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^.*\.Rproj$ | ||
^\.Rproj\.user$ | ||
^\.travis\.yml | ||
^appveyor\.yml | ||
^r\.yml | ||
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# Workflow derived from https://github.com/r-lib/actions/tree/master/examples | ||
# Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help | ||
on: | ||
push: | ||
branches: [main, master] | ||
pull_request: | ||
branches: [main, master] | ||
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name: R-CMD-check | ||
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jobs: | ||
R-CMD-check: | ||
runs-on: ${{ matrix.config.os }} | ||
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name: ${{ matrix.config.os }} (${{ matrix.config.r }}) | ||
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strategy: | ||
fail-fast: false | ||
matrix: | ||
config: | ||
- {os: macOS-latest, r: 'release'} | ||
- {os: windows-latest, r: 'release'} | ||
- {os: ubuntu-latest, r: 'release'} | ||
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env: | ||
GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} | ||
R_KEEP_PKG_SOURCE: yes | ||
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steps: | ||
- uses: actions/checkout@v3 | ||
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- uses: r-lib/actions/setup-pandoc@v2 | ||
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- uses: r-lib/actions/setup-r@v2 | ||
with: | ||
r-version: ${{ matrix.config.r }} | ||
http-user-agent: ${{ matrix.config.http-user-agent }} | ||
use-public-rspm: true | ||
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- uses: r-lib/actions/setup-r-dependencies@v2 | ||
with: | ||
extra-packages: rcmdcheck | ||
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- uses: r-lib/actions/check-r-package@v2 | ||
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- name: Show testthat output | ||
if: always() | ||
run: find check -name 'testthat.Rout*' -exec cat '{}' \; || true | ||
shell: bash | ||
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- name: Upload check results | ||
if: failure() | ||
uses: actions/upload-artifact@main | ||
with: | ||
name: ${{ runner.os }}-r${{ matrix.config.r }}-results | ||
path: check |
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Package: aaatrends | ||
Type: Package | ||
Title: aaatrends | ||
Version: 0.1.0 | ||
Author: Anthony Joseph Damico | ||
Maintainer: Anthony Joseph Damico <[email protected]> | ||
Description: A continuous integration dummy package | ||
License: GPL-3 | ||
Imports: SAScii, readr, survey, segmented | ||
Encoding: UTF-8 | ||
LazyData: true |
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exportPattern("^[[:alpha:]]+") |
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<a href="https://github.com/asdfree/aaatrends/actions"><img src="https://github.com/asdfree/aaatrends/actions/workflows/r.yml/badge.svg" alt="Github Actions Badge"></a> |
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library(SAScii) | ||
library(readr) | ||
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sas_url <- | ||
"https://www.cdc.gov/healthyyouth/data/yrbs/sadc_2019/2019-SADC-SAS-Input-Program.sas" | ||
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dat_url <- | ||
"https://www.cdc.gov/healthyyouth/data/yrbs/sadc_2019/sadc_2019_national.dat" | ||
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sas_positions <- | ||
parse.SAScii( sas_url ) | ||
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sas_positions[ , 'varname' ] <- | ||
tolower( sas_positions[ , 'varname' ] ) | ||
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variables_to_keep <- | ||
c( "sex" , "grade" , "race4" , "q30" , "year" , "psu" , "stratum" , "weight" ) | ||
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sas_positions[ , 'column_types' ] <- | ||
ifelse( !( sas_positions[ , 'varname' ] %in% variables_to_keep ) , "_" , | ||
ifelse( sas_positions[ , 'char' ] , "c" , "d" ) ) | ||
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yrbss_tbl <- | ||
read_fwf( | ||
dat_url , | ||
fwf_widths( | ||
abs( sas_positions[ , 'width' ] ) , | ||
col_names = sas_positions[ , 'varname' ] | ||
) , | ||
col_types = paste0( sas_positions[ , 'column_types' ] , collapse = "" ) , | ||
na = c( "" , "." ) | ||
) | ||
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yrbss_df <- data.frame( yrbss_tbl ) | ||
yrbss_df <- subset( yrbss_df , year %in% seq( 1991 , 2011 , 2 ) ) | ||
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yrbss_df[ , 'ever_smoked' ] <- | ||
as.numeric( yrbss_df[ , 'q30' ] == 1 ) | ||
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yrbss_df[ , 'q30' ] <- NULL | ||
yrbss_df[ , 'sex' ] <- relevel( factor( yrbss_df[ , 'sex' ] ) , ref = "2" ) | ||
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for ( i in c( 'race4' , 'grade' ) ){ | ||
yrbss_df[ , i ] <- relevel( factor( yrbss_df[ , i ] ) , ref = "1" ) | ||
} | ||
distinct_years_available <- length( seq( 1991 , 2011 , 2 ) ) | ||
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# store the linear polynomials | ||
c11l <- contr.poly( distinct_years_available )[ , ".L" ] | ||
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# store the quadratic polynomials | ||
c11q <- contr.poly( distinct_years_available )[ , ".Q" ] | ||
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# store the cubic polynomials | ||
c11c <- contr.poly( distinct_years_available )[ , ".C" ] | ||
# year^1 term (linear) | ||
yrbss_df[ , "t11l" ] <- c11l[ match( yrbss_df[ , "year" ] , seq( 1991 , 2011 , 2 ) ) ] | ||
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# year^2 term (quadratic) | ||
yrbss_df[ , "t11q" ] <- c11q[ match( yrbss_df[ , "year" ] , seq( 1991 , 2011 , 2 ) ) ] | ||
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# year^3 term (cubic) | ||
yrbss_df[ , "t11c" ] <- c11c[ match( yrbss_df[ , "year" ] , seq( 1991 , 2011 , 2 ) ) ] | ||
options( survey.lonely.psu = "adjust" ) | ||
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library(survey) | ||
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des <- | ||
svydesign( | ||
id = ~psu , | ||
strata = ~interaction( stratum , year ) , | ||
data = yrbss_df , | ||
weights = ~weight , | ||
nest = TRUE | ||
) | ||
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prevalence_over_time <- | ||
svyby( | ||
~ ever_smoked , | ||
~ year , | ||
des , | ||
svymean , | ||
na.rm = TRUE | ||
) | ||
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# confirm prevalence rates match published estimates | ||
# of high school students that ever smoked | ||
stopifnot( | ||
all.equal( | ||
round( coef( prevalence_over_time ) , 3 ) , | ||
c( .701 , .695 , .713 , .702 , .704 , .639 , .584 , .543 , .503 , .463 , .447 ) , | ||
check.attributes = FALSE | ||
) | ||
) | ||
linyear <- | ||
svyglm( | ||
ever_smoked ~ sex + race4 + grade + t11l , | ||
design = des , | ||
family = quasibinomial | ||
) | ||
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summary( linyear ) | ||
quadyear <- | ||
svyglm( | ||
ever_smoked ~ sex + race4 + grade + t11l + t11q , | ||
design = des , | ||
family = quasibinomial | ||
) | ||
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summary( quadyear ) | ||
cubyear <- | ||
svyglm( | ||
ever_smoked ~ sex + race4 + grade + t11l + t11q + t11c , | ||
design = des , | ||
family = quasibinomial | ||
) | ||
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summary( cubyear ) | ||
marginals <- | ||
svyglm( | ||
formula = ever_smoked ~ sex + race4 + grade , | ||
design = des , | ||
family = quasibinomial | ||
) | ||
( means_for_joinpoint <- svypredmeans( marginals , ~factor( year ) ) ) | ||
# coerce the results to a data.frame object | ||
means_for_joinpoint <- as.data.frame( means_for_joinpoint ) | ||
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# extract the row names as the survey year | ||
means_for_joinpoint[ , "year" ] <- as.numeric( rownames( means_for_joinpoint ) ) | ||
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# must be sorted, just in case it's not already | ||
means_for_joinpoint <- means_for_joinpoint[ order( means_for_joinpoint[ , "year" ] ) , ] | ||
means_for_joinpoint[ , "wgt" ] <- with( means_for_joinpoint, ( mean / SE ) ^ 2 ) | ||
o <- lm( log( mean ) ~ year , weights = wgt , data = means_for_joinpoint ) | ||
library(segmented) | ||
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# find only one joinpoint | ||
os <- segmented( o , ~year ) | ||
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summary( os ) | ||
slope( os , APC = TRUE ) | ||
# find two joinpoints rather than only one | ||
os2 <- segmented( o , ~year , npsi = 2 ) | ||
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summary( os2 ) | ||
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slope( os2 , APC = TRUE ) | ||
# calculate a five-timepoint linear contrast vector | ||
c5l <- contr.poly( 5 )[ , 1 ] | ||
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# tack the five-timepoint linear contrast vectors onto the current survey design object | ||
des <- update( des , t5l = c5l[ match( year , seq( 1991 , 1999 , 2 ) ) ] ) | ||
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pre_91_99 <- | ||
svyglm( | ||
ever_smoked ~ sex + race4 + grade + t5l , | ||
design = subset( des , year <= 1999 ) , | ||
family = quasibinomial | ||
) | ||
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summary( pre_91_99 ) | ||
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# confirm 1991-1999 trend coefficient matches published estimates | ||
stopifnot( round( pre_91_99$coefficients['t5l'] , 5 ) == .03704 ) | ||
# calculate a seven-timepoint linear contrast vector | ||
c7l <- contr.poly( 7 )[ , 1 ] | ||
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# tack the seven-timepoint linear contrast vectors onto the current survey design object | ||
des <- update( des , t7l = c7l[ match( year , seq( 1999 , 2011 , 2 ) ) ] ) | ||
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post_99_11 <- | ||
svyglm( | ||
ever_smoked ~ sex + race4 + grade + t7l , | ||
design = subset( des , year >= 1999 ) , | ||
family = quasibinomial | ||
) | ||
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summary( post_99_11 ) | ||
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# confirm 1999-2011 trend coefficient matches published estimates | ||
stopifnot( round( post_99_11$coefficients['t7l'] , 5 ) == -0.99165 ) |