Created
October 6, 2017 08:59
-
-
Save thoughtfulbloke/da85e2946939ecf654b3ff8547c652e5 to your computer and use it in GitHub Desktop.
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(lubridate) | |
library(dplyr) | |
library(ggplot2) | |
#some example data | |
set.seed(20180101) | |
example_data <- data.frame( | |
dt = sample(seq.Date(from=as.Date("2018-01-01"), to=as.Date("2018-12-31"), by="day"), size=400, replace=TRUE), | |
ampm = sample(c("AM","PM"), size=400, replace=TRUE), | |
tutor = sample(c("alpha","beta", "gamma"), size=400, replace=TRUE), | |
course = sample(LETTERS, size=400, replace=TRUE) | |
) %>% arrange(dt,ampm) %>% group_by(dt,ampm) %>% slice(1:2) %>% mutate(inRoom=1:n()) %>% | |
ungroup() | |
########### | |
# Processing- day of week and week of year | |
# | |
enhanced_data <- example_data %>% | |
mutate(woy = ceiling(yday(dt)/7), #week the day is in | |
dow = wday(dt), #day of week | |
woy = ifelse(dow == 1, woy + 1, woy), #shift the sunday to the next week to match dow | |
horiz = 2 * ifelse(ampm == "AM",dow, dow + 0.5) - 1) | |
########## | |
# Example of | |
# Visualisation checking for people teaching same thing at same time, | |
# showing places sessions can be shifted to | |
check_tutor <- "beta" | |
enhanced_data %>% group_by(dt, ampm, tutor, horiz, woy) %>% | |
summarise(tcount = sum(tutor == check_tutor), slot_total = n()) %>% | |
mutate(class_distribution = "available", | |
class_distribution = ifelse(tcount == 2, "doubleup", class_distribution), | |
class_distribution = ifelse(tcount == 1, "not available", class_distribution), | |
class_distribution = ifelse(slot_total == 2 & tcount == 0, "not available", class_distribution)) %>% | |
filter(class_distribution != "available") %>% | |
ggplot(aes(x=horiz, y=woy, shape=class_distribution, colour=class_distribution)) + | |
geom_point() + xlab("Day of Week") + ylab("Week of year") + | |
scale_x_continuous(breaks=1:14, | |
labels=c("Su\nAM", "Su\nPM", "Mo\nAM", "Mo\nPM", "Tu\nAM", "Tu\nPM", "Wd\nAM", | |
"Wd\nPM", "Th\nAM", "Th\nPM", "Fr\nAM", "Fr\nPM", "St\nAM", "St\nPM")) | |
########## | |
# Example of | |
# When a particular course is running, | |
# When a tutor is teaching | |
# and Available slots for rearranging | |
check_tutor <- "alpha" | |
check_class <- "H" | |
enhanced_data %>% | |
mutate(isTutor = as.numeric(tutor == check_tutor), | |
isClass = as.numeric(course == check_class)) %>% | |
group_by(dt, ampm) %>% | |
mutate(bysession = n(), isTutor = max(isTutor), | |
isClass = max(isClass)) %>% ungroup() %>% | |
filter(!(bysession == 1 & isTutor == 0 & isClass == 0)) %>% | |
mutate(TutorIs = ifelse(isTutor == 1, "Same Tutor", "other Tutor"), | |
ClassIs = ifelse(isClass == 1, "Same Class", "other Class"), | |
TutorIs = ifelse(isTutor == 0 & bysession==2, "No Space", TutorIs), | |
ClassIs = ifelse(isClass == 0 & bysession==2, "No Space", ClassIs)) %>% | |
ggplot(aes(x=horiz, y=woy, colour=ClassIs, shape=TutorIs)) + | |
geom_point() + xlab("Day of Week") + ylab("Week of year") + | |
scale_x_continuous(breaks=1:14, | |
labels=c("Su\nAM", "Su\nPM", "Mo\nAM", "Mo\nPM", "Tu\nAM", "Tu\nPM", "Wd\nAM", | |
"Wd\nPM", "Th\nAM", "Th\nPM", "Fr\nAM", "Fr\nPM", "St\nAM", "St\nPM")) | |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment