Created
May 2, 2019 17:57
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Customized corrgram function
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# Pairs points panel ------------------------------------------------------ | |
panel_points <- function(x, y, corr = NULL, fit.line = F, ...) { | |
if(!is.null(corr)) { | |
return() | |
} | |
plot.xy(xy.coords(x, y), type = "p", ...) | |
box(col = "lightgray") | |
if(fit.line) { | |
abline(lm(y ~ x), col = "red", lwd = 1.2) | |
} | |
} | |
# Pairs histogram diag panel ---------------------------------------------- | |
panel_hist <- function (x, corr = NULL, breaks, binwidth, ...) { | |
if (!is.null(corr)) { | |
return() | |
} | |
# if(missing(binwidth)) { | |
# binwidth <- diff(range(x, na.rm = TRUE)) * (1/10) | |
# } | |
# x.hist <- ggplot2:::bin(x, binwidth = binwidth) | |
# x.hist$xmin <- x.hist$x - x.hist$width[1] | |
# x.hist$xmax <- x.hist$x + x.hist$width[1] | |
hist.out <- hist(x, plot = F) | |
x.hist <- data.frame(count = hist.out$counts, | |
x = head(hist.out$breaks, -1), | |
xmax = tail(hist.out$breaks, -1)) | |
yr <- range(x.hist$count, na.rm = TRUE) | |
par(usr = c(par("usr")[1:2], min(yr), max(yr) * 1.1)) | |
plot.xy(xy.coords(x.hist$x, x.hist$count), type = "n", ...) | |
rect(xleft = x.hist$x, ybottom = 0, xright = x.hist$xmax, ytop = x.hist$count, | |
col = "grey75", border = "white") | |
box(col = "lightgray") | |
} | |
# Combines panel.conf and panel.shade ------------------------------------- | |
shaded_conf <- function (x, y, corr = NULL, digits = 2, cex.cor, ...) { | |
auto <- missing(cex.cor) | |
old.usr <- par("usr") | |
on.exit(par(old.usr)) | |
par(usr = c(0, 1, 0, 1)) | |
usr <- par("usr") | |
# Establish color palette | |
ncol <- 14 | |
pal <- col.corrgram(ncol) | |
# Maximize text contrast | |
txt_col <- function(r) { | |
ifelse(abs(r) > 0.3, "white", "black") | |
} | |
if (!is.null(corr)) { | |
est <- corr | |
est <- formatC(est, digits = digits, format = "f") | |
if (auto) { | |
cex.cor <- 0.7/strwidth(est) | |
} | |
col.ind <- as.numeric(cut(corr, | |
breaks = seq(from = -1, to = 1, length = ncol + 1), | |
include.lowest = TRUE)) | |
rect(usr[1], usr[3], usr[2], usr[4], col = pal[col.ind], border = NA) | |
text(0.5, 0.6, est, cex = cex.cor, col = txt_col(corr)) | |
} else { | |
results <- cor.test(x, y, alternative = "two.sided") | |
est <- results$estimate | |
est <- formatC(est, digits = digits, format = "f") | |
if (auto) { | |
cex.cor <- 0.7/strwidth(est) | |
} | |
col.ind <- as.numeric(cut(results$estimate, | |
breaks = seq(from = -1, to = 1, length = ncol + 1), | |
include.lowest = TRUE)) | |
rect(usr[1], usr[3], usr[2], usr[4], col = pal[col.ind], border = NA) | |
text(0.5, 0.6, est, cex = cex.cor, col = txt_col(results$estimate)) | |
ci <- results$conf.int | |
ci <- formatC(ci, digits = 2, format = "f") | |
ci <- paste("(", ci[1], ",", ci[2], ")", sep = "") | |
if (auto) { | |
cex.cor <- 0.8/strwidth(ci) | |
} | |
text(0.5, 0.3, ci, cex = cex.cor, col = txt_col(results$estimate)) | |
} | |
box(col = "lightgrey") | |
} | |
# Customized corrgram plot ------------------------------------------------ | |
corrgram_plot <- function(df, pt.col = rgb(0, 0, 0, .4), pt.cex = 1, ...) { | |
corrgram(df, order = TRUE, | |
upper.panel = shaded_conf, | |
lower.panel = function(...) | |
panel_points(..., fit.line = T, pch = 16, col = pt.col, cex = pt.cex), | |
diag.panel = panel_hist, ...) | |
} |
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