Appendix G — Environment and R Packages

Published

April 20, 2026

G.1 Environment

This book was built using

  • R version 4.5.3 (2026-03-11).
  • RStudio version 2026.01.1 Build 403
  • Quarto version: 1.7.30
  • OS: Darwin, 25.3.0, Darwin Kernel Version 25.3.0: Wed Jan 28 20:56:34 PST 2026; root:xnu-12377.91.3~2/RELEASE_ARM64_T8112, AU-macbook.local, arm64, root, rressler, rressler

G.2 R Packages

This book uses the following non-Base R packages as of 2026-04-20.

               Package    Version Built
1                abind      1.4-8 4.5.0
2                arrow   23.0.1.2 4.5.2
3                aRxiv       0.18 4.5.2
4          AsioHeaders   1.30.2-1 4.5.0
5              askpass      1.2.1 4.5.0
6           assertthat      0.2.1 4.5.0
7              attempt      0.3.1 4.5.0
8            available      1.1.0 4.5.0
9            backports      1.5.1 4.5.2
10           base64enc      0.1-6 4.5.2
11                  BH   1.90.0-1 4.5.2
12              binman      0.1.3 4.5.0
13                 bit      4.6.0 4.5.0
14               bit64    4.6.0-1 4.5.0
15              bitops      1.0-9 4.5.0
16                blob      1.3.0 4.5.2
17                brew     1.0-10 4.5.0
18                brio      1.1.5 4.5.0
19               broom     1.0.12 4.5.2
20             bsicons      0.1.2 4.5.0
21               bslib     0.10.0 4.5.2
22              cachem      1.1.0 4.5.0
23               callr      3.7.6 4.5.0
24             caTools     1.18.3 4.5.0
25          cellranger      1.1.0 4.5.0
26            chromote      0.5.1 4.5.0
27            classInt     0.4-11 4.5.0
28                 cli      3.6.6 4.5.2
29               clipr      0.8.0 4.5.0
30          clisymbols      1.2.0 4.5.0
31          colorspace      2.1-2 4.5.0
32            cols4all       0.10 4.5.0
33          commonmark      2.0.0 4.5.0
34              config      0.3.2 4.5.0
35          conflicted      1.2.0 4.5.0
36                coro      1.1.0 4.5.0
37               cpp11      0.5.4 4.5.2
38              crayon      1.5.3 4.5.0
39         credentials      2.0.3 4.5.0
40           crosstalk      1.2.2 4.5.0
41                curl      7.0.0 4.5.0
42          data.table   1.18.2.1 4.5.2
43                 DBI      1.3.0 4.5.2
44              dbplyr      2.5.2 4.5.2
45                desc      1.4.3 4.5.0
46            devtools      2.5.1 4.5.3
47             diffobj      0.3.6 4.5.0
48              digest     0.6.39 4.5.2
49             downlit      0.4.5 4.5.2
50               dplyr      1.2.1 4.5.2
51                  DT     0.34.0 4.5.0
52              dtplyr      1.3.3 4.5.2
53              duckdb      1.5.2 4.5.2
54               e1071     1.7-17 4.5.2
55            ellipsis      0.3.3 4.5.2
56              ellmer      0.4.0 4.5.2
57            errorist      0.1.3 4.5.0
58            evaluate      1.0.5 4.5.0
59               fansi      1.0.7 4.5.2
60              farver      2.1.2 4.5.0
61             fastmap      1.2.0 4.5.0
62           fastmatch      1.1-8 4.5.2
63            filelock      1.0.3 4.5.0
64         fontawesome      0.5.3 4.5.0
65             forcats      1.0.1 4.5.0
66               fresh      0.2.2 4.5.0
67                  fs      2.1.0 4.5.3
68              future     1.70.0 4.5.2
69        future.apply     1.20.2 4.5.2
70           gapminder      1.0.1 4.5.0
71              gargle      1.6.1 4.5.2
72            generics      0.1.4 4.5.0
73           geojsonsf      2.0.5 4.5.2
74          geometries      0.2.5 4.5.2
75                geos      0.2.5 4.5.2
76                gert      2.3.1 4.5.2
77           gganimate     1.0.11 4.5.0
78             ggforce      0.5.0 4.5.0
79             ggplot2      4.0.2 4.5.2
80              ggraph      2.2.2 4.5.0
81             ggrepel      0.9.8 4.5.2
82           ggspatial     1.1.10 4.5.0
83            ggthemes      5.2.0 4.5.2
84                  gh      1.5.0 4.5.0
85              gifski   1.32.0-2 4.5.0
86            gitcreds      0.1.2 4.5.0
87             globals     0.19.1 4.5.2
88                glue      1.8.1 4.5.3
89               golem      0.5.1 4.5.0
90         googledrive      2.1.2 4.5.0
91       googlesheets4      1.1.2 4.5.0
92        graphlayouts      1.2.3 4.5.2
93           gridExtra        2.3 4.5.0
94              gtable      0.3.6 4.5.0
95          gutenbergr      0.5.0 4.5.2
96               haven      2.5.5 4.5.0
97                here      1.0.2 4.5.0
98              hexbin     1.28.5 4.5.0
99               highr       0.12 4.5.2
100                hms      1.1.4 4.5.0
101          htmltools      0.5.9 4.5.2
102        htmlwidgets      1.6.4 4.5.0
103             httpuv     1.6.17 4.5.2
104               httr      1.4.8 4.5.2
105              httr2      1.2.2 4.5.2
106                ids      1.0.1 4.5.0
107             igraph      2.2.3 4.5.2
108                ini      0.3.1 4.5.0
109            isoband      0.3.0 4.5.2
110           ISOcodes 2026.03.28 4.5.2
111        janeaustenr      1.0.0 4.5.0
112            janitor      2.2.1 4.5.0
113               jose      1.2.1 4.5.0
114               jpeg     0.1-11 4.5.0
115          jquerylib      0.1.4 4.5.0
116            jsonify      1.2.3 4.5.2
117           jsonlite      2.0.0 4.5.0
118            keyring      1.4.1 4.5.0
119              knitr       1.51 4.5.2
120           labeling      0.4.3 4.5.0
121              later      1.4.8 4.5.2
122           lazyeval      0.2.3 4.5.2
123             leafem      0.2.5 4.5.0
124             leafgl      0.2.4 4.5.2
125         leaflegend      1.2.1 4.5.0
126            leaflet      2.2.3 4.5.0
127  leaflet.providers      3.0.0 4.5.2
128            leafpop      0.1.0 4.5.0
129           leafsync      0.1.0 4.5.0
130            libgeos   3.11.1-3 4.5.0
131          lifecycle      1.0.5 4.5.2
132              lintr    3.3.0-1 4.5.2
133            listenv     0.10.1 4.5.2
134             logger      0.4.1 4.5.0
135            lpSolve     5.6.23 4.5.0
136          lubridate      1.9.5 4.5.2
137             lwgeom     0.2-15 4.5.2
138             magick      2.9.1 4.5.2
139           magrittr      2.0.5 4.5.2
140               maps      3.4.3 4.5.0
141           maptiles     0.11.0 4.5.2
142            mapview     2.11.4 4.5.0
143            memoise      2.0.1 4.5.0
144               mime       0.13 4.5.0
145             miniUI      0.1.2 4.5.0
146             modelr     0.1.11 4.5.0
147         modeltools     0.2-24 4.5.0
148     NasdaqDataLink      1.0.0 4.5.0
149            netstat      0.1.2 4.5.0
150                NLP      0.3-2 4.5.0
151       nycflights13      1.0.2 4.5.0
152               odbc    1.6.4.1 4.5.2
153            openssl      2.4.0 4.5.2
154               otel      0.2.0 4.5.0
155            packrat      0.9.3 4.5.0
156                pak      0.9.4 4.5.3
157     palmerpenguins      0.1.1 4.5.0
158         parallelly     1.47.0 4.5.3
159          patchwork      1.3.2 4.5.0
160                PDE     1.4.10 4.5.0
161             pillar     1.11.1 4.5.0
162           pkgbuild      1.4.8 4.5.0
163          pkgconfig      2.0.3 4.5.0
164            pkgdown      2.2.0 4.5.0
165            pkgload      1.5.1 4.5.2
166                PKI     0.1-15 4.5.0
167             plotly     4.12.0 4.5.2
168               plyr      1.8.9 4.5.0
169                png      0.1-9 4.5.2
170             polite      0.1.3 4.5.0
171           polyclip     1.10-7 4.5.0
172             praise      1.0.0 4.5.0
173        prettyunits      1.2.0 4.5.0
174           processx      3.8.7 4.5.2
175            profvis      0.4.0 4.5.0
176           progress      1.2.3 4.5.0
177          progressr     0.19.0 4.5.2
178           promises      1.5.0 4.5.0
179              proxy     0.4-29 4.5.2
180                 ps      1.9.3 4.5.3
181              purrr      1.2.2 4.5.2
182             Quandl     2.11.0 4.5.0
183           quanteda        4.4 4.5.2
184             quarto      1.5.1 4.5.0
185            R.cache     0.17.0 4.5.0
186        R.methodsS3      1.8.2 4.5.0
187               R.oo     1.27.1 4.5.0
188            R.utils     2.13.0 4.5.0
189                 R6      2.6.1 4.5.0
190               ragg      1.5.2 4.5.2
191         rapidjsonr      1.2.1 4.5.2
192           rappdirs      0.3.4 4.5.0
193             raster     3.6-32 4.5.0
194         ratelimitr      0.4.2 4.5.0
195          rcmdcheck      1.4.0 4.5.0
196       RColorBrewer      1.1-3 4.5.0
197               Rcpp    1.1.1-1 4.5.2
198      RcppArmadillo   15.2.4-1 4.5.2
199           RcppTOML      0.2.3 4.5.0
200        readMDTable      0.3.2 4.5.0
201              readr      2.2.0 4.5.2
202             readxl      1.4.5 4.5.0
203            rematch      2.0.0 4.5.0
204           rematch2      2.1.2 4.5.0
205            remotes      2.5.0 4.5.0
206               renv      1.2.2 4.5.3
207               repr      1.1.7 4.5.0
208             reprex      2.1.1 4.5.0
209        repurrrsive      1.1.0 4.5.0
210           reshape2      1.4.5 4.5.0
211         reticulate     1.46.0 4.5.2
212                rex      1.2.2 4.5.2
213               rhub      2.0.1 4.5.0
214              rJava     1.0-18 4.5.2
215              rlang      1.2.0 4.5.2
216         rmapshaper      0.6.0 4.5.2
217          rmarkdown       2.31 4.5.2
218      rnaturalearth      1.2.0 4.5.2
219  rnaturalearthdata      1.0.0 4.5.0
220 rnaturalearthhires 1.0.0.9000 4.5.1
221          robotstxt     0.7.15 4.5.0
222               rosm      0.3.1 4.5.2
223           roxygen2      7.3.3 4.5.0
224        rpivotTable      0.3.0 4.5.0
225        rplaywright     1.43.6 4.5.2
226          rprojroot      2.1.1 4.5.0
227          rsconnect      1.8.0 4.5.2
228          RSelenium     1.7.10 4.5.2
229           RSocrata   1.7.16-1 4.5.2
230         rstudioapi     0.18.0 4.5.0
231          rversions      3.0.0 4.5.0
232              rvest      1.0.5 4.5.0
233                 s2      1.1.9 4.5.0
234                 S7    0.2.1-1 4.5.2
235               sass     0.4.10 4.5.0
236          satellite      1.0.6 4.5.0
237             scales      1.4.0 4.5.0
238           searcher      0.0.7 4.5.0
239            selectr      0.5-1 4.5.2
240             semver      0.2.1 4.5.2
241              servr       0.32 4.5.0
242        sessioninfo      1.2.3 4.5.0
243                 sf      1.1-0 4.5.2
244          sfheaders      0.4.5 4.5.2
245              shiny     1.13.0 4.5.2
246        shinythemes      1.2.0 4.5.0
247           showtext      0.9-8 4.5.2
248         showtextdb        3.0 4.5.0
249              skimr      2.2.2 4.5.2
250               slam     0.1-55 4.5.0
251         slippymath      0.3.1 4.5.0
252          snakecase     0.11.1 4.5.0
253          SnowballC      0.7.1 4.5.0
254      snowflakeauth      0.2.2 4.5.2
255        sourcetools    0.1.7-2 4.5.2
256                 sp      2.2-1 4.5.2
257          spacesXYZ      1.6-0 4.5.0
258             spacyr      1.3.0 4.5.0
259          spiderbar      0.2.5 4.5.0
260           spotifyr      2.2.5 4.5.0
261              stars      0.7-2 4.5.2
262         starwarsdb      0.1.3 4.5.0
263          stopwords        2.3 4.5.0
264         stringdist     0.9.17 4.5.2
265            stringi      1.8.7 4.5.0
266            stringr      1.6.0 4.5.0
267             styler     1.11.0 4.5.0
268            svglite      2.2.2 4.5.0
269                sys      3.4.3 4.5.0
270           sysfonts      0.8.9 4.5.0
271        systemfonts      1.3.2 4.5.2
272          tabulapdf    1.0.5-5 4.5.0
273             tcltk2      1.6.1 4.5.0
274              terra     1.9-11 4.5.2
275           testthat      3.3.2 4.5.2
276           textdata      0.4.5 4.5.0
277        textshaping      1.0.5 4.5.2
278           thematic      0.1.8 4.5.0
279             tibble      3.3.1 4.5.2
280         tidycensus      1.7.5 4.5.2
281          tidygraph      1.3.1 4.5.0
282              tidyr      1.3.2 4.5.2
283         tidyselect      1.2.1 4.5.0
284           tidytext      0.4.3 4.5.0
285          tidyverse      2.0.0 4.5.0
286             tigris      2.2.1 4.5.0
287         timechange      0.4.0 4.5.2
288            tinytex       0.59 4.5.2
289                 tm     0.7-18 4.5.2
290               tmap        4.3 4.5.3
291          tmaptools        3.3 4.5.0
292         tokenizers      0.3.0 4.5.0
293        topicmodels     0.2-17 4.5.0
294         transformr      0.1.5 4.5.0
295          triebeard      0.4.1 4.5.0
296             tweenr      2.0.3 4.5.0
297               tzdb      0.5.0 4.5.0
298              units      1.0-1 4.5.2
299         urlchecker      1.0.1 4.5.0
300           urltools    1.7.3.1 4.5.0
301            usethis      3.2.1 4.5.0
302              usmap      1.0.0 4.5.0
303          usmapdata      1.0.0 4.5.0
304               utf8      1.2.6 4.5.0
305               uuid      1.2-2 4.5.2
306                 V8      8.1.0 4.5.2
307              vctrs      0.7.3 4.5.2
308            viridis      0.6.5 4.5.0
309        viridisLite      0.4.3 4.5.2
310              vroom      1.7.1 4.5.2
311              waldo      0.6.2 4.5.0
312              wdman      0.2.6 4.5.0
313          websocket      1.4.4 4.5.0
314            whisker      0.4.1 4.5.0
315             whoami      1.3.0 4.5.0
316              withr      3.0.2 4.5.0
317                 wk      0.9.5 4.5.2
318          wordcloud        2.6 4.5.0
319               xfun       0.57 4.5.2
320                XML  3.99-0.23 4.5.2
321               xml2      1.5.2 4.5.2
322       xmlparsedata      1.0.5 4.5.0
323              xopen      1.0.1 4.5.0
324             xtable      1.8-8 4.5.2
325                xts     0.14.2 4.5.2
326               yaml     2.3.12 4.5.2
327              yesno      0.1.3 4.5.0
328            yyjsonr     0.1.22 4.5.2
329                zip      2.3.3 4.5.0
330                zoo     1.8-15 4.5.2

G.3 Python Environment

python:         /Users/rressler/Courses/DATA-413-613/lectures_book/.venv/bin/python
libpython:      /Users/rressler/.local/share/uv/python/cpython-3.13.13-macos-aarch64-none/lib/libpython3.13.dylib
pythonhome:     /Users/rressler/Courses/DATA-413-613/lectures_book/.venv:/Users/rressler/Courses/DATA-413-613/lectures_book/.venv
virtualenv:     /Users/rressler/Courses/DATA-413-613/lectures_book/.venv/bin/activate_this.py
version:        3.13.13 (main, Apr  7 2026, 20:37:34) [Clang 22.1.1 ]
numpy:          /Users/rressler/Courses/DATA-413-613/lectures_book/.venv/lib/python3.13/site-packages/numpy
numpy_version:  2.4.4

NOTE: Python version was forced by VIRTUAL_ENV