Type: | Package |
Title: | Michigan State University (MSU) Palettes and Themes |
Version: | 1.0.0 |
Maintainer: | Emilio Xavier Esposito <emilio.esposito@gmail.com> |
Description: | Defines colour palettes and themes for Michigan State University (MSU) publications and presentations. Palettes and themes are supported in both base R and 'ggplot2' graphics, and are intended to provide consistency between those creating documents and presentations. |
License: | CC BY-SA 4.0 |
Encoding: | UTF-8 |
RoxygenNote: | 7.3.3 |
Depends: | R (≥ 4.1) |
Imports: | ggplot2, graphics, grDevices, purrr, showtext, sysfonts, systemfonts |
Suggests: | covr, devtools, ggrepel, scales, dplyr, knitr, markdown, quarto, rmarkdown, testthat (≥ 3.0.0) |
VignetteBuilder: | quarto |
URL: | https://github.com/emilioxavier/MSUthemes, https://emilioxavier.github.io/MSUthemes/ |
BugReports: | https://github.com/emilioxavier/MSUthemes/issues |
LazyData: | true |
NeedsCompilation: | no |
Packaged: | 2025-10-13 20:25:05 UTC; emilio |
Author: | Emilio Xavier Esposito
|
Repository: | CRAN |
Date/Publication: | 2025-10-17 20:30:02 UTC |
Big Ten Conference Institutional Data (1996-2023)
Description
A comprehensive dataset containing institutional characteristics, enrollment data, financial information, and demographic composition for all Big Ten Conference member institutions from 1996 to 2023. This dataset tracks the evolution of these universities over nearly three decades, including data for institutions that joined the conference at different times.
Usage
BigTen
Format
A data frame with 504 rows and 38 variables:
- name
Character. Institution name (e.g., "MSU", "Michigan", "Ohio State")
- Landgrant.tf
Logical. Whether the institution is a land-grant university
- Public.tf
Logical. Whether the institution is public (TRUE) or private (FALSE)
- AAU.tf
Logical. Whether the institution is a member of the Association of American Universities
- entry_term
Numeric. Year the data entry corresponds to (1996-2023)
- UGDS
Integer. Total undergraduate enrollment
- ADM_RATE
Numeric. Admission rate (proportion of applicants admitted)
- C150_4
Numeric. Completion rate for first-time, full-time students (150% of expected time)
- PCTPELL
Numeric. Percentage of undergraduates receiving Pell grants
- n.pell
Integer. Number of undergraduates receiving Pell grants
- TUITIONFEE_IN
Integer. In-state tuition and fees
- TUITIONFEE_OUT
Integer. Out-of-state tuition and fees
- TUITFTE
Integer. Net tuition revenue per full-time equivalent student
- BOOKSUPPLY
Integer. Average cost of books and supplies
- ROOMBOARD_ON
Integer. Average cost of room and board for on-campus students
- OTHEREXPENSE_ON
Integer. Other expenses for on-campus students
- OTHEREXPENSE_FAM
Integer. Other expenses for students living with family
- CoA.inState
Integer. Total cost of attendance for in-state students
- CoA.outState
Integer. Total cost of attendance for out-of-state students
- otherCosts.tot
Integer. Total other costs
- fte.tot
Integer. Total full-time equivalent tuition plus other costs
- fte.in.rat
Numeric. Ratio of full-time equivalent tuition plus other costs to in-state to total costs
- UGDS_WHITE
Numeric. Proportion of white undergraduate students
- UGDS_BLACK
Numeric. Proportion of Black undergraduate students
- UGDS_HISP
Numeric. Proportion of Hispanic undergraduate students
- UGDS_ASIAN
Numeric. Proportion of Asian undergraduate students
- UGDS_AIAN
Numeric. Proportion of American Indian/Alaska Native undergraduate students
- UGDS_NHPI
Numeric. Proportion of Native Hawaiian/Pacific Islander undergraduate students
- UGDS_2MOR
Numeric. Proportion of students of two or more races
- UGDS_NRA
Numeric. Proportion of non-resident alien undergraduate students
- UGDS_UNKN
Numeric. Proportion of students with unknown race/ethnicity
- UGDS_WHITENH
Numeric. Proportion of white non-Hispanic undergraduate students
- UGDS_BLACKNH
Numeric. Proportion of Black non-Hispanic undergraduate students
- UGDS_API
Numeric. Proportion of Asian/Pacific Islander undergraduate students
- UGDS_AIANOLD
Numeric. Proportion of American Indian/Alaska Native students (legacy coding)
- UGDS_HISPOLD
Numeric. Proportion of Hispanic students (legacy coding)
- UGDS_MEN
Numeric. Proportion of male undergraduate students
- UGDS_WOMEN
Numeric. Proportion of female undergraduate students
Details
The dataset includes all 18 current Big Ten Conference members:
Original members: Illinois, Indiana, Iowa, Michigan, Minnesota, Northwestern, Ohio State, Purdue, Wisconsin
1990 addition: MSU (Michigan State University)
1993 addition: Penn State
2011 addition: Nebraska
2014 additions: Maryland, Rutgers
2024 additions: UCLA, USoCal (USC), Oregon, Washington
Data availability varies by year and institution. Earlier years (especially 1996-2000) may have limited data for some variables. Financial data and demographic breakdowns became more standardized and complete in later years.
The dataset is particularly useful for:
Longitudinal analysis of Big Ten institutions
Comparative studies across public vs. private institutions
Analysis of conference expansion impacts
Demographic trend analysis in higher education
Cost and accessibility studies
Source
Compiled from multiple institutional and federal data sources including the Integrated Postsecondary Education Data System (IPEDS) and institutional reports. Data spans 1996-2023. The dataset is a subset of the College Scorecard dataset (https://collegescorecard.ed.gov/data/), focusing on Big Ten institutions.
See Also
bigten_colors_primary
, bigten_colors_secondary
for Big Ten institutional color palettes that correspond to the institutions
in this dataset.
Examples
# Load the dataset
data(BigTen)
# View structure
str(BigTen)
# Check institutions included
unique(BigTen$name)
# Examine enrollment trends over time
if (require(ggplot2)) {
library(ggplot2)
BigTen_recent <- subset(BigTen, entry_term >= 2010 & !is.na(UGDS))
ggplot(BigTen_recent, aes(x = entry_term, y = UGDS, color = name)) +
geom_line() +
scale_color_bigten_d(palette = "primary") +
theme_MSU() +
labs(title = "Big Ten Undergraduate Enrollment Trends",
x = "Year", y = "Undergraduate Enrollment")
}
# Compare public vs private institutions
table(unique(BigTen[c("name", "Public.tf")])$Public.tf)
Generates the colour palettes
Description
Generates the colour palettes
Usage
MSUcols(palette, n, type = "discrete", direction = 1)
Arguments
palette |
Name of Palette. Run |
n |
Number of desired colors. If number of requested colors is beyond the scope of the palette, colors are automatically interpolated. If n is not provided, the length of the palette is used. |
type |
Either "continuous" or "discrete". Use continuous if you want to automatically interpolate between colors. Default "discrete" |
direction |
Sets order of colors. Default palette is 1. If direction is -1, palette color order is reversed |
Value
A character vector of hex colour codes.
Examples
MSUcols("msu_seq")
MSU palettes and MSU color variables
Description
This file contains only MSU palettes and MSU colour variables.
Usage
MSUpalettes
Format
An object of class list
of length 11.
Named vector of Big Ten primary colors for reliable institution matching
Description
Named vector of Big Ten primary colors for reliable institution matching
Usage
bigten_colors_primary
Format
An object of class character
of length 21.
Named vector of Big Ten secondary colors for reliable institution matching
Description
Named vector of Big Ten secondary colors for reliable institution matching
Usage
bigten_colors_secondary
Format
An object of class character
of length 21.
Big Ten Institution Primary & Sceondary Color Palette
Description
Get Big Ten colors for specific institutions
Usage
get_bigten_colors(institutions, type = "primary")
Arguments
institutions |
Character vector of institution names (should match names in bigten_colors_primary) |
type |
Either "primary" or "secondary" colors |
Value
Named character vector of hex colors
Examples
# Get primary colors for specific institutions
get_bigten_colors(c("Michigan", "Ohio State", "MSU"))
# Get secondary colors
get_bigten_colors(c("Michigan", "Northwestern"), type = "secondary")
# Use in ggplot with scale_fill_manual
library(ggplot2)
my_colors <- get_bigten_colors(c("Michigan", "Ohio State", "MSU"))
BigTenData <- data.frame(
institution = c("Michigan", "Ohio State", "MSU"),
value = c(10, 15, 20)
)
ggplot(data=BigTenData) +
geom_bar(aes(x = institution, y = value, fill = institution),
stat="identity") +
scale_fill_manual(values = my_colors)
MSU Excellence Green hex colour
Description
MSU Excellence Green hex colour
Usage
msu_Excellence
Format
An object of class character
of length 1.
MSU Kelly Green hex colour
Description
MSU Kelly Green hex colour
Usage
msu_Kelly
Format
An object of class character
of length 1.
MSU Lime Green hex colour
Description
MSU Lime Green hex colour
Usage
msu_Lime
Format
An object of class character
of length 1.
MSU Refresh Green hex colour
Description
MSU Refresh Green hex colour
Usage
msu_Refresh
Format
An object of class character
of length 1.
MSU black hex colour
Description
MSU black hex colour
Usage
msu_black
Format
An object of class character
of length 1.
MSU blue (aka blue-grey or blue-gray) hex colour
Description
MSU blue (aka blue-grey or blue-gray) hex colour
Usage
msu_blue
Format
An object of class character
of length 1.
MSU dark grey hex colour
Description
MSU dark grey hex colour
Usage
msu_darkgrey
Format
An object of class character
of length 1.
MSU Spartan Green hex colour
Description
MSU Spartan Green hex colour
Usage
msu_green
Format
An object of class character
of length 1.
MSU grey/gray hex colour
Description
MSU grey/gray hex colour
Usage
msu_grey
Format
An object of class character
of length 1.
MSU orange hex colour
Description
MSU orange hex colour
MSU (burnt) orange hex colour
Usage
msu_orange
msu_orange
Format
An object of class character
of length 1.
An object of class character
of length 1.
MSU peach hex colour
Description
MSU peach hex colour
Usage
msu_peach
Format
An object of class character
of length 1.
MSU purple hex colour
Description
MSU purple hex colour
Usage
msu_purple
Format
An object of class character
of length 1.
MSU red hex colour
Description
MSU red hex colour
Usage
msu_red
Format
An object of class character
of length 1.
MSU split pea hex colour
Description
MSU split pea hex colour
Usage
msu_splitpea
Format
An object of class character
of length 1.
MSU teal hex colour
Description
MSU teal hex colour
Usage
msu_teal
Format
An object of class character
of length 1.
MSU white hex colour
Description
MSU white hex colour
Usage
msu_white
Format
An object of class character
of length 1.
MSU yellow (aka yellow-green or grellow) hex colour
Description
MSU yellow (aka yellow-green or grellow) hex colour
Usage
msu_yellow
Format
An object of class character
of length 1.
Function for printing palette
Description
Function for printing palette
Usage
## S3 method for class 'palette'
print(x, ...)
Arguments
x |
the object to be printed. |
... |
further arguments to be passed to or from other methods. They are ignored in this function. |
Value
A plot of the specified colour palette.
Examples
print(MSUcols("msu_qual1"))
Plotting with Big Ten palettes for colour ggplot2
Description
Plotting with Big Ten palettes for colour ggplot2
Usage
scale_color_bigten_c(palette = "primary", direction = 1, ...)
Arguments
palette |
Type of palette: "primary" or "secondary" |
direction |
Sets order of colors. Default is 1. If direction is -1, palette color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a continuous colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, color = wt)) +
geom_point() +
scale_color_bigten_c(palette = "primary")
Plotting with Big Ten palettes for colour ggplot2
Description
Plotting with Big Ten palettes for colour ggplot2
Usage
scale_color_bigten_d(palette = "primary", direction = 1, ...)
Arguments
palette |
Type of palette: "primary" or "secondary" |
direction |
Sets order of colors. Default direction is 1. If direction is -1, palette color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a discrete colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, color = factor(cyl))) +
geom_point() +
scale_color_bigten_d(palette = "primary")
Plotting with MSU palettes for colour ggplot2
Description
Plotting with MSU palettes for colour ggplot2
Usage
scale_color_msu_c(palette, direction = 1, ...)
Arguments
palette |
name of palette. Run |
direction |
Sets order of colors. Default palette_choice is 1. If direction is -1, palette_choice color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a continuous colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, color = wt)) +
geom_point() +
scale_color_msu_c(palette = "msu_seq")
Plotting with MSU palettes for colour ggplot2
Description
Plotting with MSU palettes for colour ggplot2
Usage
scale_color_msu_d(palette, direction = 1, ...)
Arguments
palette |
Name of Palette. Run |
direction |
Sets order of colors. Default direction is 1. If direction is -1, palette color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a discrete colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, color = factor(cyl))) +
geom_point() +
scale_color_msu_d(palette = "msu_qual1")
Plotting with Big Ten palettes for colour ggplot2 (British spelling)
Description
Plotting with Big Ten palettes for colour ggplot2 (British spelling)
Usage
scale_colour_bigten_c(palette = "primary", direction = 1, ...)
Arguments
palette |
Type of palette: "primary" or "secondary" |
direction |
Sets order of colors. Default is 1. If direction is -1, palette color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a continuous colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, colour = wt)) +
geom_point() +
scale_colour_bigten_c(palette = "primary")
Plotting with Big Ten palettes for colour ggplot2 (British spelling)
Description
Plotting with Big Ten palettes for colour ggplot2 (British spelling)
Usage
scale_colour_bigten_d(palette = "primary", direction = 1, ...)
Arguments
palette |
Type of palette: "primary" or "secondary" |
direction |
Sets order of colors. Default direction is 1. If direction is -1, palette color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a discrete colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, colour = factor(cyl))) +
geom_point() +
scale_colour_bigten_d(palette = "primary")
Plotting with MSU palettes for colour ggplot2
Description
Plotting with MSU palettes for colour ggplot2
Usage
scale_colour_msu_c(palette, direction = 1, ...)
Arguments
palette |
name of palette. Run |
direction |
Sets order of colors. Default palette_choice is 1. If direction is -1, palette_choice color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a continuous colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, color = wt)) +
geom_point() +
scale_colour_msu_c(palette = "msu_seq")
Plotting with MSU palettes for colour ggplot2
Description
Plotting with MSU palettes for colour ggplot2
Usage
scale_colour_msu_d(palette, direction = 1, ...)
Arguments
palette |
Name of Palette. Run |
direction |
Sets order of colors. Default direction is 1. If direction is -1, palette color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a discrete colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, color = factor(cyl))) +
geom_point() +
scale_colour_msu_d(palette = "msu_qual1")
Plotting with Big Ten palettes for fill ggplot2
Description
Plotting with Big Ten palettes for fill ggplot2
Usage
scale_fill_bigten_c(palette = "primary", direction = 1, ...)
Arguments
palette |
Type of palette: "primary" or "secondary" |
direction |
Sets order of colors. Default is 1. If direction is -1, palette color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a continuous fill scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, fill = wt)) +
geom_point(shape = 21) +
scale_fill_bigten_c(palette = "primary")
Plotting with Big Ten palettes for fill ggplot2
Description
Plotting with Big Ten palettes for fill ggplot2
Usage
scale_fill_bigten_d(palette = "primary", direction = 1, ...)
Arguments
palette |
Type of palette: "primary" or "secondary" |
direction |
Sets order of colors. Default direction is 1. If direction is -1, palette color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a discrete fill scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, fill = factor(cyl))) +
geom_point(shape = 21) +
scale_fill_bigten_d(palette = "primary")
Plotting with MSU palettes for fill with ggplot2
Description
Plotting with MSU palettes for fill with ggplot2
Usage
scale_fill_msu_c(palette, direction = 1, ...)
Arguments
palette |
name of palette. Run |
direction |
Sets order of colors. Default palette_choice is 1. If direction is -1, palette_choice color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a continuous colour scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = cyl, y = disp, fill = cyl)) +
geom_col() +
scale_fill_msu_c(palette = "msu_seq")
Plotting with MSU palettes for fill colour ggplot2
Description
Plotting with MSU palettes for fill colour ggplot2
Usage
scale_fill_msu_d(palette, direction = 1, ...)
Arguments
palette |
name of palette. Run |
direction |
Sets order of colors. Default direction is 1. If direction is -1, palette_choice color order is reversed |
... |
Other arguments passed on to |
Value
A ggproto object defining a discrete fill scale for use with ggplot2.
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = cyl, y = disp, fill = factor(cyl))) +
geom_col() +
scale_fill_msu_d(palette = "msu_qual1")
Set MSU base R plotting palette
Description
Set MSU base R plotting palette
Usage
set_msu_palette(palette)
Arguments
palette |
Name of palette. See |
Value
Returns a character vector giving the colors from the palette which was in effect. This is invisible unless the argument is omitted.
Examples
set_msu_palette("msu_qual1")
Set MSUthemes base R graphical parameters
Description
Set MSUthemes base R graphical parameters
Usage
set_msu_par(
family = "Metropolis",
adj = 0,
mar = c(5, 3, 3, 2.5),
bty = "n",
...
)
Arguments
family |
Font used for all text elements. Default "Metropolis". |
adj |
Alignment of text for title. Default 0. |
mar |
Margins. Default |
bty |
Axis lines. Default "n". |
... |
Additional arguments passed to |
Value
Returns an invisible named list.
Examples
# save user's current par values that this function will change
oldpar <- par("family", "adj", "mar", "bty")
set_msu_par()
plot(1:4, 1:4, col=1:4, main = "Title")
par(oldpar)
Michigan State University (MSU) Theme
Description
Custom ggplot2 theme
Usage
theme_MSU(
base_size = 11,
base_family = "Metropolis",
header_family = NULL,
base_line_size = base_size/22,
base_rect_size = base_size/22,
rel_small = 12/14,
rel_tiny = 11/14,
rel_large = 16/14,
ink = "black",
paper = "white",
accent = "#3366FF"
)
Arguments
base_size |
Base font size for text elements. Default 12. |
base_family |
Font used for all text elements. Default "Metropolis". |
header_family |
Font family for titles and headers. The default, NULL, uses theme inheritance to set the font. This setting affects axis titles, legend titles, the plot title and tag text. |
base_line_size |
Base line size is |
base_rect_size |
Base rectangle size is |
rel_small |
Relative size of small text (e.g., axis tick labels) |
rel_tiny |
Relative size of tiny text (e.g., caption) |
rel_large |
Relative size of large text (e.g., title) |
ink |
Text colour. Default "black". |
paper |
Background colour. Default "white". |
accent |
Accent colour. Default bright blue, "#3366FF" |
Value
A ggplot2 theme
Examples
library(ggplot2)
ggplot(data = mtcars, aes(x = mpg, y = disp, color = wt)) +
geom_point() +
theme_MSU()
Prints all available colour palettes
Description
Prints all available colour palettes
Usage
view_all_palettes()
Value
A plot of all colour palettes available in the package.
Examples
view_all_palettes()