Skip to contents

This function allows the use of the asr_safety_summary function outside of the normal asr function, which might be desirable to get an overview of the information in a different format to MS Word.

Usage

asr_dataprep(
  data,
  trial_type = "imp",
  international = FALSE,
  period_from = NA,
  period_to = NA,
  var_class = "class",
  var_sae_n = "sae_n",
  var_part_id = "record_id",
  var_age = "age",
  var_sex = "sex",
  var_country = "country",
  var_site = "site",
  var_sae = "sae",
  var_date_onset = "sae_date",
  var_trt = "trt",
  var_date_trt_start = "sae_trtstart",
  var_date_trt_stop = "sae_trtstop",
  var_outcome = "outcome",
  var_comment = "comment",
  var_relation = "related",
  var_expected = "expected",
  var_devdef = "devdef",
  var_devattr = "devattr",
  var_devint = "devint",
  var_safetymeasure = "safetymeasure",
  var_tx = NULL
)

Arguments

data

dataframe containing safety data

trial_type

one of imp, medical device, other. Abbreviations OK.

international

internation or national trial (logical)

period_from

start of reporting period

period_to

end of reporting period

var_class

variable containing SAE class. Options allowed are "SAE", "SADR", "SUSAR"

var_sae_n

variable containing SAE ID

var_part_id

variable containing participant ID

var_age

variable containing participant age

var_sex

variable containing participant sex

var_country

variable containing participants country

var_site

variable containing participants site

var_sae

variable containing SAE type (description)

var_date_onset

variable containing the date the SAE occured

var_trt

variable containing the treatment used to alleviate the SAE

var_date_trt_start

variable containing the date that the treatment started

var_date_trt_stop

variable containing the date that the treatment ended

var_outcome

variable containing the outcome of the SAE

var_comment

variable containing any comment

var_relation

variable containing the relationship to randomized intervention

var_expected

variable saying whether the SAE was expected

var_devdef

variable containing whether the SAE is a device deficiency

var_devattr

variable containing whether the SAE is attributable to the device

var_devint

variable containing whether the SAE is attributable to an intervention in the trial

var_safetymeasure

variable containing whether the SAE required safety related measures

var_tx

variable indicating the intervention group. If provided, this variable will be included in the line listing

Value

a list of 2 dataframes (data containing all data submitted to the function and period_data which contains only the data for the relevant period) with variables renamed to those expected by asr_safety_summary

Examples

data(asr_sae)
# IMP
asr_dataprep(asr_sae, period_from = as.Date("2020-10-10"), period_to = as.Date("2021-10-10"))
#> $data
#>      sae_date record_id age sex country site                         sae
#> 9  15/10/2020       131  48   M      CH    b                  poor sleep
#> 18 15/10/2020       182  61   M      CH    c                    headache
#> 19 15/10/2020       184  51   M      CH    j spontaneous unconsciousness
#> 6  16/10/2020        66  72   M      CH    e                    headache
#> 14 17/10/2020       299  65   F      CH    e                  poor sleep
#> 5  20/10/2020       122  49   M      CH    e spontaneous unconsciousness
#> 16 25/10/2020       117  59   M      CH    l spontaneous unconsciousness
#> 17 25/10/2020        79  49   M      CH    d spontaneous unconsciousness
#> 15 26/10/2020       258  73   F      CH    k                       death
#> 2  27/10/2020       212  60   F      CH    f                     diarhea
#> 8  27/10/2020       108  68   F      CH    a                    headache
#> 20 01/11/2020       221  72   F      CH    d                       death
#> 3  02/11/2020       195  47   F      CH    j                    headache
#> 12 02/11/2020       228  47   M      CH    j spontaneous unconsciousness
#> 13 06/11/2020       298  55   F      CH    b spontaneous unconsciousness
#> 1  08/11/2020        40  54   M      CH    f                  poor sleep
#> 10 14/11/2020        41  61   F      CH    n                    headache
#> 4  17/11/2020        93  62   M      CH    f spontaneous unconsciousness
#> 7  18/11/2020       175  45   M      CH    m                  poor sleep
#> 11 19/11/2020       115  57   F      CH    f                     diarhea
#>    intervention  outcome comment  trt class expected devdef devattr devint
#> 9          grp2    Fatal  foobar trt3   SAE    FALSE   TRUE    TRUE   TRUE
#> 18         grp2   Sequel         trt3 SUSAR    FALSE  FALSE   FALSE  FALSE
#> 19         grp1  Unknown fribble trt3   SAE     TRUE   TRUE   FALSE  FALSE
#> 6          grp2 Resolved     foo trt4  SADR    FALSE   TRUE   FALSE   TRUE
#> 14         grp1 Improved     foo trt2 SUSAR     TRUE  FALSE    TRUE  FALSE
#> 5          grp2    Fatal fribble        SAE    FALSE  FALSE   FALSE  FALSE
#> 16         grp2 Resolved fribble       SADR     TRUE   TRUE    TRUE  FALSE
#> 17         grp1   Sequel     foo      SUSAR    FALSE  FALSE    TRUE   TRUE
#> 15         grp1 Resolved fribble trt4  SADR    FALSE   TRUE    TRUE  FALSE
#> 2          grp1   Sequel  foobar trt3 SUSAR    FALSE   TRUE    TRUE   TRUE
#> 8          grp1 Improved     foo trt2   SAE    FALSE   TRUE   FALSE  FALSE
#> 20         grp1 Resolved  foobar trt4   SAE    FALSE   TRUE    TRUE  FALSE
#> 3          grp2   Sequel fribble trt1   SAE     TRUE   TRUE   FALSE  FALSE
#> 12         grp2 Resolved fribble trt2   SAE    FALSE  FALSE   FALSE  FALSE
#> 13         grp1 Resolved     foo       SADR     TRUE   TRUE    TRUE  FALSE
#> 1          grp2 Resolved     foo trt3  SADR    FALSE  FALSE    TRUE   TRUE
#> 10         grp2  Unknown         trt3 SUSAR     TRUE  FALSE   FALSE  FALSE
#> 4          grp1 Improved     foo trt3   SAE     TRUE  FALSE    TRUE   TRUE
#> 7          grp2 Resolved     bar trt2   SAE    FALSE   TRUE    TRUE  FALSE
#> 11         grp1    Fatal     foo trt2 SUSAR    FALSE  FALSE   FALSE   TRUE
#>    safetymeasure sae_n sae_trtstop sae_trtstart related agesex country_site
#> 9           TRUE     1  16/10/2020   16/10/2020    TRUE   48/M            b
#> 18          TRUE     2        <NA>   16/10/2020   FALSE   61/M            c
#> 19         FALSE     3        <NA>   16/10/2020   FALSE   51/M            j
#> 6           TRUE     4  17/10/2020   17/10/2020   FALSE   72/M            e
#> 14         FALSE     5        <NA>   18/10/2020    TRUE   65/F            e
#> 5           TRUE     6        <NA>         <NA>   FALSE   49/M            e
#> 16          TRUE     7        <NA>         <NA>   FALSE   59/M            l
#> 17         FALSE     8        <NA>         <NA>    TRUE   49/M            d
#> 15          TRUE     9  27/10/2020   27/10/2020   FALSE   73/F            k
#> 2           TRUE    10        <NA>   28/10/2020   FALSE   60/F            f
#> 8           TRUE    11        <NA>   28/10/2020   FALSE   68/F            a
#> 20         FALSE    12  02/11/2020   02/11/2020   FALSE   72/F            d
#> 3           TRUE    13        <NA>   03/11/2020   FALSE   47/F            j
#> 12          TRUE    14  03/11/2020   03/11/2020   FALSE   47/M            j
#> 13         FALSE    15        <NA>         <NA>    TRUE   55/F            b
#> 1          FALSE    16  09/11/2020   09/11/2020   FALSE   54/M            f
#> 10         FALSE    17        <NA>   15/11/2020    TRUE   61/F            n
#> 4          FALSE    18        <NA>   18/11/2020   FALSE   62/M            f
#> 7           TRUE    19  19/11/2020   19/11/2020   FALSE   45/M            m
#> 11          TRUE    20  20/11/2020   20/11/2020   FALSE   57/F            f
#>                  trt_dates
#> 9  16/10/2020 - 16/10/2020
#> 18              16/10/2020
#> 19              16/10/2020
#> 6  17/10/2020 - 17/10/2020
#> 14              18/10/2020
#> 5                         
#> 16                        
#> 17                        
#> 15 27/10/2020 - 27/10/2020
#> 2               28/10/2020
#> 8               28/10/2020
#> 20 02/11/2020 - 02/11/2020
#> 3               03/11/2020
#> 12 03/11/2020 - 03/11/2020
#> 13                        
#> 1  09/11/2020 - 09/11/2020
#> 10              15/11/2020
#> 4               18/11/2020
#> 7  19/11/2020 - 19/11/2020
#> 11 20/11/2020 - 20/11/2020
#> 
#> $period_data
#>      sae_date record_id age sex country site                         sae
#> 9  2020-10-15       131  48   M      CH    b                  poor sleep
#> 18 2020-10-15       182  61   M      CH    c                    headache
#> 19 2020-10-15       184  51   M      CH    j spontaneous unconsciousness
#> 6  2020-10-16        66  72   M      CH    e                    headache
#> 14 2020-10-17       299  65   F      CH    e                  poor sleep
#> 5  2020-10-20       122  49   M      CH    e spontaneous unconsciousness
#> 16 2020-10-25       117  59   M      CH    l spontaneous unconsciousness
#> 17 2020-10-25        79  49   M      CH    d spontaneous unconsciousness
#> 15 2020-10-26       258  73   F      CH    k                       death
#> 2  2020-10-27       212  60   F      CH    f                     diarhea
#> 8  2020-10-27       108  68   F      CH    a                    headache
#> 20 2020-11-01       221  72   F      CH    d                       death
#> 3  2020-11-02       195  47   F      CH    j                    headache
#> 12 2020-11-02       228  47   M      CH    j spontaneous unconsciousness
#> 13 2020-11-06       298  55   F      CH    b spontaneous unconsciousness
#> 1  2020-11-08        40  54   M      CH    f                  poor sleep
#> 10 2020-11-14        41  61   F      CH    n                    headache
#> 4  2020-11-17        93  62   M      CH    f spontaneous unconsciousness
#> 7  2020-11-18       175  45   M      CH    m                  poor sleep
#> 11 2020-11-19       115  57   F      CH    f                     diarhea
#>    intervention  outcome comment  trt class expected devdef devattr devint
#> 9          grp2    fatal  foobar trt3   SAE    FALSE   TRUE    TRUE   TRUE
#> 18         grp2   sequel         trt3 SUSAR    FALSE  FALSE   FALSE  FALSE
#> 19         grp1  unknown fribble trt3   SAE     TRUE   TRUE   FALSE  FALSE
#> 6          grp2 resolved     foo trt4  SADR    FALSE   TRUE   FALSE   TRUE
#> 14         grp1 improved     foo trt2 SUSAR     TRUE  FALSE    TRUE  FALSE
#> 5          grp2    fatal fribble        SAE    FALSE  FALSE   FALSE  FALSE
#> 16         grp2 resolved fribble       SADR     TRUE   TRUE    TRUE  FALSE
#> 17         grp1   sequel     foo      SUSAR    FALSE  FALSE    TRUE   TRUE
#> 15         grp1 resolved fribble trt4  SADR    FALSE   TRUE    TRUE  FALSE
#> 2          grp1   sequel  foobar trt3 SUSAR    FALSE   TRUE    TRUE   TRUE
#> 8          grp1 improved     foo trt2   SAE    FALSE   TRUE   FALSE  FALSE
#> 20         grp1 resolved  foobar trt4   SAE    FALSE   TRUE    TRUE  FALSE
#> 3          grp2   sequel fribble trt1   SAE     TRUE   TRUE   FALSE  FALSE
#> 12         grp2 resolved fribble trt2   SAE    FALSE  FALSE   FALSE  FALSE
#> 13         grp1 resolved     foo       SADR     TRUE   TRUE    TRUE  FALSE
#> 1          grp2 resolved     foo trt3  SADR    FALSE  FALSE    TRUE   TRUE
#> 10         grp2  unknown         trt3 SUSAR     TRUE  FALSE   FALSE  FALSE
#> 4          grp1 improved     foo trt3   SAE     TRUE  FALSE    TRUE   TRUE
#> 7          grp2 resolved     bar trt2   SAE    FALSE   TRUE    TRUE  FALSE
#> 11         grp1    fatal     foo trt2 SUSAR    FALSE  FALSE   FALSE   TRUE
#>    safetymeasure sae_n sae_trtstop sae_trtstart related agesex country_site
#> 9           TRUE     1  2020-10-16   2020-10-16    TRUE   48/M            b
#> 18          TRUE     2        <NA>   2020-10-16   FALSE   61/M            c
#> 19         FALSE     3        <NA>   2020-10-16   FALSE   51/M            j
#> 6           TRUE     4  2020-10-17   2020-10-17   FALSE   72/M            e
#> 14         FALSE     5        <NA>   2020-10-18    TRUE   65/F            e
#> 5           TRUE     6        <NA>         <NA>   FALSE   49/M            e
#> 16          TRUE     7        <NA>         <NA>   FALSE   59/M            l
#> 17         FALSE     8        <NA>         <NA>    TRUE   49/M            d
#> 15          TRUE     9  2020-10-27   2020-10-27   FALSE   73/F            k
#> 2           TRUE    10        <NA>   2020-10-28   FALSE   60/F            f
#> 8           TRUE    11        <NA>   2020-10-28   FALSE   68/F            a
#> 20         FALSE    12  2020-11-02   2020-11-02   FALSE   72/F            d
#> 3           TRUE    13        <NA>   2020-11-03   FALSE   47/F            j
#> 12          TRUE    14  2020-11-03   2020-11-03   FALSE   47/M            j
#> 13         FALSE    15        <NA>         <NA>    TRUE   55/F            b
#> 1          FALSE    16  2020-11-09   2020-11-09   FALSE   54/M            f
#> 10         FALSE    17        <NA>   2020-11-15    TRUE   61/F            n
#> 4          FALSE    18        <NA>   2020-11-18   FALSE   62/M            f
#> 7           TRUE    19  2020-11-19   2020-11-19   FALSE   45/M            m
#> 11          TRUE    20  2020-11-20   2020-11-20   FALSE   57/F            f
#> 
asr_dataprep(asr_sae, period_from = min(asr_sae$sae_date), period_to = Sys.Date())
#> $data
#>      sae_date record_id age sex country site                         sae
#> 9  15/10/2020       131  48   M      CH    b                  poor sleep
#> 18 15/10/2020       182  61   M      CH    c                    headache
#> 19 15/10/2020       184  51   M      CH    j spontaneous unconsciousness
#> 6  16/10/2020        66  72   M      CH    e                    headache
#> 14 17/10/2020       299  65   F      CH    e                  poor sleep
#> 5  20/10/2020       122  49   M      CH    e spontaneous unconsciousness
#> 16 25/10/2020       117  59   M      CH    l spontaneous unconsciousness
#> 17 25/10/2020        79  49   M      CH    d spontaneous unconsciousness
#> 15 26/10/2020       258  73   F      CH    k                       death
#> 2  27/10/2020       212  60   F      CH    f                     diarhea
#> 8  27/10/2020       108  68   F      CH    a                    headache
#> 20 01/11/2020       221  72   F      CH    d                       death
#> 3  02/11/2020       195  47   F      CH    j                    headache
#> 12 02/11/2020       228  47   M      CH    j spontaneous unconsciousness
#> 13 06/11/2020       298  55   F      CH    b spontaneous unconsciousness
#> 1  08/11/2020        40  54   M      CH    f                  poor sleep
#> 10 14/11/2020        41  61   F      CH    n                    headache
#> 4  17/11/2020        93  62   M      CH    f spontaneous unconsciousness
#> 7  18/11/2020       175  45   M      CH    m                  poor sleep
#> 11 19/11/2020       115  57   F      CH    f                     diarhea
#>    intervention  outcome comment  trt class expected devdef devattr devint
#> 9          grp2    Fatal  foobar trt3   SAE    FALSE   TRUE    TRUE   TRUE
#> 18         grp2   Sequel         trt3 SUSAR    FALSE  FALSE   FALSE  FALSE
#> 19         grp1  Unknown fribble trt3   SAE     TRUE   TRUE   FALSE  FALSE
#> 6          grp2 Resolved     foo trt4  SADR    FALSE   TRUE   FALSE   TRUE
#> 14         grp1 Improved     foo trt2 SUSAR     TRUE  FALSE    TRUE  FALSE
#> 5          grp2    Fatal fribble        SAE    FALSE  FALSE   FALSE  FALSE
#> 16         grp2 Resolved fribble       SADR     TRUE   TRUE    TRUE  FALSE
#> 17         grp1   Sequel     foo      SUSAR    FALSE  FALSE    TRUE   TRUE
#> 15         grp1 Resolved fribble trt4  SADR    FALSE   TRUE    TRUE  FALSE
#> 2          grp1   Sequel  foobar trt3 SUSAR    FALSE   TRUE    TRUE   TRUE
#> 8          grp1 Improved     foo trt2   SAE    FALSE   TRUE   FALSE  FALSE
#> 20         grp1 Resolved  foobar trt4   SAE    FALSE   TRUE    TRUE  FALSE
#> 3          grp2   Sequel fribble trt1   SAE     TRUE   TRUE   FALSE  FALSE
#> 12         grp2 Resolved fribble trt2   SAE    FALSE  FALSE   FALSE  FALSE
#> 13         grp1 Resolved     foo       SADR     TRUE   TRUE    TRUE  FALSE
#> 1          grp2 Resolved     foo trt3  SADR    FALSE  FALSE    TRUE   TRUE
#> 10         grp2  Unknown         trt3 SUSAR     TRUE  FALSE   FALSE  FALSE
#> 4          grp1 Improved     foo trt3   SAE     TRUE  FALSE    TRUE   TRUE
#> 7          grp2 Resolved     bar trt2   SAE    FALSE   TRUE    TRUE  FALSE
#> 11         grp1    Fatal     foo trt2 SUSAR    FALSE  FALSE   FALSE   TRUE
#>    safetymeasure sae_n sae_trtstop sae_trtstart related agesex country_site
#> 9           TRUE     1  16/10/2020   16/10/2020    TRUE   48/M            b
#> 18          TRUE     2        <NA>   16/10/2020   FALSE   61/M            c
#> 19         FALSE     3        <NA>   16/10/2020   FALSE   51/M            j
#> 6           TRUE     4  17/10/2020   17/10/2020   FALSE   72/M            e
#> 14         FALSE     5        <NA>   18/10/2020    TRUE   65/F            e
#> 5           TRUE     6        <NA>         <NA>   FALSE   49/M            e
#> 16          TRUE     7        <NA>         <NA>   FALSE   59/M            l
#> 17         FALSE     8        <NA>         <NA>    TRUE   49/M            d
#> 15          TRUE     9  27/10/2020   27/10/2020   FALSE   73/F            k
#> 2           TRUE    10        <NA>   28/10/2020   FALSE   60/F            f
#> 8           TRUE    11        <NA>   28/10/2020   FALSE   68/F            a
#> 20         FALSE    12  02/11/2020   02/11/2020   FALSE   72/F            d
#> 3           TRUE    13        <NA>   03/11/2020   FALSE   47/F            j
#> 12          TRUE    14  03/11/2020   03/11/2020   FALSE   47/M            j
#> 13         FALSE    15        <NA>         <NA>    TRUE   55/F            b
#> 1          FALSE    16  09/11/2020   09/11/2020   FALSE   54/M            f
#> 10         FALSE    17        <NA>   15/11/2020    TRUE   61/F            n
#> 4          FALSE    18        <NA>   18/11/2020   FALSE   62/M            f
#> 7           TRUE    19  19/11/2020   19/11/2020   FALSE   45/M            m
#> 11          TRUE    20  20/11/2020   20/11/2020   FALSE   57/F            f
#>                  trt_dates
#> 9  16/10/2020 - 16/10/2020
#> 18              16/10/2020
#> 19              16/10/2020
#> 6  17/10/2020 - 17/10/2020
#> 14              18/10/2020
#> 5                         
#> 16                        
#> 17                        
#> 15 27/10/2020 - 27/10/2020
#> 2               28/10/2020
#> 8               28/10/2020
#> 20 02/11/2020 - 02/11/2020
#> 3               03/11/2020
#> 12 03/11/2020 - 03/11/2020
#> 13                        
#> 1  09/11/2020 - 09/11/2020
#> 10              15/11/2020
#> 4               18/11/2020
#> 7  19/11/2020 - 19/11/2020
#> 11 20/11/2020 - 20/11/2020
#> 
#> $period_data
#>      sae_date record_id age sex country site                         sae
#> 9  2020-10-15       131  48   M      CH    b                  poor sleep
#> 18 2020-10-15       182  61   M      CH    c                    headache
#> 19 2020-10-15       184  51   M      CH    j spontaneous unconsciousness
#> 6  2020-10-16        66  72   M      CH    e                    headache
#> 14 2020-10-17       299  65   F      CH    e                  poor sleep
#> 5  2020-10-20       122  49   M      CH    e spontaneous unconsciousness
#> 16 2020-10-25       117  59   M      CH    l spontaneous unconsciousness
#> 17 2020-10-25        79  49   M      CH    d spontaneous unconsciousness
#> 15 2020-10-26       258  73   F      CH    k                       death
#> 2  2020-10-27       212  60   F      CH    f                     diarhea
#> 8  2020-10-27       108  68   F      CH    a                    headache
#> 20 2020-11-01       221  72   F      CH    d                       death
#> 3  2020-11-02       195  47   F      CH    j                    headache
#> 12 2020-11-02       228  47   M      CH    j spontaneous unconsciousness
#> 13 2020-11-06       298  55   F      CH    b spontaneous unconsciousness
#> 1  2020-11-08        40  54   M      CH    f                  poor sleep
#> 10 2020-11-14        41  61   F      CH    n                    headache
#> 4  2020-11-17        93  62   M      CH    f spontaneous unconsciousness
#> 7  2020-11-18       175  45   M      CH    m                  poor sleep
#> 11 2020-11-19       115  57   F      CH    f                     diarhea
#>    intervention  outcome comment  trt class expected devdef devattr devint
#> 9          grp2    fatal  foobar trt3   SAE    FALSE   TRUE    TRUE   TRUE
#> 18         grp2   sequel         trt3 SUSAR    FALSE  FALSE   FALSE  FALSE
#> 19         grp1  unknown fribble trt3   SAE     TRUE   TRUE   FALSE  FALSE
#> 6          grp2 resolved     foo trt4  SADR    FALSE   TRUE   FALSE   TRUE
#> 14         grp1 improved     foo trt2 SUSAR     TRUE  FALSE    TRUE  FALSE
#> 5          grp2    fatal fribble        SAE    FALSE  FALSE   FALSE  FALSE
#> 16         grp2 resolved fribble       SADR     TRUE   TRUE    TRUE  FALSE
#> 17         grp1   sequel     foo      SUSAR    FALSE  FALSE    TRUE   TRUE
#> 15         grp1 resolved fribble trt4  SADR    FALSE   TRUE    TRUE  FALSE
#> 2          grp1   sequel  foobar trt3 SUSAR    FALSE   TRUE    TRUE   TRUE
#> 8          grp1 improved     foo trt2   SAE    FALSE   TRUE   FALSE  FALSE
#> 20         grp1 resolved  foobar trt4   SAE    FALSE   TRUE    TRUE  FALSE
#> 3          grp2   sequel fribble trt1   SAE     TRUE   TRUE   FALSE  FALSE
#> 12         grp2 resolved fribble trt2   SAE    FALSE  FALSE   FALSE  FALSE
#> 13         grp1 resolved     foo       SADR     TRUE   TRUE    TRUE  FALSE
#> 1          grp2 resolved     foo trt3  SADR    FALSE  FALSE    TRUE   TRUE
#> 10         grp2  unknown         trt3 SUSAR     TRUE  FALSE   FALSE  FALSE
#> 4          grp1 improved     foo trt3   SAE     TRUE  FALSE    TRUE   TRUE
#> 7          grp2 resolved     bar trt2   SAE    FALSE   TRUE    TRUE  FALSE
#> 11         grp1    fatal     foo trt2 SUSAR    FALSE  FALSE   FALSE   TRUE
#>    safetymeasure sae_n sae_trtstop sae_trtstart related agesex country_site
#> 9           TRUE     1  2020-10-16   2020-10-16    TRUE   48/M            b
#> 18          TRUE     2        <NA>   2020-10-16   FALSE   61/M            c
#> 19         FALSE     3        <NA>   2020-10-16   FALSE   51/M            j
#> 6           TRUE     4  2020-10-17   2020-10-17   FALSE   72/M            e
#> 14         FALSE     5        <NA>   2020-10-18    TRUE   65/F            e
#> 5           TRUE     6        <NA>         <NA>   FALSE   49/M            e
#> 16          TRUE     7        <NA>         <NA>   FALSE   59/M            l
#> 17         FALSE     8        <NA>         <NA>    TRUE   49/M            d
#> 15          TRUE     9  2020-10-27   2020-10-27   FALSE   73/F            k
#> 2           TRUE    10        <NA>   2020-10-28   FALSE   60/F            f
#> 8           TRUE    11        <NA>   2020-10-28   FALSE   68/F            a
#> 20         FALSE    12  2020-11-02   2020-11-02   FALSE   72/F            d
#> 3           TRUE    13        <NA>   2020-11-03   FALSE   47/F            j
#> 12          TRUE    14  2020-11-03   2020-11-03   FALSE   47/M            j
#> 13         FALSE    15        <NA>         <NA>    TRUE   55/F            b
#> 1          FALSE    16  2020-11-09   2020-11-09   FALSE   54/M            f
#> 10         FALSE    17        <NA>   2020-11-15    TRUE   61/F            n
#> 4          FALSE    18        <NA>   2020-11-18   FALSE   62/M            f
#> 7           TRUE    19  2020-11-19   2020-11-19   FALSE   45/M            m
#> 11          TRUE    20  2020-11-20   2020-11-20   FALSE   57/F            f
#>