I wanted to visualize the bar graph in a additive way (waterfall plot, see below).
This is the data:
structure(list(Parameter = c("Driving", "Driver Behaviour", "Road Quality",
"Passenger load", "Speed", "Topography", "climate", "total"),
Values = c(0.8, 0.2, 0.2, 0.2, 0.24, 0.5, 0.8, 2.82)),
row.names = c(NA, -8L), class = "data.frame")
# Parameter Values
# 1 Driving 0.80
# 2 Driver Behaviour 0.20
# 3 Road Quality 0.20
# 4 Passenger load 0.20
# 5 Speed 0.24
# 6 Topography 0.50
# 7 climate 0.80
# 8 total 2.82
This is the output im trying to produce. Is there any way i can do it in R?
Still in need of some polishing but in principle your watefall chart can be achieved like so:
BTW: Because of rounding errors your data gives a total of 2.94 instead of 2.82.
d <- structure(list(Parameter = c("Driving", "Driver Behaviour", "Road Quality",
"Passenger load", "Speed", "Topography", "climate", "total"),
Values = c(0.8, 0.2, 0.2, 0.2, 0.24, 0.5, 0.8, 2.82)),
row.names = c(NA, -8L), class = "data.frame")
library(ggplot2)
library(dplyr)
# Prepare the dataset
d1 <- d %>%
mutate(ymax = cumsum(Values),
ymin = lag(ymax, default = 0),
xmax = as.numeric(factor(Parameter, levels = Parameter)),
xmin = lag(xmax, default = 0),
x = (xmin + xmax) / 2,
y = (ymin + ymax) / 2,
label = Values,
label_color = "white",
) %>%
# Get the total right
mutate(ymin = ifelse(Parameter == "total", 0, ymin),
ymax = ifelse(Parameter == "total", Values, ymax),
y = ifelse(Parameter %in% c("Driving", "total"), Values + .2, y),
label = case_when(
Parameter %in% c("Driving") ~ paste0("Best Case\n", Values),
Parameter %in% c("total") ~ paste0("Worst Case\n", Values),
TRUE ~ as.character(Values)),
label_color = ifelse(Parameter %in% c("Driving", "total"), "black", "white"))
ggplot(d1, aes(xmin = xmin, xmax = xmax, ymin = ymin, ymax = ymax)) +
geom_rect(fill = "#E40019") +
geom_text(aes(x = x, y = y, label = label, color = label_color), show.legend = FALSE) +
scale_x_continuous(breaks = seq(.5, 7.5, 1), labels = d1$Parameter) +
scale_color_manual(values = c(white = "white", black = "black")) +
theme_bw()
Created on 2020-06-16 by the reprex package (v0.3.0)