[R] complicated time series filtering issue
Cade, Brian S
c@deb @end|ng |rom u@g@@gov
Mon Apr 4 21:55:15 CEST 2022
Hello: I have an issue with filtering in a time series of animal growth data that seems conceptually simple but I have not come up with effective code to implement this. I have temporal sequences of lengths by individuals and I want to retain only those data that are >10 days apart sequentially within an individuals records. I can readily compute intervals between successive dates by individual using data.table() and its by = INDIVIDUAL functionality. See example data for one individual below. But what currently eludes me in processing this is how to recognize for example that deleting the 2nd and 3rd rows is required because the totality of their time interval is 9 days, deleting 8th record with 4 days is required, deleting 17th record with 1 day is required, deleting 22nd and 23rd records is required because their sum is 2 days, but we do not delete 24th record of 10 days because the sum of previous 2 records deleted and this one is now 12 days. Each individual can have very different patterns of these sort of sequences. These sequences are easy to look at and determine what needs to be done but writing effective code to accomplish this filtering seems to require some functionality that I am currently missing.
Any suggestions would be greatly appreciated.
Date INDIVIDUAL DATENUMBER LENGTH length.prev interval
228 12-May-04 57084544 133 682.4 NA NA
229 28-Sep-04 57084544 272 724.8 682.4 139
230 30-Sep-04 57084544 274 740.8 724.8 2
231 7-Oct-04 57084544 281 745.4 740.8 7
232 22-Nov-04 57084544 327 780.2 745.4 46
233 27-Jan-05 57084544 393 817.2 780.2 66
234 8-Mar-05 57084544 433 834.1 817.2 40
235 2-Jul-05 57084544 549 876.3 834.1 116
236 6-Jul-05 57084544 553 871.5 876.3 4
237 4-Aug-05 57084544 582 887.5 871.5 29
238 28-Dec-05 57084544 728 921.8 887.5 146
239 31-Jan-06 57084544 762 936.8 921.8 34
240 27-Feb-06 57084544 789 962.4 936.8 27
241 21-Nov-06 57084544 1056 972.3 962.4 267
242 30-Mar-07 57084544 1185 1007.2 972.3 129
243 23-Apr-07 57084544 1209 1009.1 1007.2 24
244 22-May-07 57084544 1238 991.6 1009.1 29
245 23-May-07 57084544 1239 1015.9 991.6 1
246 16-Jul-07 57084544 1293 1006.5 1015.9 54
247 9-Aug-07 57084544 1317 1013.0 1006.5 24
248 27-Aug-07 57084544 1335 1013.0 1013.0 18
249 29-Jul-08 57084544 1672 1021.5 1013.0 337
250 30-Jul-08 57084544 1673 984.3 1021.5 1
251 31-Jul-08 57084544 1674 1008.5 984.3 1
252 10-Aug-08 57084544 1684 1002.8 1008.5 10
253 22-Oct-08 57084544 1757 977.6 1002.8 73
254 2-Dec-08 57084544 1798 1000.6 977.6 41
Brian
Brian S. Cade, PhD
U. S. Geological Survey
Fort Collins Science Center
2150 Centre Ave., Bldg. C
Fort Collins, CO 80526-8818
email: cadeb using usgs.gov<mailto:brian_cade using usgs.gov>
tel: 970 226-9326
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