AgriDataTools - Automated Statistical Analysis and Tools for Agricultural
Research
A comprehensive suite of statistical tools tailored for
agricultural and plant breeding research. Provides automated
pipelines for analysis of variance and covariance under
randomized complete block designs and completely randomized
designs, descriptive summary statistics, and post-hoc multiple
range tests including Least Significant Difference, Tukey, and
Scheffe based on Steel et al. (1997) <isbn:978-0070610286>.
Quantitative genetic parameters including genotypic,
phenotypic, and environmental variance components and
broad-sense heritability follow Burton and Devane (1953)
<doi:10.2134/agronj1953.00021962004500100005x>. Genetic advance
and genetic advance as percentage of mean estimation follow
Johnson et al. (1955)
<doi:10.2134/agronj1955.00021962004700070009x>. Genotypic,
phenotypic, and environmental correlations follow Miller et al.
(1958) <doi:10.2134/agronj1958.00021962005000100020x>.
Genotypic and phenotypic path coefficient analysis direct and
indirect effects decomposition follows Dewey and Lu (1959)
<doi:10.2134/agronj1959.00021962005100090002x>. Principal
component analysis follows Jolliffe (2002)
<isbn:978-0387954424> and hierarchical clustering follows
Sneath and Sokal (1973) <isbn:978-0716706977>.