Potato yields in response to potash and nitrogen fertilizer
Potato yields in response to potash and nitrogen fertilizer. Data from Fisher's 1929 paper Studies in Crop Variation 6. A different design was used each year.
A data frame with 225 observations on the following 9 variables.
year
year/type factor
yield
yield, pounds per plot
block
block
row
row
col
column
trt
treatment factor
nitro
nitrogen fertilizer, cwt/acre
potash
potash fertilizer, cwt/acre
ptype
potash type
The data is of interest to show the gradual development of experimental designs in agriculture.
In 1925/1926 the potato variety was Kerr's Pink. In 1927 Arran Comrade.
In the 1925a/1926a qualitative experiments, the treatments are O=None, S=Sulfate, M=Muriate, P=Potash manure salts. The design was a Latin Square.
The 1925/1926b/1927 experiments were RCB designs with treatment codes defining the amount and type of fertilizer used. Note: the 't' treatment was not defined in the original paper.
T Eden and R A Fisher, 1929. Studies in Crop Variation. VI. Experiments on the response of the potato to potash and nitrogen. Journal of Agricultural Science, 19: 201-213.
McCullagh, P. and Clifford, D., (2006). Evidence for conformal invariance of crop yields, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Science, 462, 2119–2143. https://doi.org/10.1098/rspa.2006.1667
library(agridat) data(eden.potato) dat <- eden.potato # 1925 qualitative d5a <- subset(dat, year=='1925a') libs(desplot) desplot(d5a, trt~col*row, text=yield, cex=1, shorten='no', # aspect unknown main="eden.potato: 1925 qualitative") anova(m5a <- aov(yield~trt+factor(row)+factor(col), d5a)) # table 2 # 1926 qualitative d6a <- subset(dat, year=='1926a') libs(desplot) desplot(d6a, trt~col*row, text=yield, cex=1, shorten='no', # aspect unknown main="eden.potato: 1926 qualitative") anova(m6a <- aov(yield~trt+factor(row)+factor(col), d6a)) # table 4 # 1925 quantitative d5 <- subset(dat, year=='1925b') libs(desplot) desplot(d5, yield ~ col*row, out1=block, text=trt, cex=1, # aspect unknown main="eden.potato: 1925 quantitative") # Trt 't' not defined, seems to be the same as 'a' libs(lattice) dotplot(trt~yield|block, d5, # aspect unknown main="eden.potato: 1925 quantitative") anova(m5 <- aov(yield~trt+block, d5)) # table 6 # 1926 quantitative d6 <- subset(dat, year=='1926b') libs(desplot) desplot(d6, yield ~ col*row, out1=block, text=trt, cex=1, # aspect unknown main="eden.potato: 1926 quantitative") anova(m6 <- aov(yield~trt+block, d6)) # table 7 # 1927 qualitative + quantitative d7 <- droplevels(subset(dat, year==1927)) libs(desplot) desplot(d7, yield ~ col*row, out1=block, text=trt, cex=1, col=ptype, # aspect unknown main="eden.potato: 1927 qualitative + quantitative") # Table 8. Anova, mean yield tons / acre anova(m7 <- aov(yield~trt+block+ptype + ptype:potash, d7)) libs(reshape2) me7 <- melt(d7, measure.vars='yield') acast(me7, potash~nitro, fun=mean) * 40/2240 # English ton = 2240 pounds acast(me7, potash~ptype, fun=mean) * 40/2240
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