This is the data and code repository for the PFAS Public Survey study.
Berthold, A., McCrary A., deVilleneuve, S., Schramm, M. In Submission.
This project uses the renv and targets R packages to facilitate reproducibility. Once the project is downloaded and opened in RStudio install the renv package:
install.packages("renv")The packages and package versions used in the project can be installed and restored using:
renv::restore()To reproduce the analysis you will need a Census API key which can be obtained from https://api.census.gov/data/key_signup.html. Then use targets to rerun the analysis. This will take a little while to run:
tidycensus::census_api_key("API KEY GOES HERE")
targets::tar_make()Survey responses used in our analysis are obtained with:
targets::tar_read(pfas_analysis_data)## # A tibble: 1,100 × 38
## SEX AGEP RACE5 SCHL RACE2 Q6 Q9_6 Q11_6 Q16 Q17 Q18 Q19_1 Q19_2
## <fct> <fct> <fct> <fct> <fct> <fct> <fct> <fct> <fct> <fct> <dbl> <fct> <fct>
## 1 Male 25:34 Asian Bach… Non-… Filt… No Slig… No I th… 88 Very… Mode…
## 2 Fema… 65+ Whit… High… White Filt… No Slig… No I've… 51 Not … Not …
## 3 Fema… 18:24 Whit… Mast… White Bott… No Not … No I th… 57 Very… Mode…
## 4 Fema… 45:54 Two … Other Non-… Bott… No Extr… Not … I've… 92 Not … Slig…
## 5 Fema… 35:44 Whit… Mast… White Filt… No Mode… Not … I've… 45 Mode… Mode…
## 6 Fema… 35:44 Whit… High… White Bott… No Mode… Not … I th… 62 Slig… Slig…
## 7 Fema… 55:64 Whit… High… White Unfi… No Slig… Not … I've… 33 Not … Slig…
## 8 Fema… 35:44 Blac… High… Non-… Bott… No Very… No I th… 85 Mode… Mode…
## 9 Male 45:54 Two … Doct… Non-… Unfi… No Not … No I've… 44 Very… Slig…
## 10 Fema… 35:44 Blac… High… Non-… Filt… No Mode… No I th… 70 Mode… Slig…
## # ℹ 1,090 more rows
## # ℹ 25 more variables: Q19_3 <fct>, Q19_4 <fct>, Q19_5 <fct>, Q19_6 <fct>,
## # Q19_7 <fct>, Q19_8 <fct>, Q19_9 <fct>, Q19_10 <fct>, Q19_11 <fct>,
## # Q19_12 <fct>, Q19_13 <fct>, Q20_1 <fct>, Q20_2 <fct>, Q20_3 <fct>,
## # Q20_4 <fct>, Q20_5 <fct>, Q20_6 <fct>, Q20_7 <fct>, Q20_8 <fct>,
## # Q20_9 <fct>, Q20_10 <fct>, Q20_11 <fct>, Q20_12 <fct>, Q20_13 <fct>,
## # SEX_NM <fct>
Five models were fit in the analysis:
m1: Proportional odds model relating self-described knowledge about
PFAS to demographic indicators and community PFAS exposure.
m2: Summary of 13 proportional odds models relating familiarity of 13
items with potential for PFAS contamination with demographic indicators
and community PFAS exposure.
m3: Summary of 13 proportional odds models relating intention to
change 13 items with potential for PFAS contamination with demographic
indicators and community PFAS exposure.
m4: Logistic regression relating awareness of PFAS contamintion in
drinking water with demographics, community PFAS exposure, and drinking
water soruces.
m5: Proportional odds model relating levels of concern about PFAS in
drinking water with demographics, drinking water sources, and awareness
of drinking water contamination.
Model results can be obtained as follows:
targets::tar_read(m1) |> summary()## Call:
## svyolr(Q17 ~ SEX + AGEP + RACE2 + SCHL + Q16, design = survey_design)
##
## Coefficients:
## Value Std. Error t value
## SEXFemale -0.007018142 0.1333517 -0.05262881
## SEXOther -0.221628888 0.7350469 -0.30151668
## AGEP25:34 0.319206386 0.2351060 1.35771253
## AGEP35:44 0.488823011 0.2365146 2.06677726
## AGEP45:54 0.032327673 0.2441379 0.13241561
## AGEP55:64 0.087866123 0.2546267 0.34507819
## AGEP65+ -0.057227295 0.2588213 -0.22110740
## RACE2Non-white -0.051615103 0.1487857 -0.34690915
## SCHLHigh school graduate or GED -0.433721051 0.3268952 -1.32678926
## SCHLAssociate degree -0.111914228 0.3444962 -0.32486346
## SCHLBachelor's degree -0.017124060 0.3414690 -0.05014822
## SCHLMaster's degree 0.037258080 0.3634560 0.10251057
## SCHLDoctorate or terminal degree 0.322521674 0.4483818 0.71930145
## SCHLOther 0.442288563 0.4739373 0.93322158
## Q16No -1.267234219 0.1892610 -6.69569515
## Q16Not sure -1.458431421 0.2034316 -7.16914882
##
## Intercepts:
## Value
## I've never heard of it, and don't know what it is|I've heard of it or seen it somewhere, but don't know what it is -1.5097
## I've heard of it or seen it somewhere, but don't know what it is|I think I know what it is 0.0109
## I think I know what it is|I'm confident I know what it is 1.6546
## Std. Error
## I've never heard of it, and don't know what it is|I've heard of it or seen it somewhere, but don't know what it is 0.4048
## I've heard of it or seen it somewhere, but don't know what it is|I think I know what it is 0.4074
## I think I know what it is|I'm confident I know what it is 0.4243
## t value
## I've never heard of it, and don't know what it is|I've heard of it or seen it somewhere, but don't know what it is -3.7300
## I've heard of it or seen it somewhere, but don't know what it is|I think I know what it is 0.0268
## I think I know what it is|I'm confident I know what it is 3.8991
## (18 observations deleted due to missingness)
m1 and m2 require some tidying:
## each model is a row 1:13:
targets::tar_read(m2)$m[[1]] |> summary()## Call:
## svyolr(as.formula(fmla), design = survey_design)
##
## Coefficients:
## Value Std. Error t value
## SEXFemale -0.0002686932 0.1342515 -0.002001416
## SEXOther -0.1002121412 0.3006684 -0.333297874
## AGEP25:34 -0.0405191544 0.2477934 -0.163519889
## AGEP35:44 0.0596672008 0.2430864 0.245456775
## AGEP45:54 -0.4067048355 0.2612073 -1.557019242
## AGEP55:64 -0.8046801762 0.2623818 -3.066829411
## AGEP65+ -1.2102407808 0.2785606 -4.344622670
## RACE2Non-white -0.0289145971 0.1518353 -0.190433898
## SCHLHigh school graduate or GED -0.1365255724 0.3482390 -0.392045626
## SCHLAssociate degree -0.2093106437 0.3646580 -0.573991686
## SCHLBachelor's degree 0.1871257068 0.3540321 0.528555725
## SCHLMaster's degree 0.8071510356 0.3814651 2.115923565
## SCHLDoctorate or terminal degree 0.5933868716 0.5193126 1.142639142
## SCHLOther 0.0942200283 0.4541967 0.207443217
## Q16No -1.4256779239 0.1922047 -7.417496885
## Q16Not sure -2.0106256160 0.1991107 -10.098027107
##
## Intercepts:
## Value Std. Error t value
## Not at all familiar|Slightly familiar -2.2146 0.4343 -5.0994
## Slightly familiar|Moderately familiar -1.2421 0.4335 -2.8651
## Moderately familiar|Very familiar -0.1139 0.4330 -0.2629
## Very familiar|Extremely familiar 0.9026 0.4374 2.0636
## (18 observations deleted due to missingness)
renv::diagnostics()## Diagnostics Report [renv 1.0.0]
## ===============================
##
## # Session Info ---------------------------------------------------------------
## R version 4.3.1 (2023-06-16 ucrt)
## Platform: x86_64-w64-mingw32/x64 (64-bit)
## Running under: Windows 11 x64 (build 22621)
##
## Matrix products: default
##
##
## locale:
## [1] LC_COLLATE=English_United States.utf8
## [2] LC_CTYPE=English_United States.utf8
## [3] LC_MONETARY=English_United States.utf8
## [4] LC_NUMERIC=C
## [5] LC_TIME=English_United States.utf8
##
## time zone: America/Chicago
## tzcode source: internal
##
## attached base packages:
## [1] grid stats graphics grDevices datasets utils methods
## [8] base
##
## other attached packages:
## [1] survey_4.2-1 survival_3.5-5 Matrix_1.4-1
##
## loaded via a namespace (and not attached):
## [1] base64url_1.4 dplyr_1.1.1 compiler_4.3.1 renv_1.0.0
## [5] tidyselect_1.2.0 callr_3.7.3 splines_4.3.1 yaml_2.3.7
## [9] fastmap_1.1.1 lattice_0.20-45 R6_2.5.1 generics_0.1.3
## [13] igraph_1.4.2 knitr_1.42 backports_1.4.1 targets_1.0.0
## [17] tibble_3.2.1 DBI_1.1.3 pillar_1.9.0 rlang_1.1.0
## [21] utf8_1.2.3 xfun_0.38 cli_3.6.1 withr_2.5.0
## [25] magrittr_2.0.3 ps_1.7.4 digest_0.6.31 processx_3.8.0
## [29] rstudioapi_0.14 lifecycle_1.0.3 vctrs_0.6.1 evaluate_0.20
## [33] glue_1.6.2 data.table_1.14.8 codetools_0.2-18 mitools_2.4
## [37] fansi_1.0.4 rmarkdown_2.21 tools_4.3.1 pkgconfig_2.0.3
## [41] htmltools_0.5.5
##
## # Project --------------------------------------------------------------------
## Project path: "C:/Data-Analysis-Projects/pfas-survey"
##
## # Status ---------------------------------------------------------------------
## No issues found -- the project is in a consistent state.
##
## # Packages -------------------------------------------------------------------
## Library Source Lockfile Source Path Dependency
## DBI 1.1.3 CRAN 1.1.3 CRAN [1] indirect
## Formula 1.2-5 CRAN 1.2-5 CRAN [1] indirect
## Hmisc 5.1-0 CRAN 5.1-0 CRAN [1] indirect
## KernSmooth 2.23-20 CRAN 2.23-20 CRAN [1] indirect
## MASS 7.3-60 CRAN 7.3-60 CRAN [1] indirect
## Matrix 1.4-1 CRAN 1.4-1 CRAN [1] indirect
## R6 2.5.1 CRAN 2.5.1 CRAN [1] indirect
## RColorBrewer 1.1-3 CRAN 1.1-3 CRAN [1] indirect
## Rcpp 1.0.10 CRAN 1.0.10 CRAN [1] indirect
## RcppEigen 0.3.3.9.3 CRAN 0.3.3.9.3 CRAN [1] indirect
## V8 4.3.0 CRAN 4.3.0 CRAN [1] indirect
## anesrake 0.80 CRAN 0.80 CRAN [1] direct
## askpass 1.1 CRAN 1.1 CRAN [1] indirect
## backports 1.4.1 CRAN 1.4.1 CRAN [1] indirect
## base64enc 0.1-3 CRAN 0.1-3 CRAN [1] indirect
## base64url 1.4 CRAN 1.4 CRAN [1] indirect
## bigD 0.2.0 CRAN 0.2.0 CRAN [1] indirect
## bit 4.0.5 CRAN 4.0.5 CRAN [1] indirect
## bit64 4.0.5 CRAN 4.0.5 CRAN [1] indirect
## bitops 1.0-7 CRAN 1.0-7 CRAN [1] indirect
## blob 1.2.4 CRAN 1.2.4 CRAN [1] indirect
## bookdown 0.33 CRAN 0.33 CRAN [1] indirect
## boot 1.3-28 CRAN 1.3-28 CRAN [1] indirect
## brio 1.1.3 CRAN 1.1.3 CRAN [1] indirect
## broom 1.0.4 CRAN 1.0.4 CRAN [1] direct
## broom.helpers 1.13.0 CRAN 1.13.0 CRAN [1] indirect
## bslib 0.4.2 CRAN 0.4.2 CRAN [1] indirect
## cachem 1.0.7 CRAN 1.0.7 CRAN [1] indirect
## callr 3.7.3 CRAN 3.7.3 CRAN [1] indirect
## cellranger 1.1.0 CRAN 1.1.0 CRAN [1] indirect
## checkmate 2.2.0 CRAN 2.2.0 CRAN [1] indirect
## class 7.3-22 CRAN 7.3-22 CRAN [2] indirect
## classInt 0.4-9 CRAN 0.4-9 CRAN [1] indirect
## cli 3.6.1 CRAN 3.6.1 CRAN [1] indirect
## clipr 0.8.0 CRAN 0.8.0 CRAN [1] indirect
## cluster 2.1.3 CRAN 2.1.3 CRAN [1] indirect
## codetools 0.2-18 CRAN 0.2-18 CRAN [1] indirect
## colorspace 2.1-0 CRAN 2.1-0 CRAN [1] indirect
## commonmark 1.9.0 CRAN 1.9.0 CRAN [1] indirect
## compiler <NA> <NA> <NA> <NA> [2] indirect
## conflicted 1.2.0 CRAN 1.2.0 CRAN [1] indirect
## cowplot 1.1.1 CRAN 1.1.1 CRAN [1] direct
## cpp11 0.4.3 CRAN 0.4.3 CRAN [1] indirect
## crayon 1.5.2 CRAN 1.5.2 CRAN [1] indirect
## credentials 1.3.2 CRAN <NA> <NA> [1] <NA>
## crul 1.3 CRAN 1.3 CRAN [1] indirect
## curl 5.0.0 CRAN 5.0.0 CRAN [1] indirect
## data.table 1.14.8 CRAN 1.14.8 CRAN [1] indirect
## dbplyr 2.3.2 CRAN 2.3.2 CRAN [1] indirect
## desc 1.4.2 CRAN 1.4.2 CRAN [1] indirect
## diffobj 0.3.5 CRAN 0.3.5 CRAN [1] indirect
## digest 0.6.31 CRAN 0.6.31 CRAN [1] indirect
## dplyr 1.1.1 CRAN 1.1.1 CRAN [1] direct
## dtplyr 1.3.1 CRAN 1.3.1 CRAN [1] indirect
## e1071 1.7-13 CRAN 1.7-13 CRAN [1] indirect
## ellipsis 0.3.2 CRAN 0.3.2 CRAN [1] indirect
## evaluate 0.20 CRAN 0.20 CRAN [1] indirect
## fansi 1.0.4 CRAN 1.0.4 CRAN [1] indirect
## farver 2.1.1 CRAN 2.1.1 CRAN [1] indirect
## fastmap 1.1.1 CRAN 1.1.1 CRAN [1] indirect
## flextable 0.9.1 CRAN 0.9.1 CRAN [1] direct
## fontBitstreamVera 0.1.1 CRAN 0.1.1 CRAN [1] indirect
## fontLiberation 0.1.0 CRAN 0.1.0 CRAN [1] indirect
## fontawesome 0.5.0 CRAN 0.5.0 CRAN [1] indirect
## fontquiver 0.2.1 CRAN 0.2.1 CRAN [1] indirect
## forcats 1.0.0 CRAN 1.0.0 CRAN [1] direct
## foreign 0.8-82 CRAN 0.8-82 CRAN [1] indirect
## fs 1.6.1 CRAN 1.6.1 CRAN [1] indirect
## furrr 0.3.1 CRAN 0.3.1 CRAN [1] indirect
## future 1.32.0 CRAN 1.32.0 CRAN [1] indirect
## future.callr 0.8.1 CRAN 0.8.1 CRAN [1] indirect
## gargle 1.3.0 CRAN 1.3.0 CRAN [1] indirect
## gdata 2.19.0 CRAN 2.19.0 CRAN [1] indirect
## gdtools 0.3.3 CRAN 0.3.3 CRAN [1] indirect
## generics 0.1.3 CRAN 0.1.3 CRAN [1] indirect
## gert 1.9.2 CRAN <NA> <NA> [1] <NA>
## gfonts 0.2.0 CRAN 0.2.0 CRAN [1] indirect
## ggplot2 3.4.2 CRAN 3.4.2 CRAN [1] indirect
## gh 1.4.0 CRAN <NA> <NA> [1] <NA>
## gitcreds 0.1.2 CRAN <NA> <NA> [1] <NA>
## globals 0.16.2 CRAN 0.16.2 CRAN [1] indirect
## glue 1.6.2 CRAN 1.6.2 CRAN [1] indirect
## googledrive 2.1.0 CRAN 2.1.0 CRAN [1] indirect
## googlesheets4 1.1.0 CRAN 1.1.0 CRAN [1] indirect
## grDevices <NA> <NA> <NA> <NA> [2] indirect
## graphics <NA> <NA> <NA> <NA> [2] indirect
## grid <NA> <NA> <NA> <NA> [2] indirect
## gridExtra 2.3 CRAN 2.3 CRAN [1] indirect
## gt 0.9.0 CRAN 0.9.0 CRAN [1] indirect
## gtable 0.3.3 CRAN 0.3.3 CRAN [1] direct
## gtools 3.9.4 CRAN 3.9.4 CRAN [1] indirect
## gtsummary 1.7.1 CRAN 1.7.1 CRAN [1] direct
## haven 2.5.2 CRAN 2.5.2 CRAN [1] indirect
## highr 0.10 CRAN 0.10 CRAN [1] indirect
## hms 1.1.3 CRAN 1.1.3 CRAN [1] indirect
## htmlTable 2.4.1 CRAN 2.4.1 CRAN [1] indirect
## htmltools 0.5.5 CRAN 0.5.5 CRAN [1] indirect
## htmlwidgets 1.6.2 CRAN 1.6.2 CRAN [1] indirect
## httpcode 0.3.0 CRAN 0.3.0 CRAN [1] indirect
## httpuv 1.6.9 CRAN 1.6.9 CRAN [1] indirect
## httr 1.4.5 CRAN 1.4.5 CRAN [1] indirect
## httr2 0.2.3 CRAN <NA> <NA> [1] <NA>
## ids 1.0.1 CRAN 1.0.1 CRAN [1] indirect
## igraph 1.4.2 CRAN 1.4.2 CRAN [1] indirect
## ini 0.3.1 CRAN <NA> <NA> [1] <NA>
## isoband 0.2.7 CRAN 0.2.7 CRAN [1] indirect
## janitor 2.2.0 CRAN 2.2.0 CRAN [1] direct
## jquerylib 0.1.4 CRAN 0.1.4 CRAN [1] indirect
## jsonlite 1.8.4 CRAN 1.8.4 CRAN [1] indirect
## juicyjuice 0.1.0 CRAN 0.1.0 CRAN [1] indirect
## kableExtra 1.3.4 CRAN 1.3.4 CRAN [1] direct
## knitr 1.42 CRAN 1.42 CRAN [1] direct
## labeling 0.4.2 CRAN 0.4.2 CRAN [1] indirect
## labelled 2.11.0 CRAN 2.11.0 CRAN [1] indirect
## later 1.3.0 CRAN 1.3.0 CRAN [1] indirect
## lattice 0.20-45 CRAN 0.20-45 CRAN [1] indirect
## lifecycle 1.0.3 CRAN 1.0.3 CRAN [1] indirect
## listenv 0.9.0 CRAN 0.9.0 CRAN [1] indirect
## lme4 1.1-33 CRAN 1.1-33 CRAN [1] indirect
## lubridate 1.9.2 CRAN 1.9.2 CRAN [1] indirect
## magrittr 2.0.3 CRAN 2.0.3 CRAN [1] indirect
## markdown 1.6 CRAN 1.6 CRAN [1] indirect
## memoise 2.0.1 CRAN 2.0.1 CRAN [1] indirect
## methods <NA> <NA> <NA> <NA> [2] indirect
## mgcv 1.8-40 CRAN 1.8-40 CRAN [1] indirect
## mice 3.15.0 CRAN 3.15.0 CRAN [1] direct
## mime 0.12 CRAN 0.12 CRAN [1] indirect
## minqa 1.2.5 CRAN 1.2.5 CRAN [1] indirect
## mitools 2.4 CRAN 2.4 CRAN [1] indirect
## modelr 0.1.11 CRAN 0.1.11 CRAN [1] indirect
## munsell 0.5.0 CRAN 0.5.0 CRAN [1] indirect
## nlme 3.1-157 CRAN 3.1-157 CRAN [1] indirect
## nloptr 2.0.3 CRAN 2.0.3 CRAN [1] indirect
## nnet 7.3-19 CRAN 7.3-19 CRAN [2] indirect
## numDeriv 2016.8-1.1 CRAN 2016.8-1.1 CRAN [1] indirect
## officedown 0.3.0 CRAN 0.3.0 CRAN [1] direct
## officer 0.6.2 CRAN 0.6.2 CRAN [1] direct
## openssl 2.0.6 CRAN 2.0.6 CRAN [1] indirect
## packrat 0.9.1 CRAN 0.9.1 CRAN [1] indirect
## parallel <NA> <NA> <NA> <NA> [2] indirect
## parallelly 1.35.0 CRAN 1.35.0 CRAN [1] indirect
## patchwork 1.1.2 CRAN 1.1.2 CRAN [1] direct
## pillar 1.9.0 CRAN 1.9.0 CRAN [1] indirect
## pkgconfig 2.0.3 CRAN 2.0.3 CRAN [1] indirect
## pkgload 1.3.2 CRAN 1.3.2 CRAN [1] indirect
## praise 1.0.0 CRAN 1.0.0 CRAN [1] indirect
## prettyunits 1.1.1 CRAN 1.1.1 CRAN [1] indirect
## processx 3.8.0 CRAN 3.8.0 CRAN [1] indirect
## progress 1.2.2 CRAN 1.2.2 CRAN [1] indirect
## promises 1.2.0.1 CRAN 1.2.0.1 CRAN [1] indirect
## proxy 0.4-27 CRAN 0.4-27 CRAN [1] indirect
## ps 1.7.4 CRAN 1.7.4 CRAN [1] indirect
## purrr 1.0.1 CRAN 1.0.1 CRAN [1] indirect
## quarto 1.2 CRAN 1.2 CRAN [1] direct
## ragg 1.2.5 CRAN 1.2.5 CRAN [1] direct
## ranger 0.15.1 CRAN 0.15.1 CRAN [1] direct
## rappdirs 0.3.3 CRAN 0.3.3 CRAN [1] indirect
## reactR 0.4.4 CRAN 0.4.4 CRAN [1] indirect
## reactable 0.4.4 CRAN 0.4.4 CRAN [1] indirect
## readr 2.1.4 CRAN 2.1.4 CRAN [1] indirect
## readxl 1.4.2 CRAN 1.4.2 CRAN [1] indirect
## rematch 1.0.1 CRAN 1.0.1 CRAN [1] indirect
## rematch2 2.1.2 CRAN 2.1.2 CRAN [1] indirect
## renv 1.0.0 CRAN 1.0.0 CRAN [1] direct
## reprex 2.0.2 CRAN 2.0.2 CRAN [1] indirect
## rlang 1.1.0 CRAN 1.1.0 CRAN [1] indirect
## rmarkdown 2.21 CRAN 2.21 CRAN [1] direct
## rpart 4.1.16 CRAN 4.1.16 CRAN [1] indirect
## rprojroot 2.0.3 CRAN 2.0.3 CRAN [1] indirect
## rsconnect 0.8.29 CRAN 0.8.29 CRAN [1] indirect
## rstudioapi 0.14 CRAN 0.14 CRAN [1] indirect
## rvest 1.0.3 CRAN 1.0.3 CRAN [1] indirect
## rvg 0.3.2 CRAN 0.3.2 CRAN [1] indirect
## s2 1.1.3 CRAN 1.1.3 CRAN [1] indirect
## sass 0.4.5 CRAN 0.4.5 CRAN [1] indirect
## scales 1.2.1 CRAN 1.2.1 CRAN [1] indirect
## selectr 0.4-2 CRAN 0.4-2 CRAN [1] indirect
## sessioninfo 1.2.2 CRAN <NA> <NA> [1] <NA>
## sf 1.0-13 CRAN 1.0-13 CRAN [1] indirect
## shiny 1.7.4 CRAN 1.7.4 CRAN [1] indirect
## snakecase 0.11.0 CRAN 0.11.0 CRAN [1] indirect
## sourcetools 0.1.7-1 CRAN 0.1.7-1 CRAN [1] indirect
## spatial 7.3-16 CRAN <NA> <NA> [2] <NA>
## splines <NA> <NA> <NA> <NA> [2] indirect
## srvyr 1.2.0 CRAN 1.2.0 CRAN [1] direct
## stats <NA> <NA> <NA> <NA> [2] indirect
## stringi 1.7.12 CRAN 1.7.12 CRAN [1] indirect
## stringr 1.5.0 CRAN 1.5.0 CRAN [1] indirect
## survey 4.2-1 CRAN 4.2-1 CRAN [1] direct
## survival 3.5-5 CRAN 3.5-5 CRAN [2] indirect
## svglite 2.1.1 CRAN 2.1.1 CRAN [1] indirect
## svyEffects 0.0.0.9000 GitHub 0.0.0.9000 GitHub [1] direct
## sys 3.4.1 CRAN 3.4.1 CRAN [1] indirect
## systemfonts 1.0.4 CRAN 1.0.4 CRAN [1] indirect
## tarchetypes 0.7.6 CRAN 0.7.6 CRAN [1] direct
## targets 1.0.0 CRAN 1.0.0 CRAN [1] direct
## testthat 3.1.8 CRAN 3.1.8 CRAN [1] indirect
## textshaping 0.3.6 CRAN 0.3.6 CRAN [1] indirect
## tibble 3.2.1 CRAN 3.2.1 CRAN [1] indirect
## tidycensus 1.3.2 CRAN 1.3.2 CRAN [1] direct
## tidyr 1.3.0 CRAN 1.3.0 CRAN [1] indirect
## tidyselect 1.2.0 CRAN 1.2.0 CRAN [1] indirect
## tidyverse 2.0.0 CRAN 2.0.0 CRAN [1] direct
## tigris 2.0.1 CRAN 2.0.1 CRAN [1] indirect
## timechange 0.2.0 CRAN 0.2.0 CRAN [1] indirect
## tinytex 0.44 CRAN 0.44 CRAN [1] indirect
## tools <NA> <NA> <NA> <NA> [2] indirect
## triebeard 0.4.1 CRAN 0.4.1 CRAN [1] indirect
## twriTemplates 0.2.3 Repository 0.2.3 Repository [1] direct
## tzdb 0.3.0 CRAN 0.3.0 CRAN [1] indirect
## units 0.8-2 CRAN 0.8-2 CRAN [1] indirect
## urltools 1.7.3 CRAN 1.7.3 CRAN [1] indirect
## usethis 2.2.2 CRAN <NA> <NA> [1] <NA>
## utf8 1.2.3 CRAN 1.2.3 CRAN [1] indirect
## utils <NA> <NA> <NA> <NA> [2] indirect
## uuid 1.1-0 CRAN 1.1-0 CRAN [1] indirect
## vctrs 0.6.1 CRAN 0.6.1 CRAN [1] indirect
## viridis 0.6.3 CRAN 0.6.3 CRAN [1] indirect
## viridisLite 0.4.1 CRAN 0.4.1 CRAN [1] indirect
## visNetwork 2.1.2 CRAN 2.1.2 CRAN [1] direct
## vroom 1.6.1 CRAN 1.6.1 CRAN [1] indirect
## waldo 0.5.1 CRAN 0.5.1 CRAN [1] indirect
## webshot 0.5.5 CRAN 0.5.5 CRAN [1] indirect
## weights 1.0.4 CRAN 1.0.4 CRAN [1] indirect
## whisker 0.4.1 CRAN <NA> <NA> [1] <NA>
## withr 2.5.0 CRAN 2.5.0 CRAN [1] indirect
## wk 0.7.3 CRAN 0.7.3 CRAN [1] indirect
## xfun 0.38 CRAN 0.38 CRAN [1] indirect
## xml2 1.3.3 CRAN 1.3.3 CRAN [1] indirect
## xtable 1.8-4 CRAN 1.8-4 CRAN [1] indirect
## yaml 2.3.7 CRAN 2.3.7 CRAN [1] indirect
## zip 2.2.2 CRAN 2.2.2 CRAN [1] indirect
##
## [1]: C:/Data-Analysis-Projects/pfas-survey/renv/library/R-4.3/x86_64-w64-mingw32
## [2]: C:/Users/michael.schramm/AppData/Local/R/cache/R/renv/sandbox/R-4.3/x86_64-w64-mingw32/f8897b8d
##
## # ABI ------------------------------------------------------------------------
## - ABI conflict checks are not yet implemented on Windows.
##
## # User Profile ---------------------------------------------------------------
## [no user profile detected]
##
## # Settings -------------------------------------------------------------------
## List of 13
## $ bioconductor.version : NULL
## $ external.libraries : chr(0)
## $ ignored.packages : chr(0)
## $ package.dependency.fields: chr [1:3] "Imports" "Depends" "LinkingTo"
## $ ppm.enabled : NULL
## $ ppm.ignored.urls : NULL
## $ r.version : NULL
## $ snapshot.type : chr "implicit"
## $ use.cache : logi TRUE
## $ vcs.ignore.cellar : logi TRUE
## $ vcs.ignore.library : logi TRUE
## $ vcs.ignore.local : logi TRUE
## $ vcs.manage.ignores : logi TRUE
##
## # Options --------------------------------------------------------------------
## List of 8
## $ defaultPackages : chr [1:6] "datasets" "utils" "grDevices" "graphics" ...
## $ download.file.method : NULL
## $ download.file.extra : NULL
## $ install.packages.compile.from.source: chr "interactive"
## $ pkgType : chr "both"
## $ repos : Named chr "https://cran.rstudio.com"
## ..- attr(*, "names")= chr "CRAN"
## $ renv.consent : logi TRUE
## $ renv.verbose : logi TRUE
##
## # Environment Variables ------------------------------------------------------
## HOME = C:/Users/michael.schramm/Documents
## LANG = <NA>
## MAKE = <NA>
## R_LIBS = C:/Data-Analysis-Projects/pfas-survey/renv/library/R-4.3/x86_64-w64-mingw32;C:/Users/michael.schramm/AppData/Local/R/cache/R/renv/sandbox/R-4.3/x86_64-w64-mingw32/f8897b8d
## R_LIBS_SITE = C:/Users/michael.schramm/AppData/Local/Programs/R/R-4.3.1/site-library
## R_LIBS_USER = C:/Data-Analysis-Projects/pfas-survey/renv/library/R-4.3/x86_64-w64-mingw32;C:/Users/michael.schramm/AppData/Local/R/cache/R/renv/sandbox/R-4.3/x86_64-w64-mingw32/f8897b8d
## RENV_DEFAULT_R_ENVIRON = <NA>
## RENV_DEFAULT_R_ENVIRON_USER = <NA>
## RENV_DEFAULT_R_LIBS = <NA>
## RENV_DEFAULT_R_LIBS_SITE = C:/Users/michael.schramm/AppData/Local/Programs/R/R-4.3.1/site-library
## RENV_DEFAULT_R_LIBS_USER = C:\Users\michael.schramm\AppData\Local/R/win-library/4.3
## RENV_DEFAULT_R_PROFILE = <NA>
## RENV_DEFAULT_R_PROFILE_USER = <NA>
## RENV_PROJECT = C:/Data-Analysis-Projects/pfas-survey
##
## # PATH -----------------------------------------------------------------------
## - C:\rtools43/x86_64-w64-mingw32.static.posix/bin
## - C:\rtools43/usr/bin
## - C:\rtools43\x86_64-w64-mingw32.static.posix\bin
## - C:\rtools43\usr\bin
## - C:\Users\michael.schramm\AppData\Local\Programs\R\R-4.3.1\bin\x64
## - C:\Windows\system32
## - C:\Windows
## - C:\Windows\System32\Wbem
## - C:\Windows\System32\WindowsPowerShell\v1.0\
## - C:\Windows\System32\OpenSSH\
## - C:\Program Files\dotnet\
## - C:\Users\michael.schramm\AppData\Local\Microsoft\WindowsApps
## - C:\Users\michael.schramm\AppData\Local\Programs\Git\cmd
## - C:\Program Files\RStudio\resources\app\bin\quarto\bin
## - C:\Program Files\RStudio\resources\app\bin\postback
##
## # Cache ----------------------------------------------------------------------
## There are a total of 253 packages installed in the renv cache.
## Cache path: "C:/Users/michael.schramm/AppData/Local/R/cache/R/renv/cache/v5/R-4.3/x86_64-w64-mingw32"