Last active
February 19, 2019 21:00
-
-
Save tvladeck/d761c3bfd931fbf37d715994ced6acb5 to your computer and use it in GitHub Desktop.
repel plot from contingency table
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
library(ca) | |
library(ggplot2) | |
library(ggrepel) | |
library(stringr) | |
library(scales) | |
library(magrittr) | |
library(factoextra) | |
repel_ca_from_table <- | |
function( | |
tbl, # table to be repelled | |
add_legend = F, # whether or not you want annotation included | |
which_auto_dim = "col", # if automatic annotation, which it draws from | |
dim1_annotate = add_legend, | |
dim2_annotate = add_legend, | |
dim1_text = NULL, | |
dim2_text = NULL, | |
row_mass = T, | |
col_mass = T, | |
mass_scale_factor = 1, | |
row_mass_scale_factor = mass_scale_factor, | |
col_mass_scale_factor = mass_scale_factor | |
) | |
{ | |
a <- tbl %>% ca | |
b <- summary(a) | |
c <- | |
rbind.data.frame( | |
cbind.data.frame( | |
a$rowcoord, | |
mass = a$rowmass * row_mass_scale_factor, | |
inertia = a$rowinertia, | |
variable = "statement" | |
), | |
cbind.data.frame( | |
a$colcoord, | |
mass = a$colmass * col_mass_scale_factor, | |
inertia = a$colinertia, | |
variable = "category" | |
) | |
) %>% | |
mutate(label = rownames(.)) | |
c[c$variable == "statement", ]$mass <- rescale(c[c$variable == "statement", ]$mass) | |
c[c$variable == "category", ]$mass <- rescale(c[c$variable == "category", ]$mass) | |
if(row_mass == F && col_mass == F) | |
c$mass <- 1 | |
if(row_mass == F) | |
c[c$variable == "statement", ]$mass <- 1 | |
if(col_mass == F) | |
c[c$variable == "category", ]$mass <- 1 | |
d <- c %>% | |
dplyr::select(starts_with("Dim")) | |
# e <- d * (b$scree[, 3] / 100) | |
f <- cbind.data.frame( | |
d[, 1:2], | |
c$mass, | |
c$inertia, | |
c$variable, | |
c$label | |
) %>% | |
set_colnames(c("Dim1","Dim2", "mass", "inertia", | |
"variable","label")) | |
if(add_legend == T) | |
{ | |
dim1 <- fviz_contrib(a, choice = which_auto_dim, axes = 1) %>% | |
use_series(data) %>% | |
mutate(total = sapply(1:nrow(.), function(x) sum(.$val[1:x]))) %>% | |
mutate(total = total - val) | |
dim2 <- fviz_contrib(a, choice = which_auto_dim, axes = 2)%>% | |
use_series(data) %>% | |
mutate(total = sapply(1:nrow(.), function(x) sum(.$val[1:x]))) %>% | |
mutate(total = total - val) | |
top_dim1 <- | |
dim1 %>% | |
filter(total < 80) %>% | |
use_series(name) | |
top_dim1 <- | |
top_dim1[1:2] %>% | |
as.character %>% | |
paste(collapse = " // ") | |
top_dim2 <- | |
dim2 %>% | |
filter(total < 80) %>% | |
use_series(name) | |
top_dim2 <- | |
top_dim2[1:2] %>% | |
as.character %>% | |
paste(collapse = " // ") | |
} | |
if(!is.null(dim1_text)) top_dim1 <- dim1_text | |
if(!is.null(dim2_text)) top_dim2 <- dim2_text | |
p <- ggplot(f, | |
aes(Dim1, Dim2, | |
color = variable, | |
alpha = mass, | |
size = mass, | |
label = label %>% str_wrap(width=15))) + | |
geom_label_repel(family = "Consolas") + | |
theme(legend.position = "none", axis.line = element_blank(), | |
axis.ticks = element_blank(), axis.title.x = element_blank(), | |
axis.title.y = element_blank(), axis.text.x = element_blank(), | |
axis.text.y = element_blank(), | |
text = element_text(family = "Consolas", hjust = 0)) + | |
scale_color_manual(values = c("black", "slateblue")) | |
if(dim1_annotate == T | !is.null(dim1_text)) | |
{ | |
p <- p + | |
ggplot2::annotate("segment", x = min(f$Dim1), | |
xend = min(f$Dim1) + 0.5, y = min(f$Dim2) - 1, | |
yend = min(f$Dim2) - 1, color = "black", size = 0.75, | |
arrow = arrow(angle = 25, length = unit(0.2, "cm"))) + | |
ggplot2::annotate("text", label = top_dim1, x = min(f$Dim1), y = min(f$Dim2) - 1.2, | |
color = "black", hjust = 0, family = "Consolas") | |
} | |
if(dim2_annotate == T | !is.null(dim2_text)) | |
{ | |
p <- p + | |
ggplot2::annotate("segment", x = min(f$Dim1)-0.1, | |
xend = min(f$Dim1)-0.1, y = min(f$Dim2)-1, | |
yend = min(f$Dim2) - 0.5, color = "black", size = 0.75, | |
arrow = arrow(angle = 25, length = unit(0.2, "cm"))) + | |
ggplot2::annotate("text", label = top_dim2, x = min(f$Dim1)-0.2, y = min(f$Dim2) - 1, | |
color = "black", hjust = 0, angle = 90, family = "Consolas") | |
} | |
p <- p + coord_fixed(ratio = b$scree[2, 3] / b$scree[1, 3]) | |
return(p) | |
} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
library(ca) | |
library(ggplot2) | |
library(ggrepel) | |
library(stringr) | |
library(scales) | |
library(magrittr) | |
library(FactoMineR) | |
library(factoextra) | |
repel_mca_from_table <- | |
function( | |
tbl, # table to be repelled | |
add_legend = F, # whether or not you want annotation included | |
which_auto_dim = "col", # if automatic annotation, which it draws from | |
dim1_annotate = add_legend, | |
dim2_annotate = add_legend, | |
dim1_text = NULL, | |
dim2_text = NULL | |
) | |
{ | |
a <- tbl %>% MCA | |
coords <- | |
dist(a$var$coord) %>% | |
cmdscale | |
group <- c( | |
rep("1", length(unique(tbl[, 1]))), | |
rep("2", length(unique(tbl[, 2]))), | |
rep("3", length(unique(tbl[, 3]))) | |
) | |
c <- | |
cbind.data.frame( | |
coords, | |
variable = group | |
) %>% | |
set_colnames(c("Dim1", "Dim2", "variable")) %>% | |
mutate(label = rownames(.)) | |
if(!is.null(dim1_text)) top_dim1 <- dim1_text | |
if(!is.null(dim2_text)) top_dim2 <- dim2_text | |
p <- ggplot(c, | |
aes(Dim1, Dim2, | |
color = variable, | |
label = label %>% str_wrap(width=15))) + | |
geom_label_repel(family = "Consolas", | |
size = 3) + | |
theme(legend.position = "none", axis.line = element_blank(), | |
axis.ticks = element_blank(), axis.title.x = element_blank(), | |
axis.title.y = element_blank(), axis.text.x = element_blank(), | |
axis.text.y = element_blank(), | |
text = element_text(family = "Consolas", hjust = 0)) + | |
scale_color_manual(values = c("black", "slateblue", "deeppink3")) | |
if(dim1_annotate == T | !is.null(dim1_text)) | |
{ | |
p <- p + | |
ggplot2::annotate("segment", x = min(f$Dim1), | |
xend = min(f$Dim1) + 0.5, y = min(f$Dim2) - 1, | |
yend = min(f$Dim2) - 1, color = "black", size = 0.75, | |
arrow = arrow(angle = 25, length = unit(0.2, "cm"))) + | |
ggplot2::annotate("text", label = top_dim1, x = min(f$Dim1), y = min(f$Dim2) - 1.2, | |
color = "black", hjust = 0, family = "Consolas") | |
} | |
if(dim2_annotate == T | !is.null(dim2_text)) | |
{ | |
p <- p + | |
ggplot2::annotate("segment", x = min(f$Dim1)-0.1, | |
xend = min(f$Dim1)-0.1, y = min(f$Dim2)-1, | |
yend = min(f$Dim2) - 0.5, color = "black", size = 0.75, | |
arrow = arrow(angle = 25, length = unit(0.2, "cm"))) + | |
ggplot2::annotate("text", label = top_dim2, x = min(f$Dim1)-0.2, y = min(f$Dim2) - 1, | |
color = "black", hjust = 0, angle = 90, family = "Consolas") | |
} | |
return(p) | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment