Created
January 19, 2020 17:32
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Apnea Plots
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require("tidyverse") | |
require("ggplot2") | |
require("dplyr") | |
## install.packages("tidyverse") | |
require("lubridate") | |
pressure_begin6 = as.Date("2019-11-01") | |
pressure_begin10 = as.Date("2019-12-09") | |
pressure_begin6_r2 = as.Date("2019-12-23") | |
pressure_begin10_r2 = as.Date("2020-01-03") | |
pressure_begin12 = as.Date("2020-01-06") | |
bad <- c(as.Date("2019-12-19"), as.Date("2019-12-20"), as.Date("2019-12-30"), as.Date("2019-12-23"), as.Date("2019-12-24"), as.Date("2020-01-03")) | |
pressureClass <- function(date) { | |
if (date %in% bad) | |
return ("BAD") | |
else if ((date >= pressure_begin6) & (date < pressure_begin10)) | |
return("6 to 12") | |
else if ((date >= pressure_begin10) & (date < pressure_begin6_r2)) | |
return("10 to 12") | |
else if ((date >= pressure_begin6_r2) & (date < pressure_begin10_r2)) | |
return("6 to 12") | |
else if ((date >= pressure_begin10_r2) & (date < pressure_begin12)) | |
return("10 to 12") | |
else if ((date >= pressure_begin12)) | |
return("12") | |
else | |
return("Initial 6 to 12") | |
} | |
cervicalCollar_begin <- as.Date("2020-01-11") | |
cervicalCollar_exceptions <- c(as.Date("2020-01-15")) | |
cervicalCollar <- function(date) { | |
if ((date >= cervicalCollar_begin) & (!date %in% cervicalCollar_exceptions)) | |
return("Yes") | |
else | |
return("No") | |
} | |
overallClassification <- function(pressureClass, cervicalCollar) { | |
if (cervicalCollar == "Yes") { | |
return (paste(pressureClass, ", with collar", sep = "")) | |
} else { | |
return (paste(pressureClass)) | |
} | |
} | |
rawDaily <- read.delim("./sleep-daily.csv", header = TRUE, sep = ",", | |
colClasses = c("Date" = "character", "Total.Time" = "character")) %>% | |
mutate( | |
Date = as.Date(Date), | |
cervicalCollar = as.factor(mapply(cervicalCollar, Date)), | |
pressureClass = as.factor(mapply(pressureClass, Date)), | |
Total.Hours = (period_to_seconds(hms(Total.Time)) / (60* 60))) %>% | |
mutate( | |
CA.PerHour = CA.Count / Total.Hours, | |
OA.PerHour = OA.Count / Total.Hours, | |
H.PerHour = H.Count / Total.Hours, | |
overallClass = factor( | |
mapply(overallClassification, pressureClass, cervicalCollar), | |
levels = c("Initial 6 to 12", "6 to 12", "10 to 12", "12", "12, with collar"))) %>% | |
subset(select=c("Date", "CA.PerHour", "OA.PerHour", "H.PerHour", "AHI", "pressureClass", "cervicalCollar", "overallClass", "Total.Hours")) | |
daily <- rawDaily %>% | |
filter(pressureClass != "BAD") %>% | |
filter(pressureClass != "Initial 6 to 12") %>% | |
tidyr::pivot_longer(cols=c("CA.PerHour", "OA.PerHour", "H.PerHour", "AHI"), names_to = "metric") %>% | |
mutate(metric = as.factor(metric)) | |
dailyWithoutCervicalCollar <- daily %>% | |
filter(cervicalCollar != "Yes") | |
ggplot(dailyWithoutCervicalCollar, aes(pressureClass, value)) + | |
geom_boxplot() + | |
geom_jitter() + | |
xlab("CPAP settings") + | |
ylab("Value") + | |
labs(title = "Events-per-hour for different event types, by CPAP settings") + | |
facet_grid(cols = vars(metric)) | |
ggplot(daily, aes(cervicalCollar, value)) + | |
geom_boxplot() + | |
geom_jitter() + | |
xlab("Wearing cervical collar: yes or no") + | |
ylab("Value") + | |
labs(title = "Events-per-hour for different event types, by cervical collar status") + | |
facet_grid(cols = vars(metric)) | |
friendlyApneaLabels <- as_labeller(c(`AHI` = "Overall Score", `OA.PerHour` = "Obstructive Apneas / Hour", `CA.PerHour` = "Central Apneas / Hour", `H.PerHour` = "Hypopneas / Hour")) | |
ggplot(daily, aes(overallClass, value)) + | |
geom_boxplot() + | |
geom_jitter() + | |
xlab("Sleep Configuration") + | |
ylab("Score") + | |
labs(title = "Nightly Apnea Scores for Different Types, by CPAP Setting and Cervical Collar Wearing", caption = "") + | |
facet_grid(cols = vars(metric), labeller = friendlyApneaLabels) |
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