Load data
data = read.table("ForceEdgeStudy1.csv", header=TRUE, sep=",")
Filter and aggregate data
# Get only success trials (2880 true trials)
data_filt = data %>% filter(success == "True")
# Aggregate data
data_aggr = data_filt %>%
group_by(task, technique, distance) %>% # Group data by factors
summarise(meanTime = mean(time), ci.lower = ci(time)["CI lower"], ci.upper = ci(time)["CI upper"]) # compute means for time and overshoot
Plot times for Select task
plot_data = data_aggr %>% filter(task == 'Select')
ggplot(plot_data, aes(x = factor(distance), y = meanTime, group = technique, colour = factor(technique))) +
geom_line(aes(linetype = technique)) +
scale_linetype_manual("Technique", values = c("dashed", "solid")) +
scale_color_manual("Technique", values = c("#3333FF","#990000")) +
geom_errorbar(aes(ymin = ci.lower, ymax = ci.upper), width = .1, position = position_dodge(.05)) +
expand_limits(y = c(0,15)) +
theme(legend.position = c(.1, .85),
legend.box.background = element_rect(size=1, color="black"),
legend.background = element_rect(size = 0.3, linetype = "solid", colour = "black"),
panel.background = element_blank(),
panel.border = element_rect(colour = 'black', fill=NA),
panel.grid.major.y = element_line( size = .1, color = "grey")
) +
labs(title = "Time (s) for Select", x = "Distance (lines)", y = "Time (s)")
![](data:image/png;base64,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)
Plot times for Move task
plot_data = data_aggr %>% filter(task == 'Move')
ggplot(plot_data, aes(x = factor(distance), y = meanTime, group = technique, colour = factor(technique))) +
geom_line(aes(linetype = technique)) +
scale_linetype_manual("Technique", values = c("dashed", "solid")) +
scale_color_manual("Technique", values = c("#3333FF","#990000")) +
geom_errorbar(aes(ymin = ci.lower, ymax = ci.upper), width = .1, position = position_dodge(.05)) +
expand_limits(y = c(0,15)) +
theme(legend.position = c(.1, .85),
legend.box.background = element_rect(size=1, color="black"),
legend.background = element_rect(size = 0.3, linetype = "solid", colour = "black"),
panel.background = element_blank(),
panel.border = element_rect(colour = 'black', fill=NA),
panel.grid.major.y = element_line( size = .1, color = "grey")
) +
labs(title = "Time (s) for Move", x = "Distance (lines)", y = "Time (s)")
![](data:image/png;base64,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)