pheno {SoyURT} | R Documentation |
Phenotype
Description
Modeled data set by Krause et al. (2022) from the USDA Northern Region Uniform Soybean Tests. The data contains 4,257 experimental genotypes evaluated at 63 locations and 31 years resulting in 591 location-year combinations (environments) with 39,006 yield values belonging to matirity groups II and III from 1989 to 2019. Annual PDF reports from the Northern Region of the USDA Uniform Soybean Tests were obtained from https://ars.usda.gov/mwa/lafayette/cppcru/ust. The data retrieved from the published PDF files represent averages for seed yield for each genotype evaluated at each trial in location-year combinations. Seed yield was adjusted to 13% moisture and results were reported in bushels per acre (bu/ac). For more information about the trial field plot design and agronomic practices, please refer to the PDF files. The raw data can also be downloaded from Soybase: https://soybase.org/ncsrp/queryportal/.
Usage
pheno
Format
A data frame in tidy format with 39,006 observations on the following 13 variables:
year
years, 31 levels (1989 - 2019)
location
locations, 63 levels (observed locations in the historical series)
latitude
latitude
longitude
longitude
altitude
altitude
trial
name of the trial that originated the phenotypic record
check
indicator variable for variety checks, 2 levels (yes or no)
maturity_group
genotype's maturity group, 2 levels (II or III)
G
genotype, 4,257 levels
eBLUE
empirical best linear unbiased estimate of genotype means
SE
standard error of genotype means on a location level
average_planting_date
average planting date on a location level (MM/DD/YY)
average_maturity_date
average maturity date on a location level in days after planting
Source
Krause, M. D., Dias, K. O. G., Singh, A. K., and Beavis. W. D. (2022). Using large soybean historical data to study genotype by environment variation and identify mega-environments with the integration of genetic and non-genetic factors. bioRxiv, doi: 10.1101/2022.04.11.487885