Remove outliers using point-by-point weighed outlier removal by conditional extremum
condextr.RdAn outlier removal method that considers each potential outlier individually, using conditional thresholds based on top and bottom percentiles and error margins. It is a more refined alternative to simple percentile-based removal.
Usage
condextr(data, cols = NULL, group = NULL, top = 0.995,
top.error = 0.1, top.magnitude = 0.2, bottom = 0.0025, bottom.error = 0.2,
bottom.magnitude = 0.4, interval = 10, by = "min", half = 30,
times = 10, date_col = NULL, cores = NULL, verbose = FALSE)Arguments
- data
A data frame, matrix, or numeric vector. If a vector, outlier removal is applied directly.
- cols
Column indices or names of numeric variables.
- group
Grouping column index or name. Outlier removal is performed within each group.
- top, top.error, top.magnitude
Parameters for the top threshold.
- bottom, bottom.error, bottom.magnitude
Parameters for the bottom threshold.
- interval
Number of outlier marking iterations between observation deletions.
- by, half
Time parameters for observation deletion.
- times
Number of observation deletions.
- date_col
Time column index or name.
- cores
Number of CPU cores passed to the C++ backend.
NULL(default) lets the backend choose based on data size.- verbose
Logical; if
TRUE, prints timing and deletion counts.
Details
The method marks values as outliers if they are the maximum or minimum and exceed a threshold that depends on a high percentile plus an error margin. After a specified number of marking steps, observation deletion is applied to remove rows with excessive missing values created by outlier removal.
References
1. Example data is from https://smear.avaa.csc.fi/download. It includes particle number concentrations in SMEAR I Varrio forest.
Examples
condextr(obsedele(data[1:500, c(1, 4, 17:19)], cols = 3:5, group = 2),
cols = 3:5, group = 2)
#> date monthyear 3.98 4.47 5.01
#> 1 2019-12-31 16:00:00 January 2020 NA NA NA
#> 2 2019-12-31 16:10:00 January 2020 NA NA NA
#> 3 2019-12-31 16:20:00 January 2020 NA NA NA
#> 4 2019-12-31 16:30:00 January 2020 42.9722 74.7785 24.8375
#> 5 2019-12-31 16:40:00 January 2020 NA 6.8651 44.7176
#> 6 2019-12-31 16:50:00 January 2020 61.2601 NA NA
#> 7 2019-12-31 17:00:00 January 2020 115.8960 NA NA
#> 8 2019-12-31 17:10:00 January 2020 NA NA NA
#> 9 2019-12-31 17:20:00 January 2020 61.2601 NA NA
#> 10 2019-12-31 17:30:00 January 2020 60.9405 6.5912 42.9332
#> 11 2019-12-31 17:40:00 January 2020 NA NA NA
#> 12 2019-12-31 17:50:00 January 2020 NA NA NA
#> 13 2019-12-31 18:00:00 January 2020 NA 13.9498 90.8651
#> 14 2019-12-31 18:10:00 January 2020 NA NA NA
#> 15 2019-12-31 18:20:00 January 2020 61.2601 NA NA
#> 16 2019-12-31 18:30:00 January 2020 130.9630 227.8960 75.6951
#> 17 2019-12-31 18:40:00 January 2020 NA NA NA
#> 18 2019-12-31 18:50:00 January 2020 NA NA NA
#> 19 2019-12-31 19:00:00 January 2020 NA NA NA
#> 20 2019-12-31 19:10:00 January 2020 133.5230 148.2000 49.2241
#> 21 2019-12-31 19:20:00 January 2020 61.2601 NA NA
#> 22 2019-12-31 19:40:00 January 2020 NA NA NA
#> 23 2019-12-31 19:50:00 January 2020 NA NA NA
#> 24 2019-12-31 20:00:00 January 2020 NA NA NA
#> 25 2019-12-31 20:10:00 January 2020 NA NA NA
#> 26 2019-12-31 20:20:00 January 2020 42.8723 74.6047 24.7797
#> 27 2019-12-31 20:30:00 January 2020 42.9722 74.7785 24.8375
#> 28 2019-12-31 20:40:00 January 2020 NA NA NA
#> 29 2019-12-31 20:50:00 January 2020 NA 7.2200 47.0292
#> 30 2019-12-31 21:00:00 January 2020 NA NA NA
#> 31 2019-12-31 21:10:00 January 2020 96.5514 72.1565 23.9666
#> 32 2019-12-31 21:20:00 January 2020 39.7904 75.6110 64.4859
#> 33 2019-12-31 21:30:00 January 2020 96.7000 72.5003 24.0808
#> 34 2019-12-31 21:40:00 January 2020 NA NA NA
#> 35 2019-12-31 21:50:00 January 2020 NA NA NA
#> 36 2019-12-31 22:00:00 January 2020 NA NA NA
#> 37 2019-12-31 22:10:00 January 2020 NA NA NA
#> 38 2019-12-31 22:20:00 January 2020 45.0185 78.3394 26.0202
#> 39 2019-12-31 22:30:00 January 2020 61.2601 NA NA
#> 40 2019-12-31 22:40:00 January 2020 82.6597 150.5060 91.1891
#> 41 2019-12-31 22:50:00 January 2020 NA NA NA
#> 42 2019-12-31 23:00:00 January 2020 61.2601 NA NA
#> 43 2019-12-31 23:10:00 January 2020 NA NA NA
#> 44 2020-01-01 00:10:00 January 2020 NA NA NA
#> 45 2020-01-01 00:20:00 January 2020 NA NA NA
#> 46 2020-01-01 00:30:00 January 2020 NA NA NA
#> 47 2020-01-01 00:40:00 January 2020 35.9966 76.5024 111.1020
#> 48 2020-01-01 00:50:00 January 2020 NA NA NA
#> 49 2020-01-01 01:00:00 January 2020 NA NA NA
#> 50 2020-01-01 01:10:00 January 2020 61.2601 NA NA
#> 51 2020-01-01 01:20:00 January 2020 94.8684 76.2325 25.3204
#> 52 2020-01-01 01:30:00 January 2020 NA 6.6070 43.0364
#> 53 2020-01-01 01:40:00 January 2020 NA 6.9749 45.4325
#> 54 2020-01-01 01:50:00 January 2020 NA NA NA
#> 55 2020-01-01 03:50:00 January 2020 NA NA NA
#> 56 2020-01-01 04:00:00 January 2020 NA NA NA
#> 57 2020-01-01 04:10:00 January 2020 NA NA NA
#> 58 2020-01-01 04:20:00 January 2020 129.7860 148.3430 49.2718
#> 59 2020-01-01 04:30:00 January 2020 NA NA NA
#> 60 2020-01-01 04:40:00 January 2020 NA NA NA
#> 61 2020-01-01 04:50:00 January 2020 NA NA NA
#> 62 2020-01-01 06:50:00 January 2020 NA 13.9498 90.8651
#> 63 2020-01-01 07:00:00 January 2020 NA NA NA
#> 64 2020-01-01 07:10:00 January 2020 NA NA NA
#> 65 2020-01-01 07:20:00 January 2020 122.5200 NA NA
#> 66 2020-01-01 07:30:00 January 2020 NA 7.2332 47.1152
#> 67 2020-01-01 07:40:00 January 2020 42.9722 74.7785 24.8375
#> 68 2020-01-01 07:50:00 January 2020 NA NA NA
#> 69 2020-01-01 08:00:00 January 2020 NA NA NA
#> 70 2020-01-01 08:10:00 January 2020 NA NA NA
#> 71 2020-01-01 10:20:00 January 2020 NA NA NA
#> 72 2020-01-01 10:30:00 January 2020 NA NA NA
#> 73 2020-01-01 10:40:00 January 2020 NA NA NA
#> 74 2020-01-01 10:50:00 January 2020 45.0185 78.3394 26.0202
#> 75 2020-01-01 11:00:00 January 2020 NA NA NA
#> 76 2020-01-01 11:10:00 January 2020 NA NA NA
#> 77 2020-01-01 11:20:00 January 2020 NA NA NA
#> 78 2020-01-01 11:40:00 January 2020 NA NA NA
#> 79 2020-01-01 11:50:00 January 2020 NA NA NA
#> 80 2020-01-01 12:00:00 January 2020 NA NA NA
#> 81 2020-01-01 12:10:00 January 2020 42.4098 73.7999 24.5124
#> 82 2020-01-01 12:20:00 January 2020 45.0185 78.3394 26.0202
#> 83 2020-01-01 12:30:00 January 2020 NA NA NA
#> 84 2020-01-01 12:40:00 January 2020 NA 6.8972 44.9267
#> 85 2020-01-01 12:50:00 January 2020 NA NA NA
#> 86 2020-01-01 13:50:00 January 2020 NA NA NA
#> 87 2020-01-01 14:00:00 January 2020 NA NA NA
#> 88 2020-01-01 14:10:00 January 2020 NA NA NA
#> 89 2020-01-01 14:20:00 January 2020 60.9227 6.9600 45.3353
#> 90 2020-01-01 14:30:00 January 2020 NA NA NA
#> 91 2020-01-01 14:40:00 January 2020 NA 7.2332 47.1152
#> 92 2020-01-01 14:50:00 January 2020 NA NA NA
#> 93 2020-01-01 15:50:00 January 2020 NA NA NA
#> 94 2020-01-01 16:00:00 January 2020 NA NA NA
#> 95 2020-01-01 16:10:00 January 2020 57.1449 NA NA
#> 96 2020-01-01 16:20:00 January 2020 NA 9.3776 47.8526
#> 97 2020-01-01 16:30:00 January 2020 NA NA NA
#> 98 2020-01-01 16:40:00 January 2020 NA NA NA
#> 99 2020-01-01 16:50:00 January 2020 46.2837 72.0913 21.9483
#> 100 2020-01-01 17:00:00 January 2020 NA NA NA
#> 101 2020-01-01 17:10:00 January 2020 NA NA NA
#> 102 2020-01-01 17:20:00 January 2020 42.4445 75.6723 68.9153
#> 103 2020-01-01 17:30:00 January 2020 NA NA NA
#> 104 2020-01-01 17:40:00 January 2020 NA NA NA
#> 105 2020-01-01 17:50:00 January 2020 NA NA NA
#> 106 2020-01-01 19:30:00 January 2020 NA NA NA
#> 107 2020-01-01 19:40:00 January 2020 NA NA NA
#> 108 2020-01-01 19:50:00 January 2020 NA NA NA
#> 109 2020-01-01 20:00:00 January 2020 96.1242 69.8581 21.2684
#> 110 2020-01-01 20:10:00 January 2020 NA NA NA
#> 111 2020-01-01 20:20:00 January 2020 NA NA NA
#> 112 2020-01-01 20:30:00 January 2020 NA NA NA
#> 113 2020-01-01 20:40:00 January 2020 NA NA NA
#> 114 2020-01-01 20:50:00 January 2020 NA 9.3871 47.9009
#> 115 2020-01-01 21:00:00 January 2020 NA NA NA
#> 116 2020-01-01 21:10:00 January 2020 57.1449 NA NA
#> 117 2020-01-01 21:20:00 January 2020 NA NA NA
#> 118 2020-01-02 00:20:00 January 2020 NA NA NA
#> 119 2020-01-02 00:30:00 January 2020 NA NA NA
#> 120 2020-01-02 00:40:00 January 2020 NA NA NA
#> 121 2020-01-02 00:50:00 January 2020 46.2837 72.0913 21.9483
#> 122 2020-01-02 01:00:00 January 2020 49.8677 77.6738 23.6479
#> 123 2020-01-02 01:10:00 January 2020 NA NA NA
#> 124 2020-01-02 01:20:00 January 2020 NA NA NA
#> 125 2020-01-02 01:30:00 January 2020 58.8257 NA NA
#> 126 2020-01-02 01:50:00 January 2020 NA NA NA
#> 127 2020-01-02 02:00:00 January 2020 NA NA NA
#> 128 2020-01-02 02:10:00 January 2020 NA NA NA
#> 129 2020-01-02 02:20:00 January 2020 47.4833 73.9599 22.5172
#> 130 2020-01-02 02:30:00 January 2020 94.9316 147.8650 45.0177
#> 131 2020-01-02 02:40:00 January 2020 47.4722 73.9426 22.5119
#> 132 2020-01-02 02:50:00 January 2020 NA 9.4445 48.1940
#> 133 2020-01-02 03:00:00 January 2020 NA 9.1519 46.7010
#> 134 2020-01-02 03:10:00 January 2020 NA 9.4968 48.4608
#> 135 2020-01-02 03:20:00 January 2020 40.0351 81.8495 118.4440
#> 136 2020-01-02 03:30:00 January 2020 NA 9.2470 47.1860
#> 137 2020-01-02 03:40:00 January 2020 NA 9.1802 46.8450
#> 138 2020-01-02 03:50:00 January 2020 44.1765 77.8195 66.9276
#> 139 2020-01-02 04:00:00 January 2020 47.6785 74.2639 22.6097
#> 140 2020-01-02 04:10:00 January 2020 NA NA NA
#> 141 2020-01-02 04:20:00 January 2020 88.2793 154.9610 130.9460
#> 142 2020-01-02 04:30:00 January 2020 88.4717 152.8910 118.9460
#> 143 2020-01-02 04:40:00 January 2020 140.8420 86.1568 248.7880
#> 144 2020-01-02 04:50:00 January 2020 58.2736 24.1681 123.3260
#> 145 2020-01-02 05:00:00 January 2020 55.6383 103.1850 NA
#> 146 2020-01-02 05:10:00 January 2020 NA 14.9306 76.1888
#> 147 2020-01-02 05:20:00 January 2020 176.4080 236.2510 197.4570
#> 148 2020-01-02 05:30:00 January 2020 93.7203 78.1097 102.0320
#> 149 2020-01-02 05:40:00 January 2020 NA 25.0583 127.8690
#> 150 2020-01-02 05:50:00 January 2020 41.3755 80.5413 101.7510
#> 151 2020-01-02 06:00:00 January 2020 NA 35.4367 180.8280
#> 152 2020-01-02 06:10:00 January 2020 NA 14.2710 72.8230
#> 153 2020-01-02 06:20:00 January 2020 116.7100 28.6043 145.9640
#> 154 2020-01-02 06:30:00 January 2020 NA 43.7553 223.2770
#> 155 2020-01-02 06:40:00 January 2020 182.1380 227.2330 97.7361
#> 156 2020-01-02 06:50:00 January 2020 125.5730 163.8870 264.9040
#> 157 2020-01-02 07:00:00 January 2020 79.2616 93.9808 308.6480
#> 158 2020-01-02 07:10:00 January 2020 40.7583 81.0403 108.9100
#> 159 2020-01-02 07:20:00 January 2020 33.2681 88.3891 202.3910
#> 160 2020-01-02 07:30:00 January 2020 NA NA NA
#> 161 2020-01-02 07:40:00 January 2020 NA NA NA
#> 162 2020-01-02 07:50:00 January 2020 NA 9.1804 46.8460
#> 163 2020-01-02 08:00:00 January 2020 NA NA NA
#> 164 2020-01-02 08:10:00 January 2020 NA NA NA
#> 165 2020-01-02 08:20:00 January 2020 43.9970 77.3754 66.0025
#> 166 2020-01-02 08:30:00 January 2020 NA 9.0166 46.0105
#> 167 2020-01-02 08:40:00 January 2020 NA NA NA
#> 168 2020-01-02 08:50:00 January 2020 NA NA NA
#> 169 2020-01-02 09:00:00 January 2020 NA NA NA
#> 170 2020-01-02 09:10:00 January 2020 NA 19.2452 98.2054
#> 171 2020-01-02 09:20:00 January 2020 NA NA NA
#> 172 2020-01-02 09:30:00 January 2020 55.5838 NA NA
#> 173 2020-01-02 09:40:00 January 2020 NA NA NA
#> 174 2020-01-02 09:50:00 January 2020 59.1985 NA NA
#> 175 2020-01-02 10:00:00 January 2020 47.3995 73.8293 22.4774
#> 176 2020-01-02 10:10:00 January 2020 NA NA NA
#> 177 2020-01-02 10:20:00 January 2020 NA NA NA
#> 178 2020-01-02 10:30:00 January 2020 NA NA NA
#> 179 2020-01-02 13:20:00 January 2020 NA NA NA
#> 180 2020-01-02 13:30:00 January 2020 NA NA NA
#> 181 2020-01-02 13:40:00 January 2020 NA 20.0681 102.4050
#> 182 2020-01-02 13:50:00 January 2020 59.5532 NA NA
#> 183 2020-01-02 14:00:00 January 2020 NA NA NA
#> 184 2020-01-02 14:10:00 January 2020 NA 10.0338 51.2011
#> 185 2020-01-02 14:20:00 January 2020 NA NA NA
#> 186 2020-01-02 15:10:00 January 2020 NA NA NA
#> 187 2020-01-02 15:20:00 January 2020 NA NA NA
#> 188 2020-01-02 15:30:00 January 2020 NA 10.0328 51.1961
#> 189 2020-01-02 15:40:00 January 2020 47.5941 74.1324 22.5697
#> 190 2020-01-02 15:50:00 January 2020 NA NA NA
#> 191 2020-01-02 16:00:00 January 2020 NA NA NA
#> 192 2020-01-02 16:10:00 January 2020 97.9560 157.3760 49.1198
#> 193 2020-01-02 16:20:00 January 2020 NA 18.4201 100.1020
#> 194 2020-01-02 16:30:00 January 2020 NA NA NA
#> 195 2020-01-02 16:40:00 January 2020 NA NA NA
#> 196 2020-01-02 17:30:00 January 2020 NA 9.0296 49.0703
#> 197 2020-01-02 17:40:00 January 2020 NA NA NA
#> 198 2020-01-02 17:50:00 January 2020 NA NA NA
#> 199 2020-01-02 18:00:00 January 2020 53.3735 9.0840 49.3660
#> 200 2020-01-02 18:10:00 January 2020 47.8390 76.8578 23.9887
#> 201 2020-01-02 18:20:00 January 2020 NA NA NA
#> 202 2020-01-02 18:30:00 January 2020 NA NA NA
#> 203 2020-01-02 18:40:00 January 2020 NA NA NA
#> 204 2020-01-02 18:50:00 January 2020 NA 18.8752 102.5750
#> 205 2020-01-02 19:00:00 January 2020 NA NA NA
#> 206 2020-01-02 19:10:00 January 2020 NA NA NA
#> 207 2020-01-02 19:20:00 January 2020 62.1791 NA NA
#> 208 2020-01-02 19:30:00 January 2020 NA NA NA
#> 209 2020-01-02 19:40:00 January 2020 124.3580 NA NA
#> 210 2020-01-02 19:50:00 January 2020 NA NA NA
#> 211 2020-01-02 20:00:00 January 2020 47.8390 76.8578 23.9887
#> 212 2020-01-02 20:10:00 January 2020 NA NA NA
#> 213 2020-01-02 20:20:00 January 2020 NA NA NA
#> 214 2020-01-02 20:30:00 January 2020 NA NA NA
#> 215 2020-01-02 20:40:00 January 2020 NA 9.0838 49.3650
#> 216 2020-01-02 20:50:00 January 2020 47.6323 76.5258 23.8851
#> 217 2020-01-02 21:00:00 January 2020 47.7325 76.6867 23.9353
#> 218 2020-01-02 21:10:00 January 2020 NA NA NA
#> 219 2020-01-02 21:20:00 January 2020 47.6365 76.5325 23.8872
#> 220 2020-01-02 21:30:00 January 2020 NA 9.0760 49.3225
#> 221 2020-01-02 21:40:00 January 2020 47.0453 75.5827 23.5907
#> 222 2020-01-02 21:50:00 January 2020 NA NA NA
#> 223 2020-01-02 22:00:00 January 2020 NA NA NA
#> 224 2020-01-02 22:10:00 January 2020 NA NA NA
#> 225 2020-01-03 00:40:00 January 2020 NA NA NA
#> 226 2020-01-03 00:50:00 January 2020 NA NA NA
#> 227 2020-01-03 01:00:00 January 2020 NA NA NA
#> 228 2020-01-03 01:10:00 January 2020 61.8423 9.0644 49.2592
#> 229 2020-01-03 01:20:00 January 2020 NA NA NA
#> 230 2020-01-03 01:30:00 January 2020 NA NA NA
#> 231 2020-01-03 01:40:00 January 2020 NA NA NA
#> 232 2020-01-03 01:50:00 January 2020 NA NA NA
#> 233 2020-01-03 02:00:00 January 2020 NA NA NA
#> 234 2020-01-03 02:10:00 January 2020 47.8390 76.8578 23.9887
#> 235 2020-01-03 02:20:00 January 2020 47.8390 76.8578 23.9887
#> 236 2020-01-03 02:30:00 January 2020 NA NA NA
#> 237 2020-01-03 02:40:00 January 2020 NA NA NA
#> 238 2020-01-03 02:50:00 January 2020 NA NA NA
#> 239 2020-01-03 03:00:00 January 2020 NA NA NA
#> 240 2020-01-03 03:10:00 January 2020 62.1791 NA NA
#> 241 2020-01-03 03:20:00 January 2020 NA NA NA
#> 242 2020-01-03 03:30:00 January 2020 47.8390 76.8578 23.9887
#> 243 2020-01-03 03:40:00 January 2020 NA NA NA
#> 244 2020-01-03 03:50:00 January 2020 NA NA NA
#> 245 2020-01-03 04:00:00 January 2020 NA NA NA
#> 246 2020-01-03 04:10:00 January 2020 47.8390 76.8578 23.9887
#> 247 2020-01-03 04:20:00 January 2020 NA NA NA
#> 248 2020-01-03 04:30:00 January 2020 NA NA NA
#> 249 2020-01-03 04:40:00 January 2020 NA NA NA
#> 250 2020-01-03 06:30:00 January 2020 62.1791 NA NA
#> 251 2020-01-03 06:40:00 January 2020 NA NA NA
#> 252 2020-01-03 06:50:00 January 2020 62.1791 NA NA
#> 253 2020-01-03 07:00:00 January 2020 NA 9.4376 51.2876
#> 254 2020-01-03 07:10:00 January 2020 NA NA NA
#> 255 2020-01-03 07:20:00 January 2020 NA NA NA
#> 256 2020-01-03 07:30:00 January 2020 95.2210 152.9820 47.7483
#> 257 2020-01-03 07:40:00 January 2020 NA NA NA
#> 258 2020-01-03 07:50:00 January 2020 NA NA NA
#> 259 2020-01-03 08:00:00 January 2020 NA NA NA
#> 260 2020-01-03 11:30:00 January 2020 NA NA NA
#> 261 2020-01-03 11:40:00 January 2020 NA 8.5294 46.3523
#> 262 2020-01-03 11:50:00 January 2020 NA NA NA
#> 263 2020-01-03 12:00:00 January 2020 195.3800 313.8970 97.9729
#> 264 2020-01-03 12:10:00 January 2020 82.7348 160.5830 191.8090
#> 265 2020-01-03 12:20:00 January 2020 91.1554 154.2140 87.9038
#> 266 2020-01-03 12:30:00 January 2020 122.9290 NA NA
#> 267 2020-01-03 12:40:00 January 2020 137.2390 156.5170 88.3913
#> 268 2020-01-03 12:50:00 January 2020 NA 24.1260 131.1100
#> 269 2020-01-03 13:00:00 January 2020 61.3205 NA NA
#> 270 2020-01-03 13:10:00 January 2020 57.3812 15.5336 84.4157
#> 271 2020-01-03 13:20:00 January 2020 NA NA NA
#> 272 2020-01-03 13:30:00 January 2020 20.6152 95.4991 349.3280
#> 273 2020-01-03 13:40:00 January 2020 NA NA NA
#> 274 2020-01-03 13:50:00 January 2020 NA 18.2062 98.9394
#> 275 2020-01-03 14:00:00 January 2020 NA 16.6564 90.5174
#> 276 2020-01-03 14:10:00 January 2020 NA 7.5134 40.8306
#> 277 2020-01-03 14:20:00 January 2020 NA 53.7186 291.9280
#> 278 2020-01-03 14:30:00 January 2020 127.5410 247.7850 296.9720
#> 279 2020-01-03 14:40:00 January 2020 35.9767 83.4849 157.6220
#> 280 2020-01-03 14:50:00 January 2020 138.8220 151.4990 79.3879
#> 281 2020-01-03 15:00:00 January 2020 NA 15.5673 84.5990
#> 282 2020-01-03 15:10:00 January 2020 28.9170 88.1656 241.1560
#> 283 2020-01-03 15:20:00 January 2020 87.1124 155.2310 126.7040
#> 284 2020-01-03 15:30:00 January 2020 84.2456 157.4240 162.2140
#> 285 2020-01-03 15:40:00 January 2020 135.8130 153.5010 117.8450
#> 286 2020-01-03 15:50:00 January 2020 32.4445 86.0734 200.7580
#> 287 2020-01-03 16:00:00 January 2020 89.6049 150.6200 48.8608
#> 288 2020-01-03 16:10:00 January 2020 43.6422 73.3599 23.7977
#> 289 2020-01-03 16:20:00 January 2020 NA 39.0014 234.9950
#> 290 2020-01-03 16:30:00 January 2020 NA 5.3624 32.3102
#> 291 2020-01-03 16:40:00 January 2020 184.4770 5.0122 30.2000
#> 292 2020-01-03 16:50:00 January 2020 61.0394 12.4334 74.9147
#> 293 2020-01-03 17:00:00 January 2020 NA NA NA
#> 294 2020-01-03 17:10:00 January 2020 30.8797 81.6319 195.9400
#> 295 2020-01-03 17:20:00 January 2020 35.4143 80.0521 142.9670
#> 296 2020-01-03 17:30:00 January 2020 83.6945 153.6060 123.4890
#> 297 2020-01-03 17:40:00 January 2020 135.9390 150.8400 77.2636
#> 298 2020-01-03 17:50:00 January 2020 79.3617 156.1230 180.1740
#> 299 2020-01-03 18:00:00 January 2020 210.0160 71.7368 154.0070
#> 300 2020-01-03 18:10:00 January 2020 34.2377 80.6021 157.5560
#> 301 2020-01-03 18:20:00 January 2020 181.5690 305.2070 99.0082
#> 302 2020-01-03 18:30:00 January 2020 NA 13.9775 84.2183
#> 303 2020-01-03 18:40:00 January 2020 NA 4.9344 29.7313
#> 304 2020-01-03 18:50:00 January 2020 134.0560 231.7760 111.8770
#> 305 2020-01-03 19:00:00 January 2020 82.8914 154.4750 136.4230
#> 306 2020-01-03 19:10:00 January 2020 44.7403 75.2058 24.3965
#> 307 2020-01-03 19:20:00 January 2020 61.5626 NA NA
#> 308 2020-01-03 19:30:00 January 2020 122.1780 22.5110 135.6360
#> 309 2020-01-03 19:40:00 January 2020 NA 36.3008 218.7230
#> 310 2020-01-03 19:50:00 January 2020 61.5626 NA NA
#> 311 2020-01-03 20:00:00 January 2020 NA 13.5349 81.5515
#> 312 2020-01-03 20:10:00 January 2020 132.5740 152.5770 125.4130
#> 313 2020-01-03 20:20:00 January 2020 122.5210 14.3693 86.5795
#> 314 2020-01-03 20:30:00 January 2020 60.9670 14.1544 85.2842
#> 315 2020-01-03 20:40:00 January 2020 NA 5.7539 34.6690
#> 316 2020-01-03 20:50:00 January 2020 34.9161 80.2852 149.1460
#> 317 2020-01-03 21:00:00 January 2020 122.8610 6.2787 37.8309
#> 318 2020-01-03 21:10:00 January 2020 119.2200 6.7360 40.5865
#> 319 2020-01-03 21:20:00 January 2020 89.8514 151.0350 48.9952
#> 320 2020-01-03 21:30:00 January 2020 68.4794 89.8141 371.2460
#> 321 2020-01-03 21:40:00 January 2020 61.2524 7.3709 44.4120
#> 322 2020-01-03 21:50:00 January 2020 96.1658 74.7936 64.7557
#> 323 2020-01-03 22:00:00 January 2020 79.4507 156.0810 179.0700
#> 324 2020-01-03 22:10:00 January 2020 221.9960 NA 241.1480
#> 325 2020-01-03 22:20:00 January 2020 136.3510 229.1980 74.3512
#> 326 2020-01-03 22:30:00 January 2020 NA 22.1974 133.7460
#> 327 2020-01-03 22:40:00 January 2020 60.9297 15.0388 90.6133
#> 328 2020-01-03 22:50:00 January 2020 93.4064 74.4679 52.2496
#> 329 2020-01-03 23:00:00 January 2020 NA 14.7335 88.7736
#> 330 2020-01-03 23:10:00 January 2020 NA 15.4056 92.8232
#> 331 2020-01-03 23:20:00 January 2020 90.2795 77.8317 148.9960
#> 332 2020-01-03 23:30:00 January 2020 90.7859 75.9793 94.6833
#> 333 2020-01-03 23:40:00 January 2020 NA 30.4233 183.3090
#> 334 2020-01-03 23:50:00 January 2020 31.0337 82.0975 197.2700
#> 335 2020-01-04 00:00:00 January 2020 41.7805 77.0812 64.0602
#> 336 2020-01-04 00:10:00 January 2020 NA NA NA
#> 337 2020-01-04 00:20:00 January 2020 NA 5.4769 32.9997
#> 338 2020-01-04 00:30:00 January 2020 85.9354 78.3376 159.6100
#> 339 2020-01-04 00:40:00 January 2020 NA 7.3872 44.5099
#> 340 2020-01-04 00:50:00 January 2020 NA 6.9702 41.9974
#> 341 2020-01-04 01:00:00 January 2020 86.0127 78.2977 158.5000
#> 342 2020-01-04 01:10:00 January 2020 NA 32.0207 192.9340
#> 343 2020-01-04 01:20:00 January 2020 NA NA NA
#> 344 2020-01-04 01:30:00 January 2020 41.7468 77.0971 64.4788
#> 345 2020-01-04 01:40:00 January 2020 89.3610 150.2100 48.7278
#> 346 2020-01-04 01:50:00 January 2020 NA NA NA
#> 347 2020-01-04 02:00:00 January 2020 NA NA NA
#> 348 2020-01-04 02:10:00 January 2020 NA 15.4276 92.9555
#> 349 2020-01-04 02:20:00 January 2020 NA 7.2882 43.9137
#> 350 2020-01-04 02:30:00 January 2020 44.5442 74.8761 24.2896
#> 351 2020-01-04 02:40:00 January 2020 NA 6.9885 42.1076
#> 352 2020-01-04 02:50:00 January 2020 NA NA NA
#> 353 2020-01-04 03:00:00 January 2020 42.4322 76.7767 55.9799
#> 354 2020-01-04 03:10:00 January 2020 NA NA NA
#> 355 2020-01-04 03:20:00 January 2020 NA NA NA
#> 356 2020-01-04 03:30:00 January 2020 44.8402 75.3736 24.4510
#> 357 2020-01-04 03:40:00 January 2020 NA 7.6687 46.2059
#> 358 2020-01-04 03:50:00 January 2020 89.8514 151.0350 48.9952
#> 359 2020-01-04 04:00:00 January 2020 NA 8.0249 48.3525
#> 360 2020-01-04 04:10:00 January 2020 NA 7.4369 44.8093