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df08a8f
Fixed tidy bug when NULL dataframes were operated on
emstruong Jun 3, 2024
503f2de
Pre Kronecker work
emstruong Jun 3, 2024
5fcc4d2
Revert "Pre Kronecker work"
emstruong Jun 4, 2024
0bb5b0f
Partial kronecker product bypass and new/adjusted tests
emstruong Jun 4, 2024
d4528f4
Kronecker product bypass most of the time
emstruong Jun 4, 2024
4c6ab95
Fixed IGSCA warning print for multigroup
emstruong Jun 7, 2024
46f1b9d
Added fix for IGSCA when N < J
emstruong Jun 7, 2024
f642253
IGSCA Trees may or may not be operational
emstruong Jun 7, 2024
be94e3f
doc fix?
emstruong Jun 7, 2024
d58eb15
Abandoned MOB for now
emstruong Jun 8, 2024
38d2ef4
Work on doTreesBeta
emstruong Jun 9, 2024
44cb658
Added recursion to doTreesBeta and fixed Description
emstruong Jun 9, 2024
f2fed9a
Some fixes to doTreesBeta
emstruong Jun 9, 2024
a6ff913
Corrected sign of test
emstruong Jun 9, 2024
1735b9a
doc update
emstruong Aug 3, 2024
24ef181
Partial removal of .approach_weights for IGSCA and unifying with GSCA
emstruong Sep 19, 2024
d932c67
Scaled weights for both GSCA_m and IGSCA
emstruong Sep 24, 2024
59f9e0d
Re-adjusted what weight scaling adjusts
emstruong Sep 24, 2024
6f5ef91
Added .gsca_control, researching ways of using argument
emstruong Oct 17, 2024
c6e98b8
Removed docker
emstruong Oct 17, 2024
892b861
Merge origin/master into igsca (sync)
emstruong Dec 1, 2025
0d5737d
Update documentation
emstruong Dec 1, 2025
52a5192
Dev env
emstruong Dec 1, 2025
a670043
Additional options IGSCA convergence criterion
emstruong Dec 1, 2025
ff22241
remove empty file
emstruong Dec 1, 2025
24f3ae8
Removed empty test
emstruong Dec 1, 2025
be73944
Removed testthat 2E context
emstruong Dec 1, 2025
fd81be5
parallelized tests
emstruong Dec 1, 2025
62e7494
Commented out work on reliabilities
emstruong Dec 1, 2025
d563f9c
Completed move to 3E
emstruong Dec 2, 2025
847284e
Use test_path to allow running tests both interactively and non-inter…
emstruong Dec 2, 2025
25e38eb
cleanup
emstruong Dec 2, 2025
6750762
Fixed c++ failures
emstruong Dec 2, 2025
0731748
Fixed export to excel warnings
emstruong Dec 2, 2025
f8d43a0
Explicitly increment minimum supported version of R from 3.5.0 to 4.1…
emstruong Dec 2, 2025
0d69074
Removed empty tests
emstruong Dec 2, 2025
3ebd9c2
some vscode things
emstruong Dec 2, 2025
661806f
Upgraded version of armadillo
emstruong Dec 3, 2025
8351686
Merge branch 'master' into sync/igsca-with-master-2025-11-27
emstruong Dec 3, 2025
057b633
air auto formatter
emstruong Dec 3, 2025
4afe3fd
additional formatting
emstruong Dec 3, 2025
250d7cf
Fixed empty GSCA construct scores test
emstruong Dec 3, 2025
44fe915
Loosened tolerances on igsca comparison and fixed tests
emstruong Dec 3, 2025
e4b9c53
Added note on further tests
emstruong Dec 3, 2025
89eabcd
Removed un-needed folder
emstruong Dec 3, 2025
1f1041b
Fixed github issues?
emstruong Dec 3, 2025
b177bb2
Fix extra warnings in tests
emstruong Dec 4, 2025
2c6e18a
Added new test against bug introduced by igsca
emstruong Dec 4, 2025
c542838
Remove extra tests and false warning from predict
emstruong Dec 4, 2025
a5e4c0b
Try to fix warnings in test-csem
emstruong Dec 4, 2025
6ff7da6
Moved true test of print
emstruong Dec 4, 2025
9289f6e
Fixed print error and remnants of igsca approach weights
emstruong Dec 4, 2025
597cbea
remove all failed and warning tests
emstruong Dec 4, 2025
1b45208
Minimize empty tests and warnings
emstruong Dec 4, 2025
50b72e6
Merge branch 'master' into sync/igsca-with-master-2025-11-27
emstruong Dec 4, 2025
d512d71
Re-organized to facilitate merge
emstruong Dec 4, 2025
68578ce
Re-organized control flow for GSCA
emstruong Dec 4, 2025
45bfd13
Added comments for understanding weight scaling
emstruong Dec 4, 2025
9262681
Assign explicitly rather than by exclusion
emstruong Dec 4, 2025
34b5fbe
identified bug affecting correct reliabilities
emstruong Dec 4, 2025
280aa07
Added safety tests for consistency between specification and estimation
emstruong Dec 5, 2025
4fa9a3d
Compared against GSCAM and GSCA
emstruong Dec 8, 2025
c8f5d4b
Conserve column and row names
emstruong Dec 8, 2025
0c783c2
Save progress on identifying cross loading issue
emstruong Dec 8, 2025
a4b737a
corrected cindex
emstruong Dec 8, 2025
acc3c53
Reliability fix
emstruong Dec 8, 2025
a6324e7
Fixed missing imports
emstruong Dec 9, 2025
d247bd6
imports
emstruong Dec 9, 2025
e74a219
Added tests for getIgscaInputs
emstruong Dec 9, 2025
d536af9
Documentation update
emstruong Dec 9, 2025
e2b981d
Updated matlab
emstruong Dec 9, 2025
d35e8eb
amended tolerances
emstruong Dec 9, 2025
198053f
Cleaned test folder
emstruong Dec 9, 2025
fc26ba4
tightened tolerances
emstruong Dec 9, 2025
c9806ee
Removed unneeded files
emstruong Dec 9, 2025
2345aae
.conv_criterion doesn't work for GSCA_m
emstruong Dec 9, 2025
c11d62e
Adjusted tests for new gscam behavior
emstruong Dec 10, 2025
7a15dd1
.conv_criterion doesn't work for GSCA_m
emstruong Dec 10, 2025
446c5bd
Adjust tests again?
emstruong Dec 10, 2025
8d600a4
Attempted to make tests more robust
emstruong Dec 10, 2025
1b721b5
Set seed in test to make tests consistent across Github Jobs
emstruong Dec 10, 2025
efb1556
Implemented glance
emstruong Dec 10, 2025
f1d3e13
Corrected returned class
emstruong Dec 10, 2025
2d59a3d
glance compliance
emstruong Dec 10, 2025
e781f45
adjusted column names to be compliant
emstruong Dec 10, 2025
69075e7
updated issues for tidy
emstruong Dec 10, 2025
1063f54
Added D2 and unique_scores as return for GSCA-M. Attempted to standar…
emstruong Dec 10, 2025
f8dcb7d
Unnecessary point
emstruong Dec 11, 2025
7e68a4e
Review whether transposes are necessary for igsca
emstruong Dec 11, 2025
27f3c61
Review whether transposes are necessary for igsca
emstruong Dec 11, 2025
73c0bb6
Added expected errors
emstruong Dec 11, 2025
52c32f6
Added note on regexp origin
emstruong Dec 11, 2025
f05c0bf
testing seed
emstruong Dec 11, 2025
4c7d236
progress save on unique loadings for tidy output
emstruong Dec 11, 2025
c15ea52
Removed squared unique loadings
emstruong Dec 15, 2025
bc7aa81
Add unique loadings to the tidy output
emstruong Dec 15, 2025
08aa957
Formatting and fix test for tidy igsca
emstruong Dec 15, 2025
7c84936
Added warning to make sure that only specified parameter estimates ar…
emstruong Dec 15, 2025
78e811c
Consolidated verification of admissibility and changed tidy
emstruong Dec 15, 2025
517c3bb
docs
emstruong Dec 15, 2025
9119731
fixed tests...?
emstruong Dec 15, 2025
ce7cce0
cleaned developmental files and working towards multigroup tidy
emstruong Dec 15, 2025
91ed39d
Minor formatting
emstruong Dec 16, 2025
047412a
Updated getConstructScores to not compute for GSCAM or IGSCA models.
emstruong Dec 16, 2025
09e60c2
Correctly remove measurement errors before computing construct scores…
emstruong Dec 16, 2025
324686d
save progress
emstruong Dec 19, 2025
13a76de
update location of stop
emstruong Dec 19, 2025
a831add
Verify consistency between standardization and normalization in all G…
emstruong Dec 22, 2025
3c72f8d
Documentation update
emstruong Dec 22, 2025
d9efae1
save progress on dominant indicator
emstruong Dec 22, 2025
07ff4de
[GSCA] Path Estimates, Measurement Error Correlation, and VCV for IGSCA
emstruong Dec 23, 2025
f806050
save progress
emstruong Dec 23, 2025
ceb416f
fixed igsca related tests
emstruong Dec 24, 2025
d604dc3
Tests fixed!?
emstruong Dec 24, 2025
824d152
multigroup custom glance
emstruong Dec 24, 2025
cd45fb9
Prepared confidence interval materials for tidy
emstruong Dec 24, 2025
651a993
Basic tidy
emstruong Dec 25, 2025
f41c43d
err
emstruong Dec 25, 2025
7f8a3d4
save progress
emstruong Dec 25, 2025
e5a4a20
Changed up examples?
emstruong Dec 25, 2025
957afdf
Santa, for christmas, I would like my tests to pass
emstruong Dec 25, 2025
9d738bf
Getting compatible for modeltests
emstruong Jan 6, 2026
d0a730d
Merge branch 'master' into sync/igsca-with-master-2025-11-27
emstruong Jan 6, 2026
a0c70ef
Updated tidy
emstruong Jan 14, 2026
17f8562
seed again!
emstruong Jan 14, 2026
a0b8799
Write `broom::tidy()` and `broom::glance()` methods for cSEM.
emstruong Jan 14, 2026
eed59c3
Remove direct effect from tidy output
emstruong Jan 19, 2026
e9433ce
fix tests
emstruong Jan 19, 2026
a50759e
Stash changes for when I return to the resampling problem
emstruong Jan 19, 2026
a4105cd
Before resections GSCA
emstruong Jan 21, 2026
0f2d8cc
Moved GSCA code around
emstruong Jan 21, 2026
5eb6910
fix argument
emstruong Jan 21, 2026
7151bde
save progress
emstruong Jan 21, 2026
ef0065d
fixed tests
emstruong Jan 22, 2026
944ff27
cleaned organization
emstruong Jan 22, 2026
7e2c669
Removed .gsca_control
emstruong Jan 22, 2026
514f374
removed .approach_Weights "IGSCA"
emstruong Jan 22, 2026
0e38b33
spacing
emstruong Jan 22, 2026
f477927
restrict gsca to ols
emstruong Jan 22, 2026
e21edac
restore calculateReliabilities
emstruong Jan 22, 2026
948fa04
remove stop
emstruong Jan 22, 2026
27fffec
Add stop for factor/ordinal data for gsca and recompute construct scores
emstruong Jan 22, 2026
0aed7e3
More development scripts
emstruong Jan 22, 2026
c5ac055
stop for 2nd order
emstruong Jan 22, 2026
809f998
only numeric for gsca
emstruong Jan 22, 2026
01df9c8
change how gsca is printing
emstruong Jan 22, 2026
0e12111
fix tidy
emstruong Jan 22, 2026
fa40314
fix warning
emstruong Jan 22, 2026
a70f95d
missing documentation
emstruong Jan 23, 2026
b762fed
Merge branch 'master' into sync/igsca-with-master-2025-11-27-backup
emstruong Feb 3, 2026
08ed352
update test
emstruong Feb 3, 2026
7b06c39
documentation update
emstruong Feb 3, 2026
1633233
Merge branch 'master' into sync/igsca-with-master-2025-11-27-backup
emstruong Feb 3, 2026
b492efc
tried to fix dropping
emstruong Feb 4, 2026
521a63e
adjusting gscam criterion
emstruong Feb 5, 2026
3019128
Removed unneeded development files
emstruong Feb 6, 2026
8dd4257
Working on new test
emstruong Feb 9, 2026
87d699c
save progress
emstruong Feb 10, 2026
4ffb15f
Added test
emstruong Feb 10, 2026
629ea7e
remove unneeded files
emstruong Feb 10, 2026
b9fa8f6
Reduce dependencies and add data
emstruong Feb 10, 2026
25b2fbf
add starting values feature
emstruong Feb 10, 2026
b866038
Using in-house GSCA instead
emstruong Feb 10, 2026
e1323cd
Tried ideas for starting values using GSCAm
emstruong Feb 11, 2026
c9e6ec5
cleaned tests and code
emstruong Feb 11, 2026
e5d14db
updated documentation
emstruong Feb 11, 2026
095d165
basic nomological and canonical
emstruong Feb 11, 2026
eecbcdc
Added CCMP and NCMP to igsca
emstruong Feb 11, 2026
6e63db6
Trying again
emstruong Feb 11, 2026
3616815
fixed problematic loadings with CCMP
emstruong Feb 15, 2026
c642691
attempt to fix things
emstruong Feb 15, 2026
b515a26
updated documentation
emstruong Feb 15, 2026
4f6713d
Fixes #596 for GSCA and GSCAM
emstruong Feb 16, 2026
a51b911
removed unused use of C++
emstruong Feb 16, 2026
c3cf86f
Using weights instead of loadings to determine convergence, when ther…
emstruong Feb 16, 2026
4d84667
updated documentation
emstruong Feb 16, 2026
fb7386b
basically correct
emstruong Feb 17, 2026
e8dd0cd
note amend
emstruong Feb 17, 2026
7c72a59
Merge branch 'master' into igsca-with-master-2026-02-03
emstruong Feb 17, 2026
05b4345
trying to fix documentation
emstruong Feb 17, 2026
14ff529
draft benchmarking code
emstruong Mar 26, 2026
eb82868
save progress
emstruong Mar 26, 2026
9621b54
prog save
emstruong Mar 26, 2026
bb7fab5
some profiling and some checks for what might be wrong. Also tried to…
emstruong Mar 27, 2026
d6cb91f
save progress
emstruong Mar 28, 2026
cfcb115
extra note
emstruong Mar 28, 2026
062a80f
re-organizing tests
emstruong Mar 30, 2026
35b9021
initial draft of automatic tests of population values
emstruong Mar 30, 2026
29d11cc
working on tests
emstruong Mar 30, 2026
58c6671
removed getIgscaInputs
emstruong Mar 30, 2026
86f7e56
simplified weight update and svd
emstruong Mar 30, 2026
4e4c5c2
re-organized updateCBDU
emstruong Mar 30, 2026
20a93b5
renamed variables in loadings path coefficients
emstruong Mar 30, 2026
a38ea3d
updated documentation
emstruong Mar 30, 2026
ba7f942
update
emstruong Mar 30, 2026
d5bf8ee
updated documentation
emstruong Mar 30, 2026
e9167e4
reviewed tests
emstruong Mar 31, 2026
a9d41c1
removed old unnecessary svd approach
emstruong Mar 31, 2026
2f13496
benchmarking and some attempts at algorithmic improvements
emstruong Mar 31, 2026
f81d235
testing things
emstruong Mar 31, 2026
e5b01db
Replaced use of transpose when unnecessary
emstruong Mar 31, 2026
8c348aa
further optimizations
emstruong Mar 31, 2026
4b5d231
comment for alternative.
emstruong Mar 31, 2026
26bc261
testing new svd approach
emstruong Mar 31, 2026
7c3138a
working on benchmarks
emstruong Apr 1, 2026
dd739d9
attempts at improvement
emstruong Apr 1, 2026
f071835
tried to make gscam, gsca and igsca more robust and efficient
emstruong Apr 1, 2026
4dbe0d1
removed RCPP
emstruong Apr 1, 2026
b692117
actually remove rcpp
emstruong Apr 1, 2026
17fb676
licensing
emstruong Apr 1, 2026
c2d66ec
comments
emstruong Apr 1, 2026
eec1b6c
Merge helper_igsca.R into estimators_weights.R
emstruong Apr 2, 2026
3ebd2d2
added tests
emstruong Apr 2, 2026
690aac9
cSEM.DGP
emstruong Apr 2, 2026
0f25d8a
Updated tests
emstruong Apr 2, 2026
cec516f
update test attribution
emstruong Apr 2, 2026
e0e93e7
remove unneeded files
emstruong Apr 2, 2026
20946ae
Make vignette for using I-GSCA
emstruong Apr 2, 2026
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1 change: 1 addition & 0 deletions .gitattributes
Original file line number Diff line number Diff line change
@@ -0,0 +1 @@
* text=auto eol=lf
31 changes: 18 additions & 13 deletions .gitignore
Original file line number Diff line number Diff line change
@@ -1,13 +1,18 @@
.Rproj.user
.Rhistory
.RData
.Ruserdata
.httr-oauth
.DS_Store
.quarto
.sav
inst/REFERENCES.bib.bak
inst/REFERENCES.bib.sav
Temp
docs
dev/Notes
.Rproj.user
.Rhistory
.RData
.Ruserdata
.httr-oauth
.DS_Store
.quarto
.sav
inst/REFERENCES.bib.bak
inst/REFERENCES.bib.sav
Temp
docs
dev/Notes
tests/comparisons/igsca_translation/matlab_out
.idea
SimDesign-results*
.vscode
inst/doc
226 changes: 122 additions & 104 deletions DESCRIPTION
Original file line number Diff line number Diff line change
@@ -1,104 +1,122 @@
Package: cSEM
Title: Composite-Based Structural Equation Modeling
Version: 0.6.1.9000
Date: 2025-05-15
Authors@R: c(person(given = "Manuel E.", family = "Rademaker",
role = c("aut"),
email = "manuel-rademaker@outlook.de",
comment = c(ORCID = "0000-0002-8902-3561")),
person(given = "Florian", family = "Schuberth",
role = c("aut", "cre"),
email = "f.schuberth@utwente.nl",
comment = c(ORCID = "0000-0002-2110-9086")),
person(given = "Tamara", family = "Schamberger",
role = c("ctb"),
email = "tamara.schamberger@uni-wuerzburg.de",
comment = c(ORCID = "0000-0002-7845-784X")),
person(given = "Michael", family = "Klesel",
role = c("ctb"),
email = "",
comment = c(ORCID = "0000-0002-2884-1819")),
person(given = "Huu Phuc", family = "Nguyen",
role = c("ctb"),
email = "",
comment = c(ORCID = "0009-0000-9344-7132")),
person(given = "Theo K.", family = "Dijkstra",
role = c("ctb"),
email = ""),
person(given = "Jörg", family = "Henseler",
role = c("ctb"),
email = "",
comment = c(ORCID = "0000-0002-9736-3048")),
person(given = "Gloria", family="Pietropolli",
role = c("ctb"),
email="",
comment = c(ORCID = "0000-0001-7623-8419")))
Maintainer: Florian Schuberth <f.schuberth@utwente.nl>
Depends: R (>= 4.1.0)
Description: Estimate, assess, test, and study linear, nonlinear, hierarchical
and multigroup structural equation models using composite-based approaches
and procedures, including estimation techniques such as partial least squares
path modeling (PLS-PM) and its derivatives (PLSc, ordPLSc, robustPLSc),
generalized structured component analysis (GSCA), generalized structured
component analysis with uniqueness terms (GSCAm), generalized canonical
correlation analysis (GCCA), principal component analysis (PCA),
factor score regression (FSR) using sum score, regression or
Bartlett scores (including bias correction using Croon’s approach),
as well as several tests and typical postestimation procedures
(e.g., verify admissibility of the estimates, assess the model fit,
test the model fit etc.).
BugReports: https://github.com/FloSchuberth/cSEM/issues/
URL: https://github.com/FloSchuberth/cSEM/, https://floschuberth.github.io/cSEM/
License: GPL-3
Encoding: UTF-8
NeedsCompilation: no
LazyData: true
Imports:
alabama,
cli,
crayon,
expm (>= 0.999-5),
future.apply,
future,
lifecycle,
lavaan,
magrittr,
MASS,
Matrix,
matrixcalc,
matrixStats,
polycor,
progressr,
psych,
purrr,
Rdpack,
rlang,
stats,
symmoments,
TruncatedNormal,
utils
RdMacros: Rdpack, lifecycle
RoxygenNote: 7.3.3
Roxygen: list(markdown = TRUE, roclets = c("rd", "namespace", "collate"))
Suggests:
DiagrammeR,
DiagrammeRsvg,
dplyr,
tidyr,
knitr,
nnls,
prettydoc,
plotly,
rsvg,
rmarkdown,
rootSolve,
listviewer,
testthat (>= 3.0.0),
ggplot2,
GA,
openxlsx,
graphics,
spelling
Config/testthat/edition: 3
VignetteBuilder: knitr
Language: en-US
Package: cSEM
Title: Composite-Based Structural Equation Modeling
Version: 0.6.1.9000
Date: 2025-05-15
Authors@R: c(person(given = "Manuel E.", family = "Rademaker",
role = c("aut"),
email = "manuel-rademaker@outlook.de",
comment = c(ORCID = "0000-0002-8902-3561")),
person(given = "Florian", family = "Schuberth",
role = c("aut", "cre"),
email = "f.schuberth@utwente.nl",
comment = c(ORCID = "0000-0002-2110-9086")),
person(given = "Tamara", family = "Schamberger",
role = c("ctb"),
email = "tamara.schamberger@uni-wuerzburg.de",
comment = c(ORCID = "0000-0002-7845-784X")),
person(given = "Michael", family = "Klesel",
role = c("ctb"),
email = "",
comment = c(ORCID = "0000-0002-2884-1819")),
person(given = "Huu Phuc", family = "Nguyen",
role = c("ctb"),
email = "",
comment = c(ORCID = "0009-0000-9344-7132")),
person(given = "Theo K.", family = "Dijkstra",
role = c("ctb"),
email = ""),
person(given = "Jörg", family = "Henseler",
role = c("ctb"),
email = "",
comment = c(ORCID = "0000-0002-9736-3048")),
person(given = "Gloria", family="Pietropolli",
role = c("ctb"),
email="",
comment = c(ORCID = "0000-0001-7623-8419")),
person(given = "Michael S.", family = "Truong",
role = c("ctb"),
email = "emstruonger@gmail.com",
comment = c(ORCID = "0009-0006-4521-6528")))
Maintainer: Florian Schuberth <f.schuberth@utwente.nl>
Depends: R (>= 4.1.0)
Description: Estimate, assess, test, and study linear, nonlinear, hierarchical
and multigroup structural equation models using composite-based approaches
and procedures, including estimation techniques such as partial least squares
path modeling (PLS-PM) and its derivatives (PLSc, ordPLSc, robustPLSc),
generalized structured component analysis (GSCA), generalized structured
component analysis with uniqueness terms (GSCAm), generalized canonical
correlation analysis (GCCA), principal component analysis (PCA),
factor score regression (FSR) using sum score, regression or
Bartlett scores (including bias correction using Croon’s approach),
as well as several tests and typical postestimation procedures
(e.g., verify admissibility of the estimates, assess the model fit,
test the model fit etc.).
BugReports: https://github.com/FloSchuberth/cSEM/issues/
URL: https://github.com/FloSchuberth/cSEM/, https://floschuberth.github.io/cSEM/
License: GPL-3
Encoding: UTF-8
NeedsCompilation: no
LazyData: true
Imports:
alabama,
cli,
crayon,
expm (>= 0.999-5),
future.apply,
future,
lifecycle,
lavaan,
magrittr,
MASS,
Matrix,
matrixcalc,
matrixStats,
polycor,
progressr,
psych,
purrr,
Rdpack,
rlang,
stats,
symmoments,
TruncatedNormal,
utils,
generics,
partykit,
Formula,
boot,
tibble (>= 3.0.0)
RdMacros: Rdpack, lifecycle
RoxygenNote: 7.3.3
Roxygen: list(markdown = TRUE, roclets = c("rd", "namespace", "collate"))
Suggests:
DiagrammeR,
DiagrammeRsvg,
dplyr,
tidyr,
knitr,
nnls,
prettydoc,
plotly,
rsvg,
rmarkdown,
rootSolve,
listviewer,
testthat (>= 3.0.0),
ggplot2,
GA,
openxlsx,
graphics,
spelling,
withr,
modeltests (>= 0.1.7),
RhpcBLASctl
Remotes:
T-Schamberger/cSEM.DGP
Config/Needs/check:
T-Schamberger/cSEM.DGP
Config/testthat/edition: 3
Config/testthat/parallel: true
VignetteBuilder: knitr
Language: en-US

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