return values of _tablename_id that can be used to query other tables
Query a Single trait record by its id
betydb_trait(id = 10)
## $created_at
## NULL
## 
## $description
## [1] "Leaf Percent Nitrogen"
## 
## $id
## [1] 10
## 
## $label
## NULL
## 
## $max
## [1] "10"
## 
## $min
## [1] "0.02"
## 
## $name
## [1] "leafN"
## 
## $notes
## [1] ""
## 
## $standard_name
## NULL
## 
## $standard_units
## NULL
## 
## $units
## [1] "percent"
## 
## $updated_at
## [1] "2011-06-06T09:40:42-05:00"
Query a single Species
betydb_specie(id = 10)
## $AcceptedSymbol
## [1] "ACKA2"
## 
## $commonname
## [1] "karroothorn"
## 
## $created_at
## NULL
## 
## $genus
## [1] "Acacia"
## 
## $id
## [1] 10
## 
## $notes
## [1] ""
## 
## $scientificname
## [1] "Acacia karroo"
## 
## $spcd
## NULL
## 
## $species
## [1] "karroo"
## 
## $updated_at
## [1] "2011-03-01T15:02:25-06:00"
Query a single Citation
betydb_citation(10)
## $author
## [1] "Casler"
## 
## $created_at
## NULL
## 
## $doi
## [1] "10.2135/cropsci2003.2226"
## 
## $id
## [1] 10
## 
## $journal
## [1] "Crop Science"
## 
## $pdf
## [1] "http://crop.scijournals.org/cgi/reprint/43/6/2226.pdf"
## 
## $pg
## [1] "2226–2233"
## 
## $title
## [1] "Cultivar X environment interactions in switchgrass"
## 
## $updated_at
## NULL
## 
## $url
## [1] "http://crop.scijournals.org/cgi/content/abstract/43/6/2226"
## 
## $user_id
## NULL
## 
## $vol
## [1] 43
## 
## $year
## [1] 2003
Query a single Site
betydb_site(id = 1)
## $city
## [1] "Aliartos"
## 
## $country
## [1] "GR"
## 
## $geometry
## [1] "POINT (23.17 38.37 114.0)"
## 
## $greenhouse
## [1] FALSE
## 
## $notes
## [1] ""
## 
## $sitename
## [1] "Aliartos"
## 
## $state
## [1] ""
API v1.beta
R dplyr Package
Last updated 2 years ago