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Knit directory: mcfa-fit/
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The following page displays the .txt files used for creating the Mplus files used in the simulation. The page is broken up into two pages
writeLines(readLines("code/simulation-code/mcfa_create_script_datagen.txt"))[[init]]
iterators = cond;
cond = 1:72;
ssl2#cond =
30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 50 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 100 200 200 200 200 200 200 200 200 200 200 200 200 200 200 200 200 200 200;
ssl1#cond =
5 5 5 5 5 5 10 10 10 10 10 10 30 30 30 30 30 30 5 5 5 5 5 5 10 10 10 10 10 10 30 30 30 30 30 30 5 5 5 5 5 5 10 10 10 10 10 10 30 30 30 30 30 30 5 5 5 5 5 5 10 10 10 10 10 10 30 30 30 30 30 30;
nobs#cond =
150 150 150 150 150 150 300 300 300 300 300 300 900 900 900 900 900 900 250 250 250 250 250 250 500 500 500 500 500 500 1500 1500 1500 1500 1500 1500 500 500 500 500 500 500 1000 1000 1000 1000 1000 1000 3000 3000 3000 3000 3000 3000 1000 1000 1000 1000 1000 1000 2000 2000 2000 2000 2000 2000 6000 6000 6000 6000 6000 6000;
obvarl2#cond =
.111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1 .111 .111 .43 .43 1 1;
lvvarl2#cond =
.111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1 .111 1;
covl2#cond =
.0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 .0333 .3 ;
t11#cond =
-1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508 -1.83644 -2.02196 -2.02173 -2.19162 -2.31534 -2.46508;
t21#cond =
-0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486 -0.64431 -0.70940 -0.70932 -0.76892 -0.81233 -0.86486;
t31#cond =
0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486 0.64431 0.70940 0.70932 0.76892 0.81233 0.86486;
t41#cond =
1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508 1.83644 2.02196 2.02173 2.19162 2.31534 2.46508;
t16#cond =
-2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113 -2.19109 -2.58107 -2.34857 -2.71603 -2.60560 -2.94113;
t26#cond =
-0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188 -0.76874 -0.90556 -0.82399 -0.95291 -0.91417 -1.03188;
t36#cond =
0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188 0.76874 0.90556 0.82399 0.95291 0.91417 1.03188;
t46#cond =
2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113 2.19109 2.58107 2.34857 2.71603 2.60560 2.94113;
seed#cond =
62287 35355 87478 40806 61450 65720 17110 52135 32041 23872 32162 80450 3241 86038 78099 93626 71396 90396 81045 11682 45972 66795 72092 136 55507 75378 6119 83869 97232 41411 36990 1050 68473 43117 7127 55484 14590 49090 4650 1736 42132 7200 29716 98264 70910 77652 24438 76096 13799 95528 76721 69387 19567 51239 83224 40565 52881 63832 1403 33902 97879 67100 41851 74102 48190 74144 60499 65280 62754 91193 11380 1521;
filename = condition_[[cond]]_gen.inp;
outputDirectory = Conditions/Condition[[cond]];
[[/init]]
MONTECARLO:
NAMES are u1-u10;
GENERATE = u1-u10 (4);
CATEGORICAL = u1-u10;
NOBSERVATIONS = [[nobs#cond]];
NCSIZES = 1;
CSIZES = [[ssl2#cond]] ([[ssl1#cond]]);
SEED = [[seed#cond]];
NREPS = 1;
REPSAVE = ALL;
SAVE = mcfa_condition[[cond]]_rep*.dat;
ANALYSIS:
TYPE = TWOLEVEL;
ESTIMATOR = WLSMV;
PARAMETERIZATION = THETA;
MODEL POPULATION:
! LEVEL 1
%Within%
! Measurement Model Specification Level 1
! Factor 1
f1w BY u1*.6
u2*.6
u3*.6
u4*.6
u5*.6
u6*.6;
! Factor 2
f2w BY u6*.6
u7*.6
u8*.6
u9*.6
u10*.6;
! (Co)Variances
f1w*1;
f2w*1;
f1w WITH f2w*.3;
! LEVEL 2
%Between%
! Measurement Model Specification Level 2
! Factor 1
f1b BY u1*.6
u2*.6
u3*.6
u4*.6
u5*.6
u6*.6;
! Factor 2
f2b BY u6*.6
u7*.6
u8*.6
u9*.6
u10*.6;
! (Co)Variances of latent variables (ICC_lv)
f1b@[[lvvarl2#cond]];
f2b@[[lvvarl2#cond]];
f1b WITH f2b*[[covl2#cond]];
! Residual variances of observed variables (ICC_ov)
u1*[[obvarl2#cond]];
u2*[[obvarl2#cond]];
u3*[[obvarl2#cond]];
u4*[[obvarl2#cond]];
u5*[[obvarl2#cond]];
u6*[[obvarl2#cond]];
u7*[[obvarl2#cond]];
u8*[[obvarl2#cond]];
u9*[[obvarl2#cond]];
u10*[[obvarl2#cond]];
! Categorical Thresholds
! Creates observed unit variance (approx)
[u1$1*[[t11#cond]] u1$2*[[t21#cond]] u1$3*[[t31#cond]] u1$4*[[t41#cond]]];
[u2$1*[[t11#cond]] u2$2*[[t21#cond]] u2$3*[[t31#cond]] u2$4*[[t41#cond]]];
[u3$1*[[t11#cond]] u3$2*[[t21#cond]] u3$3*[[t31#cond]] u3$4*[[t41#cond]]];
[u4$1*[[t11#cond]] u4$2*[[t21#cond]] u4$3*[[t31#cond]] u4$4*[[t41#cond]]];
[u5$1*[[t11#cond]] u5$2*[[t21#cond]] u5$3*[[t31#cond]] u5$4*[[t41#cond]]];
[u6$1*[[t16#cond]] u6$2*[[t26#cond]] u6$3*[[t36#cond]] u6$4*[[t46#cond]]];
[u7$1*[[t11#cond]] u7$2*[[t21#cond]] u7$3*[[t31#cond]] u7$4*[[t41#cond]]];
[u8$1*[[t11#cond]] u8$2*[[t21#cond]] u8$3*[[t31#cond]] u8$4*[[t41#cond]]];
[u9$1*[[t11#cond]] u9$2*[[t21#cond]] u9$3*[[t31#cond]] u9$4*[[t41#cond]]];
[u10$1*[[t11#cond]] u10$2*[[t21#cond]] u10$3*[[t31#cond]] u10$4*[[t41#cond]]];Next, the .R file
writeLines(readLines("code/simulation-code/mcfa_sim_run.R"))# ============================= #
# Padgett ML-CFA Study Models
# ============================= #
# Data Created: 10/15/2018
# By: R. Noah Padgett
# ============================= #
# Conditions 1-72
# ============================= #
library(MplusAutomation)
createModels("mcfa_create_script_datagen.txt")
createModels("createmodels_Spec_CL1_CL2_MLR.txt")
createModels("createmodels_Spec_WL1_CL2_MLR.txt")
createModels("createmodels_Spec_CL1_WL2_MLR.txt")
createModels("createmodels_Spec_WL1_WL2_MLR.txt")
createModels("createmodels_Spec_CL1_CL2_WLSMV.txt")
createModels("createmodels_Spec_WL1_CL2_WLSMV.txt")
createModels("createmodels_Spec_CL1_WL2_WLSMV.txt")
createModels("createmodels_Spec_WL1_WL2_WLSMV.txt")
createModels("createmodels_Spec_CL1_CL2_ULSMV.txt")
createModels("createmodels_Spec_WL1_CL2_ULSMV.txt")
createModels("createmodels_Spec_CL1_WL2_ULSMV.txt")
createModels("createmodels_Spec_WL1_WL2_ULSMV.txt")
# the WLSM was not analyzed
# createModels("createmodels_Spec_CL1_CL2_WLSM.txt")
# createModels("createmodels_Spec_WL1_CL2_WLSM.txt")
# createModels("createmodels_Spec_CL1_WL2_WLSM.txt")
# createModels("createmodels_Spec_WL1_WL2_WLSM.txt")
runModels(recursive = T)writeLines(readLines("code/simulation-code/createmodels_Spec_CL1_CL2_MLR.txt"))Warning in readLines("code/simulation-code/createmodels_Spec_CL1_CL2_MLR.txt"):
incomplete final line found on 'code/simulation-code/
createmodels_Spec_CL1_CL2_MLR.txt'[[init]]
iterators = cond repnum;
cond = 1:72;
repnum = 1;
filename = Spec_CL1_CL2_MLR_condition_[[cond]]_rep_[[repnum]].inp;
outputDirectory = Conditions/Condition[[cond]];
[[/init]]
DATA:
FILE IS mcfa_condition[[cond]]_rep[[repnum]].dat;
VARIABLE:
NAMES = u1-u10 clust;
USEVARIABLES = u1-u10;
CLUSTER = clust;
ANALYSIS:
TYPE IS TWOLEVEL;
ESTIMATOR = MLR;
MODEL:
! LEVEL 1
%Within%
! Measurement Model Specification Level 1
f1w BY u1* (f1)
u2 (f2)
u3 (f3)
u4 (f4)
u5 (f5)
u6 (f6a);
! Factor 2
f2w BY u6* (f6b)
u7 (f7)
u8 (f8)
u9 (f9)
u10 (f10);
! (Co)Variances
f1w@1;
f2w@1;
f1w WITH f2w ;
u1-u10;
! LEVEL 2
%Between%
! Measurement Model Specification Level 2
f1b BY u1* (f1)
u2 (f2)
u3 (f3)
u4 (f4)
u5 (f5)
u6 (f6a);
! Factor 2
f2b BY u6* (f6b)
u7 (f7)
u8 (f8)
u9 (f9)
u10 (f10);
! (Co)Variances
f1b ;
f2b ;
f1b WITH f2b;
u1-u10;
OUTPUT:
SAMPSTAT tech1 standardized;
SAVEDATA:
RESULTS are results_spec_CL1_CL2_MLR_condition[[cond]]_rep[[repnum]].dat;writeLines(readLines("code/simulation-code/createmodels_Spec_CL1_WL2_MLR.txt"))Warning in readLines("code/simulation-code/createmodels_Spec_CL1_WL2_MLR.txt"):
incomplete final line found on 'code/simulation-code/
createmodels_Spec_CL1_WL2_MLR.txt'[[init]]
iterators = cond repnum;
cond = 1:72;
repnum = 1;
filename = Spec_CL1_WL2_MLR_condition_[[cond]]_rep_[[repnum]].inp;
outputDirectory = Conditions/Condition[[cond]];
[[/init]]
DATA:
FILE IS mcfa_condition[[cond]]_rep[[repnum]].dat;
VARIABLE:
NAMES = u1-u10 clust;
USEVARIABLES = u1-u10 ;
CLUSTER = clust;
ANALYSIS:
TYPE IS TWOLEVEL;
ESTIMATOR = MLR;
MODEL:
! LEVEL 1
%Within%
! Measurement Model Specification Level 1
f1w BY u1* (f1)
u2 (f2)
u3 (f3)
u4 (f4)
u5 (f5)
u6 (f6a);
! Factor 2
f2w BY u6* (f6b)
u7 (f7)
u8 (f8)
u9 (f9)
u10 (f10);
! (Co)Variances
f1w@1;
f2w@1;
f1w WITH f2w ;
u1-u10;
! LEVEL 2
%Between%
! Measurement Model Specification Level 2
f1b BY u1* (f1)
u2 (f2)
u3 (f3)
u4 (f4)
u5 (f5);
! Factor 2
f2b BY u6* (f6b)
u7 (f7)
u8 (f8)
u9 (f9)
u10 (f10);
! (Co)Variances
f1b ;
f2b ;
f1b WITH f2b;
u1-u10;
OUTPUT:
SAMPSTAT tech1 standardized;
SAVEDATA:
RESULTS are results_spec_CL1_WL2_MLR_condition[[cond]]_rep[[repnum]].dat;writeLines(readLines("code/simulation-code/createmodels_Spec_WL1_CL2_MLR.txt"))Warning in readLines("code/simulation-code/createmodels_Spec_WL1_CL2_MLR.txt"):
incomplete final line found on 'code/simulation-code/
createmodels_Spec_WL1_CL2_MLR.txt'[[init]]
iterators = cond repnum;
cond = 1:72;
repnum = 1;
filename = Spec_WL1_CL2_MLR_condition_[[cond]]_rep_[[repnum]].inp;
outputDirectory = Conditions/Condition[[cond]];
[[/init]]
DATA:
FILE IS mcfa_condition[[cond]]_rep[[repnum]].dat;
VARIABLE:
NAMES = u1-u10 clust;
USEVARIABLES = u1-u10 ;
CLUSTER = clust;
ANALYSIS:
TYPE IS TWOLEVEL;
ESTIMATOR = MLR;
MODEL:
! LEVEL 1
%Within%
! Measurement Model Specification Level 1
f1w BY u1* (f1)
u2 (f2)
u3 (f3)
u4 (f4)
u5 (f5);
! Factor 2
f2w BY u6* (f6b)
u7 (f7)
u8 (f8)
u9 (f9)
u10 (f10);
! (Co)Variances
f1w@1;
f2w@1;
f1w WITH f2w ;
u1-u10;
! LEVEL 2
%Between%
! Measurement Model Specification Level 2
f1b BY u1* (f1)
u2 (f2)
u3 (f3)
u4 (f4)
u5 (f5)
u6 (f6a);
! Factor 2
f2b BY u6* (f6b)
u7 (f7)
u8 (f8)
u9 (f9)
u10 (f10);
! (Co)Variances
f1b ;
f2b ;
f1b WITH f2b;
u1-u10;
OUTPUT:
SAMPSTAT tech1 standardized;
SAVEDATA:
RESULTS are results_spec_WL1_CL2_MLR_condition[[cond]]_rep[[repnum]].dat;writeLines(readLines("code/simulation-code/createmodels_Spec_WL1_WL2_MLR.txt"))Warning in readLines("code/simulation-code/createmodels_Spec_WL1_WL2_MLR.txt"):
incomplete final line found on 'code/simulation-code/
createmodels_Spec_WL1_WL2_MLR.txt'[[init]]
iterators = cond repnum;
cond = 1:72;
repnum = 1;
filename = Spec_WL1_WL2_MLR_condition_[[cond]]_rep_[[repnum]].inp;
outputDirectory = Conditions/Condition[[cond]];
[[/init]]
DATA:
FILE IS mcfa_condition[[cond]]_rep[[repnum]].dat;
VARIABLE:
NAMES = u1-u10 clust;
USEVARIABLES = u1-u10 ;
CLUSTER = clust;
ANALYSIS:
TYPE IS TWOLEVEL;
ESTIMATOR = MLR;
MODEL:
! LEVEL 1
%Within%
! Measurement Model Specification Level 1
f1w BY u1* (f1)
u2 (f2)
u3 (f3)
u4 (f4)
u5 (f5)
;
! Factor 2
f2w BY u6* (f6b)
u7 (f7)
u8 (f8)
u9 (f9)
u10 (f10);
! (Co)Variances
f1w@1;
f2w@1;
f1w WITH f2w ;
u1-u10;
! LEVEL 2
%Between%
! Measurement Model Specification Level 2
f1b BY u1* (f1)
u2 (f2)
u3 (f3)
u4 (f4)
u5 (f5);
! Factor 2
f2b BY u6* (f6b)
u7 (f7)
u8 (f8)
u9 (f9)
u10 (f10);
! (Co)Variances
f1b ;
f2b ;
f1b WITH f2b;
u1-u10;
OUTPUT:
SAMPSTAT tech1 standardized;
SAVEDATA:
RESULTS are results_spec_WL1_WL2_MLR_condition[[cond]]_rep[[repnum]].dat;
sessionInfo()R version 4.2.0 (2022-04-22 ucrt)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 22000)
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
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] workflowr_1.7.0
loaded via a namespace (and not attached):
[1] Rcpp_1.0.8.3 bslib_0.3.1 compiler_4.2.0 pillar_1.7.0
[5] later_1.3.0 git2r_0.30.1 jquerylib_0.1.4 tools_4.2.0
[9] getPass_0.2-2 digest_0.6.29 jsonlite_1.8.0 evaluate_0.15
[13] tibble_3.1.7 lifecycle_1.0.1 pkgconfig_2.0.3 rlang_1.0.2
[17] cli_3.3.0 rstudioapi_0.13 yaml_2.3.5 xfun_0.31
[21] fastmap_1.1.0 httr_1.4.3 stringr_1.4.0 knitr_1.39
[25] sass_0.4.1 fs_1.5.2 vctrs_0.4.1 rprojroot_2.0.3
[29] glue_1.6.2 R6_2.5.1 processx_3.5.3 fansi_1.0.3
[33] rmarkdown_2.14 callr_3.7.0 magrittr_2.0.3 whisker_0.4
[37] ps_1.7.0 promises_1.2.0.1 htmltools_0.5.2 ellipsis_0.3.2
[41] httpuv_1.6.5 utf8_1.2.2 stringi_1.7.6 crayon_1.5.1