Functions used in DataCamp

This document provides a running list of all packages and functions introduced in the DataCamp lecture slides. It will only include the functions explicitly shown in the slides. Therefore, it excludes functions discussed only in the interactive interface.

I will try to update it each Tuesday, just before class. If I forget, please email me.

To get additional information:

learn about a package by typing help(package = "PACKAGE_NAME") into the R console.
find package tutorials by typing browseVignettes(package = "PACKAGE_NAME")
learn about a function by typing ??function_name (two question marks) into the R console.
- if you already have the package loaded into memory, you can just type ?function_name (one question mark)
- or, if you know the name of the package, you can type ?package_name::function_name
- or you can search for the function at rdocumentation.org

2 - Introduction To The Tidyverse

Packages Used

chapter	packages_used
chapter1	dplyr
chapter1	gapminder
chapter2	ggplot2

Functions Used

chapter	funs_used	times_used
chapter1	`filter()`	5
chapter1	`arrange()`	4
chapter1	`desc()`	3
chapter1	`mutate()`	3
chapter1	`library()`	2
chapter2	`aes()`	6
chapter2	`geom_point()`	6
chapter2	`ggplot()`	6
chapter2	`library()`	2
chapter2	`facet_wrap()`	1
chapter2	`filter()`	1
chapter3	`mean()`	9
chapter3	`summarize()`	9
chapter3	`sum()`	7
chapter3	`filter()`	5
chapter3	`group_by()`	5
chapter3	`aes()`	3
chapter3	`geom_point()`	3
chapter3	`ggplot()`	3
chapter3	`expand_limits()`	2
chapter4	`aes()`	7
chapter4	`ggplot()`	7
chapter4	`geom_histogram()`	3
chapter4	`expand_limits()`	2
chapter4	`geom_line()`	2
chapter4	`geom_point()`	2
chapter4	`filter()`	1
chapter4	`geom_boxplot()`	1
chapter4	`geom_col()`	1
chapter4	`group_by()`	1
chapter4	`mean()`	1
chapter4	`summarize()`	1

3a - Introduction To Importing Data In R

Packages Used

chapter	packages_used
chapter2	data.table
chapter2	readr
chapter3	gdata
chapter3	readxl
chapter4	“XLConnect”
chapter4	XLConnect
chapter4	readxl

Functions Used

chapter	funs_used	times_used
chapter1	`csv()`	9
chapter1	`table()`	5
chapter1	`delim()`	4
chapter1	`path()`	1
chapter1	`str()`	1
chapter2	`read_delim()`	7
chapter2	`fread()`	6
chapter2	`table()`	3
chapter2	`c()`	2
chapter2	`library()`	2
chapter2	`packages()`	2
chapter2	`csv()`	1
chapter2	`delim()`	1
chapter2	`read_csv()`	1
chapter2	`read_tsv()`	1
chapter3	`read_excel()`	19
chapter3	`excel_sheets()`	5
chapter3	`xls()`	4
chapter3	`c()`	3
chapter3	`library()`	2
chapter3	`packages()`	2
chapter3	`dir()`	1
chapter4	`renameSheet()`	8
chapter4	`library()`	7
chapter4	`loadWorkbook()`	7
chapter4	`createSheet()`	6
chapter4	`saveWorkbook()`	5
chapter4	`readWorksheet()`	4
chapter4	`removeSheet()`	4
chapter4	`writeWorksheet()`	4
chapter4	`c()`	2
chapter4	`getSheets()`	2
chapter4	`excel_sheets()`	1
chapter4	`frame()`	1
chapter4	`packages()`	1
chapter4	`str()`	1

3b - Intermediate Importing Data In R

Packages Used

chapter	packages_used
ch5	foreign
ch5	haven

Functions Used

chapter	funs_used	times_used
ch5	`attr()`	23
ch5	`dta()`	11
ch5	`read_sas()`	7
ch5	`as_factor()`	5
ch5	`read_dta()`	4
ch5	`read_stata()`	4
ch5	`str()`	3
ch5	`character()`	2
ch5	`library()`	2
ch5	`packages()`	2
ch5	`read_sav()`	2
ch5	`spss()`	2
ch5	`class()`	1
ch5	`path()`	1
ch5	`read_por()`	1
ch5	`read_spss()`	1

4 - Exploratory Data Analysis In R

Packages Used

chapter	packages_used
ch1	ggplot2

Functions Used

chapter	funs_used	times_used
ch1	`table()`	9
ch1	`aes()`	8
ch1	`geom_bar()`	8
ch1	`ggplot()`	8
ch1	`ylab()`	5
ch1	`levels()`	3
ch1	`facet_wrap()`	1
ch1	`library()`	1
ch1	`options()`	1
ch1	`sum()`	1
ch2_v2	`aes()`	26
ch2_v2	`ggplot()`	26
ch2_v2	`geom_histogram()`	10
ch2_v2	`geom_density()`	8
ch2_v2	`geom_boxplot()`	7
ch2_v2	`filter()`	6
ch2_v2	`stat_bin()`	6
ch2_v2	`coord_flip()`	4
ch2_v2	`facet_wrap()`	4
ch2_v2	`facet_grid()`	3
ch2_v2	`factor()`	3
ch2_v2	`geom_dotplot()`	1
ch2_v2	`str()`	1
ch2_v2	`table()`	1
ch3	`mean()`	13
ch3	`sum()`	6
ch3	`aes()`	4
ch3	`geom_density()`	4
ch3	`ggplot()`	4
ch3	`group_by()`	4
ch3	`median()`	4
ch3	`summarize()`	3
ch3	`var()`	3
ch3	`IQR()`	2
ch3	`diff()`	2
ch3	`filter()`	2
ch3	`mutate()`	2
ch3	`range()`	2
ch3	`sd()`	2
ch3	`slice()`	2
ch3	`sort()`	2
ch3	`table()`	2
ch3	`arrange()`	1
ch3	`c()`	1
ch3	`desc()`	1
ch3	`head()`	1
ch3	`log()`	1
ch3	`round()`	1
ch3	`summary()`	1
ch4	`aes()`	20
ch4	`ggplot()`	20
ch4	`geom_bar()`	9
ch4	`mutate()`	8
ch4	`geom_density()`	5
ch4	`facet_wrap()`	4
ch4	`factor()`	4
ch4	`geom_boxplot()`	3
ch4	`geom_histogram()`	3
ch4	`group_by()`	2
ch4	`mean()`	2
ch4	`c()`	1
ch4	`filter()`	1
ch4	`levels()`	1
ch4	`log()`	1
ch4	`slice()`	1
ch4	`summarize()`	1
ch4	`table()`	1

5 - Analyzing Survey Data In R

Packages Used

chapter	packages_used
chapter1	NHANES
chapter1	dplyr
chapter1	survey
chapter2	dplyr
chapter2	ggplot2

Functions Used

chapter	funs_used	times_used
chapter1	`library()`	5
chapter1	`svydesign()`	4
chapter1	`dim()`	1
chapter1	`distinct()`	1
chapter1	`mean()`	1
chapter1	`mutate()`	1
chapter1	`sum()`	1
chapter1	`summarize()`	1
chapter2	`aes()`	6
chapter2	`coord_flip()`	6
chapter2	`ggplot()`	6
chapter2	`geom_col()`	5
chapter2	`library()`	4
chapter2	`scale_x_discrete()`	4
chapter2	`svytable()`	3
chapter2	`arrange()`	2
chapter2	`desc()`	2
chapter2	`frame()`	2
chapter2	`mutate()`	2
chapter2	`sum()`	2
chapter2	`svychisq()`	2
chapter2	`geom_bar()`	1
chapter2	`group_by()`	1
chapter2	`n()`	1
chapter2	`summarize()`	1
chapter3	`aes()`	5
chapter3	`ggplot()`	5
chapter3	`labs()`	5
chapter3	`filter()`	3
chapter3	`mutate()`	3
chapter3	`na()`	3
chapter3	`svyby()`	3
chapter3	`geom_col()`	2
chapter3	`geom_density()`	2
chapter3	`sum()`	2
chapter3	`facet_wrap()`	1
chapter3	`geom_errorbar()`	1
chapter3	`geom_histogram()`	1
chapter3	`group_by()`	1
chapter3	`select()`	1
chapter3	`svymean()`	1
chapter3	`svyquantile()`	1
chapter3	`svytotal()`	1
chapter3	`svyttest()`	1
chapter4	`aes()`	10
chapter4	`E()`	8
chapter4	`ggplot()`	8
chapter4	`geom_jitter()`	7
chapter4	`svyglm()`	7
chapter4	`guides()`	6
chapter4	`Pr()`	5
chapter4	`filter()`	3
chapter4	`geom_smooth()`	3
chapter4	`select()`	3
chapter4	`summary()`	3
chapter4	`svydesign()`	3
chapter4	`geom_point()`	2
chapter4	`case_when()`	1
chapter4	`geom_col()`	1
chapter4	`geom_density()`	1
chapter4	`geom_histogram()`	1
chapter4	`mutate()`	1
chapter4	`svyby()`	1
chapter4	`svychisq()`	1
chapter4	`svymean()`	1
chapter4	`svyquantile()`	1
chapter4	`svyratio()`	1
chapter4	`svytable()`	1
chapter4	`svytotal()`	1
chapter4	`svyttest()`	1

6 - Visualizing Geospatial Data In R

Packages Used

chapter	packages_used
chapter1	ggmap
chapter1	ggplot2
chapter2	tmap
chapter3	RColorBrewer
chapter3	classInt
chapter3	raster
chapter3	sp
chapter3	viridisLite
chapter4	raster
chapter4	rgdal
chapter4	sp

Functions Used

chapter	funs_used	times_used
chapter1	`c()`	9
chapter1	`ggmap()`	9
chapter1	`get_map()`	6
chapter1	`aes()`	5
chapter1	`geom_point()`	5
chapter1	`ggplot()`	4
chapter1	`head()`	3
chapter1	`library()`	3
chapter1	`facet_wrap()`	1
chapter1	`nrow()`	1
chapter2	`tm_borders()`	4
chapter2	`tm_shape()`	4
chapter2	`attr()`	3
chapter2	`data()`	3
chapter2	`library()`	3
chapter2	`str()`	3
chapter2	`tm_fill()`	3
chapter2	`slot()`	2
chapter2	`summary()`	2
chapter2	`head()`	1
chapter2	`string()`	1
chapter2	`tm_bubbles()`	1
chapter2	`tm_compass()`	1
chapter2	`tm_dots()`	1
chapter2	`tm_lines()`	1
chapter2	`tm_polygons()`	1
chapter2	`tm_raster()`	1
chapter2	`tm_text()`	1
chapter2	`tmap_style()`	1
chapter3	`library()`	5
chapter3	`classIntervals()`	4
chapter3	`all()`	1
chapter3	`c()`	1
chapter3	`head()`	1
chapter3	`pal()`	1
chapter3	`viridis()`	1
chapter4	`string()`	8
chapter4	`SpatialPolygonsDataFrame()`	5
chapter4	`dir()`	4
chapter4	`library()`	4
chapter4	`spTransform()`	4
chapter4	`str()`	3
chapter4	`merge()`	2
chapter4	`raster()`	2
chapter4	`readOGR()`	2
chapter4	`SpatialPoints()`	1
chapter4	`attr()`	1
chapter4	`frame()`	1
chapter4	`function()`	1
chapter4	`plot()`	1
chapter4	`readGDAL()`	1
chapter4	`sapply()`	1
chapter4	`summary()`	1

7 - Analyzing Us Census Data In R

Packages Used

chapter	packages_used
chapter1	tidycensus
chapter1	tidyverse
chapter2	tidycensus
chapter2	tidyverse
chapter3	sf
chapter3	tidyverse
chapter3	tigris
chapter4	ggplot2
chapter4	mapview
chapter4	sf
chapter4	tidycensus
chapter4	tidyverse
chapter4	tigris

Functions Used

chapter	funs_used	times_used
chapter1	`get_acs()`	5
chapter1	`library()`	4
chapter1	`c()`	3
chapter1	`aes()`	2
chapter1	`geom_point()`	2
chapter1	`ggplot()`	2
chapter1	`head()`	2
chapter1	`census_api_key()`	1
chapter1	`filter()`	1
chapter1	`get_decennial()`	1
chapter1	`labs()`	1
chapter1	`load_variables()`	1
chapter1	`reorder()`	1
chapter1	`scale_x_continuous()`	1
chapter1	`str_detect()`	1
chapter1	`theme_minimal()`	1
chapter2	`get_acs()`	6
chapter2	`c()`	5
chapter2	`aes()`	4
chapter2	`group_by()`	4
chapter2	`library()`	4
chapter2	`mutate()`	4
chapter2	`geom_errorbarh()`	3
chapter2	`filter()`	2
chapter2	`geom_point()`	2
chapter2	`ggplot()`	2
chapter2	`moe_sum()`	2
chapter2	`select()`	2
chapter2	`sum()`	2
chapter2	`summarize()`	2
chapter2	`arrange()`	1
chapter2	`case_when()`	1
chapter2	`function()`	1
chapter2	`geom_errorbar()`	1
chapter2	`labs()`	1
chapter2	`map_df()`	1
chapter2	`max()`	1
chapter2	`moe_product()`	1
chapter2	`moe_prop()`	1
chapter2	`moe_ratio()`	1
chapter2	`reorder()`	1
chapter2	`str_replace()`	1
chapter2	`tally()`	1
chapter2	`theme_grey()`	1
chapter3	`plot()`	7
chapter3	`c()`	6
chapter3	`geom_sf()`	5
chapter3	`library()`	5
chapter3	`tracts()`	5
chapter3	`counties()`	4
chapter3	`ggplot()`	4
chapter3	`aes()`	3
chapter3	`rbind_tigris()`	3
chapter3	`attr()`	2
chapter3	`options()`	2
chapter3	`par()`	2
chapter3	`scale_fill_manual()`	2
chapter3	`class()`	1
chapter3	`coord_sf()`	1
chapter3	`function()`	1
chapter3	`glimpse()`	1
chapter3	`head()`	1
chapter3	`labs()`	1
chapter3	`left_join()`	1
chapter3	`map()`	1
chapter3	`primary_secondary_roads()`	1
chapter3	`st_geometry()`	1
chapter3	`state_legislative_districts()`	1
chapter3	`theme_minimal()`	1
chapter3	`tigris_cache_dir()`	1
chapter4	`geom_sf()`	11
chapter4	`library()`	7
chapter4	`aes()`	6
chapter4	`ggplot()`	6
chapter4	`plot()`	5
chapter4	`c()`	3
chapter4	`coord_sf()`	3
chapter4	`get_acs()`	3
chapter4	`filter()`	2
chapter4	`labs()`	2
chapter4	`scale_color_viridis_c()`	2
chapter4	`scale_fill_viridis_c()`	2
chapter4	`st_sample()`	2
chapter4	`area_water()`	1
chapter4	`counties()`	1
chapter4	`facet_wrap()`	1
chapter4	`function()`	1
chapter4	`group_by()`	1
chapter4	`head()`	1
chapter4	`left_join()`	1
chapter4	`map()`	1
chapter4	`mapview()`	1
chapter4	`mutate()`	1
chapter4	`options()`	1
chapter4	`reduce()`	1
chapter4	`roads()`	1
chapter4	`sample_frac()`	1
chapter4	`scale_color_brewer()`	1
chapter4	`scale_fill_brewer()`	1
chapter4	`scale_size_continuous()`	1
chapter4	`school_districts()`	1
chapter4	`st_centroid()`	1
chapter4	`st_sf()`	1
chapter4	`summarize()`	1
chapter4	`theme_minimal()`	1

8 - Introduction To Regression In R

Packages Used

chapter	packages_used
chapter1	dplyr
chapter1	ggplot2
chapter2	broom
chapter2	dplyr
chapter2	tibble
chapter3	broom
chapter3	dplyr
chapter3	ggfortify
chapter3	ggplot2
chapter4	ggplot2
chapter4	yardstick

Functions Used

chapter	funs_used	times_used
chapter1	`lm()`	7
chapter1	`library()`	4
chapter1	`aes()`	3
chapter1	`ggplot()`	3
chapter1	`geom_point()`	2
chapter1	`summarize()`	2
chapter1	`cor()`	1
chapter1	`facet_wrap()`	1
chapter1	`geom_histogram()`	1
chapter1	`geom_smooth()`	1
chapter1	`group_by()`	1
chapter1	`mean()`	1
chapter1	`summarize_all()`	1
chapter1	`vars()`	1
chapter2	`geom_point()`	12
chapter2	`lm()`	11
chapter2	`aes()`	9
chapter2	`geom_smooth()`	9
chapter2	`ggplot()`	9
chapter2	`predict()`	9
chapter2	`tibble()`	8
chapter2	`summary()`	6
chapter2	`library()`	5
chapter2	`mutate()`	4
chapter2	`sqrt()`	4
chapter2	`I()`	3
chapter2	`fitted()`	3
chapter2	`Pr()`	2
chapter2	`augment()`	2
chapter2	`coefficients()`	2
chapter2	`filter()`	2
chapter2	`glance()`	2
chapter2	`residuals()`	2
chapter2	`seq()`	2
chapter2	`tidy()`	2
chapter2	`coord_fixed()`	1
chapter2	`geom_abline()`	1
chapter2	`select()`	1
chapter3	`library()`	8
chapter3	`mutate()`	8
chapter3	`aes()`	6
chapter3	`autoplot()`	6
chapter3	`glance()`	6
chapter3	`residuals()`	6
chapter3	`summarize()`	6
chapter3	`geom_smooth()`	5
chapter3	`sum()`	5
chapter3	`augment()`	4
chapter3	`geom_point()`	4
chapter3	`ggplot()`	4
chapter3	`lm()`	4
chapter3	`n()`	4
chapter3	`summary()`	4
chapter3	`sqrt()`	3
chapter3	`arrange()`	2
chapter3	`desc()`	2
chapter3	`filter()`	2
chapter3	`head()`	2
chapter3	`pull()`	2
chapter3	`select()`	2
chapter3	`cor()`	1
chapter3	`distance()`	1
chapter3	`hatvalues()`	1
chapter4	`glm()`	8
chapter4	`aes()`	7
chapter4	`geom_point()`	6
chapter4	`ggplot()`	6
chapter4	`predict()`	5
chapter4	`mutate()`	4
chapter4	`round()`	4
chapter4	`summary()`	4
chapter4	`geom_abline()`	3
chapter4	`slice()`	3
chapter4	`geom_hline()`	2
chapter4	`geom_line()`	2
chapter4	`geom_smooth()`	2
chapter4	`library()`	2
chapter4	`list()`	2
chapter4	`lm()`	2
chapter4	`autoplot()`	1
chapter4	`coefficients()`	1
chapter4	`conf_mat()`	1
chapter4	`fitted()`	1
chapter4	`log()`	1
chapter4	`seq()`	1
chapter4	`table()`	1
chapter4	`tibble()`	1
chapter4	`xlim()`	1
chapter4	`ylim()`	1

9 - Modeling With Data In The Tidyverse

Packages Used

chapter	packages_used
chapter1	dplyr
chapter1	ggplot2
chapter1	moderndive
chapter2	dplyr
chapter2	ggplot2
chapter2	moderndive
chapter3	dplyr
chapter3	moderndive
chapter4	dplyr

Functions Used

chapter	funs_used	times_used
chapter1	`library()`	15
chapter1	`aes()`	7
chapter1	`ggplot()`	7
chapter1	`labs()`	7
chapter1	`geom_histogram()`	4
chapter1	`glimpse()`	3
chapter1	`summarize()`	3
chapter1	`geom_jitter()`	2
chapter1	`geom_point()`	2
chapter1	`mean()`	2
chapter1	`mutate()`	2
chapter1	`sd()`	2
chapter1	`select()`	2
chapter1	`cor()`	1
chapter1	`geom_boxplot()`	1
chapter1	`group_by()`	1
chapter1	`median()`	1
chapter1	`n()`	1
chapter2	`library()`	12
chapter2	`lm()`	8
chapter2	`aes()`	5
chapter2	`ggplot()`	5
chapter2	`labs()`	5
chapter2	`get_regression_points()`	3
chapter2	`get_regression_table()`	3
chapter2	`group_by()`	3
chapter2	`summarize()`	3
chapter2	`geom_histogram()`	2
chapter2	`geom_point()`	2
chapter2	`mean()`	2
chapter2	`facet_wrap()`	1
chapter2	`geom_boxplot()`	1
chapter2	`geom_smooth()`	1
chapter2	`n()`	1
chapter2	`sd()`	1
chapter3	`get_regression_points()`	4
chapter3	`get_regression_table()`	4
chapter3	`library()`	4
chapter3	`lm()`	4
chapter3	`mutate()`	4
chapter3	`c()`	2
chapter3	`summarize()`	2
chapter3	`data_frame()`	1
chapter3	`factor()`	1
chapter3	`glimpse()`	1
chapter3	`group_by()`	1
chapter3	`mean()`	1
chapter3	`n()`	1
chapter3	`sd()`	1
chapter3	`select()`	1
chapter3	`sum()`	1
chapter4	`Var()`	17
chapter4	`get_regression_points()`	12
chapter4	`lm()`	12
chapter4	`mutate()`	10
chapter4	`summarize()`	10
chapter4	`mean()`	6
chapter4	`sqrt()`	4
chapter4	`sum()`	4
chapter4	`var()`	4
chapter4	`c()`	2
chapter4	`get_regression_table()`	2
chapter4	`slice()`	2
chapter4	`data_frame()`	1
chapter4	`factor()`	1
chapter4	`library()`	1
chapter4	`mutate_impl()`	1
chapter4	`sample_frac()`	1

Most frequently used functions so far

Function	Times Used
aes()	152
ggplot()	145
library()	113
mutate()	57
geom_point()	50
lm()	48
summarize()	45
c()	40
mean()	38
filter()	36
sum()	31
attr()	29
geom_histogram()	25
group_by()	25
labs()	22
table()	22
geom_smooth()	21
summary()	21
geom_density()	20
get_regression_points()	19
read_excel()	19
geom_bar()	18
Var()	17
geom_sf()	16
facet_wrap()	15
get_acs()	14
predict()	14
geom_boxplot()	13
plot()	13
head()	12
select()	12
str()	12
dta()	11
sqrt()	11
arrange()	10
coord_flip()	10
csv()	10
factor()	9
geom_col()	9
geom_jitter()	9
get_regression_table()	9
ggmap()	9
string()	9
tibble()	9
E()	8
desc()	8
glance()	8
glm()	8
n()	8
renameSheet()	8
residuals()	8
slice()	8
Pr()	7
autoplot()	7
loadWorkbook()	7
packages()	7
read_delim()	7
read_sas()	7
svydesign()	7
svyglm()	7
var()	7
augment()	6
createSheet()	6
excel_sheets()	6
fread()	6
get_map()	6
guides()	6
sd()	6
stat_bin()	6
SpatialPolygonsDataFrame()	5
as_factor()	5
counties()	5
delim()	5
dir()	5
glimpse()	5
median()	5
round()	5
saveWorkbook()	5
tracts()	5
ylab()	5
classIntervals()	4
coord_sf()	4
expand_limits()	4
fitted()	4
frame()	4
function()	4
geom_abline()	4
geom_line()	4
levels()	4
options()	4
readWorksheet()	4
read_dta()	4
read_stata()	4
removeSheet()	4
scale_x_discrete()	4
spTransform()	4
svyby()	4
svytable()	4
tm_borders()	4
tm_shape()	4
writeWorksheet()	4
xls()	4
I()	3
coefficients()	3
cor()	3
data()	3
facet_grid()	3
geom_errorbarh()	3
log()	3
na()	3
rbind_tigris()	3
seq()	3
svychisq()	3
theme_minimal()	3
tm_fill()	3
IQR()	2
case_when()	2
character()	2
class()	2
data_frame()	2
diff()	2
geom_errorbar()	2
geom_hline()	2
getSheets()	2
left_join()	2
list()	2
map()	2
merge()	2
moe_sum()	2
par()	2
path()	2
pull()	2
range()	2
raster()	2
readOGR()	2
read_sav()	2
reorder()	2
sample_frac()	2
scale_color_viridis_c()	2
scale_fill_manual()	2
scale_fill_viridis_c()	2
slot()	2
sort()	2
spss()	2
st_sample()	2
svymean()	2
svyquantile()	2
svytotal()	2
svyttest()	2
tidy()	2
SpatialPoints()	1
all()	1
area_water()	1
census_api_key()	1
conf_mat()	1
coord_fixed()	1
dim()	1
distance()	1
distinct()	1
geom_dotplot()	1
get_decennial()	1
hatvalues()	1
load_variables()	1
map_df()	1
mapview()	1
max()	1
moe_product()	1
moe_prop()	1
moe_ratio()	1
mutate_impl()	1
nrow()	1
pal()	1
primary_secondary_roads()	1
readGDAL()	1
read_csv()	1
read_por()	1
read_spss()	1
read_tsv()	1
reduce()	1
roads()	1
sapply()	1
scale_color_brewer()	1
scale_fill_brewer()	1
scale_size_continuous()	1
scale_x_continuous()	1
school_districts()	1
st_centroid()	1
st_geometry()	1
st_sf()	1
state_legislative_districts()	1
str_detect()	1
str_replace()	1
summarize_all()	1
svyratio()	1
tally()	1
theme_grey()	1
tigris_cache_dir()	1
tm_bubbles()	1
tm_compass()	1
tm_dots()	1
tm_lines()	1
tm_polygons()	1
tm_raster()	1
tm_text()	1
tmap_style()	1
vars()	1
viridis()	1
xlim()	1
ylim()	1