Standardizes a dataframe to the Snapshot standard.
Usage
standardize_snapshot_df(
df,
standard_df,
locationID_digikam,
classifier,
logger = NA,
verbose = TRUE
)Arguments
- df
The dataframe to standardize. It is expected to match the data format for either Zooniverse, TrapTagger or Digikam processed data (i.e. have column names defined in standard_df).
- standard_df
The standard dataframe to match column names to the new standard. A dataframe with >= 2 columns, one of which must be named
zooniverse,digikamortraptaggerand another one must be namednew.- locationID_digikam
Optional character
locationIDto use for Digikam data (will display a warning if not provided for Digikam data.) Indeed, for Digikam data, thelocationIDcannot be inferred from other columns.- classifier
Optional character for the classifier.
- logger
a
log4rloggerobject if you want logging (can be created withcreate_logger), elseNA.- verbose
Should a lot of details be given when executing function?
Value
The standardized dataframe: it has the same columns as specified in
standard_df$new, dates and times are standardized and some columns regarding
information on the capture are filled. Species names (snapshotName) and cameraID and locationID
are standardized (see details).
Columns are in the same order as provided in standard_df$new
and the rows are ordered by ascending camera, date and time.
Details
Dates and times are standardized to YYYY-MM-DD and HH:MM:SS.
The columns locationID, cameraID, roll, capture
and season (if classifier is zooniverse) are filled with meaningful information.
Species names (snapshotName) are standardized to match the existing, known species names.
For column locationID:
The location code
DHPis replaced withOVEif the corresponding camera code starts with 'O'.The location code
KGAis replaced withKHOif the corresponding camera code starts with 'KHO'.
For column cameraID:
For TrapTagger data: will remove the leading location code part for all data (eg if
locationisATH, will changecamerasATH_A01->A01). Also, if the location code isKHO,SAMorTSW: will remove the dash in the camera name (e.gKHO_E_A01->EA01)For Zooniverse data: if the location code is
KHO, will replaceKHOGwithEandKHOLwithMincameras. If the location code isDHP, will remove leadingDincameraID. If the location code isOVE, will remove leadingOincameraID.For column
eventID: the event ID formatted as season#cam_site#roll#event_no.
Examples
standardize_snapshot_df(zooniverse, standard)
#> Initial file: 24 columns, 100 rows.
#> Standardizing columns
#> Standardizing dates/times
#> Fill capture info
#> Cleaning location/camera, species and columns values
#> Final file: 27 columns, 100 rows. Here is a sneak peek:
#> locationID cameraID season roll eventID snapshotName eventDate eventTime
#> APN APN_13U 1 1 APN_13U#1#50 kudu 2017-07-25 02:15:22
#> APN APN_6U 1 1 APN_6U#1#40 steenbok 2017-07-17 08:56:18
#> APN APN_6U 1 2 APN_6U#2#5 zebraburchells 2017-08-07 04:49:29
#> APN APN_DW 1 2 APN_DW#2#94 impala 2017-07-06 18:16:19
#> APN APN_DW 1 1 APN_DW#1#210 zebraburchells 2017-07-21 18:09:16
#> locationID cameraID season roll eventID snapshotName eventDate
#> 1 APN APN_13U 1 1 APN_13U#1#50 kudu 2017-07-25
#> 2 APN APN_6U 1 1 APN_6U#1#40 steenbok 2017-07-17
#> 3 APN APN_6U 1 2 APN_6U#2#5 zebraburchells 2017-08-07
#> 4 APN APN_DW 1 2 APN_DW#2#94 impala 2017-07-06
#> 5 APN APN_DW 1 1 APN_DW#1#210 zebraburchells 2017-07-21
#> 6 APN APN_DW 1 1 APN_DW#1#152 warthog 2017-08-23
#> 7 APN APN_JJ1 1 2 APN_JJ1#2#52 impala 2017-07-13
#> 8 APN APN_JJ1 1 1 APN_JJ1#1#113 civet 2017-07-19
#> 9 APN APN_JJ1 1 2 APN_JJ1#2#22 giraffe 2017-07-22
#> 10 APN APN_JJ1 1 1 APN_JJ1#1#9 warthog 2017-07-25
#> 11 APN APN_JJ5 1 2 APN_JJ5#2#50 duikercommon 2017-07-10
#> 12 APN APN_JJ5 1 2 APN_JJ5#2#131 impala 2017-07-16
#> 13 APN APN_JJ5 1 1 APN_JJ5#1#130 impala 2017-07-16
#> 14 APN APN_JJ5 1 1 APN_JJ5#1#179 hyenaspotted 2017-07-22
#> 15 APN APN_JJ5 1 1 APN_JJ5#1#136 zebraburchells 2017-07-24
#> 16 APN APN_JJ5 1 2 APN_JJ5#2#93 buffalo 2017-07-28
#> 17 APN APN_JJ5 1 1 APN_JJ5#1#89 elephant 2017-08-14
#> 18 APN APN_JJ6 1 2 APN_JJ6#2#82 impala 2017-07-10
#> 19 APN APN_JJ6 1 2 APN_JJ6#2#96 impala 2017-08-11
#> 20 APN APN_JJ7 1 2 APN_JJ7#2#79 giraffe 2017-07-11
#> 21 APN APN_JJ7 1 1 APN_JJ7#1#11 giraffe 2017-07-25
#> 22 APN APN_JJ7 1 2 APN_JJ7#2#119 impala 2017-08-02
#> 23 APN APN_JJP 1 2 APN_JJP#2#214 impala 2017-07-16
#> 24 APN APN_JJP 1 1 APN_JJP#1#134 impala 2017-07-17
#> 25 APN APN_JJP 1 2 APN_JJP#2#196 hyenaspotted 2017-07-21
#> 26 APN APN_JJP 1 2 APN_JJP#2#43 impala 2017-07-24
#> 27 APN APN_JJP 1 1 APN_JJP#1#122 kudu 2017-07-25
#> 28 APN APN_JJP 1 1 APN_JJP#1#146 elephant 2017-07-25
#> 29 APN APN_JJP 1 2 APN_JJP#2#121 impala 2017-07-26
#> 30 APN APN_JJP 1 1 APN_JJP#1#44 hare 2017-08-07
#> 31 APN APN_JJP 1 1 APN_JJP#1#138 elephant 2017-08-18
#> 32 APN APN_K011 1 2 APN_K011#2#120 elephant 2017-07-13
#> 33 APN APN_K013 1 2 APN_K013#2#56 warthog 2017-07-18
#> 34 APN APN_K013 1 1 APN_K013#1#129 impala 2017-08-07
#> 35 APN APN_K014 1 1 APN_K014#1#143 impala 2017-07-11
#> 36 APN APN_K014 1 1 APN_K014#1#114 steenbok 2017-07-24
#> 37 APN APN_K021 1 1 APN_K021#1#32 elephant 2017-07-06
#> 38 APN APN_K021 1 1 APN_K021#1#107 impala 2017-07-24
#> 39 APN APN_K024 1 2 APN_K024#2#127 elephant 2017-07-21
#> 40 APN APN_K024 1 1 APN_K024#1#112 impala 2017-07-21
#> 41 APN APN_K024 1 2 APN_K024#2#144 hare 2017-08-05
#> 42 APN APN_K034 1 1 APN_K034#1#6 giraffe 2017-07-13
#> 43 APN APN_K034 1 2 APN_K034#2#28 elephant 2017-07-16
#> 44 APN APN_K034 1 2 APN_K034#2#70 impala 2017-07-25
#> 45 APN APN_K044 1 1 APN_K044#1#104 impala 2017-07-16
#> 46 APN APN_K051 1 1 APN_K051#1#185 lioncub 2017-07-11
#> 47 APN APN_K051 1 2 APN_K051#2#300 impala 2017-07-12
#> 48 APN APN_K053 1 2 APN_K053#2#84 impala 2017-07-07
#> 49 APN APN_K053 1 1 APN_K053#1#9 impala 2017-07-21
#> 50 APN APN_K053 1 1 APN_K053#1#67 impala 2017-07-25
#> 51 APN APN_K073 1 1 APN_K073#1#618 impala 2017-08-05
#> 52 APN APN_K073 1 1 APN_K073#1#637 impala 2017-08-05
#> 53 APN APN_KUMH 1 2 APN_KUMH#2#385 zebraburchells 2017-07-09
#> 54 APN APN_KUMH 1 2 APN_KUMH#2#333 impala 2017-07-18
#> 55 APN APN_KUMH 1 2 APN_KUMH#2#265 kudu 2017-07-22
#> 56 APN APN_KUMH 1 2 APN_KUMH#2#336 impala 2017-07-25
#> 57 APN APN_KUMH 1 2 APN_KUMH#2#317 impala 2017-07-25
#> 58 APN APN_KUMH 1 2 APN_KUMH#2#363 impala 2017-08-11
#> 59 APN APN_KUMH 1 2 APN_KUMH#2#206 duikercommon 2017-08-16
#> 60 APN APN_KUMH 1 2 APN_KUMH#2#243 guineafowl 2017-08-23
#> 61 APN APN_N3 1 1 APN_N3#1#33 impala 2017-07-17
#> 62 APN APN_N3 1 1 APN_N3#1#16 impala 2017-07-17
#> 63 APN APN_N3 1 1 APN_N3#1#53 kudu 2017-07-22
#> 64 APN APN_N3 1 2 APN_N3#2#16 giraffe 2017-07-25
#> 65 APN APN_N5 1 2 APN_N5#2#63 impala 2017-07-22
#> 66 APN APN_U23a 1 1 APN_U23a#1#106 impala 2017-08-05
#> 67 APN APN_U23a 1 1 APN_U23a#1#29 elephant 2017-08-08
#> 68 APN APN_U43b 1 1 APN_U43b#1#118 elephant 2017-07-12
#> 69 APN APN_U43b 1 1 APN_U43b#1#59 zebraburchells 2017-07-21
#> 70 APN APN_U63c 1 1 APN_U63c#1#133 impala 2017-07-10
#> 71 APN APN_U63c 1 1 APN_U63c#1#14 impala 2017-07-12
#> 72 APN APN_U63c 1 1 APN_U63c#1#45 elephant 2017-07-12
#> 73 APN APN_U63c 1 1 APN_U63c#1#54 impala 2017-07-12
#> 74 APN APN_U63c 1 1 APN_U63c#1#33 hare 2017-07-21
#> 75 APN APN_U63c 1 1 APN_U63c#1#130 impala 2017-07-21
#> 76 APN APN_U63c 1 1 APN_U63c#1#47 hare 2017-07-22
#> 77 APN APN_U63c 1 1 APN_U63c#1#156 impala 2017-07-29
#> 78 APN APN_U64c 1 2 APN_U64c#2#208 impala 2017-07-06
#> 79 APN APN_U64c 1 2 APN_U64c#2#44 elephant 2017-07-11
#> 80 APN APN_U64c 1 1 APN_U64c#1#87 impala 2017-07-12
#> 81 APN APN_U64c 1 2 APN_U64c#2#184 impala 2017-07-12
#> 82 APN APN_U64c 1 2 APN_U64c#2#195 impala 2017-07-13
#> 83 APN APN_U64c 1 2 APN_U64c#2#58 impala 2017-07-21
#> 84 APN APN_U64c 1 2 APN_U64c#2#206 duikercommon 2017-07-21
#> 85 APN APN_U64c 1 1 APN_U64c#1#138 impala 2017-07-21
#> 86 APN APN_U64c 1 2 APN_U64c#2#118 giraffe 2017-07-25
#> 87 APN APN_U64c 1 2 APN_U64c#2#232 birdother 2017-08-01
#> 88 APN APN_U64c 1 1 APN_U64c#1#157 elephant 2017-08-14
#> 89 APN APN_U64c 1 1 APN_U64c#1#99 impala 2017-08-18
#> 90 APN APN_UMH8 1 1 APN_UMH8#1#74 impala 2017-07-11
#> 91 APN APN_UMH8 1 2 APN_UMH8#2#97 zebraburchells 2017-07-16
#> 92 APN APN_UMH8 1 2 APN_UMH8#2#25 elephant 2017-08-19
#> 93 APN APN_UMH9 1 1 APN_UMH9#1#237 elephant 2017-07-11
#> 94 APN APN_UMH9 1 2 APN_UMH9#2#87 elephant 2017-07-16
#> 95 APN APN_UMH9 1 1 APN_UMH9#1#50 kudu 2017-07-16
#> 96 APN APN_UMH9 1 2 APN_UMH9#2#45 zebraburchells 2017-07-16
#> 97 APN APN_UMH9 1 1 APN_UMH9#1#38 duikercommon 2017-07-21
#> 98 APN APN_UMH9 1 1 APN_UMH9#1#14 impala 2017-07-24
#> 99 APN APN_UMH9 1 2 APN_UMH9#2#204 zebraburchells 2017-07-25
#> 100 APN APN_WM 1 1 APN_WM#1#13 elephant 2017-07-10
#> eventTime
#> 1 02:15:22
#> 2 08:56:18
#> 3 04:49:29
#> 4 18:16:19
#> 5 18:09:16
#> 6 11:39:06
#> 7 10:07:05
#> 8 10:46:43
#> 9 04:25:29
#> 10 08:41:38
#> 11 10:55:44
#> 12 05:32:40
#> 13 11:39:30
#> 14 01:42:50
#> 15 12:31:51
#> 16 08:58:10
#> 17 15:23:36
#> 18 23:08:39
#> 19 20:42:05
#> 20 02:43:40
#> 21 07:23:26
#> 22 22:49:53
#> 23 21:13:13
#> 24 19:01:04
#> 25 09:03:10
#> 26 18:44:42
#> 27 00:33:03
#> 28 08:14:04
#> 29 15:00:04
#> 30 16:37:20
#> 31 22:38:12
#> 32 12:33:42
#> 33 10:18:40
#> 34 17:23:20
#> 35 23:01:41
#> 36 15:03:24
#> 37 13:56:29
#> 38 14:21:28
#> 39 05:30:24
#> 40 08:09:32
#> 41 11:14:42
#> 42 07:28:15
#> 43 15:48:15
#> 44 06:12:30
#> 45 20:08:00
#> 46 15:50:37
#> 47 18:06:41
#> 48 17:59:10
#> 49 07:28:59
#> 50 07:58:04
#> 51 06:45:08
#> 52 10:57:14
#> 53 16:24:18
#> 54 10:45:48
#> 55 11:34:27
#> 56 08:22:11
#> 57 14:06:57
#> 58 10:07:14
#> 59 07:27:20
#> 60 10:33:52
#> 61 01:17:18
#> 62 10:33:54
#> 63 16:53:46
#> 64 01:24:27
#> 65 18:09:44
#> 66 17:38:41
#> 67 15:58:09
#> 68 19:55:04
#> 69 22:33:39
#> 70 14:53:32
#> 71 05:32:40
#> 72 11:40:03
#> 73 16:34:30
#> 74 05:15:30
#> 75 08:23:42
#> 76 00:56:53
#> 77 06:27:57
#> 78 14:49:11
#> 79 07:13:06
#> 80 09:54:59
#> 81 14:20:32
#> 82 21:12:36
#> 83 03:08:56
#> 84 06:57:31
#> 85 21:44:23
#> 86 11:39:54
#> 87 19:41:10
#> 88 16:54:46
#> 89 12:31:48
#> 90 09:16:50
#> 91 15:18:29
#> 92 06:48:46
#> 93 07:52:42
#> 94 05:44:05
#> 95 11:09:19
#> 96 18:21:33
#> 97 21:27:48
#> 98 04:21:11
#> 99 10:23:59
#> 100 17:45:04
#> filePath1
#> 1 https://panoptes-uploads.zooniverse.org/production/subject_location/05001-04e5c-08799-0e5a0-0921b.jpeg
#> 2 https://panoptes-uploads.zooniverse.org/production/subject_location/0641e-0bb66-0dbe5-04698-0d642.jpeg
#> 3 https://panoptes-uploads.zooniverse.org/production/subject_location/12e08-08799-06009-09168-128ec.jpeg
#> 4 https://panoptes-uploads.zooniverse.org/production/subject_location/0f158-16764-0e8c1-074fc-0f158.jpeg
#> 5 https://panoptes-uploads.zooniverse.org/production/subject_location/067c9-0da67-1640f-0d642-0c740.jpeg
#> 6 https://panoptes-uploads.zooniverse.org/production/subject_location/11abf-02de0-0667b-10062-05001.jpeg
#> 7 https://panoptes-uploads.zooniverse.org/production/subject_location/0c73c-18497-0c73c-0b861-089ce.jpeg
#> 8 https://panoptes-uploads.zooniverse.org/production/subject_location/17b82-074fc-18603-14776-08799.jpeg
#> 9 https://panoptes-uploads.zooniverse.org/production/subject_location/12658-12ced-04e59-0c740-10ef3.jpeg
#> 10 https://panoptes-uploads.zooniverse.org/production/subject_location/04d81-0ad29-18497-12e08-111f8.jpeg
#> 11 https://panoptes-uploads.zooniverse.org/production/subject_location/02b91-10062-166e4-0f768-06581.jpeg
#> 12 https://panoptes-uploads.zooniverse.org/production/subject_location/0847e-05865-03b2b-02b91-0e14e.jpeg
#> 13 https://panoptes-uploads.zooniverse.org/production/subject_location/10362-04a51-02fa5-0da67-166e4.jpeg
#> 14 https://panoptes-uploads.zooniverse.org/production/subject_location/0b5f1-0dc73-0e49a-16e94-0b7f9.jpeg
#> 15 https://panoptes-uploads.zooniverse.org/production/subject_location/09aa9-06009-0962b-16a2a-12538.jpeg
#> 16 https://panoptes-uploads.zooniverse.org/production/subject_location/1172c-0921b-16764-12658-0b5f1.jpeg
#> 17 https://panoptes-uploads.zooniverse.org/production/subject_location/0e8c1-0e49a-111f8-05e27-0fca6.jpeg
#> 18 https://panoptes-uploads.zooniverse.org/production/subject_location/0643f-0e3b0-09aa9-095a2-09aa9.jpeg
#> 19 https://panoptes-uploads.zooniverse.org/production/subject_location/04a51-08285-089ce-1640f-1565e.jpeg
#> 20 https://panoptes-uploads.zooniverse.org/production/subject_location/0962b-057c2-10ef3-18603-09add.jpeg
#> 21 https://panoptes-uploads.zooniverse.org/production/subject_location/162f6-128ec-12eee-111f8-067c9.jpeg
#> 22 https://panoptes-uploads.zooniverse.org/production/subject_location/166e4-12eee-06774-02fa5-057c2.jpeg
#> 23 https://panoptes-uploads.zooniverse.org/production/subject_location/0dc73-04d21-12ced-0f98c-0dc73.jpeg
#> 24 https://panoptes-uploads.zooniverse.org/production/subject_location/10ef3-02fa5-095a2-04d81-0b861.jpeg
#> 25 https://panoptes-uploads.zooniverse.org/production/subject_location/13c34-0e8c1-0dc73-06774-08285.jpeg
#> 26 https://panoptes-uploads.zooniverse.org/production/subject_location/0c740-17a2b-13552-05865-18603.jpeg
#> 27 https://panoptes-uploads.zooniverse.org/production/subject_location/0a76a-067c9-07229-06009-18497.jpeg
#> 28 https://panoptes-uploads.zooniverse.org/production/subject_location/054a0-05001-0295e-128ec-0962b.jpeg
#> 29 https://panoptes-uploads.zooniverse.org/production/subject_location/14f11-05e27-0f768-0b790-05865.jpeg
#> 30 https://panoptes-uploads.zooniverse.org/production/subject_location/0921b-162f6-1565e-04e59-0a4ae.jpeg
#> 31 https://panoptes-uploads.zooniverse.org/production/subject_location/128ec-06774-02b91-08f79-054a0.jpeg
#> 32 https://panoptes-uploads.zooniverse.org/production/subject_location/08285-1586a-0a76a-091a6-0ad29.jpeg
#> 33 https://panoptes-uploads.zooniverse.org/production/subject_location/0e49a-14f11-0e5a0-15d0d-12eee.jpeg
#> 34 https://panoptes-uploads.zooniverse.org/production/subject_location/05e27-13c34-0a98b-068bf-12658.jpeg
#> 35 https://panoptes-uploads.zooniverse.org/production/subject_location/08799-0f768-12658-12eee-11abf.jpeg
#> 36 https://panoptes-uploads.zooniverse.org/production/subject_location/14776-09aa9-0e14e-13c34-04d21.jpeg
#> 37 https://panoptes-uploads.zooniverse.org/production/subject_location/12ced-0a4ae-08f79-0b5f1-1141f.jpeg
#> 38 https://panoptes-uploads.zooniverse.org/production/subject_location/04698-0641e-14776-166e4-0532a.jpeg
#> 39 https://panoptes-uploads.zooniverse.org/production/subject_location/091a6-0f98c-15ef4-13552-1172c.jpeg
#> 40 https://panoptes-uploads.zooniverse.org/production/subject_location/0fca6-0643f-08a2e-057c2-02fa5.jpeg
#> 41 https://panoptes-uploads.zooniverse.org/production/subject_location/18497-0962b-05001-0295e-0a98b.jpeg
#> 42 https://panoptes-uploads.zooniverse.org/production/subject_location/13552-095a2-0a4ae-0847e-10062.jpeg
#> 43 https://panoptes-uploads.zooniverse.org/production/subject_location/1565e-0dbe5-0ad29-17b82-08a2e.jpeg
#> 44 https://panoptes-uploads.zooniverse.org/production/subject_location/0ff35-0e14e-0f158-09aa9-162f6.jpeg
#> 45 https://panoptes-uploads.zooniverse.org/production/subject_location/0cdef-07229-04e5c-0e3b0-12ced.jpeg
#> 46 https://panoptes-uploads.zooniverse.org/production/subject_location/111f8-0a76a-13d27-162f6-0b790.jpeg
#> 47 https://panoptes-uploads.zooniverse.org/production/subject_location/0da67-0c740-057c2-13d27-17a2b.jpeg
#> 48 https://panoptes-uploads.zooniverse.org/production/subject_location/02de0-03b2b-13c34-0cdef-09168.jpeg
#> 49 https://panoptes-uploads.zooniverse.org/production/subject_location/04e5c-0e3aa-09add-12ced-04e5c.jpeg
#> 50 https://panoptes-uploads.zooniverse.org/production/subject_location/06774-09168-17b82-07229-0847e.jpeg
#> 51 https://panoptes-uploads.zooniverse.org/production/subject_location/06581-09add-0f98c-03b2b-0dbe5.jpeg
#> 52 https://panoptes-uploads.zooniverse.org/production/subject_location/16a2a-16a2a-04d21-17a2b-06774.jpeg
#> 53 https://panoptes-uploads.zooniverse.org/production/subject_location/12538-0667b-16e94-04a51-091a6.jpeg
#> 54 https://panoptes-uploads.zooniverse.org/production/subject_location/0e3aa-15ef4-14f11-12538-0f98c.jpeg
#> 55 https://panoptes-uploads.zooniverse.org/production/subject_location/0b7f9-0b5f1-16a2a-11abf-13c34.jpeg
#> 56 https://panoptes-uploads.zooniverse.org/production/subject_location/0e3b0-0ff35-068bf-0a4ae-0a76a.jpeg
#> 57 https://panoptes-uploads.zooniverse.org/production/subject_location/08f79-1172c-0e3aa-0e3aa-03b2b.jpeg
#> 58 https://panoptes-uploads.zooniverse.org/production/subject_location/0b861-091a6-12e08-09add-04698.jpeg
#> 59 https://panoptes-uploads.zooniverse.org/production/subject_location/0e5a0-166e4-04a51-0643f-10362.jpeg
#> 60 https://panoptes-uploads.zooniverse.org/production/subject_location/0532a-0b790-0cdef-0641e-0295e.jpeg
#> 61 https://panoptes-uploads.zooniverse.org/production/subject_location/1141f-08a2e-05e27-10ef3-14776.jpeg
#> 62 https://panoptes-uploads.zooniverse.org/production/subject_location/09168-1141f-0b7f9-05001-0641e.jpeg
#> 63 https://panoptes-uploads.zooniverse.org/production/subject_location/0b790-0b861-09168-15ef4-0da67.jpeg
#> 64 https://panoptes-uploads.zooniverse.org/production/subject_location/0d642-054a0-1172c-0c73c-05e27.jpeg
#> 65 https://panoptes-uploads.zooniverse.org/production/subject_location/09add-13d27-1586a-067c9-0e3b0.jpeg
#> 66 https://panoptes-uploads.zooniverse.org/production/subject_location/12eee-0295e-0b861-04e5c-06009.jpeg
#> 67 https://panoptes-uploads.zooniverse.org/production/subject_location/17a2b-16e94-0c62b-0ff35-0cdef.jpeg
#> 68 https://panoptes-uploads.zooniverse.org/production/subject_location/0f768-14776-10362-10362-02b91.jpeg
#> 69 https://panoptes-uploads.zooniverse.org/production/subject_location/06009-0b7f9-091a6-089ce-13552.jpeg
#> 70 https://panoptes-uploads.zooniverse.org/production/subject_location/1586a-0f158-0b790-0921b-16764.jpeg
#> 71 https://panoptes-uploads.zooniverse.org/production/subject_location/0295e-068bf-02de0-04d21-0e49a.jpeg
#> 72 https://panoptes-uploads.zooniverse.org/production/subject_location/0a4ae-02b91-0fca6-0f158-04d81.jpeg
#> 73 https://panoptes-uploads.zooniverse.org/production/subject_location/10062-04698-15d0d-08a2e-0bb66.jpeg
#> 74 https://panoptes-uploads.zooniverse.org/production/subject_location/0c62b-0a98b-0ff35-18497-02de0.jpeg
#> 75 https://panoptes-uploads.zooniverse.org/production/subject_location/03b2b-17b82-06581-0a98b-16a2a.jpeg
#> 76 https://panoptes-uploads.zooniverse.org/production/subject_location/18603-12e08-0847e-0bb66-0667b.jpeg
#> 77 https://panoptes-uploads.zooniverse.org/production/subject_location/0a98b-0532a-162f6-054a0-0e5a0.jpeg
#> 78 https://panoptes-uploads.zooniverse.org/production/subject_location/15ef4-10ef3-0643f-0dbe5-0e3aa.jpeg
#> 79 https://panoptes-uploads.zooniverse.org/production/subject_location/0e14e-0847e-0c740-06581-0e8c1.jpeg
#> 80 https://panoptes-uploads.zooniverse.org/production/subject_location/089ce-089ce-067c9-0e49a-074fc.jpeg
#> 81 https://panoptes-uploads.zooniverse.org/production/subject_location/0dbe5-111f8-0921b-08799-1586a.jpeg
#> 82 https://panoptes-uploads.zooniverse.org/production/subject_location/095a2-12538-04698-0dc73-14f11.jpeg
#> 83 https://panoptes-uploads.zooniverse.org/production/subject_location/13d27-0d642-0bb66-0e14e-0ff35.jpeg
#> 84 https://panoptes-uploads.zooniverse.org/production/subject_location/07229-0c62b-12538-16764-04e59.jpeg
#> 85 https://panoptes-uploads.zooniverse.org/production/subject_location/16764-10362-0d642-0532a-068bf.jpeg
#> 86 https://panoptes-uploads.zooniverse.org/production/subject_location/074fc-12658-054a0-0ad29-08f79.jpeg
#> 87 https://panoptes-uploads.zooniverse.org/production/subject_location/15d0d-0cdef-074fc-0b7f9-04a51.jpeg
#> 88 https://panoptes-uploads.zooniverse.org/production/subject_location/04e59-11abf-0b5f1-0e8c1-12e08.jpeg
#> 89 https://panoptes-uploads.zooniverse.org/production/subject_location/16e94-1640f-04d81-0a76a-17b82.jpeg
#> 90 https://panoptes-uploads.zooniverse.org/production/subject_location/1640f-08f79-0e3b0-02de0-15d0d.jpeg
#> 91 https://panoptes-uploads.zooniverse.org/production/subject_location/0ad29-15d0d-05865-14f11-16e94.jpeg
#> 92 https://panoptes-uploads.zooniverse.org/production/subject_location/04d21-0c73c-17a2b-08285-0c73c.jpeg
#> 93 https://panoptes-uploads.zooniverse.org/production/subject_location/068bf-0e5a0-0532a-1586a-0f768.jpeg
#> 94 https://panoptes-uploads.zooniverse.org/production/subject_location/0f98c-04e59-11abf-1565e-0643f.jpeg
#> 95 https://panoptes-uploads.zooniverse.org/production/subject_location/05865-18603-10062-1141f-15ef4.jpeg
#> 96 https://panoptes-uploads.zooniverse.org/production/subject_location/057c2-06581-0641e-0c62b-095a2.jpeg
#> 97 https://panoptes-uploads.zooniverse.org/production/subject_location/0667b-1565e-1141f-1172c-13d27.jpeg
#> 98 https://panoptes-uploads.zooniverse.org/production/subject_location/08a2e-13552-128ec-0667b-1640f.jpeg
#> 99 https://panoptes-uploads.zooniverse.org/production/subject_location/0bb66-04d81-0da67-0fca6-07229.jpeg
#> 100 https://panoptes-uploads.zooniverse.org/production/subject_location/02fa5-0fca6-08285-0962b-0c62b.jpeg
#> filePath2
#> 1 https://panoptes-uploads.zooniverse.org/production/subject_location/07fe2-03ce5-0426a-10105-07fe2.jpeg
#> 2 https://panoptes-uploads.zooniverse.org/production/subject_location/0aff8-07e62-17f05-0e7e5-08592.jpeg
#> 3 https://panoptes-uploads.zooniverse.org/production/subject_location/0544f-082ac-166bd-08592-06f15.jpeg
#> 4 https://panoptes-uploads.zooniverse.org/production/subject_location/0a3dd-0995b-16499-168aa-10b9d.jpeg
#> 5 https://panoptes-uploads.zooniverse.org/production/subject_location/08b07-12a2d-183ec-10b9d-093b7.jpeg
#> 6 https://panoptes-uploads.zooniverse.org/production/subject_location/0ec1b-0aa18-10c3d-08b07-183ec.jpeg
#> 7 https://panoptes-uploads.zooniverse.org/production/subject_location/157fb-167b7-17cf3-0e983-0aecc.jpeg
#> 8 https://panoptes-uploads.zooniverse.org/production/subject_location/06f8b-0efee-10eee-03ce5-0aff8.jpeg
#> 9 https://panoptes-uploads.zooniverse.org/production/subject_location/0e581-0279e-042c2-0337c-02cd3.jpeg
#> 10 https://panoptes-uploads.zooniverse.org/production/subject_location/17ba7-11eba-06f15-06a39-07e62.jpeg
#> 11 https://panoptes-uploads.zooniverse.org/production/subject_location/183ec-168aa-10105-0995b-04e47.jpeg
#> 12 https://panoptes-uploads.zooniverse.org/production/subject_location/17f05-0e4f6-0ec1b-183ec-05851.jpeg
#> 13 https://panoptes-uploads.zooniverse.org/production/subject_location/065aa-183ec-0e7e5-0aecc-0f371.jpeg
#> 14 https://panoptes-uploads.zooniverse.org/production/subject_location/10b9d-1373f-180c5-07218-0a9c0.jpeg
#> 15 https://panoptes-uploads.zooniverse.org/production/subject_location/032c0-08144-180ee-0e581-10105.jpeg
#> 16 https://panoptes-uploads.zooniverse.org/production/subject_location/05851-131b9-11eba-0b381-0ef2c.jpeg
#> 17 https://panoptes-uploads.zooniverse.org/production/subject_location/0750c-032c0-05851-17f05-0995b.jpeg
#> 18 https://panoptes-uploads.zooniverse.org/production/subject_location/10c3d-06a39-0aebd-0d2be-10c3d.jpeg
#> 19 https://panoptes-uploads.zooniverse.org/production/subject_location/04b3a-17b24-0be8a-0efee-0a3dd.jpeg
#> 20 https://panoptes-uploads.zooniverse.org/production/subject_location/0f371-166bd-07fe2-0a828-11d29.jpeg
#> 21 https://panoptes-uploads.zooniverse.org/production/subject_location/07e62-128a4-1744c-160a0-0aa18.jpeg
#> 22 https://panoptes-uploads.zooniverse.org/production/subject_location/16499-0fdde-160a0-11eba-09f3a.jpeg
#> 23 https://panoptes-uploads.zooniverse.org/production/subject_location/167b7-0750c-0e581-042c2-0426a.jpeg
#> 24 https://panoptes-uploads.zooniverse.org/production/subject_location/0337c-04e47-131b9-166bd-10eee.jpeg
#> 25 https://panoptes-uploads.zooniverse.org/production/subject_location/087dc-17ba7-168fa-097f2-146ad.jpeg
#> 26 https://panoptes-uploads.zooniverse.org/production/subject_location/09293-0a3dd-183ff-07fe2-11eba.jpeg
#> 27 https://panoptes-uploads.zooniverse.org/production/subject_location/131b9-10b9d-07c76-17b24-07c9f.jpeg
#> 28 https://panoptes-uploads.zooniverse.org/production/subject_location/128a4-03486-0ac2e-065aa-183ff.jpeg
#> 29 https://panoptes-uploads.zooniverse.org/production/subject_location/0be8a-10c3d-02cd3-0b9eb-0e7e5.jpeg
#> 30 https://panoptes-uploads.zooniverse.org/production/subject_location/11a43-02b32-0a828-0c0cb-07218.jpeg
#> 31 https://panoptes-uploads.zooniverse.org/production/subject_location/07218-092aa-0a9c0-0750c-0c0cb.jpeg
#> 32 https://panoptes-uploads.zooniverse.org/production/subject_location/06f15-180c5-0b9eb-0aebd-06a39.jpeg
#> 33 https://panoptes-uploads.zooniverse.org/production/subject_location/07c9f-027e6-11d29-12a2d-0279e.jpeg
#> 34 https://panoptes-uploads.zooniverse.org/production/subject_location/0b6c6-08592-0337c-1744c-03486.jpeg
#> 35 https://panoptes-uploads.zooniverse.org/production/subject_location/04e47-11a43-146ad-02c37-0964f.jpeg
#> 36 https://panoptes-uploads.zooniverse.org/production/subject_location/0a828-146ad-0aff8-180c5-0eb5f.jpeg
#> 37 https://panoptes-uploads.zooniverse.org/production/subject_location/0aecc-180ee-0ef2c-0ef2c-168fa.jpeg
#> 38 https://panoptes-uploads.zooniverse.org/production/subject_location/0e4f6-07190-168aa-06f15-17ba7.jpeg
#> 39 https://panoptes-uploads.zooniverse.org/production/subject_location/0e7e5-0ac2e-07218-10c3d-1744c.jpeg
#> 40 https://panoptes-uploads.zooniverse.org/production/subject_location/08bdb-0d2be-0eb5f-145ca-0311e.jpeg
#> 41 https://panoptes-uploads.zooniverse.org/production/subject_location/0c0cb-0ef2c-0aa18-0426a-0a828.jpeg
#> 42 https://panoptes-uploads.zooniverse.org/production/subject_location/07c76-02cd3-157fb-06f8b-0544f.jpeg
#> 43 https://panoptes-uploads.zooniverse.org/production/subject_location/03ce5-168fa-097f2-0eb5f-0efee.jpeg
#> 44 https://panoptes-uploads.zooniverse.org/production/subject_location/06a39-0e581-17b24-0e4f6-100a4.jpeg
#> 45 https://panoptes-uploads.zooniverse.org/production/subject_location/1373f-10eee-08592-11d29-145ca.jpeg
#> 46 https://panoptes-uploads.zooniverse.org/production/subject_location/11d29-07218-08b07-167b7-042c2.jpeg
#> 47 https://panoptes-uploads.zooniverse.org/production/subject_location/092aa-17cf3-1373f-07190-17f05.jpeg
#> 48 https://panoptes-uploads.zooniverse.org/production/subject_location/0426a-0be8a-06f8b-092aa-0832d.jpeg
#> 49 https://panoptes-uploads.zooniverse.org/production/subject_location/09f3a-157fb-09293-1181a-130db.jpeg
#> 50 https://panoptes-uploads.zooniverse.org/production/subject_location/145ca-0311e-03ce5-0a9c0-168aa.jpeg
#> 51 https://panoptes-uploads.zooniverse.org/production/subject_location/166bd-145ca-0a3dd-04e47-08db3.jpeg
#> 52 https://panoptes-uploads.zooniverse.org/production/subject_location/0ac2e-16499-0c0cb-16499-02b32.jpeg
#> 53 https://panoptes-uploads.zooniverse.org/production/subject_location/0a9c0-100a4-03486-0832d-17b24.jpeg
#> 54 https://panoptes-uploads.zooniverse.org/production/subject_location/06f8c-0eb5f-04e47-17ba7-0aebd.jpeg
#> 55 https://panoptes-uploads.zooniverse.org/production/subject_location/0eb5f-097f2-06f8c-0ec1b-065aa.jpeg
#> 56 https://panoptes-uploads.zooniverse.org/production/subject_location/0e983-02c37-1181a-11e98-1181a.jpeg
#> 57 https://panoptes-uploads.zooniverse.org/production/subject_location/0964f-0b6c6-12a2d-093b7-0d2be.jpeg
#> 58 https://panoptes-uploads.zooniverse.org/production/subject_location/02cd3-0964f-128a4-082ac-160a0.jpeg
#> 59 https://panoptes-uploads.zooniverse.org/production/subject_location/10eee-0b381-167b7-0aa18-180c5.jpeg
#> 60 https://panoptes-uploads.zooniverse.org/production/subject_location/0b9eb-06f15-0311e-09f3a-0b9eb.jpeg
#> 61 https://panoptes-uploads.zooniverse.org/production/subject_location/0aa18-09f3a-07c9f-07e62-08bdb.jpeg
#> 62 https://panoptes-uploads.zooniverse.org/production/subject_location/02b32-0aecc-092aa-100a4-082ac.jpeg
#> 63 https://panoptes-uploads.zooniverse.org/production/subject_location/0311e-08b07-0f371-0be8a-157fb.jpeg
#> 64 https://panoptes-uploads.zooniverse.org/production/subject_location/180ee-042c2-07e62-128a4-128a4.jpeg
#> 65 https://panoptes-uploads.zooniverse.org/production/subject_location/168aa-0a828-032c0-1373f-09293.jpeg
#> 66 https://panoptes-uploads.zooniverse.org/production/subject_location/08144-07fe2-07190-180ee-167b7.jpeg
#> 67 https://panoptes-uploads.zooniverse.org/production/subject_location/0279e-087dc-145ca-05851-027e6.jpeg
#> 68 https://panoptes-uploads.zooniverse.org/production/subject_location/12a2d-11e98-11e98-0ac2e-131b9.jpeg
#> 69 https://panoptes-uploads.zooniverse.org/production/subject_location/146ad-0a9c0-0544f-06f8c-08b07.jpeg
#> 70 https://panoptes-uploads.zooniverse.org/production/subject_location/0995b-183ff-08144-168fa-12a2d.jpeg
#> 71 https://panoptes-uploads.zooniverse.org/production/subject_location/180c5-130db-0964f-11a43-0e983.jpeg
#> 72 https://panoptes-uploads.zooniverse.org/production/subject_location/0efee-10105-0995b-02b32-180ee.jpeg
#> 73 https://panoptes-uploads.zooniverse.org/production/subject_location/10105-0544f-0e983-0fdde-16499.jpeg
#> 74 https://panoptes-uploads.zooniverse.org/production/subject_location/0b381-11d29-0832d-07c76-0ec1b.jpeg
#> 75 https://panoptes-uploads.zooniverse.org/production/subject_location/0ef2c-07c9f-082ac-0a3dd-0ac2e.jpeg
#> 76 https://panoptes-uploads.zooniverse.org/production/subject_location/160a0-17f05-0750c-08db3-07190.jpeg
#> 77 https://panoptes-uploads.zooniverse.org/production/subject_location/168fa-06f8c-02c37-087dc-0e581.jpeg
#> 78 https://panoptes-uploads.zooniverse.org/production/subject_location/100a4-09293-06a39-0b6c6-097f2.jpeg
#> 79 https://panoptes-uploads.zooniverse.org/production/subject_location/183ff-0832d-17ba7-10eee-032c0.jpeg
#> 80 https://panoptes-uploads.zooniverse.org/production/subject_location/1181a-07c76-0fdde-04b3a-06f8b.jpeg
#> 81 https://panoptes-uploads.zooniverse.org/production/subject_location/0fdde-08db3-093b7-0964f-03ce5.jpeg
#> 82 https://panoptes-uploads.zooniverse.org/production/subject_location/130db-0e7e5-08bdb-131b9-0be8a.jpeg
#> 83 https://panoptes-uploads.zooniverse.org/production/subject_location/02c37-1744c-027e6-08144-0337c.jpeg
#> 84 https://panoptes-uploads.zooniverse.org/production/subject_location/08db3-093b7-0efee-03486-02c37.jpeg
#> 85 https://panoptes-uploads.zooniverse.org/production/subject_location/11eba-0f371-0d2be-09293-07c76.jpeg
#> 86 https://panoptes-uploads.zooniverse.org/production/subject_location/08592-08bdb-02b32-08bdb-0750c.jpeg
#> 87 https://panoptes-uploads.zooniverse.org/production/subject_location/027e6-0aff8-0279e-0311e-166bd.jpeg
#> 88 https://panoptes-uploads.zooniverse.org/production/subject_location/11e98-04b3a-087dc-17cf3-092aa.jpeg
#> 89 https://panoptes-uploads.zooniverse.org/production/subject_location/097f2-0337c-0aecc-027e6-0b6c6.jpeg
#> 90 https://panoptes-uploads.zooniverse.org/production/subject_location/1744c-0aebd-08db3-130db-11e98.jpeg
#> 91 https://panoptes-uploads.zooniverse.org/production/subject_location/042c2-06f8b-0e4f6-0f371-0e4f6.jpeg
#> 92 https://panoptes-uploads.zooniverse.org/production/subject_location/03486-0426a-065aa-02cd3-04b3a.jpeg
#> 93 https://panoptes-uploads.zooniverse.org/production/subject_location/0aebd-0e983-0b381-183ff-1373f.jpeg
#> 94 https://panoptes-uploads.zooniverse.org/production/subject_location/0d2be-1181a-11a43-0aff8-08144.jpeg
#> 95 https://panoptes-uploads.zooniverse.org/production/subject_location/07190-065aa-0b6c6-0544f-06f8c.jpeg
#> 96 https://panoptes-uploads.zooniverse.org/production/subject_location/17b24-0b9eb-100a4-0279e-11a43.jpeg
#> 97 https://panoptes-uploads.zooniverse.org/production/subject_location/0832d-05851-10b9d-032c0-0fdde.jpeg
#> 98 https://panoptes-uploads.zooniverse.org/production/subject_location/17cf3-160a0-04b3a-07c9f-087dc.jpeg
#> 99 https://panoptes-uploads.zooniverse.org/production/subject_location/082ac-0c0cb-130db-146ad-17cf3.jpeg
#> 100 https://panoptes-uploads.zooniverse.org/production/subject_location/093b7-0ec1b-09f3a-157fb-0b381.jpeg
#> filePath3
#> 1 https://panoptes-uploads.zooniverse.org/production/subject_location/0cc55-0ac28-16735-15df2-0e220.jpeg
#> 2 https://panoptes-uploads.zooniverse.org/production/subject_location/0eb9a-0a366-05c31-143b4-0caed.jpeg
#> 3 https://panoptes-uploads.zooniverse.org/production/subject_location/0a490-0a9ab-11744-0e845-0a490.jpeg
#> 4 https://panoptes-uploads.zooniverse.org/production/subject_location/11744-11744-02c31-02c31-06aae.jpeg
#> 5 https://panoptes-uploads.zooniverse.org/production/subject_location/0a9ab-057ce-08df3-16735-0fc35.jpeg
#> 6 https://panoptes-uploads.zooniverse.org/production/subject_location/131b6-0a7b4-105f4-109f8-17a8d.jpeg
#> 7 https://panoptes-uploads.zooniverse.org/production/subject_location/0dba5-0446c-0e8e6-0cc55-06546.jpeg
#> 8 https://panoptes-uploads.zooniverse.org/production/subject_location/05ac3-0b143-1103c-0feb2-05c31.jpeg
#> 9 https://panoptes-uploads.zooniverse.org/production/subject_location/04e32-065a2-0eccd-06aae-048a8.jpeg
#> 10 https://panoptes-uploads.zooniverse.org/production/subject_location/065a2-143b4-0a490-062c9-12b40.jpeg
#> 11 https://panoptes-uploads.zooniverse.org/production/subject_location/0577b-16735-12f95-048a8-150e7.jpeg
#> 12 https://panoptes-uploads.zooniverse.org/production/subject_location/06546-0d0fd-04293-0d0fd-0eccd.jpeg
#> 13 https://panoptes-uploads.zooniverse.org/production/subject_location/046dc-0bd1e-0caed-0a2e6-0a48d.jpeg
#> 14 https://panoptes-uploads.zooniverse.org/production/subject_location/0a2e6-05208-06546-02d1b-17d44.jpeg
#> 15 https://panoptes-uploads.zooniverse.org/production/subject_location/16d18-05ac3-048a8-17d44-16735.jpeg
#> 16 https://panoptes-uploads.zooniverse.org/production/subject_location/0fc35-0872f-0fc35-057ce-04b41.jpeg
#> 17 https://panoptes-uploads.zooniverse.org/production/subject_location/1103c-06546-0eb9a-0446c-0d3a4.jpeg
#> 18 https://panoptes-uploads.zooniverse.org/production/subject_location/0780c-12f8d-062c9-0e220-08df3.jpeg
#> 19 https://panoptes-uploads.zooniverse.org/production/subject_location/17a8d-04e32-0d3a4-13559-02c31.jpeg
#> 20 https://panoptes-uploads.zooniverse.org/production/subject_location/12f8d-0780c-1456f-02ab4-0b995.jpeg
#> 21 https://panoptes-uploads.zooniverse.org/production/subject_location/099d2-02d1b-05154-09b28-053f9.jpeg
#> 22 https://panoptes-uploads.zooniverse.org/production/subject_location/13ab0-0e845-03044-04b41-0780c.jpeg
#> 23 https://panoptes-uploads.zooniverse.org/production/subject_location/17320-097d8-04b17-02eda-0bd6b.jpeg
#> 24 https://panoptes-uploads.zooniverse.org/production/subject_location/02c31-09b28-16d18-1456f-11e1c.jpeg
#> 25 https://panoptes-uploads.zooniverse.org/production/subject_location/0d0fd-06a1a-0cfa8-15eee-12f8d.jpeg
#> 26 https://panoptes-uploads.zooniverse.org/production/subject_location/0eccd-11e1c-17416-13ab0-13559.jpeg
#> 27 https://panoptes-uploads.zooniverse.org/production/subject_location/12f95-0a490-143b4-123a6-17320.jpeg
#> 28 https://panoptes-uploads.zooniverse.org/production/subject_location/0a366-0dba5-17d44-099d2-038b4.jpeg
#> 29 https://panoptes-uploads.zooniverse.org/production/subject_location/150e7-146e5-0a9ab-0a490-1456f.jpeg
#> 30 https://panoptes-uploads.zooniverse.org/production/subject_location/05c31-082d3-05ac3-0a366-0b143.jpeg
#> 31 https://panoptes-uploads.zooniverse.org/production/subject_location/06aae-150e7-09b28-04293-07929.jpeg
#> 32 https://panoptes-uploads.zooniverse.org/production/subject_location/0285d-02eda-0a2e6-065a2-0794b.jpeg
#> 33 https://panoptes-uploads.zooniverse.org/production/subject_location/15dd4-12ac6-0bd1e-0a48d-18572.jpeg
#> 34 https://panoptes-uploads.zooniverse.org/production/subject_location/09b53-123a6-15eee-0285d-097d8.jpeg
#> 35 https://panoptes-uploads.zooniverse.org/production/subject_location/15df2-0e8e6-17a8d-05ac3-05154.jpeg
#> 36 https://panoptes-uploads.zooniverse.org/production/subject_location/12b40-0a1c9-0794b-12b40-0bd1e.jpeg
#> 37 https://panoptes-uploads.zooniverse.org/production/subject_location/038b4-17531-123a6-0872f-046dc.jpeg
#> 38 https://panoptes-uploads.zooniverse.org/production/subject_location/09b28-02ab4-0446c-0e8e6-057ce.jpeg
#> 39 https://panoptes-uploads.zooniverse.org/production/subject_location/0bd1e-0b995-0aa7a-0bd6b-0e8e6.jpeg
#> 40 https://panoptes-uploads.zooniverse.org/production/subject_location/04293-12467-038b4-04b17-0cfa8.jpeg
#> 41 https://panoptes-uploads.zooniverse.org/production/subject_location/0a7b4-0a2e6-0e220-0fc35-0feb2.jpeg
#> 42 https://panoptes-uploads.zooniverse.org/production/subject_location/062c9-05607-099d2-0b995-02eda.jpeg
#> 43 https://panoptes-uploads.zooniverse.org/production/subject_location/12ac6-17a8d-12f8d-17a8d-146e5.jpeg
#> 44 https://panoptes-uploads.zooniverse.org/production/subject_location/109f8-04b17-15dd4-150e7-06a1a.jpeg
#> 45 https://panoptes-uploads.zooniverse.org/production/subject_location/151f0-15df2-02ab4-08df3-0a2e6.jpeg
#> 46 https://panoptes-uploads.zooniverse.org/production/subject_location/08df3-15dd4-0b995-0eb9a-05f3e.jpeg
#> 47 https://panoptes-uploads.zooniverse.org/production/subject_location/02ab4-0eb9a-13ab0-05607-0a7b4.jpeg
#> 48 https://panoptes-uploads.zooniverse.org/production/subject_location/11e1c-15eee-0bd6b-0eccd-09b53.jpeg
#> 49 https://panoptes-uploads.zooniverse.org/production/subject_location/097d8-1103c-0577b-0d3a4-1103c.jpeg
#> 50 https://panoptes-uploads.zooniverse.org/production/subject_location/0e220-04b41-0a48d-097d8-16d18.jpeg
#> 51 https://panoptes-uploads.zooniverse.org/production/subject_location/1456f-0cc55-05607-0a9ab-04b17.jpeg
#> 52 https://panoptes-uploads.zooniverse.org/production/subject_location/17416-07929-13559-18572-0cc55.jpeg
#> 53 https://panoptes-uploads.zooniverse.org/production/subject_location/02eda-16d18-046dc-05f3e-0aa7a.jpeg
#> 54 https://panoptes-uploads.zooniverse.org/production/subject_location/06a1a-05154-12b40-0dba5-17dc8.jpeg
#> 55 https://panoptes-uploads.zooniverse.org/production/subject_location/05607-0cfa8-108b6-0a7b4-0f7ea.jpeg
#> 56 https://panoptes-uploads.zooniverse.org/production/subject_location/15eee-151f0-131b6-12467-143b4.jpeg
#> 57 https://panoptes-uploads.zooniverse.org/production/subject_location/0794b-17d44-0f388-053f9-1382f.jpeg
#> 58 https://panoptes-uploads.zooniverse.org/production/subject_location/0e845-0bd6b-12ac6-17416-02d1b.jpeg
#> 59 https://panoptes-uploads.zooniverse.org/production/subject_location/07929-0feb2-17531-0cfa8-065a2.jpeg
#> 60 https://panoptes-uploads.zooniverse.org/production/subject_location/05f3e-0e220-0a366-0ac28-151f0.jpeg
#> 61 https://panoptes-uploads.zooniverse.org/production/subject_location/18572-048a8-18572-17320-0a366.jpeg
#> 62 https://panoptes-uploads.zooniverse.org/production/subject_location/0bd6b-17416-12467-146e5-0ac28.jpeg
#> 63 https://panoptes-uploads.zooniverse.org/production/subject_location/0caed-0fc35-0e845-12ac6-05607.jpeg
#> 64 https://panoptes-uploads.zooniverse.org/production/subject_location/16735-131b6-0dba5-17f9e-03044.jpeg
#> 65 https://panoptes-uploads.zooniverse.org/production/subject_location/04b41-099d2-146e5-05154-123a6.jpeg
#> 66 https://panoptes-uploads.zooniverse.org/production/subject_location/123a6-0d3a4-109f8-0b143-04293.jpeg
#> 67 https://panoptes-uploads.zooniverse.org/production/subject_location/0872f-053f9-17dc8-17dc8-0eb9a.jpeg
#> 68 https://panoptes-uploads.zooniverse.org/production/subject_location/12467-05f3e-0feb2-05c31-0dba5.jpeg
#> 69 https://panoptes-uploads.zooniverse.org/production/subject_location/0f388-12f95-17320-15dd4-105f4.jpeg
#> 70 https://panoptes-uploads.zooniverse.org/production/subject_location/146e5-18572-02eda-12f95-082d3.jpeg
#> 71 https://panoptes-uploads.zooniverse.org/production/subject_location/105f4-0285d-0780c-131b6-0f388.jpeg
#> 72 https://panoptes-uploads.zooniverse.org/production/subject_location/17d44-0caed-082d3-16d18-131b6.jpeg
#> 73 https://panoptes-uploads.zooniverse.org/production/subject_location/04b17-0eccd-0872f-0bd1e-0a9ab.jpeg
#> 74 https://panoptes-uploads.zooniverse.org/production/subject_location/02d1b-09b53-057ce-11e1c-17416.jpeg
#> 75 https://panoptes-uploads.zooniverse.org/production/subject_location/048a8-17dc8-07929-046dc-12467.jpeg
#> 76 https://panoptes-uploads.zooniverse.org/production/subject_location/13559-0f388-0285d-0caed-15dd4.jpeg
#> 77 https://panoptes-uploads.zooniverse.org/production/subject_location/0a48d-108b6-1382f-038b4-0d0fd.jpeg
#> 78 https://panoptes-uploads.zooniverse.org/production/subject_location/0e8e6-02c31-11e1c-105f4-15df2.jpeg
#> 79 https://panoptes-uploads.zooniverse.org/production/subject_location/108b6-17f9e-065a2-06a1a-15eee.jpeg
#> 80 https://panoptes-uploads.zooniverse.org/production/subject_location/0aa7a-04293-0f7ea-108b6-062c9.jpeg
#> 81 https://panoptes-uploads.zooniverse.org/production/subject_location/0ac28-17320-0a7b4-151f0-109f8.jpeg
#> 82 https://panoptes-uploads.zooniverse.org/production/subject_location/082d3-109f8-02d1b-0794b-17f9e.jpeg
#> 83 https://panoptes-uploads.zooniverse.org/production/subject_location/0feb2-1456f-05f3e-0f388-0e845.jpeg
#> 84 https://panoptes-uploads.zooniverse.org/production/subject_location/17dc8-12b40-0d0fd-05208-0446c.jpeg
#> 85 https://panoptes-uploads.zooniverse.org/production/subject_location/1382f-105f4-0b143-1103c-02ab4.jpeg
#> 86 https://panoptes-uploads.zooniverse.org/production/subject_location/0a1c9-1382f-150e7-0f7ea-099d2.jpeg
#> 87 https://panoptes-uploads.zooniverse.org/production/subject_location/057ce-08df3-04e32-12f8d-0285d.jpeg
#> 88 https://panoptes-uploads.zooniverse.org/production/subject_location/0b143-05c31-06a1a-0a1c9-12f95.jpeg
#> 89 https://panoptes-uploads.zooniverse.org/production/subject_location/0d3a4-13559-17f9e-0aa7a-0577b.jpeg
#> 90 https://panoptes-uploads.zooniverse.org/production/subject_location/03044-0a48d-15df2-11744-09b28.jpeg
#> 91 https://panoptes-uploads.zooniverse.org/production/subject_location/143b4-046dc-0cc55-17531-05208.jpeg
#> 92 https://panoptes-uploads.zooniverse.org/production/subject_location/05154-03044-0a1c9-03044-04e32.jpeg
#> 93 https://panoptes-uploads.zooniverse.org/production/subject_location/053f9-13ab0-05208-04e32-0a1c9.jpeg
#> 94 https://panoptes-uploads.zooniverse.org/production/subject_location/0cfa8-0577b-04b41-09b53-05ac3.jpeg
#> 95 https://panoptes-uploads.zooniverse.org/production/subject_location/0446c-0f7ea-151f0-06546-108b6.jpeg
#> 96 https://panoptes-uploads.zooniverse.org/production/subject_location/0b995-0aa7a-09b53-0780c-12ac6.jpeg
#> 97 https://panoptes-uploads.zooniverse.org/production/subject_location/05208-062c9-06aae-082d3-0872f.jpeg
#> 98 https://panoptes-uploads.zooniverse.org/production/subject_location/0f7ea-038b4-053f9-07929-11744.jpeg
#> 99 https://panoptes-uploads.zooniverse.org/production/subject_location/17f9e-0794b-097d8-1382f-17531.jpeg
#> 100 https://panoptes-uploads.zooniverse.org/production/subject_location/17531-06aae-0ac28-0577b-13ab0.jpeg
#> capture captureID countMax countMedian countMin standing resting moving
#> 1 50 17544573 1 1 1 0 0 1
#> 2 40 17636050 2 2 1 0.12 0 0.88
#> 3 5 17759087 2 2 1 0 0 1
#> 4 94 17754007 6 6 5 0.24 0 0.24
#> 5 210 17711850 2 2 2 0.08 0.92 0.08
#> 6 152 17185207 1 1 1 0.63 0.05 0.37
#> 7 52 17125444 3 3 1 0.87 0 0.93
#> 8 113 17622991 1 1 1 0.39 0 0.67
#> 9 22 17622324 4 4 3 0.95 0 0.15
#> 10 9 17530848 2 2 1 0 0 1
#> 11 50 17990301 6 5 5 0.13 0 0.07
#> 12 131 17448162 11-50 11-50 8 0.13 0 0.47
#> 13 130 17589587 1 1 1 0.05 0 0.95
#> 14 179 17103328 5 4 4 0.75 0 0.4
#> 15 136 17125779 3 2 2 0 0 1
#> 16 93 17323383 1 1 1 0.17 0 0.83
#> 17 89 17856721 4 4 3 0.33 0 0.87
#> 18 82 17170749 5 4 1 0.24 0 0.47
#> 19 96 17849333 11-50 11-50 10 0.4 0.07 0.53
#> 20 79 17320221 2 2 1 0.18 0 0.73
#> 21 11 17434963 1 1 1 0.06 0 0.94
#> 22 119 17489538 1 1 1 0.05 0 0.95
#> 23 214 17373209 1 1 1 0 0 0.47
#> 24 134 17658502 1 1 1 0.1 0 0.9
#> 25 196 17081288 3 3 3 0.78 0 0.11
#> 26 43 17455891 4 4 2 0.05 0 1
#> 27 122 17564654 6 6 5 0.62 0.06 0.88
#> 28 146 17991264 1 1 1 0 0 1
#> 29 121 17107232 5 4 3 0.2 0.13 0.47
#> 30 44 17789829 2 2 1 0 0 0.69
#> 31 138 17451674 1 1 1 0.67 0 0.42
#> 32 120 17021266 2 1 1 0.06 0 0.94
#> 33 56 17820489 1 1 1 0.06 0 0.94
#> 34 129 17241877 2 2 2 0.06 0 1
#> 35 143 17606497 4 2 1 0.1 0 0
#> 36 114 17809269 5 5 4 0.2 0 0.73
#> 37 32 17260415 1 1 1 0.19 0 0.81
#> 38 107 17577619 1 1 1 0.06 0 0.41
#> 39 127 17509843 1 1 1 0.11 0 0.94
#> 40 112 17368344 3 3 1 0.81 0 0.25
#> 41 144 17166373 4 4 2 0.06 0 1
#> 42 6 17258040 1 1 1 0.06 0 0.94
#> 43 28 17368392 1 1 1 0.06 0 1
#> 44 70 17959281 1 1 1 0 0 0.12
#> 45 104 17297799 6 6 4 0.18 0.06 0.65
#> 46 185 17659572 1 1 1 0.06 0 1
#> 47 300 17437691 1 1 1 0.18 0 0.88
#> 48 84 17274967 1 1 1 0.17 0 0.89
#> 49 9 17533275 1 1 1 0.09 0 1
#> 50 67 17212399 2 2 1 0.07 0 0.93
#> 51 618 17582988 6 6 6 0.44 0 0.5
#> 52 637 17685617 10 10 8 0.47 0 0.65
#> 53 385 17058335 1 1 1 0.16 0 0.11
#> 54 333 17208304 10 9 9 0.54 0 0.31
#> 55 265 17137184 1 1 1 0 0 1
#> 56 336 17473049 1 1 1 0 0 1
#> 57 317 17307295 1 1 1 0.65 0 0.1
#> 58 363 17234439 5 4 3 0.06 0.06 0.94
#> 59 206 17366525 1 1 1 0 0 1
#> 60 243 17615033 1 1 1 0.5 0 0.5
#> 61 33 17468754 6 5 4 0.24 0 0.24
#> 62 16 17956878 5 4 3 0 0 1
#> 63 53 17714754 6 6 5 0.07 0 0.43
#> 64 16 17064544 2 1 1 0.33 0 0.39
#> 65 63 17434628 4 3 2 0.24 0 0.65
#> 66 106 17399115 5 4 3 0.14 0 1
#> 67 29 17170443 5 5 5 0.06 0 0.94
#> 68 118 17904289 1 1 1 0.07 0 0.93
#> 69 59 17148506 2 2 1 0.08 0.92 0.77
#> 70 133 17583801 1 1 1 0.53 0 0.47
#> 71 14 17252634 3 1 1 0.19 0 0.12
#> 72 45 17362254 2 1 1 0.12 0 0.88
#> 73 54 17376453 2 1 1 0 0 0
#> 74 33 17778470 1 1 1 0.62 0 0.44
#> 75 130 17854752 11-50 11-50 9 0.53 0 0.59
#> 76 47 17755685 5 4 4 0.6 0 0.7
#> 77 156 17485281 1 1 1 0 0 1
#> 78 208 17153920 3 2 1 0.71 0 0.59
#> 79 44 17330460 2 1 1 0.29 0 0.14
#> 80 87 17094216 1 1 1 0.06 0 1
#> 81 184 17079988 3 2 2 0 0 1
#> 82 195 17097243 1 1 1 0.5 0 0.5
#> 83 58 17048189 9 9 6 0.15 0 0
#> 84 206 17883870 1 1 1 0.19 0 0.81
#> 85 138 17363112 4 3 3 0.53 0.06 0.41
#> 86 118 17612256 2 1 1 0.45 0 0.6
#> 87 232 17519786 1 1 1 0 0 1
#> 88 157 17922435 2 2 2 0 0 1
#> 89 99 17063095 1 1 1 0 0 1
#> 90 74 17507298 5 4 3 0.07 0 1
#> 91 97 17549360 1 1 1 0.19 0 0
#> 92 25 17663252 1 1 1 0.74 0 0.26
#> 93 237 17627110 1 1 1 0 0 0.94
#> 94 87 17374502 2 2 1 0.06 0 0.94
#> 95 50 17669877 11-50 11-50 11-50 0.28 0 0.5
#> 96 45 17483743 11-50 11-50 11-50 0.4 0.1 0.5
#> 97 38 17913397 2 2 2 0.83 0 0.72
#> 98 14 17603971 1 1 1 0.65 0 0.3
#> 99 204 17271764 1 1 1 1 0 0
#> 100 13 17116257 3 2 1 0 0 0.5
#> eating interacting drinking youngPresent hornsVisible consensusSpecies
#> 1 0 0 <NA> 0 <NA> 1
#> 2 0 0 <NA> 0 0 0.85
#> 3 0 0 <NA> 0.08 0 0.63
#> 4 0.88 0 <NA> 0.06 0 0.85
#> 5 0.92 0 <NA> 0 0.92 0.72
#> 6 0 0 <NA> 0 <NA> 1
#> 7 0 0 <NA> 0.2 0 0.75
#> 8 0.06 0 <NA> 0 <NA> 0.9
#> 9 0.2 0.1 <NA> 0.9 <NA> 1
#> 10 0 0 <NA> 0 0 0.75
#> 11 1 0 <NA> 0 0.07 0.79
#> 12 0.93 0 <NA> 0 <NA> 0.83
#> 13 0 0 <NA> 0 0.05 1
#> 14 0.1 0.05 <NA> 0.4 <NA> 1
#> 15 0 0 <NA> 0 0 0.68
#> 16 0 0 <NA> 0 <NA> 0.5
#> 17 0.53 0 <NA> 0.07 0.07 0.75
#> 18 0.94 0 <NA> 0.12 0 0.94
#> 19 0.87 0 <NA> 0.07 <NA> 0.88
#> 20 1 0 <NA> 0 0 0.65
#> 21 0 0 <NA> 0 <NA> 0.89
#> 22 0.05 0 <NA> 0 0.95 0.95
#> 23 0.87 0 <NA> 0 0 0.83
#> 24 0 0 <NA> 0 0.9 1
#> 25 0.67 0.33 <NA> 0.39 0.06 0.9
#> 26 0.05 0 <NA> 0.5 <NA> 1
#> 27 0.69 0.06 <NA> 0 0.12 0.84
#> 28 0 0 <NA> 0 <NA> 0.39
#> 29 0.8 0 <NA> 0 <NA> 0.94
#> 30 0.38 0 <NA> 0.08 0 0.65
#> 31 0 0 <NA> 0 <NA> 0.86
#> 32 0 0 <NA> 0.06 0 0.94
#> 33 0 0 <NA> 0 <NA> 0.85
#> 34 0 0 <NA> 0.24 0.18 0.89
#> 35 0.9 0 <NA> 0 0 0.91
#> 36 0.87 0 <NA> 0.07 0 0.79
#> 37 0 0 <NA> 0 0 0.84
#> 38 0.71 0 <NA> 0 0 0.94
#> 39 0 0 <NA> 0.06 0 0.9
#> 40 0.94 0.5 <NA> 0 0 0.8
#> 41 0 0 <NA> 0.71 0.12 0.89
#> 42 0.06 0 <NA> 0 0 0.94
#> 43 0 0 <NA> 0.06 0.38 0.89
#> 44 1 0 <NA> 0 <NA> 0.47
#> 45 0.82 0 <NA> 0 <NA> 0.89
#> 46 0 0 <NA> 0 0 0.85
#> 47 0.06 0 <NA> 0 <NA> 0.85
#> 48 0 0 <NA> 0 <NA> 0.95
#> 49 0 0 <NA> 0 0 1
#> 50 0 0 <NA> 0 0 0.75
#> 51 0.94 0.06 <NA> 0.17 0.78 1
#> 52 1 0 <NA> 0.12 0 0.85
#> 53 0.89 0 <NA> 0 0.89 0.95
#> 54 1 0 <NA> 0.08 0 0.68
#> 55 0 0 <NA> 0 <NA> 0.74
#> 56 0 0 <NA> 0 0.94 0.94
#> 57 0.4 0 <NA> 0 <NA> 1
#> 58 0.06 0 <NA> 0 <NA> 0.9
#> 59 0 0 <NA> 0 <NA> 1
#> 60 0 0 <NA> 0 <NA> 1
#> 61 0.88 0 <NA> 0 0 0.89
#> 62 0 0 <NA> 0 0 0.95
#> 63 0.71 0.07 <NA> 0 <NA> 0.78
#> 64 0.28 0.06 <NA> 0 <NA> 0.95
#> 65 0.76 0 <NA> 0.06 <NA> 0.89
#> 66 0.36 0 <NA> 0.5 0 0.78
#> 67 0 0 <NA> 0.06 0.06 0.9
#> 68 0 0 <NA> 0 0 0.78
#> 69 0 0 <NA> 0.31 1 0.72
#> 70 0 0 <NA> 0 1 0.75
#> 71 1 0 <NA> 0 0 0.8
#> 72 0.06 0 <NA> 0 0.06 0.94
#> 73 1 0 <NA> 0 0 0.94
#> 74 0 0 <NA> 0 0 0.8
#> 75 0.94 0 <NA> 0.18 1 0.94
#> 76 0.05 0.2 <NA> 0.65 <NA> 1
#> 77 0 0 <NA> 0 <NA> 1
#> 78 0.35 0 <NA> 0 0.06 0.89
#> 79 0.86 0 <NA> 0 0 0.93
#> 80 0 0 <NA> 0 <NA> 0.84
#> 81 0 0 <NA> 0.07 0 0.79
#> 82 0 0 <NA> 0 <NA> 0.3
#> 83 1 0 <NA> 0.23 0 0.65
#> 84 0 0 <NA> 0 0 0.84
#> 85 0.88 0 <NA> 0.12 0 0.89
#> 86 0.05 0 <NA> 0 <NA> 1
#> 87 0 0 <NA> 0 0.12 0.85
#> 88 0 0 <NA> 0 0.83 0.9
#> 89 0 0 <NA> 0 <NA> 0.93
#> 90 0.2 0 <NA> 0.4 0 0.83
#> 91 0.94 0 <NA> 0 0 0.84
#> 92 0 0 <NA> 0 <NA> 1
#> 93 0.06 0 <NA> 0 1 0.95
#> 94 0.62 0 <NA> 0 0 0.94
#> 95 1 0.06 <NA> 0.11 <NA> 0.95
#> 96 0.8 0 <NA> 0 <NA> 0.62
#> 97 0.11 0.06 <NA> 0 0 0.86
#> 98 0.05 0 <NA> 0.05 <NA> 1
#> 99 0 0 <NA> 0 <NA> 1
#> 100 0.93 0 <NA> 0 0 0.74
#> PielouEvennessIndex classifier
#> 1 <NA> zooniverse
#> 2 <NA> zooniverse
#> 3 <NA> zooniverse
#> 4 <NA> zooniverse
#> 5 <NA> zooniverse
#> 6 <NA> zooniverse
#> 7 <NA> zooniverse
#> 8 <NA> zooniverse
#> 9 <NA> zooniverse
#> 10 <NA> zooniverse
#> 11 <NA> zooniverse
#> 12 <NA> zooniverse
#> 13 <NA> zooniverse
#> 14 <NA> zooniverse
#> 15 <NA> zooniverse
#> 16 <NA> zooniverse
#> 17 <NA> zooniverse
#> 18 <NA> zooniverse
#> 19 <NA> zooniverse
#> 20 <NA> zooniverse
#> 21 <NA> zooniverse
#> 22 <NA> zooniverse
#> 23 <NA> zooniverse
#> 24 <NA> zooniverse
#> 25 <NA> zooniverse
#> 26 <NA> zooniverse
#> 27 <NA> zooniverse
#> 28 <NA> zooniverse
#> 29 <NA> zooniverse
#> 30 <NA> zooniverse
#> 31 <NA> zooniverse
#> 32 <NA> zooniverse
#> 33 <NA> zooniverse
#> 34 <NA> zooniverse
#> 35 <NA> zooniverse
#> 36 <NA> zooniverse
#> 37 <NA> zooniverse
#> 38 <NA> zooniverse
#> 39 <NA> zooniverse
#> 40 <NA> zooniverse
#> 41 <NA> zooniverse
#> 42 <NA> zooniverse
#> 43 <NA> zooniverse
#> 44 <NA> zooniverse
#> 45 <NA> zooniverse
#> 46 <NA> zooniverse
#> 47 <NA> zooniverse
#> 48 <NA> zooniverse
#> 49 <NA> zooniverse
#> 50 <NA> zooniverse
#> 51 <NA> zooniverse
#> 52 <NA> zooniverse
#> 53 <NA> zooniverse
#> 54 <NA> zooniverse
#> 55 <NA> zooniverse
#> 56 <NA> zooniverse
#> 57 <NA> zooniverse
#> 58 <NA> zooniverse
#> 59 <NA> zooniverse
#> 60 <NA> zooniverse
#> 61 <NA> zooniverse
#> 62 <NA> zooniverse
#> 63 <NA> zooniverse
#> 64 <NA> zooniverse
#> 65 <NA> zooniverse
#> 66 <NA> zooniverse
#> 67 <NA> zooniverse
#> 68 <NA> zooniverse
#> 69 <NA> zooniverse
#> 70 <NA> zooniverse
#> 71 <NA> zooniverse
#> 72 <NA> zooniverse
#> 73 <NA> zooniverse
#> 74 <NA> zooniverse
#> 75 <NA> zooniverse
#> 76 <NA> zooniverse
#> 77 <NA> zooniverse
#> 78 <NA> zooniverse
#> 79 <NA> zooniverse
#> 80 <NA> zooniverse
#> 81 <NA> zooniverse
#> 82 <NA> zooniverse
#> 83 <NA> zooniverse
#> 84 <NA> zooniverse
#> 85 <NA> zooniverse
#> 86 <NA> zooniverse
#> 87 <NA> zooniverse
#> 88 <NA> zooniverse
#> 89 <NA> zooniverse
#> 90 <NA> zooniverse
#> 91 <NA> zooniverse
#> 92 <NA> zooniverse
#> 93 <NA> zooniverse
#> 94 <NA> zooniverse
#> 95 <NA> zooniverse
#> 96 <NA> zooniverse
#> 97 <NA> zooniverse
#> 98 <NA> zooniverse
#> 99 <NA> zooniverse
#> 100 <NA> zooniverse
standardize_snapshot_df(traptagger, standard)
#> Initial file: 9 columns, 100 rows.
#> Standardizing columns
#> Standardizing dates/times
#> Fill capture info
#> Cleaning location/camera, species and columns values
#> Final file: 27 columns, 100 rows. Here is a sneak peek:
#> locationID cameraID season roll eventID snapshotName eventDate eventTime
#> ATH ATH_B04 NA 1 ATH_B04#1#242 blank 2020-03-08 12:33:00
#> ATH ATH_B04 NA 1 ATH_B04#1#95 zebraburchells 2020-03-19 07:05:00
#> ATH ATH_B04 NA 1 ATH_B04#1#40 zebraburchells 2020-03-24 12:03:00
#> ATH ATH_B04 NA 1 ATH_B04#1#275 wildebeestblue 2020-03-26 13:49:00
#> ATH ATH_B04 NA 1 ATH_B04#1#315 blank 2020-04-15 14:28:00
#> locationID cameraID season roll eventID snapshotName eventDate
#> 1 ATH ATH_B04 <NA> 1 ATH_B04#1#242 blank 2020-03-08
#> 2 ATH ATH_B04 <NA> 1 ATH_B04#1#95 zebraburchells 2020-03-19
#> 3 ATH ATH_B04 <NA> 1 ATH_B04#1#40 zebraburchells 2020-03-24
#> 4 ATH ATH_B04 <NA> 1 ATH_B04#1#275 wildebeestblue 2020-03-26
#> 5 ATH ATH_B04 <NA> 1 ATH_B04#1#315 blank 2020-04-15
#> 6 ATH ATH_B04 <NA> 1 ATH_B04#1#5 zebraburchells 2020-05-31
#> 7 ATH ATH_B05 <NA> 1 ATH_B05#1#382 impala 2020-03-23
#> 8 ATH ATH_B05 <NA> 1 ATH_B05#1#148 impala 2020-04-12
#> 9 ATH ATH_B05 <NA> 1 ATH_B05#1#199 blank 2020-04-30
#> 10 ATH ATH_B05 <NA> 1 ATH_B05#1#19 zebraburchells 2020-05-20
#> 11 ATH ATH_B05 <NA> 1 ATH_B05#1#127 blank 2020-06-21
#> 12 ATH ATH_B06 <NA> 1 ATH_B06#1#674 impala 2020-03-08
#> 13 ATH ATH_B06 <NA> 1 ATH_B06#1#252 kudu 2020-03-19
#> 14 ATH ATH_B06 <NA> 1 ATH_B06#1#171 blank 2020-03-27
#> 15 ATH ATH_B06 <NA> 1 ATH_B06#1#364 blank 2020-03-29
#> 16 ATH ATH_B06 <NA> 1 ATH_B06#1#477 blank 2020-04-06
#> 17 ATH ATH_B06 <NA> 1 ATH_B06#1#328 blank 2020-04-06
#> 18 ATH ATH_B06 <NA> 1 ATH_B06#1#56 blank 2020-04-11
#> 19 ATH ATH_B06 <NA> 1 ATH_B06#1#232 kudu 2020-04-14
#> 20 ATH ATH_B06 <NA> 1 ATH_B06#1#283 zebraburchells 2020-04-30
#> 21 ATH ATH_B06 <NA> 1 ATH_B06#1#130 wildebeestblue 2020-05-10
#> 22 ATH ATH_B06 <NA> 1 ATH_B06#1#611 giraffe 2020-05-13
#> 23 ATH ATH_B06 <NA> 1 ATH_B06#1#631 blank 2020-06-11
#> 24 ATH ATH_B06 <NA> 1 ATH_B06#1#474 blank 2020-06-13
#> 25 ATH ATH_C03 <NA> 1 ATH_C03#1#28 eland 2020-03-25
#> 26 ATH ATH_C03 <NA> 1 ATH_C03#1#4 blank 2020-03-31
#> 27 ATH ATH_C04 <NA> 1 ATH_C04#1#92 zebraburchells 2020-04-10
#> 28 ATH ATH_C04 <NA> 1 ATH_C04#1#58 zebraburchells 2020-05-07
#> 29 ATH ATH_C04 <NA> 1 ATH_C04#1#46 impala 2020-06-03
#> 30 ATH ATH_C04 <NA> 1 ATH_C04#1#74 gemsbok 2020-06-25
#> 31 ATH ATH_C05 <NA> 1 ATH_C05#1#227 impala 2020-06-17
#> 32 ATH ATH_C06 <NA> 1 ATH_C06#1#83 blank 2020-06-30
#> 33 ATH ATH_C07 <NA> 1 ATH_C07#1#909 blank 2020-03-08
#> 34 ATH ATH_C07 <NA> 1 ATH_C07#1#1120 zebraburchells 2020-03-11
#> 35 ATH ATH_C07 <NA> 1 ATH_C07#1#446 blank 2020-03-11
#> 36 ATH ATH_C07 <NA> 1 ATH_C07#1#1000 blank 2020-03-18
#> 37 ATH ATH_C07 <NA> 1 ATH_C07#1#698 blank 2020-03-18
#> 38 ATH ATH_C07 <NA> 1 ATH_C07#1#586 wildebeestblue 2020-03-23
#> 39 ATH ATH_C07 <NA> 1 ATH_C07#1#1238 impala 2020-03-25
#> 40 ATH ATH_C07 <NA> 1 ATH_C07#1#53 blank 2020-03-27
#> 41 ATH ATH_C07 <NA> 1 ATH_C07#1#1282 blank 2020-03-29
#> 42 ATH ATH_C07 <NA> 1 ATH_C07#1#52 wildebeestblue 2020-04-06
#> 43 ATH ATH_C07 <NA> 1 ATH_C07#1#427 wildebeestblue 2020-04-07
#> 44 ATH ATH_C07 <NA> 1 ATH_C07#1#133 warthog 2020-04-08
#> 45 ATH ATH_C07 <NA> 1 ATH_C07#1#35 wildebeestblue 2020-04-12
#> 46 ATH ATH_C07 <NA> 1 ATH_C07#1#656 zebraburchells 2020-04-17
#> 47 ATH ATH_C07 <NA> 1 ATH_C07#1#685 giraffe 2020-04-21
#> 48 ATH ATH_C07 <NA> 1 ATH_C07#1#983 impala 2020-04-23
#> 49 ATH ATH_C07 <NA> 1 ATH_C07#1#825 blank 2020-04-26
#> 50 ATH ATH_C07 <NA> 1 ATH_C07#1#1204 impala 2020-05-06
#> 51 ATH ATH_C07 <NA> 1 ATH_C07#1#10 zebraburchells 2020-05-10
#> 52 ATH ATH_C07 <NA> 1 ATH_C07#1#510 blank 2020-05-13
#> 53 ATH ATH_C07 <NA> 1 ATH_C07#1#587 impala 2020-05-23
#> 54 ATH ATH_C07 <NA> 1 ATH_C07#1#987 blank 2020-07-01
#> 55 ATH ATH_D04 <NA> 1 ATH_D04#1#195 zebraburchells 2020-03-08
#> 56 ATH ATH_D04 <NA> 1 ATH_D04#1#433 wildebeestblue 2020-03-19
#> 57 ATH ATH_D04 <NA> 1 ATH_D04#1#200 impala 2020-03-26
#> 58 ATH ATH_D04 <NA> 1 ATH_D04#1#220 kudu 2020-03-27
#> 59 ATH ATH_D04 <NA> 1 ATH_D04#1#368 wildebeestblue 2020-03-30
#> 60 ATH ATH_D04 <NA> 1 ATH_D04#1#85 blank 2020-04-01
#> 61 ATH ATH_D04 <NA> 1 ATH_D04#1#277 blank 2020-04-12
#> 62 ATH ATH_D04 <NA> 1 ATH_D04#1#314 blank 2020-04-29
#> 63 ATH ATH_D04 <NA> 1 ATH_D04#1#18 harescrub 2020-06-21
#> 64 ATH ATH_D05 <NA> 1 ATH_D05#1#133 warthog 2020-04-01
#> 65 ATH ATH_D05 <NA> 1 ATH_D05#1#49 impala 2020-05-04
#> 66 ATH ATH_D06 <NA> 1 ATH_D06#1#91 blank 2020-03-08
#> 67 ATH ATH_D06 <NA> 1 ATH_D06#1#203 blank 2020-03-14
#> 68 ATH ATH_D06 <NA> 1 ATH_D06#1#197 blank 2020-03-18
#> 69 ATH ATH_D06 <NA> 1 ATH_D06#1#210 blank 2020-03-23
#> 70 ATH ATH_D06 <NA> 1 ATH_D06#1#23 blank 2020-03-24
#> 71 ATH ATH_D06 <NA> 1 ATH_D06#1#226 blank 2020-04-08
#> 72 ATH ATH_D06 <NA> 1 ATH_D06#1#107 wildebeestblue 2020-04-17
#> 73 ATH ATH_D07 <NA> 1 ATH_D07#1#184 impala 2020-04-13
#> 74 ATH ATH_D07 <NA> 1 ATH_D07#1#35 unresolvable 2020-04-21
#> 75 ATH ATH_E02 <NA> 1 ATH_E02#1#38 wildebeestblue 2020-03-12
#> 76 ATH ATH_E03 <NA> 1 ATH_E03#1#222 gemsbok 2020-05-17
#> 77 ATH ATH_E03 <NA> 1 ATH_E03#1#141 blank 2020-06-03
#> 78 ATH ATH_E06 <NA> 1 ATH_E06#1#56 impala 2020-03-23
#> 79 ATH ATH_E06 <NA> 1 ATH_E06#1#81 blank 2020-04-06
#> 80 ATH ATH_E06 <NA> 1 ATH_E06#1#13 zebraburchells 2020-04-16
#> 81 ATH ATH_F03 <NA> 1 ATH_F03#1#784 impala 2020-03-25
#> 82 ATH ATH_F03 <NA> 1 ATH_F03#1#853 buffalo 2020-03-25
#> 83 ATH ATH_F03 <NA> 1 ATH_F03#1#106 blank 2020-03-26
#> 84 ATH ATH_F03 <NA> 1 ATH_F03#1#723 buffalo 2020-03-27
#> 85 ATH ATH_F03 <NA> 1 ATH_F03#1#268 zebraburchells 2020-03-29
#> 86 ATH ATH_F03 <NA> 1 ATH_F03#1#694 wildebeestblue 2020-03-29
#> 87 ATH ATH_F03 <NA> 1 ATH_F03#1#461 impala 2020-03-29
#> 88 ATH ATH_F03 <NA> 1 ATH_F03#1#552 blank 2020-03-31
#> 89 ATH ATH_F03 <NA> 1 ATH_F03#1#356 blank 2020-03-31
#> 90 ATH ATH_F03 <NA> 1 ATH_F03#1#655 guineafowl 2020-04-10
#> 91 ATH ATH_F03 <NA> 1 ATH_F03#1#681 impala 2020-04-13
#> 92 ATH ATH_F03 <NA> 1 ATH_F03#1#560 impala 2020-04-14
#> 93 ATH ATH_F03 <NA> 1 ATH_F03#1#445 wildebeestblue 2020-04-15
#> 94 ATH ATH_F03 <NA> 1 ATH_F03#1#28 birdofprey 2020-04-19
#> 95 ATH ATH_F03 <NA> 1 ATH_F03#1#646 impala 2020-05-16
#> 96 ATH ATH_F03 <NA> 1 ATH_F03#1#443 hartebeestred 2020-05-16
#> 97 ATH ATH_F03 <NA> 1 ATH_F03#1#367 blank 2020-05-19
#> 98 ATH ATH_F03 <NA> 1 ATH_F03#1#165 blank 2020-05-25
#> 99 ATH ATH_F03 <NA> 1 ATH_F03#1#852 impala 2020-06-07
#> 100 ATH ATH_F04 <NA> 1 ATH_F04#1#81 waterbuck 2020-03-23
#> eventTime filePath1
#> 1 12:33:00 https://traptagger.co.uk/imageViewer?type=capture&id=2057129
#> 2 07:05:00 https://traptagger.co.uk/imageViewer?type=capture&id=2092228
#> 3 12:03:00 https://traptagger.co.uk/imageViewer?type=capture&id=2068032
#> 4 13:49:00 https://traptagger.co.uk/imageViewer?type=capture&id=2055815
#> 5 14:28:00 https://traptagger.co.uk/imageViewer?type=capture&id=2033926
#> 6 09:39:00 https://traptagger.co.uk/imageViewer?type=capture&id=2082774
#> 7 12:41:00 https://traptagger.co.uk/imageViewer?type=capture&id=2017515
#> 8 10:52:00 https://traptagger.co.uk/imageViewer?type=capture&id=2075637
#> 9 22:18:00 https://traptagger.co.uk/imageViewer?type=capture&id=2088673
#> 10 00:11:00 https://traptagger.co.uk/imageViewer?type=capture&id=2011831
#> 11 08:12:00 https://traptagger.co.uk/imageViewer?type=capture&id=2097830
#> 12 23:05:00 https://traptagger.co.uk/imageViewer?type=capture&id=2007101
#> 13 12:28:00 https://traptagger.co.uk/imageViewer?type=capture&id=2043415
#> 14 20:50:00 https://traptagger.co.uk/imageViewer?type=capture&id=2003260
#> 15 13:08:00 https://traptagger.co.uk/imageViewer?type=capture&id=2005254
#> 16 01:14:00 https://traptagger.co.uk/imageViewer?type=capture&id=2079317
#> 17 11:58:00 https://traptagger.co.uk/imageViewer?type=capture&id=2044623
#> 18 16:21:00 https://traptagger.co.uk/imageViewer?type=capture&id=2043420
#> 19 15:50:00 https://traptagger.co.uk/imageViewer?type=capture&id=2014891
#> 20 06:18:00 https://traptagger.co.uk/imageViewer?type=capture&id=2070569
#> 21 14:47:00 https://traptagger.co.uk/imageViewer?type=capture&id=2064705
#> 22 09:04:00 https://traptagger.co.uk/imageViewer?type=capture&id=2045520
#> 23 22:29:00 https://traptagger.co.uk/imageViewer?type=capture&id=2043723
#> 24 01:47:00 https://traptagger.co.uk/imageViewer?type=capture&id=2034387
#> 25 06:13:00 https://traptagger.co.uk/imageViewer?type=capture&id=2009600
#> 26 09:08:00 https://traptagger.co.uk/imageViewer?type=capture&id=2044668
#> 27 14:32:00 https://traptagger.co.uk/imageViewer?type=capture&id=2024387
#> 28 07:35:00 https://traptagger.co.uk/imageViewer?type=capture&id=2022353
#> 29 18:57:00 https://traptagger.co.uk/imageViewer?type=capture&id=2056772
#> 30 09:50:00 https://traptagger.co.uk/imageViewer?type=capture&id=2031486
#> 31 08:00:00 https://traptagger.co.uk/imageViewer?type=capture&id=2058847
#> 32 19:12:00 https://traptagger.co.uk/imageViewer?type=capture&id=2014554
#> 33 09:51:00 https://traptagger.co.uk/imageViewer?type=capture&id=2054541
#> 34 12:25:00 https://traptagger.co.uk/imageViewer?type=capture&id=2017950
#> 35 13:02:00 https://traptagger.co.uk/imageViewer?type=capture&id=2087163
#> 36 09:41:00 https://traptagger.co.uk/imageViewer?type=capture&id=2026389
#> 37 13:28:00 https://traptagger.co.uk/imageViewer?type=capture&id=2083127
#> 38 13:52:00 https://traptagger.co.uk/imageViewer?type=capture&id=2029694
#> 39 10:58:00 https://traptagger.co.uk/imageViewer?type=capture&id=2043263
#> 40 14:21:00 https://traptagger.co.uk/imageViewer?type=capture&id=2014116
#> 41 13:55:00 https://traptagger.co.uk/imageViewer?type=capture&id=2042584
#> 42 12:55:00 https://traptagger.co.uk/imageViewer?type=capture&id=2039503
#> 43 11:56:00 https://traptagger.co.uk/imageViewer?type=capture&id=2014937
#> 44 12:50:00 https://traptagger.co.uk/imageViewer?type=capture&id=2070658
#> 45 12:26:00 https://traptagger.co.uk/imageViewer?type=capture&id=2019672
#> 46 18:05:00 https://traptagger.co.uk/imageViewer?type=capture&id=2032818
#> 47 11:25:00 https://traptagger.co.uk/imageViewer?type=capture&id=2054189
#> 48 11:59:00 https://traptagger.co.uk/imageViewer?type=capture&id=2014251
#> 49 08:01:00 https://traptagger.co.uk/imageViewer?type=capture&id=2005667
#> 50 17:04:00 https://traptagger.co.uk/imageViewer?type=capture&id=2060878
#> 51 10:43:00 https://traptagger.co.uk/imageViewer?type=capture&id=2062118
#> 52 06:30:00 https://traptagger.co.uk/imageViewer?type=capture&id=2013088
#> 53 03:23:00 https://traptagger.co.uk/imageViewer?type=capture&id=2019331
#> 54 00:33:00 https://traptagger.co.uk/imageViewer?type=capture&id=2071436
#> 55 11:14:00 https://traptagger.co.uk/imageViewer?type=capture&id=2030801
#> 56 18:31:00 https://traptagger.co.uk/imageViewer?type=capture&id=2045649
#> 57 11:45:00 https://traptagger.co.uk/imageViewer?type=capture&id=2084505
#> 58 12:12:00 https://traptagger.co.uk/imageViewer?type=capture&id=2004683
#> 59 10:23:00 https://traptagger.co.uk/imageViewer?type=capture&id=2076765
#> 60 06:08:00 https://traptagger.co.uk/imageViewer?type=capture&id=2029882
#> 61 12:54:00 https://traptagger.co.uk/imageViewer?type=capture&id=2045627
#> 62 00:58:00 https://traptagger.co.uk/imageViewer?type=capture&id=2089025
#> 63 14:01:00 https://traptagger.co.uk/imageViewer?type=capture&id=2049636
#> 64 14:46:00 https://traptagger.co.uk/imageViewer?type=capture&id=2037627
#> 65 17:37:00 https://traptagger.co.uk/imageViewer?type=capture&id=2042512
#> 66 09:38:00 https://traptagger.co.uk/imageViewer?type=capture&id=2072435
#> 67 08:04:00 https://traptagger.co.uk/imageViewer?type=capture&id=2081161
#> 68 13:40:00 https://traptagger.co.uk/imageViewer?type=capture&id=2018193
#> 69 17:02:00 https://traptagger.co.uk/imageViewer?type=capture&id=2055452
#> 70 15:36:00 https://traptagger.co.uk/imageViewer?type=capture&id=2018870
#> 71 12:19:00 https://traptagger.co.uk/imageViewer?type=capture&id=2091848
#> 72 10:15:00 https://traptagger.co.uk/imageViewer?type=capture&id=2023715
#> 73 11:12:00 https://traptagger.co.uk/imageViewer?type=capture&id=2051444
#> 74 10:31:00 https://traptagger.co.uk/imageViewer?type=capture&id=2004108
#> 75 10:31:00 https://traptagger.co.uk/imageViewer?type=capture&id=2009604
#> 76 10:38:00 https://traptagger.co.uk/imageViewer?type=capture&id=2096015
#> 77 20:22:00 https://traptagger.co.uk/imageViewer?type=capture&id=2090523
#> 78 16:15:00 https://traptagger.co.uk/imageViewer?type=capture&id=2057964
#> 79 14:39:00 https://traptagger.co.uk/imageViewer?type=capture&id=2017077
#> 80 19:45:00 https://traptagger.co.uk/imageViewer?type=capture&id=2080824
#> 81 12:33:00 https://traptagger.co.uk/imageViewer?type=capture&id=2025772
#> 82 23:55:00 https://traptagger.co.uk/imageViewer?type=capture&id=2008028
#> 83 11:16:00 https://traptagger.co.uk/imageViewer?type=capture&id=2079022
#> 84 11:33:00 https://traptagger.co.uk/imageViewer?type=capture&id=2061789
#> 85 07:14:00 https://traptagger.co.uk/imageViewer?type=capture&id=2089831
#> 86 11:12:00 https://traptagger.co.uk/imageViewer?type=capture&id=2080316
#> 87 13:52:00 https://traptagger.co.uk/imageViewer?type=capture&id=2014230
#> 88 12:49:00 https://traptagger.co.uk/imageViewer?type=capture&id=2070843
#> 89 13:24:00 https://traptagger.co.uk/imageViewer?type=capture&id=2083476
#> 90 12:11:00 https://traptagger.co.uk/imageViewer?type=capture&id=2068161
#> 91 13:59:00 https://traptagger.co.uk/imageViewer?type=capture&id=2020394
#> 92 15:08:00 https://traptagger.co.uk/imageViewer?type=capture&id=2017136
#> 93 17:45:00 https://traptagger.co.uk/imageViewer?type=capture&id=2027658
#> 94 11:38:00 https://traptagger.co.uk/imageViewer?type=capture&id=2045138
#> 95 01:56:00 https://traptagger.co.uk/imageViewer?type=capture&id=2043151
#> 96 08:21:00 https://traptagger.co.uk/imageViewer?type=capture&id=2071224
#> 97 05:49:00 https://traptagger.co.uk/imageViewer?type=capture&id=2060948
#> 98 09:46:00 https://traptagger.co.uk/imageViewer?type=capture&id=2045735
#> 99 08:52:00 https://traptagger.co.uk/imageViewer?type=capture&id=2026367
#> 100 03:37:00 https://traptagger.co.uk/imageViewer?type=capture&id=2064909
#> filePath2 filePath3 capture captureID countMax countMedian countMin
#> 1 <NA> <NA> 242 2057129 <NA> 0 <NA>
#> 2 <NA> <NA> 95 2092228 <NA> 1 <NA>
#> 3 <NA> <NA> 40 2068032 <NA> 1 <NA>
#> 4 <NA> <NA> 275 2055815 <NA> 0 <NA>
#> 5 <NA> <NA> 315 2033926 <NA> 1 <NA>
#> 6 <NA> <NA> 5 2082774 <NA> 3 <NA>
#> 7 <NA> <NA> 382 2017515 <NA> 0 <NA>
#> 8 <NA> <NA> 148 2075637 <NA> 0 <NA>
#> 9 <NA> <NA> 199 2088673 <NA> 1 <NA>
#> 10 <NA> <NA> 19 2011831 <NA> 1 <NA>
#> 11 <NA> <NA> 127 2097830 <NA> 1 <NA>
#> 12 <NA> <NA> 674 2007101 <NA> 0 <NA>
#> 13 <NA> <NA> 252 2043415 <NA> 0 <NA>
#> 14 <NA> <NA> 171 2003260 <NA> 2 <NA>
#> 15 <NA> <NA> 364 2005254 <NA> 0 <NA>
#> 16 <NA> <NA> 477 2079317 <NA> 0 <NA>
#> 17 <NA> <NA> 328 2044623 <NA> 0 <NA>
#> 18 <NA> <NA> 56 2043420 <NA> 1 <NA>
#> 19 <NA> <NA> 232 2014891 <NA> 0 <NA>
#> 20 <NA> <NA> 283 2070569 <NA> 1 <NA>
#> 21 <NA> <NA> 130 2064705 <NA> 0 <NA>
#> 22 <NA> <NA> 611 2045520 <NA> 1 <NA>
#> 23 <NA> <NA> 631 2043723 <NA> 1 <NA>
#> 24 <NA> <NA> 474 2034387 <NA> 1 <NA>
#> 25 <NA> <NA> 28 2009600 <NA> 0 <NA>
#> 26 <NA> <NA> 4 2044668 <NA> 0 <NA>
#> 27 <NA> <NA> 92 2024387 <NA> 0 <NA>
#> 28 <NA> <NA> 58 2022353 <NA> 0 <NA>
#> 29 <NA> <NA> 46 2056772 <NA> 2 <NA>
#> 30 <NA> <NA> 74 2031486 <NA> 0 <NA>
#> 31 <NA> <NA> 227 2058847 <NA> 0 <NA>
#> 32 <NA> <NA> 83 2014554 <NA> 1 <NA>
#> 33 <NA> <NA> 909 2054541 <NA> 1 <NA>
#> 34 <NA> <NA> 1120 2017950 <NA> 1 <NA>
#> 35 <NA> <NA> 446 2087163 <NA> 1 <NA>
#> 36 <NA> <NA> 1000 2026389 <NA> 0 <NA>
#> 37 <NA> <NA> 698 2083127 <NA> 1 <NA>
#> 38 <NA> <NA> 586 2029694 <NA> 0 <NA>
#> 39 <NA> <NA> 1238 2043263 <NA> 2 <NA>
#> 40 <NA> <NA> 53 2014116 <NA> 1 <NA>
#> 41 <NA> <NA> 1282 2042584 <NA> 1 <NA>
#> 42 <NA> <NA> 52 2039503 <NA> 1 <NA>
#> 43 <NA> <NA> 427 2014937 <NA> 1 <NA>
#> 44 <NA> <NA> 133 2070658 <NA> 1 <NA>
#> 45 <NA> <NA> 35 2019672 <NA> 1 <NA>
#> 46 <NA> <NA> 656 2032818 <NA> 0 <NA>
#> 47 <NA> <NA> 685 2054189 <NA> 1 <NA>
#> 48 <NA> <NA> 983 2014251 <NA> 1 <NA>
#> 49 <NA> <NA> 825 2005667 <NA> 0 <NA>
#> 50 <NA> <NA> 1204 2060878 <NA> 1 <NA>
#> 51 <NA> <NA> 10 2062118 <NA> 1 <NA>
#> 52 <NA> <NA> 510 2013088 <NA> 1 <NA>
#> 53 <NA> <NA> 587 2019331 <NA> 1 <NA>
#> 54 <NA> <NA> 987 2071436 <NA> 0 <NA>
#> 55 <NA> <NA> 195 2030801 <NA> 1 <NA>
#> 56 <NA> <NA> 433 2045649 <NA> 1 <NA>
#> 57 <NA> <NA> 200 2084505 <NA> 0 <NA>
#> 58 <NA> <NA> 220 2004683 <NA> 0 <NA>
#> 59 <NA> <NA> 368 2076765 <NA> 0 <NA>
#> 60 <NA> <NA> 85 2029882 <NA> 1 <NA>
#> 61 <NA> <NA> 277 2045627 <NA> 0 <NA>
#> 62 <NA> <NA> 314 2089025 <NA> 2 <NA>
#> 63 <NA> <NA> 18 2049636 <NA> 1 <NA>
#> 64 <NA> <NA> 133 2037627 <NA> 0 <NA>
#> 65 <NA> <NA> 49 2042512 <NA> 0 <NA>
#> 66 <NA> <NA> 91 2072435 <NA> 0 <NA>
#> 67 <NA> <NA> 203 2081161 <NA> 2 <NA>
#> 68 <NA> <NA> 197 2018193 <NA> 1 <NA>
#> 69 <NA> <NA> 210 2055452 <NA> 0 <NA>
#> 70 <NA> <NA> 23 2018870 <NA> 1 <NA>
#> 71 <NA> <NA> 226 2091848 <NA> 0 <NA>
#> 72 <NA> <NA> 107 2023715 <NA> 1 <NA>
#> 73 <NA> <NA> 184 2051444 <NA> 1 <NA>
#> 74 <NA> <NA> 35 2004108 <NA> 0 <NA>
#> 75 <NA> <NA> 38 2009604 <NA> 3 <NA>
#> 76 <NA> <NA> 222 2096015 <NA> 0 <NA>
#> 77 <NA> <NA> 141 2090523 <NA> 1 <NA>
#> 78 <NA> <NA> 56 2057964 <NA> 0 <NA>
#> 79 <NA> <NA> 81 2017077 <NA> 1 <NA>
#> 80 <NA> <NA> 13 2080824 <NA> 0 <NA>
#> 81 <NA> <NA> 784 2025772 <NA> 0 <NA>
#> 82 <NA> <NA> 853 2008028 <NA> 1 <NA>
#> 83 <NA> <NA> 106 2079022 <NA> 0 <NA>
#> 84 <NA> <NA> 723 2061789 <NA> 0 <NA>
#> 85 <NA> <NA> 268 2089831 <NA> 0 <NA>
#> 86 <NA> <NA> 694 2080316 <NA> 0 <NA>
#> 87 <NA> <NA> 461 2014230 <NA> 0 <NA>
#> 88 <NA> <NA> 552 2070843 <NA> 0 <NA>
#> 89 <NA> <NA> 356 2083476 <NA> 1 <NA>
#> 90 <NA> <NA> 655 2068161 <NA> 0 <NA>
#> 91 <NA> <NA> 681 2020394 <NA> 1 <NA>
#> 92 <NA> <NA> 560 2017136 <NA> 0 <NA>
#> 93 <NA> <NA> 445 2027658 <NA> 1 <NA>
#> 94 <NA> <NA> 28 2045138 <NA> 1 <NA>
#> 95 <NA> <NA> 646 2043151 <NA> 0 <NA>
#> 96 <NA> <NA> 443 2071224 <NA> 1 <NA>
#> 97 <NA> <NA> 367 2060948 <NA> 1 <NA>
#> 98 <NA> <NA> 165 2045735 <NA> 0 <NA>
#> 99 <NA> <NA> 852 2026367 <NA> 0 <NA>
#> 100 <NA> <NA> 81 2064909 <NA> 0 <NA>
#> standing resting moving eating interacting drinking youngPresent
#> 1 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 2 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 3 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 4 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 5 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 6 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 7 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 8 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 9 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 10 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 11 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 12 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 13 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 14 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 15 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 16 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 17 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 18 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 19 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 20 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 21 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 22 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 23 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 24 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 25 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 26 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 27 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 28 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 29 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 30 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 31 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 32 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 33 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 34 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 35 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 36 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 37 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 38 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 39 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 40 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 41 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 42 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 43 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 44 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 45 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 46 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 47 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 48 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 49 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 50 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 51 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 52 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 53 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 54 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 55 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 56 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 57 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 58 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 59 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 60 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 61 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 62 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 63 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 64 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 65 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 66 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 67 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 68 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 69 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 70 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 71 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 72 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 73 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 74 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 75 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 76 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 77 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 78 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 79 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 80 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 81 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 82 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 83 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 84 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 85 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 86 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 87 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 88 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 89 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 90 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 91 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 92 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 93 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 94 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 95 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 96 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 97 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 98 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 99 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> 100 <NA> <NA> <NA> <NA> <NA> <NA> <NA>
#> hornsVisible consensusSpecies PielouEvennessIndex classifier
#> 1 <NA> <NA> <NA> traptagger
#> 2 <NA> <NA> <NA> traptagger
#> 3 <NA> <NA> <NA> traptagger
#> 4 <NA> <NA> <NA> traptagger
#> 5 <NA> <NA> <NA> traptagger
#> 6 <NA> <NA> <NA> traptagger
#> 7 <NA> <NA> <NA> traptagger
#> 8 <NA> <NA> <NA> traptagger
#> 9 <NA> <NA> <NA> traptagger
#> 10 <NA> <NA> <NA> traptagger
#> 11 <NA> <NA> <NA> traptagger
#> 12 <NA> <NA> <NA> traptagger
#> 13 <NA> <NA> <NA> traptagger
#> 14 <NA> <NA> <NA> traptagger
#> 15 <NA> <NA> <NA> traptagger
#> 16 <NA> <NA> <NA> traptagger
#> 17 <NA> <NA> <NA> traptagger
#> 18 <NA> <NA> <NA> traptagger
#> 19 <NA> <NA> <NA> traptagger
#> 20 <NA> <NA> <NA> traptagger
#> 21 <NA> <NA> <NA> traptagger
#> 22 <NA> <NA> <NA> traptagger
#> 23 <NA> <NA> <NA> traptagger
#> 24 <NA> <NA> <NA> traptagger
#> 25 <NA> <NA> <NA> traptagger
#> 26 <NA> <NA> <NA> traptagger
#> 27 <NA> <NA> <NA> traptagger
#> 28 <NA> <NA> <NA> traptagger
#> 29 <NA> <NA> <NA> traptagger
#> 30 <NA> <NA> <NA> traptagger
#> 31 <NA> <NA> <NA> traptagger
#> 32 <NA> <NA> <NA> traptagger
#> 33 <NA> <NA> <NA> traptagger
#> 34 <NA> <NA> <NA> traptagger
#> 35 <NA> <NA> <NA> traptagger
#> 36 <NA> <NA> <NA> traptagger
#> 37 <NA> <NA> <NA> traptagger
#> 38 <NA> <NA> <NA> traptagger
#> 39 <NA> <NA> <NA> traptagger
#> 40 <NA> <NA> <NA> traptagger
#> 41 <NA> <NA> <NA> traptagger
#> 42 <NA> <NA> <NA> traptagger
#> 43 <NA> <NA> <NA> traptagger
#> 44 <NA> <NA> <NA> traptagger
#> 45 <NA> <NA> <NA> traptagger
#> 46 <NA> <NA> <NA> traptagger
#> 47 <NA> <NA> <NA> traptagger
#> 48 <NA> <NA> <NA> traptagger
#> 49 <NA> <NA> <NA> traptagger
#> 50 <NA> <NA> <NA> traptagger
#> 51 <NA> <NA> <NA> traptagger
#> 52 <NA> <NA> <NA> traptagger
#> 53 <NA> <NA> <NA> traptagger
#> 54 <NA> <NA> <NA> traptagger
#> 55 <NA> <NA> <NA> traptagger
#> 56 <NA> <NA> <NA> traptagger
#> 57 <NA> <NA> <NA> traptagger
#> 58 <NA> <NA> <NA> traptagger
#> 59 <NA> <NA> <NA> traptagger
#> 60 <NA> <NA> <NA> traptagger
#> 61 <NA> <NA> <NA> traptagger
#> 62 <NA> <NA> <NA> traptagger
#> 63 <NA> <NA> <NA> traptagger
#> 64 <NA> <NA> <NA> traptagger
#> 65 <NA> <NA> <NA> traptagger
#> 66 <NA> <NA> <NA> traptagger
#> 67 <NA> <NA> <NA> traptagger
#> 68 <NA> <NA> <NA> traptagger
#> 69 <NA> <NA> <NA> traptagger
#> 70 <NA> <NA> <NA> traptagger
#> 71 <NA> <NA> <NA> traptagger
#> 72 <NA> <NA> <NA> traptagger
#> 73 <NA> <NA> <NA> traptagger
#> 74 <NA> <NA> <NA> traptagger
#> 75 <NA> <NA> <NA> traptagger
#> 76 <NA> <NA> <NA> traptagger
#> 77 <NA> <NA> <NA> traptagger
#> 78 <NA> <NA> <NA> traptagger
#> 79 <NA> <NA> <NA> traptagger
#> 80 <NA> <NA> <NA> traptagger
#> 81 <NA> <NA> <NA> traptagger
#> 82 <NA> <NA> <NA> traptagger
#> 83 <NA> <NA> <NA> traptagger
#> 84 <NA> <NA> <NA> traptagger
#> 85 <NA> <NA> <NA> traptagger
#> 86 <NA> <NA> <NA> traptagger
#> 87 <NA> <NA> <NA> traptagger
#> 88 <NA> <NA> <NA> traptagger
#> 89 <NA> <NA> <NA> traptagger
#> 90 <NA> <NA> <NA> traptagger
#> 91 <NA> <NA> <NA> traptagger
#> 92 <NA> <NA> <NA> traptagger
#> 93 <NA> <NA> <NA> traptagger
#> 94 <NA> <NA> <NA> traptagger
#> 95 <NA> <NA> <NA> traptagger
#> 96 <NA> <NA> <NA> traptagger
#> 97 <NA> <NA> <NA> traptagger
#> 98 <NA> <NA> <NA> traptagger
#> 99 <NA> <NA> <NA> traptagger
#> 100 <NA> <NA> <NA> traptagger
standardize_snapshot_df(digikam, standard, locationID_digikam = "MOK")
#> Initial file: 22 columns, 100 rows.
#> Standardizing columns
#> Match found in column names: renaming column metadata_Numberofindividuals into metadata_NumberOfIndividuals
#> Standardizing dates/times
#> Getting location code for Digikam data
#> Fill capture info
#> Cleaning location/camera, species and columns values
#> Final file: 27 columns, 100 rows. Here is a sneak peek:
#> locationID cameraID season roll eventID snapshotName eventDate eventTime
#> MOK MOK_A09 NA 1 MOK_A09#1#1 giraffe 2018-07-08 12:15:34
#> MOK MOK_A09 NA 1 MOK_A09#1#2 springbok 2018-08-26 10:45:55
#> MOK MOK_A09 NA 1 MOK_A09#1#3 unresolvable 2018-09-02 18:11:28
#> MOK MOK_B07 NA 1 MOK_B07#1#1 zebraburchells 2018-06-28 07:49:42
#> MOK MOK_B07 NA 1 MOK_B07#1#2 gemsbok 2018-08-19 09:11:55
#> locationID cameraID season roll eventID snapshotName eventDate
#> 1 MOK MOK_A09 <NA> 1 MOK_A09#1#1 giraffe 2018-07-08
#> 2 MOK MOK_A09 <NA> 1 MOK_A09#1#2 springbok 2018-08-26
#> 3 MOK MOK_A09 <NA> 1 MOK_A09#1#3 unresolvable 2018-09-02
#> 4 MOK MOK_B07 <NA> 1 MOK_B07#1#1 zebraburchells 2018-06-28
#> 5 MOK MOK_B07 <NA> 1 MOK_B07#1#2 gemsbok 2018-08-19
#> 6 MOK MOK_B09 <NA> 1 MOK_B09#1#1 springbok 2018-06-28
#> 7 MOK MOK_B09 <NA> 1 MOK_B09#1#2 zebraburchells 2018-06-29
#> 8 MOK MOK_B09 <NA> 1 MOK_B09#1#3 wildebeestblue 2018-07-11
#> 9 MOK MOK_B09 <NA> 1 MOK_B09#1#4 springbok 2018-07-14
#> 10 MOK MOK_B09 <NA> 1 MOK_B09#1#5 springbok 2018-08-19
#> 11 MOK MOK_B09 <NA> 1 MOK_B09#1#6 warthog 2018-08-29
#> 12 MOK MOK_B09 <NA> 1 MOK_B09#1#7 gemsbok 2018-09-02
#> 13 MOK MOK_C05 <NA> 1 MOK_C05#1#1 gemsbok 2018-06-30
#> 14 MOK MOK_C05 <NA> 1 MOK_C05#1#2 giraffe 2018-07-08
#> 15 MOK MOK_C05 <NA> 1 MOK_C05#1#3 hartebeestred 2018-07-26
#> 16 MOK MOK_C05 <NA> 1 MOK_C05#1#4 unresolvable 2018-08-14
#> 17 MOK MOK_C05 <NA> 1 MOK_C05#1#5 buffalo 2018-08-17
#> 18 MOK MOK_C05 <NA> 1 MOK_C05#1#6 tsessebe 2018-08-17
#> 19 MOK MOK_C05 <NA> 1 MOK_C05#1#7 gemsbok 2018-08-19
#> 20 MOK MOK_C05 <NA> 1 MOK_C05#1#8 warthog 2018-08-23
#> 21 MOK MOK_C05 <NA> 1 MOK_C05#1#9 springbok 2018-08-25
#> 22 MOK MOK_C05 <NA> 1 MOK_C05#1#10 duikercommon 2018-09-01
#> 23 MOK MOK_C05 <NA> 1 MOK_C05#1#11 zebraburchells 2018-09-02
#> 24 MOK MOK_C06 <NA> 1 MOK_C06#1#1 zebraburchells 2018-06-29
#> 25 MOK MOK_C06 <NA> 1 MOK_C06#1#2 eland 2018-07-11
#> 26 MOK MOK_C06 <NA> 1 MOK_C06#1#3 buffalo 2018-07-29
#> 27 MOK MOK_C06 <NA> 1 MOK_C06#1#4 kudu 2018-08-01
#> 28 MOK MOK_C06 <NA> 1 MOK_C06#1#5 gemsbok 2018-08-17
#> 29 MOK MOK_C06 <NA> 1 MOK_C06#1#6 springbok 2018-08-19
#> 30 MOK MOK_C06 <NA> 1 MOK_C06#1#7 wildebeestblue 2018-08-19
#> 31 MOK MOK_C06 <NA> 1 MOK_C06#1#8 unresolvable 2018-08-19
#> 32 MOK MOK_C06 <NA> 1 MOK_C06#1#9 giraffe 2018-08-26
#> 33 MOK MOK_C06 <NA> 1 MOK_C06#1#10 springbok 2018-08-31
#> 34 MOK MOK_C06 <NA> 1 MOK_C06#1#11 eland 2018-09-03
#> 35 MOK MOK_C07 <NA> 1 MOK_C07#1#1 unresolvable 2018-07-29
#> 36 MOK MOK_D04 <NA> 1 MOK_D04#1#1 rabbit 2018-06-26
#> 37 MOK MOK_D04 <NA> 1 MOK_D04#1#2 springbok 2018-06-28
#> 38 MOK MOK_D05 <NA> 1 MOK_D05#1#1 wildebeestblue 2018-06-26
#> 39 MOK MOK_D05 <NA> 1 MOK_D05#1#2 hartebeestred 2018-07-04
#> 40 MOK MOK_D05 <NA> 1 MOK_D05#1#3 hartebeestred 2018-07-19
#> 41 MOK MOK_D05 <NA> 1 MOK_D05#1#4 wildebeestblue 2018-07-29
#> 42 MOK MOK_D06 <NA> 1 MOK_D06#1#1 kudu 2018-06-25
#> 43 MOK MOK_D06 <NA> 1 MOK_D06#1#2 springbok 2018-06-27
#> 44 MOK MOK_D06 <NA> 1 MOK_D06#1#3 gemsbok 2018-07-09
#> 45 MOK MOK_D06 <NA> 1 MOK_D06#1#4 hartebeestred 2018-07-23
#> 46 MOK MOK_E01 <NA> 1 MOK_E01#1#1 zebraburchells 2018-07-02
#> 47 MOK MOK_E01 <NA> 1 MOK_E01#1#2 zebraburchells 2018-07-12
#> 48 MOK MOK_E01 <NA> 1 MOK_E01#1#3 springbok 2018-07-25
#> 49 MOK MOK_E02 <NA> 1 MOK_E02#1#1 impala 2018-08-08
#> 50 MOK MOK_E06 <NA> 1 MOK_E06#1#1 springbok 2018-06-25
#> 51 MOK MOK_E06 <NA> 1 MOK_E06#1#2 warthog 2018-06-28
#> 52 MOK MOK_E06 <NA> 1 MOK_E06#1#3 springbok 2018-06-29
#> 53 MOK MOK_E06 <NA> 1 MOK_E06#1#4 warthog 2018-06-29
#> 54 MOK MOK_E06 <NA> 1 MOK_E06#1#5 springbok 2018-07-10
#> 55 MOK MOK_E06 <NA> 1 MOK_E06#1#6 impala 2018-07-27
#> 56 MOK MOK_E06 <NA> 1 MOK_E06#1#7 warthog 2018-08-03
#> 57 MOK MOK_E06 <NA> 1 MOK_E06#1#8 eland 2018-08-07
#> 58 MOK MOK_E06 <NA> 1 MOK_E06#1#9 eland 2018-08-07
#> 59 MOK MOK_E06 <NA> 1 MOK_E06#1#10 wildebeestblue 2018-08-10
#> 60 MOK MOK_E06 <NA> 1 MOK_E06#1#11 zebraburchells 2018-08-11
#> 61 MOK MOK_E06 <NA> 1 MOK_E06#1#12 ostrich 2018-08-13
#> 62 MOK MOK_E06 <NA> 1 MOK_E06#1#13 unresolvable 2018-08-14
#> 63 MOK MOK_E06 <NA> 1 MOK_E06#1#14 giraffe 2018-08-20
#> 64 MOK MOK_E06 <NA> 1 MOK_E06#1#15 warthog 2018-08-22
#> 65 MOK MOK_E06 <NA> 1 MOK_E06#1#16 kudu 2018-08-23
#> 66 MOK MOK_E06 <NA> 1 MOK_E06#1#17 impala 2018-08-29
#> 67 MOK MOK_F02 <NA> 1 MOK_F02#1#1 springbok 2018-06-26
#> 68 MOK MOK_F02 <NA> 1 MOK_F02#1#2 warthog 2018-06-29
#> 69 MOK MOK_F02 <NA> 1 MOK_F02#1#3 gemsbok 2018-07-12
#> 70 MOK MOK_F02 <NA> 1 MOK_F02#1#4 eland 2018-07-19
#> 71 MOK MOK_F02 <NA> 1 MOK_F02#1#5 hartebeestred 2018-08-19
#> 72 MOK MOK_F03 <NA> 1 MOK_F03#1#1 hartebeestred 2018-07-11
#> 73 MOK MOK_F03 <NA> 1 MOK_F03#1#2 tsessebe 2018-07-25
#> 74 MOK MOK_F03 <NA> 1 MOK_F03#1#3 antelope 2018-08-22
#> 75 MOK MOK_F03 <NA> 1 MOK_F03#1#4 hartebeestred 2018-08-25
#> 76 MOK MOK_F04 <NA> 1 MOK_F04#1#1 springbok 2018-06-27
#> 77 MOK MOK_G03 <NA> 1 MOK_G03#1#1 porcupine 2018-06-28
#> 78 MOK MOK_G03 <NA> 1 MOK_G03#1#2 warthog 2018-06-29
#> 79 MOK MOK_G03 <NA> 1 MOK_G03#1#3 kudu 2018-07-01
#> 80 MOK MOK_G03 <NA> 1 MOK_G03#1#4 springbok 2018-07-02
#> 81 MOK MOK_G03 <NA> 1 MOK_G03#1#5 kudu 2018-07-06
#> 82 MOK MOK_G03 <NA> 1 MOK_G03#1#6 unresolvable 2018-07-16
#> 83 MOK MOK_G03 <NA> 1 MOK_G03#1#7 springbok 2018-07-23
#> 84 MOK MOK_G03 <NA> 1 MOK_G03#1#8 zebraburchells 2018-07-27
#> 85 MOK MOK_G03 <NA> 1 MOK_G03#1#9 springbok 2018-07-31
#> 86 MOK MOK_G03 <NA> 1 MOK_G03#1#10 springbok 2018-08-12
#> 87 MOK MOK_G03 <NA> 1 MOK_G03#1#11 kudu 2018-08-15
#> 88 MOK MOK_G03 <NA> 1 MOK_G03#1#12 kudu 2018-08-17
#> 89 MOK MOK_G03 <NA> 1 MOK_G03#1#13 tsessebe 2018-08-17
#> 90 MOK MOK_G03 <NA> 1 MOK_G03#1#14 wildebeestblue 2018-08-22
#> 91 MOK MOK_G03 <NA> 1 MOK_G03#1#15 springbok 2018-08-23
#> 92 MOK MOK_G03 <NA> 1 MOK_G03#1#16 antelope 2018-08-23
#> 93 MOK MOK_G04 <NA> 1 MOK_G04#1#1 kudu 2018-07-02
#> 94 MOK MOK_G04 <NA> 1 MOK_G04#1#2 springbok 2018-07-10
#> 95 MOK MOK_G04 <NA> 1 MOK_G04#1#3 springbok 2018-07-24
#> 96 MOK MOK_G04 <NA> 1 MOK_G04#1#4 springbok 2018-07-25
#> 97 MOK MOK_G04 <NA> 1 MOK_G04#1#5 kudu 2018-08-07
#> 98 MOK MOK_G04 <NA> 1 MOK_G04#1#6 ostrich 2018-08-18
#> 99 MOK MOK_G04 <NA> 1 MOK_G04#1#7 gemsbok 2018-08-19
#> 100 MOK MOK_G04 <NA> 1 MOK_G04#1#8 zebraburchells 2018-08-23
#> eventTime filePath1 filePath2 filePath3 capture
#> 1 12:15:34 E:/MOK/MOK_Roll1/A09/I_00038a.JPG <NA> <NA> 1
#> 2 10:45:55 E:/MOK/MOK_Roll1/A09/I__00153.JPG <NA> <NA> 2
#> 3 18:11:28 E:/MOK/MOK_Roll1/A09/I__00177.JPG <NA> <NA> 3
#> 4 07:49:42 E:/MOK/MOK_Roll1/B07/I_00007a.JPG <NA> <NA> 1
#> 5 09:11:55 E:/MOK/MOK_Roll1/B07/I_00129a.JPG <NA> <NA> 2
#> 6 15:56:37 E:/MOK/MOK_Roll1/B09/I__00014.JPG <NA> <NA> 1
#> 7 14:00:26 E:/MOK/MOK_Roll1/B09/I_00012a.JPG <NA> <NA> 2
#> 8 13:09:25 E:/MOK/MOK_Roll1/B09/I__00045.JPG <NA> <NA> 3
#> 9 14:20:37 E:/MOK/MOK_Roll1/B09/I__00053.JPG <NA> <NA> 4
#> 10 17:06:23 E:/MOK/MOK_Roll1/B09/I_00130a.JPG <NA> <NA> 5
#> 11 00:15:09 E:/MOK/MOK_Roll1/B09/I__00167.JPG <NA> <NA> 6
#> 12 13:51:06 E:/MOK/MOK_Roll1/B09/I__00173.JPG <NA> <NA> 7
#> 13 07:30:52 E:/MOK/MOK_Roll1/C05/I_00015a.JPG <NA> <NA> 1
#> 14 15:29:59 E:/MOK/MOK_Roll1/C05/I_00037a.JPG <NA> <NA> 2
#> 15 07:31:25 E:/MOK/MOK_Roll1/C05/I_00075a.JPG <NA> <NA> 3
#> 16 20:46:17 E:/MOK/MOK_Roll1/C05/I__00113.JPG <NA> <NA> 4
#> 17 09:08:49 E:/MOK/MOK_Roll1/C05/I_00119a.JPG <NA> <NA> 5
#> 18 17:39:09 E:/MOK/MOK_Roll1/C05/I_00120a.JPG <NA> <NA> 6
#> 19 06:11:19 E:/MOK/MOK_Roll1/C05/I_00132a.JPG <NA> <NA> 7
#> 20 00:15:11 E:/MOK/MOK_Roll1/C05/I_00146a.JPG <NA> <NA> 8
#> 21 12:43:55 E:/MOK/MOK_Roll1/C05/I_00151a.JPG <NA> <NA> 9
#> 22 11:52:36 E:/MOK/MOK_Roll1/C05/I_00172a.JPG <NA> <NA> 10
#> 23 02:50:30 E:/MOK/MOK_Roll1/C05/I__00174.JPG <NA> <NA> 11
#> 24 17:43:01 E:/MOK/MOK_Roll1/C06/I_00010a.JPG <NA> <NA> 1
#> 25 14:21:24 E:/MOK/MOK_Roll1/C06/I__00044.JPG <NA> <NA> 2
#> 26 14:49:27 E:/MOK/MOK_Roll1/C06/I__00080.JPG <NA> <NA> 3
#> 27 10:44:25 E:/MOK/MOK_Roll1/C06/I_00084b.JPG <NA> <NA> 4
#> 28 23:58:54 E:/MOK/MOK_Roll1/C06/I_00118a.JPG <NA> <NA> 5
#> 29 07:44:26 E:/MOK/MOK_Roll1/C06/I_00133a.JPG <NA> <NA> 6
#> 30 10:37:37 E:/MOK/MOK_Roll1/C06/I_00128a.JPG <NA> <NA> 7
#> 31 11:41:30 E:/MOK/MOK_Roll1/C06/I_00127a.JPG <NA> <NA> 8
#> 32 06:06:27 E:/MOK/MOK_Roll1/C06/I__00152.JPG <NA> <NA> 9
#> 33 21:37:14 E:/MOK/MOK_Roll1/C06/I__00171.JPG <NA> <NA> 10
#> 34 18:16:50 E:/MOK/MOK_Roll1/C06/I_00184b.JPG <NA> <NA> 11
#> 35 06:01:01 E:/MOK/MOK_Roll1/C07/I_00082a.JPG <NA> <NA> 1
#> 36 09:09:48 E:/MOK/MOK_Roll1/D04/I_00004a.JPG <NA> <NA> 1
#> 37 15:33:28 E:/MOK/MOK_Roll1/D04/I__00017.JPG <NA> <NA> 2
#> 38 22:05:43 E:/MOK/MOK_Roll1/D05/I_00006a.JPG <NA> <NA> 1
#> 39 09:26:46 E:/MOK/MOK_Roll1/D05/I_00031a.JPG <NA> <NA> 2
#> 40 22:24:33 E:/MOK/MOK_Roll1/D05/I_00059a.JPG <NA> <NA> 3
#> 41 16:35:04 E:/MOK/MOK_Roll1/D05/I_00081a.JPG <NA> <NA> 4
#> 42 07:18:05 E:/MOK/MOK_Roll1/D06/I_00003a.JPG <NA> <NA> 1
#> 43 18:30:19 E:/MOK/MOK_Roll1/D06/I_00005a.JPG <NA> <NA> 2
#> 44 22:34:21 E:/MOK/MOK_Roll1/D06/I__00039.JPG <NA> <NA> 3
#> 45 04:55:12 E:/MOK/MOK_Roll1/D06/I__00063.JPG <NA> <NA> 4
#> 46 20:40:13 E:/MOK/MOK_Roll1/E01/I_00024a.JPG <NA> <NA> 1
#> 47 09:44:25 E:/MOK/MOK_Roll1/E01/I_00048a.JPG <NA> <NA> 2
#> 48 18:29:29 E:/MOK/MOK_Roll1/E01/I__00072.JPG <NA> <NA> 3
#> 49 05:30:23 E:/MOK/MOK_Roll1/E02/I__00097.JPG <NA> <NA> 1
#> 50 02:02:11 E:/MOK/MOK_Roll1/E06/I__00002.JPG <NA> <NA> 1
#> 51 08:28:36 E:/MOK/MOK_Roll1/E06/I_00016a.JPG <NA> <NA> 2
#> 52 00:53:56 E:/MOK/MOK_Roll1/E06/I__00013.JPG <NA> <NA> 3
#> 53 21:05:06 E:/MOK/MOK_Roll1/E06/I_00009a.JPG <NA> <NA> 4
#> 54 01:58:09 E:/MOK/MOK_Roll1/E06/I__00043.JPG <NA> <NA> 5
#> 55 22:50:38 E:/MOK/MOK_Roll1/E06/I_00078a.JPG <NA> <NA> 6
#> 56 16:35:30 E:/MOK/MOK_Roll1/E06/I__00087.JPG <NA> <NA> 7
#> 57 22:08:13 E:/MOK/MOK_Roll1/E06/I__00092.JPG <NA> <NA> 8
#> 58 22:11:15 E:/MOK/MOK_Roll1/E06/I_00090a.JPG <NA> <NA> 9
#> 59 03:53:44 E:/MOK/MOK_Roll1/E06/I__00099.JPG <NA> <NA> 10
#> 60 18:59:15 E:/MOK/MOK_Roll1/E06/I_00101a.JPG <NA> <NA> 11
#> 61 16:46:58 E:/MOK/MOK_Roll1/E06/I__00105.JPG <NA> <NA> 12
#> 62 21:08:31 E:/MOK/MOK_Roll1/E06/I_00112a.JPG <NA> <NA> 13
#> 63 13:40:31 E:/MOK/MOK_Roll1/E06/I__00136.JPG <NA> <NA> 14
#> 64 15:17:19 E:/MOK/MOK_Roll1/E06/I_00141a.JPG <NA> <NA> 15
#> 65 02:06:32 E:/MOK/MOK_Roll1/E06/I_00145a.JPG <NA> <NA> 16
#> 66 07:21:54 E:/MOK/MOK_Roll1/E06/I__00166.JPG <NA> <NA> 17
#> 67 19:33:03 E:/MOK/MOK_Roll1/F02/I__00004.JPG <NA> <NA> 1
#> 68 15:34:54 E:/MOK/MOK_Roll1/F02/I_00011a.JPG <NA> <NA> 2
#> 69 17:58:59 E:/MOK/MOK_Roll1/F02/I_00047a.JPG <NA> <NA> 3
#> 70 11:45:46 E:/MOK/MOK_Roll1/F02/I_00058b.JPG <NA> <NA> 4
#> 71 16:16:38 E:/MOK/MOK_Roll1/F02/I_00134a.JPG <NA> <NA> 5
#> 72 01:04:15 E:/MOK/MOK_Roll1/F03/I__00046.JPG <NA> <NA> 1
#> 73 18:46:18 E:/MOK/MOK_Roll1/F03/I_00073a.JPG <NA> <NA> 2
#> 74 08:05:10 E:/MOK/MOK_Roll1/F03/I_00143a.JPG <NA> <NA> 3
#> 75 13:03:58 E:/MOK/MOK_Roll1/F03/I__00150.JPG <NA> <NA> 4
#> 76 15:46:25 E:/MOK/MOK_Roll1/F04/I__00008.JPG <NA> <NA> 1
#> 77 17:38:42 E:/MOK/MOK_Roll1/G03/I_00006a.JPG <NA> <NA> 1
#> 78 19:21:38 E:/MOK/MOK_Roll1/G03/I__00014.JPG <NA> <NA> 2
#> 79 09:24:10 E:/MOK/MOK_Roll1/G03/I__00021.JPG <NA> <NA> 3
#> 80 23:05:43 E:/MOK/MOK_Roll1/G03/I__00022.JPG <NA> <NA> 4
#> 81 18:07:42 E:/MOK/MOK_Roll1/G03/I_00032b.JPG <NA> <NA> 5
#> 82 16:54:41 E:/MOK/MOK_Roll1/G03/I_00055a.JPG <NA> <NA> 6
#> 83 07:27:11 E:/MOK/MOK_Roll1/G03/I_00064a.JPG <NA> <NA> 7
#> 84 15:18:46 E:/MOK/MOK_Roll1/G03/I__00076.JPG <NA> <NA> 8
#> 85 15:03:03 E:/MOK/MOK_Roll1/G03/I_00083a.JPG <NA> <NA> 9
#> 86 06:46:00 E:/MOK/MOK_Roll1/G03/I__00102.JPG <NA> <NA> 10
#> 87 16:41:53 E:/MOK/MOK_Roll1/G03/I_00114b.JPG <NA> <NA> 11
#> 88 17:43:31 E:/MOK/MOK_Roll1/G03/I_00122a.JPG <NA> <NA> 12
#> 89 21:21:52 E:/MOK/MOK_Roll1/G03/I_00121a.JPG <NA> <NA> 13
#> 90 00:07:53 E:/MOK/MOK_Roll1/G03/I_00142a.JPG <NA> <NA> 14
#> 91 15:34:41 E:/MOK/MOK_Roll1/G03/I__00144.JPG <NA> <NA> 15
#> 92 21:39:28 E:/MOK/MOK_Roll1/G03/I_00147a.JPG <NA> <NA> 16
#> 93 16:18:58 E:/MOK/MOK_Roll1/G04/I_00023a.JPG <NA> <NA> 1
#> 94 10:25:28 E:/MOK/MOK_Roll1/G04/I__00042.JPG <NA> <NA> 2
#> 95 09:08:24 E:/MOK/MOK_Roll1/G04/I_00068a.JPG <NA> <NA> 3
#> 96 17:03:09 E:/MOK/MOK_Roll1/G04/I__00070.JPG <NA> <NA> 4
#> 97 03:33:37 E:/MOK/MOK_Roll1/G04/I_00091a.JPG <NA> <NA> 5
#> 98 10:19:35 E:/MOK/MOK_Roll1/G04/I_00124a.JPG <NA> <NA> 6
#> 99 00:34:57 E:/MOK/MOK_Roll1/G04/I_00131a.JPG <NA> <NA> 7
#> 100 23:12:27 E:/MOK/MOK_Roll1/G04/I_00148a.JPG <NA> <NA> 8
#> captureID countMax countMedian countMin standing resting moving eating
#> 1 <NA> <NA> 2 <NA> 1 0 0 0
#> 2 <NA> <NA> 1 <NA> 0 0 1 0
#> 3 <NA> <NA> <NA> <NA> 0 0 0 0
#> 4 <NA> <NA> 3 <NA> 0 0 1 0
#> 5 <NA> <NA> 1 <NA> 0 0 0 1
#> 6 <NA> <NA> 1 <NA> 0 0 1 0
#> 7 <NA> <NA> 1 <NA> 0 0 1 0
#> 8 <NA> <NA> 1 <NA> 0 0 1 0
#> 9 <NA> <NA> 1 <NA> 0 0 1 0
#> 10 <NA> <NA> 1 <NA> 0 0 1 0
#> 11 <NA> <NA> 1 <NA> 0 0 1 0
#> 12 <NA> <NA> 1 <NA> 0 0 0 1
#> 13 <NA> <NA> 1 <NA> 0 0 1 0
#> 14 <NA> <NA> 1 <NA> 0 0 1 0
#> 15 <NA> <NA> 1 <NA> 0 0 1 0
#> 16 <NA> <NA> <NA> <NA> 0 0 0 0
#> 17 <NA> <NA> 6 <NA> 1 1 1 0
#> 18 <NA> <NA> 2 <NA> 0 0 0 1
#> 19 <NA> <NA> 2 <NA> 0 0 0 1
#> 20 <NA> <NA> 1 <NA> 0 0 1 0
#> 21 <NA> <NA> 1 <NA> 1 0 0 0
#> 22 <NA> <NA> 1 <NA> 0 0 1 0
#> 23 <NA> <NA> 1 <NA> 1 0 0 0
#> 24 <NA> <NA> 1 <NA> 0 0 1 0
#> 25 <NA> <NA> 1 <NA> 0 0 1 0
#> 26 <NA> <NA> 3 <NA> 0 0 1 0
#> 27 <NA> <NA> 1 <NA> 0 1 0 0
#> 28 <NA> <NA> 1 <NA> 0 0 1 0
#> 29 <NA> <NA> 1 <NA> 0 0 1 0
#> 30 <NA> <NA> 1 <NA> 0 0 0 1
#> 31 <NA> <NA> 1 <NA> 0 0 1 0
#> 32 <NA> <NA> 1 <NA> 1 0 0 0
#> 33 <NA> <NA> 1 <NA> 0 0 0 1
#> 34 <NA> <NA> 1 <NA> 0 0 1 0
#> 35 <NA> <NA> <NA> <NA> 0 0 0 0
#> 36 <NA> <NA> 1 <NA> 0 0 1 0
#> 37 <NA> <NA> 1 <NA> 0 0 1 0
#> 38 <NA> <NA> 1 <NA> 0 0 1 0
#> 39 <NA> <NA> 1 <NA> 0 0 1 0
#> 40 <NA> <NA> 1 <NA> 0 0 1 0
#> 41 <NA> <NA> 1 <NA> 0 0 1 0
#> 42 <NA> <NA> 1 <NA> 0 0 1 0
#> 43 <NA> <NA> 1 <NA> 0 0 1 0
#> 44 <NA> <NA> 1 <NA> 1 0 0 0
#> 45 <NA> <NA> 1 <NA> 0 0 1 0
#> 46 <NA> <NA> 8 <NA> 0 0 1 0
#> 47 <NA> <NA> 1 <NA> 0 0 1 0
#> 48 <NA> <NA> 1 <NA> 0 0 0 1
#> 49 <NA> <NA> 1 <NA> 0 0 0 0
#> 50 <NA> <NA> 11-50 <NA> 1 1 0 0
#> 51 <NA> <NA> 1 <NA> 0 0 0 1
#> 52 <NA> <NA> 1 <NA> 0 0 1 0
#> 53 <NA> <NA> 1 <NA> 0 0 1 0
#> 54 <NA> <NA> 1 <NA> 0 0 1 0
#> 55 <NA> <NA> 1 <NA> 0 0 1 0
#> 56 <NA> <NA> 1 <NA> 0 0 1 0
#> 57 <NA> <NA> 1 <NA> 0 0 0 1
#> 58 <NA> <NA> 1 <NA> 0 0 1 0
#> 59 <NA> <NA> 1 <NA> 0 0 0 1
#> 60 <NA> <NA> 1 <NA> 0 0 1 0
#> 61 <NA> <NA> 1 <NA> 0 0 1 0
#> 62 <NA> <NA> <NA> <NA> 0 0 0 0
#> 63 <NA> <NA> 1 <NA> 0 0 1 0
#> 64 <NA> <NA> 1 <NA> 0 0 0 1
#> 65 <NA> <NA> 1 <NA> 0 0 0 1
#> 66 <NA> <NA> 4 <NA> 0 0 1 0
#> 67 <NA> <NA> 1 <NA> 0 0 0 1
#> 68 <NA> <NA> 1 <NA> 0 0 0 1
#> 69 <NA> <NA> 1 <NA> 0 0 1 0
#> 70 <NA> <NA> 1 <NA> 1 0 0 0
#> 71 <NA> <NA> 2 <NA> 0 0 1 0
#> 72 <NA> <NA> 4 <NA> 0 1 0 1
#> 73 <NA> <NA> 1 <NA> 0 0 1 0
#> 74 <NA> <NA> 1 <NA> 0 0 1 0
#> 75 <NA> <NA> 1 <NA> 0 0 1 0
#> 76 <NA> <NA> 2 <NA> 0 0 0 1
#> 77 <NA> <NA> 1 <NA> 0 0 0 0
#> 78 <NA> <NA> 2 <NA> 0 0 1 1
#> 79 <NA> <NA> 2 <NA> 0 1 0 0
#> 80 <NA> <NA> 1 <NA> 0 0 0 1
#> 81 <NA> <NA> 2 <NA> 0 0 1 1
#> 82 <NA> <NA> 1 <NA> 0 0 1 0
#> 83 <NA> <NA> 3 <NA> 0 1 1 0
#> 84 <NA> <NA> 1 <NA> 0 0 1 0
#> 85 <NA> <NA> 1 <NA> 0 0 1 0
#> 86 <NA> <NA> 2 <NA> 0 0 1 0
#> 87 <NA> <NA> 1 <NA> 0 0 1 0
#> 88 <NA> <NA> 1 <NA> 0 0 0 1
#> 89 <NA> <NA> 1 <NA> 0 0 1 0
#> 90 <NA> <NA> 1 <NA> 0 0 1 0
#> 91 <NA> <NA> 1 <NA> 0 0 1 0
#> 92 <NA> <NA> 1 <NA> 0 0 1 0
#> 93 <NA> <NA> 2 <NA> 1 1 0 0
#> 94 <NA> <NA> 1 <NA> 0 0 1 0
#> 95 <NA> <NA> 1 <NA> 0 0 0 0
#> 96 <NA> <NA> 1 <NA> 0 1 0 0
#> 97 <NA> <NA> 1 <NA> 0 0 1 0
#> 98 <NA> <NA> 1 <NA> 0 0 1 0
#> 99 <NA> <NA> 1 <NA> 0 0 1 0
#> 100 <NA> <NA> 1 <NA> 0 0 1 0
#> interacting drinking youngPresent hornsVisible consensusSpecies
#> 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>
#> 6 <NA> <NA> <NA> <NA> <NA>
#> 7 <NA> <NA> <NA> <NA> <NA>
#> 8 <NA> <NA> <NA> <NA> <NA>
#> 9 <NA> <NA> <NA> <NA> <NA>
#> 10 <NA> <NA> <NA> <NA> <NA>
#> 11 <NA> <NA> <NA> <NA> <NA>
#> 12 <NA> <NA> <NA> <NA> <NA>
#> 13 <NA> <NA> <NA> <NA> <NA>
#> 14 <NA> <NA> <NA> <NA> <NA>
#> 15 <NA> <NA> <NA> <NA> <NA>
#> 16 <NA> <NA> <NA> <NA> <NA>
#> 17 <NA> <NA> <NA> <NA> <NA>
#> 18 <NA> <NA> <NA> <NA> <NA>
#> 19 <NA> <NA> <NA> <NA> <NA>
#> 20 <NA> <NA> <NA> <NA> <NA>
#> 21 <NA> <NA> <NA> <NA> <NA>
#> 22 <NA> <NA> 1 <NA> <NA>
#> 23 <NA> <NA> <NA> <NA> <NA>
#> 24 <NA> <NA> <NA> <NA> <NA>
#> 25 <NA> <NA> <NA> <NA> <NA>
#> 26 <NA> <NA> <NA> <NA> <NA>
#> 27 <NA> <NA> <NA> <NA> <NA>
#> 28 <NA> <NA> <NA> <NA> <NA>
#> 29 <NA> <NA> <NA> <NA> <NA>
#> 30 <NA> <NA> <NA> <NA> <NA>
#> 31 <NA> <NA> <NA> <NA> <NA>
#> 32 <NA> <NA> <NA> <NA> <NA>
#> 33 <NA> <NA> <NA> <NA> <NA>
#> 34 <NA> <NA> <NA> <NA> <NA>
#> 35 <NA> <NA> <NA> <NA> <NA>
#> 36 <NA> <NA> <NA> <NA> <NA>
#> 37 <NA> <NA> <NA> <NA> <NA>
#> 38 <NA> <NA> <NA> <NA> <NA>
#> 39 <NA> <NA> <NA> <NA> <NA>
#> 40 <NA> <NA> <NA> <NA> <NA>
#> 41 <NA> <NA> <NA> <NA> <NA>
#> 42 <NA> <NA> <NA> <NA> <NA>
#> 43 <NA> <NA> <NA> <NA> <NA>
#> 44 <NA> <NA> <NA> <NA> <NA>
#> 45 <NA> <NA> <NA> <NA> <NA>
#> 46 <NA> <NA> <NA> <NA> <NA>
#> 47 <NA> <NA> <NA> <NA> <NA>
#> 48 <NA> <NA> <NA> <NA> <NA>
#> 49 <NA> <NA> <NA> <NA> <NA>
#> 50 <NA> <NA> <NA> <NA> <NA>
#> 51 <NA> <NA> <NA> <NA> <NA>
#> 52 <NA> <NA> <NA> <NA> <NA>
#> 53 <NA> <NA> <NA> <NA> <NA>
#> 54 <NA> <NA> <NA> <NA> <NA>
#> 55 <NA> <NA> <NA> <NA> <NA>
#> 56 <NA> <NA> <NA> <NA> <NA>
#> 57 <NA> <NA> <NA> <NA> <NA>
#> 58 <NA> <NA> <NA> <NA> <NA>
#> 59 <NA> <NA> <NA> <NA> <NA>
#> 60 <NA> <NA> <NA> <NA> <NA>
#> 61 <NA> <NA> <NA> <NA> <NA>
#> 62 <NA> <NA> <NA> <NA> <NA>
#> 63 <NA> <NA> <NA> <NA> <NA>
#> 64 <NA> <NA> <NA> <NA> <NA>
#> 65 <NA> <NA> <NA> <NA> <NA>
#> 66 <NA> <NA> <NA> <NA> <NA>
#> 67 <NA> <NA> <NA> <NA> <NA>
#> 68 <NA> <NA> <NA> <NA> <NA>
#> 69 <NA> <NA> <NA> <NA> <NA>
#> 70 <NA> <NA> <NA> <NA> <NA>
#> 71 <NA> <NA> <NA> <NA> <NA>
#> 72 <NA> <NA> <NA> <NA> <NA>
#> 73 <NA> <NA> <NA> <NA> <NA>
#> 74 <NA> <NA> 1 <NA> <NA>
#> 75 <NA> <NA> <NA> <NA> <NA>
#> 76 <NA> <NA> <NA> <NA> <NA>
#> 77 <NA> <NA> <NA> <NA> <NA>
#> 78 <NA> <NA> <NA> <NA> <NA>
#> 79 <NA> <NA> <NA> <NA> <NA>
#> 80 <NA> <NA> <NA> <NA> <NA>
#> 81 <NA> <NA> <NA> <NA> <NA>
#> 82 <NA> <NA> <NA> <NA> <NA>
#> 83 <NA> <NA> <NA> <NA> <NA>
#> 84 <NA> <NA> <NA> <NA> <NA>
#> 85 <NA> <NA> <NA> <NA> <NA>
#> 86 <NA> <NA> <NA> <NA> <NA>
#> 87 <NA> <NA> <NA> <NA> <NA>
#> 88 <NA> <NA> <NA> <NA> <NA>
#> 89 <NA> <NA> <NA> <NA> <NA>
#> 90 <NA> <NA> <NA> <NA> <NA>
#> 91 <NA> <NA> <NA> <NA> <NA>
#> 92 <NA> <NA> <NA> <NA> <NA>
#> 93 <NA> <NA> <NA> <NA> <NA>
#> 94 <NA> <NA> <NA> <NA> <NA>
#> 95 <NA> <NA> <NA> <NA> <NA>
#> 96 <NA> <NA> <NA> <NA> <NA>
#> 97 <NA> <NA> <NA> <NA> <NA>
#> 98 <NA> <NA> <NA> <NA> <NA>
#> 99 <NA> <NA> <NA> <NA> <NA>
#> 100 <NA> <NA> <NA> <NA> <NA>
#> PielouEvennessIndex classifier
#> 1 <NA> digikam
#> 2 <NA> digikam
#> 3 <NA> digikam
#> 4 <NA> digikam
#> 5 <NA> digikam
#> 6 <NA> digikam
#> 7 <NA> digikam
#> 8 <NA> digikam
#> 9 <NA> digikam
#> 10 <NA> digikam
#> 11 <NA> digikam
#> 12 <NA> digikam
#> 13 <NA> digikam
#> 14 <NA> digikam
#> 15 <NA> digikam
#> 16 <NA> digikam
#> 17 <NA> digikam
#> 18 <NA> digikam
#> 19 <NA> digikam
#> 20 <NA> digikam
#> 21 <NA> digikam
#> 22 <NA> digikam
#> 23 <NA> digikam
#> 24 <NA> digikam
#> 25 <NA> digikam
#> 26 <NA> digikam
#> 27 <NA> digikam
#> 28 <NA> digikam
#> 29 <NA> digikam
#> 30 <NA> digikam
#> 31 <NA> digikam
#> 32 <NA> digikam
#> 33 <NA> digikam
#> 34 <NA> digikam
#> 35 <NA> digikam
#> 36 <NA> digikam
#> 37 <NA> digikam
#> 38 <NA> digikam
#> 39 <NA> digikam
#> 40 <NA> digikam
#> 41 <NA> digikam
#> 42 <NA> digikam
#> 43 <NA> digikam
#> 44 <NA> digikam
#> 45 <NA> digikam
#> 46 <NA> digikam
#> 47 <NA> digikam
#> 48 <NA> digikam
#> 49 <NA> digikam
#> 50 <NA> digikam
#> 51 <NA> digikam
#> 52 <NA> digikam
#> 53 <NA> digikam
#> 54 <NA> digikam
#> 55 <NA> digikam
#> 56 <NA> digikam
#> 57 <NA> digikam
#> 58 <NA> digikam
#> 59 <NA> digikam
#> 60 <NA> digikam
#> 61 <NA> digikam
#> 62 <NA> digikam
#> 63 <NA> digikam
#> 64 <NA> digikam
#> 65 <NA> digikam
#> 66 <NA> digikam
#> 67 <NA> digikam
#> 68 <NA> digikam
#> 69 <NA> digikam
#> 70 <NA> digikam
#> 71 <NA> digikam
#> 72 <NA> digikam
#> 73 <NA> digikam
#> 74 <NA> digikam
#> 75 <NA> digikam
#> 76 <NA> digikam
#> 77 <NA> digikam
#> 78 <NA> digikam
#> 79 <NA> digikam
#> 80 <NA> digikam
#> 81 <NA> digikam
#> 82 <NA> digikam
#> 83 <NA> digikam
#> 84 <NA> digikam
#> 85 <NA> digikam
#> 86 <NA> digikam
#> 87 <NA> digikam
#> 88 <NA> digikam
#> 89 <NA> digikam
#> 90 <NA> digikam
#> 91 <NA> digikam
#> 92 <NA> digikam
#> 93 <NA> digikam
#> 94 <NA> digikam
#> 95 <NA> digikam
#> 96 <NA> digikam
#> 97 <NA> digikam
#> 98 <NA> digikam
#> 99 <NA> digikam
#> 100 <NA> digikam