This is a wrapper function that returns only the desired columns, adds variables that can be derived to the data, and adds standardized scores.
Usage
prepare_data(
dat,
selected_cols = c("RACE", "CDRGLOB", "MOCATOTS", "MOCBTOTS", "TRAILA", "TRAILARR",
"TRAILALI", "OTRAILA", "OTRLARR", "DIGFORCT", "DIGFORSL", "DIGBACCT", "DIGBACLS",
"WAIS", "MINTTOTS", "ANIMALS", "VEG", "UDSVERTN", "UDSVERFC", "UDSVERLC", "UDSBENTC",
"UDSBENTD", "CRAFTVRS", "CRAFTURS", "CRAFTDVR", "CRAFTDRE", "REY1REC", "REY2REC",
"REY3REC", "REY4REC", "REY5REC", "REY6REC", "REYDREC", "REYTCOR", "TRAILB",
"TRAILBLI", "TRAILBRR", "MOCACLOC", "MOCACLOH", "MOCACLON", "OTRAILB", "OTRLBRR",
"OTRLBLI", "NACCGDS", "CDRSUM",
"UDSBENRS", "NACCID", "SEX", "EDUC", "HANDED",
"NACCAGE", "BIRTHYR", "VISITYR", "VISITMO", "VISITDAY", "NACCUDSD", "NACCMMSE",
"BOSTON", "LOGIMEM", "MEMUNITS", "MEMTIME", "DIGIF", "DIGIFLEN", "DIGIB", "DIGIBLEN"),
methods = NULL,
print_messages = F,
with_diags = T
)Arguments
- dat
data set similar to the NACC data. For an example, see
?demo_data.- selected_cols
vector with columns to keep. If named, the names must correspond to NACC variable names and entries columns in the data set
dat.- methods
NULL (default) or list of named entries specifying which model to use for standardizing cognitive scores. If NULL, defaults are applied for all variables in the dataset for which methods have been implemented (see
NpsychBatteryNorms::default_methods)- print_messages
logical; should messages be printed? If TRUE (default), a message will be print with the methods used if methods is omitted (or NULL)
- with_diags
logical (default
TRUE); should diagnoses be included?
Examples
prepare_data(demo_data)
#> RACE CDRGLOB raw_MOCATOTS MOCBTOTS raw_TRAILA TRAILARR TRAILALI
#> <num> <num> <num> <num> <num> <num> <num>
#> 1: 1 1.0 -4 -4 27 -4 -4
#> 2: 1 0.5 -4 -4 31 0 24
#> 3: 1 0.5 -4 -4 27 0 24
#> 4: 1 2.0 -4 -4 100 0 24
#> 5: 1 0.0 -4 -4 30 0 24
#> ---
#> 340: 1 2.0 -4 -4 73 0 24
#> 341: 1 0.5 -4 -4 997 0 24
#> 342: 1 0.0 -4 -4 73 0 96
#> 343: 1 0.0 -4 -4 40 0 24
#> 344: 1 0.0 -4 -4 23 0 24
#> raw_OTRAILA raw_OTRLARR raw_DIGFORCT raw_DIGFORSL raw_DIGBACCT
#> <num> <num> <num> <num> <num>
#> 1: -4 -4 -4 -4 -4
#> 2: -4 -4 -4 -4 -4
#> 3: -4 -4 -4 -4 -4
#> 4: -4 -4 -4 -4 -4
#> 5: -4 -4 -4 -4 -4
#> ---
#> 340: -4 -4 -4 -4 -4
#> 341: -4 -4 -4 -4 -4
#> 342: -4 -4 -4 -4 -4
#> 343: -4 -4 -4 -4 -4
#> 344: -4 -4 -4 -4 -4
#> raw_DIGBACLS raw_WAIS raw_MINTTOTS raw_ANIMALS raw_VEG raw_UDSVERTN
#> <num> <num> <num> <num> <num> <num>
#> 1: -4 0 -4 26 3 -4
#> 2: -4 49 -4 27 18 -4
#> 3: -4 43 -4 23 21 -4
#> 4: -4 51 -4 12 11 -4
#> 5: -4 43 -4 22 17 -4
#> ---
#> 340: -4 59 -4 15 6 -4
#> 341: -4 59 -4 22 12 -4
#> 342: -4 -4 -4 19 5 31
#> 343: -4 -4 -4 31 6 15
#> 344: -4 -4 -4 18 15 16
#> raw_UDSVERFC raw_UDSVERLC raw_UDSBENTC raw_UDSBENTD raw_CRAFTVRS
#> <num> <num> <num> <num> <num>
#> 1: -4 -4 -4 -4 -4
#> 2: -4 -4 -4 -4 -4
#> 3: -4 -4 -4 -4 -4
#> 4: -4 -4 -4 -4 -4
#> 5: -4 -4 -4 -4 -4
#> ---
#> 340: -4 -4 -4 -4 -4
#> 341: -4 -4 -4 -4 -4
#> 342: 22 18 13 9 -4
#> 343: 23 22 14 13 -4
#> 344: 16 7 17 7 -4
#> raw_CRAFTURS raw_CRAFTDVR raw_CRAFTDRE raw_REY1REC raw_REY2REC raw_REY3REC
#> <num> <num> <num> <num> <num> <num>
#> 1: -4 -4 -4 -4 -4 -4
#> 2: -4 -4 -4 -4 -4 -4
#> 3: -4 -4 -4 -4 -4 -4
#> 4: -4 -4 -4 -4 -4 -4
#> 5: -4 -4 -4 -4 -4 -4
#> ---
#> 340: -4 -4 -4 -4 -4 -4
#> 341: -4 -4 -4 -4 -4 -4
#> 342: -4 -4 -4 -4 -4 -4
#> 343: -4 -4 -4 -4 -4 -4
#> 344: -4 -4 -4 -4 -4 -4
#> raw_REY4REC raw_REY5REC raw_REY6REC raw_REYDREC REYTCOR raw_TRAILB
#> <num> <num> <num> <num> <num> <num>
#> 1: -4 -4 -4 -4 -4 150
#> 2: -4 -4 -4 -4 -4 98
#> 3: -4 -4 -4 -4 -4 996
#> 4: -4 -4 -4 -4 -4 997
#> 5: -4 -4 -4 -4 -4 39
#> ---
#> 340: -4 -4 -4 -4 -4 97
#> 341: -4 -4 -4 -4 -4 77
#> 342: -4 -4 -4 -4 -4 50
#> 343: -4 -4 -4 -4 -4 51
#> 344: -4 -4 -4 -4 -4 300
#> TRAILBLI TRAILBRR MOCACLOC MOCACLOH MOCACLON raw_OTRAILB raw_OTRLBRR
#> <num> <num> <num> <num> <num> <num> <num>
#> 1: -4 -4 -4 -4 -4 -4 -4
#> 2: 96 0 -4 -4 -4 -4 -4
#> 3: 6 1 -4 -4 -4 -4 -4
#> 4: 24 0 -4 -4 -4 -4 -4
#> 5: 24 0 -4 -4 -4 -4 -4
#> ---
#> 340: 24 1 -4 -4 -4 -4 -4
#> 341: 24 6 -4 -4 -4 -4 -4
#> 342: 24 0 -4 -4 -4 -4 -4
#> 343: 24 1 -4 -4 -4 -4 -4
#> 344: 24 5 -4 -4 -4 -4 -4
#> OTRLBLI NACCGDS CDRSUM UDSBENRS NACCID SEX EDUC HANDED NACCAGE
#> <num> <num> <num> <num> <char> <num> <num> <num> <num>
#> 1: -4 1 2.0 -4 NACC074283 2 18 2 84
#> 2: -4 0 8.0 -4 NACC005366 2 16 2 65
#> 3: -4 1 13.0 -4 NACC005366 2 16 2 51
#> 4: -4 88 2.5 -4 NACC005366 2 16 2 56
#> 5: -4 5 0.0 -4 NACC005366 2 16 2 58
#> ---
#> 340: -4 1 0.0 -4 NACC005149 2 18 2 91
#> 341: -4 10 0.0 -4 NACC005149 2 18 2 89
#> 342: -4 5 6.0 1 NACC005149 2 18 2 92
#> 343: -4 0 3.5 1 NACC005149 2 18 2 83
#> 344: -4 3 0.0 1 NACC005149 2 18 2 91
#> BIRTHYR VISITYR VISITMO VISITDAY NACCUDSD raw_NACCMMSE raw_BOSTON
#> <num> <num> <num> <num> <num> <num> <num>
#> 1: 1927 2011 10 5 1 30 29
#> 2: 1957 2023 5 10 1 30 26
#> 3: 1957 2009 5 15 1 30 24
#> 4: 1957 2013 9 4 4 29 3
#> 5: 1957 2015 10 27 4 28 27
#> ---
#> 340: 1924 2016 3 21 1 29 95
#> 341: 1924 2013 10 11 4 30 29
#> 342: 1924 2016 10 22 1 30 14
#> 343: 1924 2008 2 28 4 25 30
#> 344: 1924 2016 6 11 3 28 8
#> raw_LOGIMEM raw_MEMUNITS MEMTIME raw_DIGIF raw_DIGIFLEN raw_DIGIB
#> <num> <num> <num> <num> <num> <num>
#> 1: 17 3 35 8 3 3
#> 2: 17 2 -4 97 6 8
#> 3: 16 13 18 6 5 8
#> 4: 17 5 8 10 6 4
#> 5: 3 0 10 10 96 3
#> ---
#> 340: 15 12 21 8 8 96
#> 341: 6 15 26 6 7 0
#> 342: 13 0 30 7 97 6
#> 343: 6 12 15 7 6 7
#> 344: 15 16 18 7 6 6
#> raw_DIGIBLEN ALCDEM_etiology ALCDEM_contribution ANXIET_etiology
#> <num> <num> <num> <num>
#> 1: 5 0 7 -4
#> 2: 4 0 8 -4
#> 3: 4 0 7 -4
#> 4: 7 0 8 -4
#> 5: 5 0 8 -4
#> ---
#> 340: 3 8 7 -4
#> 341: 3 0 8 -4
#> 342: 5 8 8 0
#> 343: 6 0 7 0
#> 344: 5 0 8 0
#> ANXIET_contribution BIPOLDX_contribution BIPOLDX_etiology BRNINJ_etiology
#> <num> <num> <num> <num>
#> 1: -4 -4 -4 0
#> 2: -4 -4 -4 0
#> 3: -4 -4 -4 0
#> 4: -4 -4 -4 0
#> 5: -4 -4 -4 0
#> ---
#> 340: -4 -4 -4 0
#> 341: -4 -4 -4 0
#> 342: 7 7 0 0
#> 343: 7 8 0 0
#> 344: 8 8 0 0
#> BRNINJ_contribution COGOTH_etiology COGOTH2_etiology COGOTH2_contribution
#> <num> <char> <char> <num>
#> 1: 7 0 -4 8
#> 2: 7 0 0 8
#> 3: 8 delusions 0 8
#> 4: 7 0 0 8
#> 5: 7 0 0 7
#> ---
#> 340: 8 0 0 8
#> 341: 7 B 12 Deficiency 0 8
#> 342: 7 0 0 7
#> 343: 7 0 0 7
#> 344: 8 0 0 8
#> COGOTH2X COGOTH3_etiology COGOTH3X COGOTH_contribution COGOTHX
#> <char> <char> <char> <num> <char>
#> 1: -4 7
#> 2: 0 7
#> 3: 0 7 delusions
#> 4: 0 8
#> 5: 0 7
#> ---
#> 340: 0 8
#> 341: 0 8 B 12 Deficiency
#> 342: 0 8
#> 343: 0 7
#> 344: 0 7
#> CORT_etiology CORT_contribution CVD_etiology CVD_contribution
#> <num> <num> <num> <num>
#> 1: 0 8 -4 -4
#> 2: 0 8 -4 -4
#> 3: 0 7 -4 -4
#> 4: 0 7 -4 -4
#> 5: 0 7 -4 -4
#> ---
#> 340: 0 7 -4 -4
#> 341: 0 8 -4 -4
#> 342: 0 7 0 7
#> 343: 0 7 0 7
#> 344: 0 8 0 8
#> DELIR_etiology DELIR_contribution DEMUN_etiology DEMUN_contribution
#> <num> <num> <num> <num>
#> 1: -4 -4 8 7
#> 2: -4 -4 8 8
#> 3: -4 -4 0 8
#> 4: -4 -4 0 7
#> 5: -4 -4 8 8
#> ---
#> 340: -4 -4 0 8
#> 341: -4 -4 0 8
#> 342: 0 7 -4 -4
#> 343: 0 8 -4 -4
#> 344: 0 7 -4 -4
#> DEP_etiology DEP_contribution DOWNS_etiology DOWNS_contribution
#> <num> <num> <num> <num>
#> 1: 0 8 0 8
#> 2: 0 7 0 8
#> 3: 0 8 0 7
#> 4: 0 8 0 8
#> 5: 1 7 0 7
#> ---
#> 340: 0 3 0 7
#> 341: 0 8 0 8
#> 342: 0 7 0 7
#> 343: 0 8 0 8
#> 344: 0 8 0 8
#> DYSILL_etiology DYSILL_contribution EPILEP_etiology EPILEP_contribution
#> <num> <num> <num> <num>
#> 1: 0 8 -4 -4
#> 2: 0 7 -4 -4
#> 3: 0 7 -4 -4
#> 4: 0 8 -4 -4
#> 5: 0 8 -4 -4
#> ---
#> 340: 0 8 -4 -4
#> 341: 0 7 -4 -4
#> 342: 0 7 0 7
#> 343: 0 8 0 8
#> 344: 0 7 0 7
#> ESSTREM_contribution ESSTREM_etiology FTLDMO_etiology FTLDMO_contribution
#> <num> <num> <num> <num>
#> 1: -4 -4 -4 -4
#> 2: -4 -4 -4 -4
#> 3: -4 -4 -4 -4
#> 4: -4 -4 -4 -4
#> 5: -4 -4 -4 -4
#> ---
#> 340: -4 -4 -4 -4
#> 341: -4 -4 -4 -4
#> 342: 8 0 0 7
#> 343: 8 0 0 7
#> 344: 7 0 0 8
#> FTLDNOS_contribution FTLDNOS_etiology HIV_etiology HIV_contribution
#> <num> <num> <num> <num>
#> 1: -4 -4 -4 -4
#> 2: -4 -4 -4 -4
#> 3: -4 -4 -4 -4
#> 4: -4 -4 -4 -4
#> 5: -4 -4 -4 -4
#> ---
#> 340: -4 -4 -4 -4
#> 341: -4 -4 -4 -4
#> 342: 8 0 0 8
#> 343: 8 0 0 7
#> 344: 7 0 0 8
#> HUNT_etiology HUNT_contribution HYCEPH_etiology HYCEPH_contribution
#> <num> <num> <num> <num>
#> 1: 0 8 0 7
#> 2: 0 8 0 7
#> 3: 0 8 0 7
#> 4: 0 8 0 8
#> 5: 0 8 0 7
#> ---
#> 340: 0 7 0 7
#> 341: 0 7 0 8
#> 342: 0 8 0 7
#> 343: 0 8 0 8
#> 344: 0 7 0 7
#> IMPSUB_etiology IMPSUB_contribution MEDS_etiology MEDS_contribution
#> <num> <num> <num> <num>
#> 1: -4 -4 0 7
#> 2: -4 -4 0 8
#> 3: -4 -4 0 8
#> 4: -4 -4 0 8
#> 5: -4 -4 0 8
#> ---
#> 340: -4 -4 0 8
#> 341: -4 -4 0 8
#> 342: 0 8 0 8
#> 343: 0 7 0 7
#> 344: 0 7 0 8
#> MSA_etiology MSA_contribution NACCALZD_etiology NACCALZD_contribution
#> <num> <num> <num> <num>
#> 1: -4 -4 1 1
#> 2: -4 -4 8 7
#> 3: -4 -4 8 7
#> 4: -4 -4 1 7
#> 5: -4 -4 8 1
#> ---
#> 340: -4 -4 1 1
#> 341: -4 -4 8 1
#> 342: 0 8 0 8
#> 343: 0 7 8 8
#> 344: 0 7 0 7
#> NACCLBDE_etiology NACCLBDE_contribution NEOP_etiology NEOP_contribution
#> <num> <num> <num> <num>
#> 1: 0 7 0 8
#> 2: 0 7 0 8
#> 3: 0 7 0 7
#> 4: 8 7 0 7
#> 5: 0 7 0 8
#> ---
#> 340: 8 8 0 8
#> 341: 8 7 0 7
#> 342: 8 8 0 8
#> 343: 0 8 0 8
#> 344: 0 3 0 8
#> OTHCOG_etiology OTHCOG_contribution OTHCOGX OTHPSY_etiology
#> <char> <num> <char> <char>
#> 1: -4 -4 0
#> 2: -4 -4 0
#> 3: -4 -4 0
#> 4: -4 -4 0
#> 5: -4 -4 DYSTHMIA
#> ---
#> 340: -4 -4 0
#> 341: -4 -4 0
#> 342: 0 8 0
#> 343: 0 8 0
#> 344: 0 7 0
#> OTHPSY_contribution OTHPSYX POSSAD_etiology POSSAD_contribution
#> <num> <char> <num> <num>
#> 1: 8 0 7
#> 2: 8 0 8
#> 3: 7 8 7
#> 4: 7 1 7
#> 5: 8 DYSTHMIA 0 1
#> ---
#> 340: 7 0 7
#> 341: 8 8 8
#> 342: 7 -4 -4
#> 343: 7 -4 -4
#> 344: 8 -4 -4
#> PPAPH_etiology PPAPH_contribution PRION_etiology PRION_contribution
#> <num> <num> <num> <num>
#> 1: 1 7 0 8
#> 2: 1 7 0 7
#> 3: 0 8 0 8
#> 4: 0 8 0 7
#> 5: 0 8 0 7
#> ---
#> 340: 0 8 0 7
#> 341: 0 7 0 7
#> 342: -4 -4 0 7
#> 343: -4 -4 0 8
#> 344: -4 -4 0 7
#> PROBAD_etiology PROBAD_contribution PSP_etiology PSP_contribution
#> <num> <num> <num> <num>
#> 1: 0 7 0 7
#> 2: 0 1 0 7
#> 3: 8 7 0 8
#> 4: 1 8 0 8
#> 5: 1 8 0 8
#> ---
#> 340: 1 8 0 7
#> 341: 8 1 0 8
#> 342: -4 -4 0 8
#> 343: -4 -4 0 8
#> 344: -4 -4 0 8
#> PTSDDX_etiology PTSDDX_contribution SCHIZOP_contribution SCHIZOP_etiology
#> <num> <num> <num> <num>
#> 1: -4 -4 -4 -4
#> 2: -4 -4 -4 -4
#> 3: -4 -4 -4 -4
#> 4: -4 -4 -4 -4
#> 5: -4 -4 -4 -4
#> ---
#> 340: -4 -4 -4 -4
#> 341: -4 -4 -4 -4
#> 342: 0 8 8 0
#> 343: 0 7 8 0
#> 344: 0 8 8 0
#> STROKE_etiology STROKE_contribution VASC_etiology VASC_contribution
#> <num> <num> <num> <num>
#> 1: 0 7 0 7
#> 2: 0 7 0 1
#> 3: 0 2 8 8
#> 4: 0 8 0 8
#> 5: 0 7 8 7
#> ---
#> 340: 0 8 0 7
#> 341: 0 8 0 7
#> 342: -4 -4 -4 -4
#> 343: -4 -4 -4 -4
#> 344: -4 -4 -4 -4
#> VASCPS_etiology VASCPS_contribution BILLS TAXES SHOPPING GAMES STOVE
#> <num> <num> <num> <num> <num> <num> <num>
#> 1: -4 -4 0 0 0 0 0
#> 2: 8 7 0 0 0 0 0
#> 3: 8 8 0 0 0 0 0
#> 4: 8 8 0 0 0 0 0
#> 5: 0 7 0 0 0 0 0
#> ---
#> 340: 8 8 1 0 0 0 0
#> 341: 8 8 8 8 0 8 0
#> 342: -4 -4 0 3 0 0 1
#> 343: -4 -4 1 0 0 0 0
#> 344: -4 -4 0 0 0 3 0
#> MEALPREP EVENTS PAYATTN REMDATES TRAVEL REYFPOS VISITDATE REYTOTAL
#> <num> <num> <num> <num> <num> <num> <Date> <num>
#> 1: 0 0 0 2 0 -4 2011-10-05 NA
#> 2: 1 0 0 0 0 -4 2023-05-10 NA
#> 3: 8 0 0 0 0 -4 2009-05-15 NA
#> 4: 0 2 0 3 0 -4 2013-09-04 NA
#> 5: 8 3 2 0 0 -4 2015-10-27 NA
#> ---
#> 340: 0 0 0 0 3 -4 2016-03-21 NA
#> 341: 0 0 0 2 3 -4 2013-10-11 NA
#> 342: 0 0 0 0 3 -4 2016-10-22 NA
#> 343: 1 0 0 0 3 -4 2008-02-28 NA
#> 344: 3 0 0 0 2 -4 2016-06-11 NA
#> REYAREC FAS MOCACLOCK std_MOCATOTS std_OTRAILA std_OTRAILB std_OTRLARR
#> <num> <num> <num> <num> <num> <num> <num>
#> 1: NA 2 NA NA NA NA NA
#> 2: NA 1 NA NA NA NA NA
#> 3: NA 0 NA NA NA NA NA
#> 4: NA 2 NA NA NA NA NA
#> 5: NA 2 NA NA NA NA NA
#> ---
#> 340: NA 1 NA NA NA NA NA
#> 341: NA 2 NA NA NA NA NA
#> 342: NA 1 NA NA NA NA NA
#> 343: NA 2 NA NA NA NA NA
#> 344: NA 2 NA NA NA NA NA
#> std_OTRLBRR std_DIGFORCT std_DIGFORSL std_DIGBACCT std_DIGBACLS std_TRAILA
#> <num> <num> <num> <num> <num> <num>
#> 1: NA NA NA NA NA 0.7082273
#> 2: NA NA NA NA NA -0.3168948
#> 3: NA NA NA NA NA -0.5267330
#> 4: NA NA NA NA NA -7.1029964
#> 5: NA NA NA NA NA -0.5147449
#> ---
#> 340: NA NA NA NA NA -3.2758183
#> 341: NA NA NA NA NA NA
#> 342: NA NA NA NA NA -3.2342782
#> 343: NA NA NA NA NA -0.5414161
#> 344: NA NA NA NA NA 1.3707325
#> std_TRAILB std_WAIS std_MINTTOTS std_ANIMALS std_VEG std_UDSVERFC
#> <num> <num> <num> <num> <num> <num>
#> 1: -1.3560479 9.936317 NA 1.0078416 -3.129586776 NA
#> 2: -0.6202545 42.777352 NA 0.8784501 0.366620115 NA
#> 3: NA 31.805875 NA -0.2803483 0.824086354 NA
#> 4: NA 42.616302 NA -2.2383969 -1.561557773 NA
#> 5: 0.5369585 34.813298 NA -0.2734779 -0.026880497 NA
#> ---
#> 340: 0.2121699 72.448842 NA -0.8937175 -2.238299179 NA
#> 341: 0.6192812 70.727242 NA 0.3856936 -0.786254543 NA
#> 342: 1.3956639 NA NA -0.1021010 -2.466534512 1.5625754
#> 343: 1.0132519 NA NA 1.9338115 -2.403564458 1.6800390
#> 344: -4.7276735 NA NA -0.3211887 0.001742254 0.2263162
#> std_UDSVERLC std_UDSVERTN std_UDSBENTC std_UDSBENTD std_CRAFTVRS
#> <num> <num> <num> <num> <num>
#> 1: NA NA NA NA NA
#> 2: NA NA NA NA NA
#> 3: NA NA NA NA NA
#> 4: NA NA NA NA NA
#> 5: NA NA NA NA NA
#> ---
#> 340: NA NA NA NA NA
#> 341: NA NA NA NA NA
#> 342: 0.8863316 0.2318152 -1.883097 -0.2266991 NA
#> 343: 1.7183836 -1.8311439 -1.214242 0.8711626 NA
#> 344: -1.7103944 -1.6157296 1.136978 -0.9342854 NA
#> std_CRAFTURS std_CRAFTDVR std_CRAFTDRE std_REY1REC std_REY2REC std_REY3REC
#> <num> <num> <num> <num> <num> <num>
#> 1: NA NA NA NA NA NA
#> 2: NA NA NA NA NA NA
#> 3: NA NA NA NA NA NA
#> 4: NA NA NA NA NA NA
#> 5: NA NA NA NA NA NA
#> ---
#> 340: NA NA NA NA NA NA
#> 341: NA NA NA NA NA NA
#> 342: NA NA NA NA NA NA
#> 343: NA NA NA NA NA NA
#> 344: NA NA NA NA NA NA
#> std_REY4REC std_REY5REC std_REY6REC std_REYDREC std_NACCMMSE std_BOSTON
#> <num> <num> <num> <num> <num> <num>
#> 1: NA NA NA NA 0.95543662 0.3840990
#> 2: NA NA NA NA 0.87774907 -0.7197370
#> 3: NA NA NA NA 0.65008478 -1.6285342
#> 4: NA NA NA NA -0.07554362 -8.5591135
#> 5: NA NA NA NA -0.84995722 -0.5058981
#> ---
#> 340: NA NA NA NA 0.26233169 NA
#> 341: NA NA NA NA 1.03674529 0.4700132
#> 342: NA NA NA NA 1.08553050 -4.4902193
#> 343: NA NA NA NA -3.09551050 0.7010348
#> 344: NA NA NA NA -0.54460539 -6.5121146
#> std_LOGIMEM std_MEMUNITS std_DIGIF std_DIGIFLEN std_DIGIB std_DIGIBLEN
#> <num> <num> <num> <num> <num> <num>
#> 1: 0.8677302 -2.2377054 -0.4392518 -3.6153325 -1.93835631 -0.02343810
#> 2: 0.9498944 NA NA -0.8234689 0.45910628 -0.89001987
#> 3: 0.5953452 0.1181994 -1.6168298 -1.8600080 0.31021555 -1.04045203
#> 4: 0.8944381 -1.8769464 0.4434189 -0.8922863 -1.55873798 1.55481308
#> 5: -2.8492126 -3.0847345 0.4641260 NA -2.01800008 -0.11805617
#> ---
#> 340: 0.3742951 -0.0537305 -0.3667768 1.0856413 NA -1.64258159
#> 341: -2.0525835 0.7006790 -1.3917243 0.1408587 -3.32677764 -1.66407189
#> 342: -0.1561109 -2.9533354 -0.8585434 NA -0.41167929 0.06252313
#> 343: -2.0895543 -0.1392177 -0.9517256 -0.8345094 -0.02686256 0.81299653
#> 344: 0.3742951 0.9149589 -0.8688970 -0.7733384 -0.42231434 0.05177798