Remove replicates in SWMP nutrient data to keep approximate monthly time step
Usage
rem_reps(swmpr_in, ...)
# S3 method for class 'swmpr'
rem_reps(swmpr_in, FUN = function(x) mean(x, na.rm = TRUE), ...)Details
Raw nutrient data obtained from the CDMO will usually include replicate samples that are taken within a few minutes of each other. This function combines nutrient data that occur on the same day. The datetimestamp column will always be averaged for replicates, but the actual observations will be combined based on the user-supplied function which defauls to the mean. Other suggested functions include the median, min, or max. The entire function call including treatment of NA values should be passed to the FUN argument (see the examples). The function is meant to be used after qaqc processing, although it works with a warning if QAQC columns are present.
Examples
## get nutrient data
data(apacpnut)
swmp1 <- apacpnut
# remove replicate nutrient data
rem_reps(swmp1)
#> Warning: QAQC columns present, removed from output
#> datetimestamp po4f nh4f no2f no3f no23f
#> 1 2002-04-02 11:55:30 0.004000000 0.02800000 0.0020 0.0470 0.049000000
#> 2 2002-04-30 11:15:00 0.014000000 0.13800000 0.0050 0.1150 0.120000000
#> 3 2002-06-04 11:03:00 0.006000000 0.04900000 0.0020 0.0240 0.026000000
#> 4 2002-07-02 09:54:00 0.015500000 0.08800000 0.0020 NA 0.039500000
#> 5 2002-08-06 12:13:00 0.011000000 0.04000000 0.0030 0.0360 0.039000000
#> 6 2002-09-10 09:00:00 0.026000000 0.03900000 0.0030 0.0130 0.016000000
#> 7 2002-10-08 08:56:00 0.009500000 0.03650000 0.0090 0.0195 0.028500000
#> 8 2002-11-04 10:05:30 0.006500000 0.06100000 0.0055 0.0970 0.102500000
#> 9 2002-12-02 12:10:30 0.010500000 0.06100000 0.0040 0.1095 0.113500000
#> 10 2003-01-06 10:31:00 0.014000000 0.23700000 0.0030 0.2370 0.240000000
#> 11 2003-02-03 11:11:00 0.004000000 0.03750000 0.0020 NA 0.095500000
#> 12 2003-03-03 10:21:00 0.015000000 0.06150000 0.0060 0.1290 0.135000000
#> 13 2003-04-08 08:30:00 0.025000000 0.15900000 0.0050 0.1740 0.179000000
#> 14 2003-05-06 09:49:00 0.003500000 0.05700000 0.0070 0.2290 0.236000000
#> 15 2003-06-02 10:16:00 0.003500000 0.05650000 0.0090 0.2210 0.230000000
#> 16 2003-07-08 12:47:00 0.001000000 0.03400000 0.0020 0.0490 0.051000000
#> 17 2003-08-04 10:18:30 0.001000000 0.03500000 0.0030 0.2690 0.272000000
#> 18 2003-09-09 12:12:00 0.002500000 0.01400000 0.0050 0.1385 0.143500000
#> 19 2003-10-07 12:48:30 0.004500000 0.12450000 0.0020 0.0205 0.022500000
#> 20 2003-11-05 09:38:30 0.003500000 0.01700000 0.0020 0.0260 0.028500000
#> 21 2003-12-08 10:57:30 0.001500000 0.00400000 0.0020 0.1770 0.179000000
#> 22 2004-01-08 10:51:00 0.001000000 0.00650000 0.0020 NA 0.017500000
#> 23 2004-02-09 11:57:30 0.001000000 0.00500000 0.0020 0.0785 0.080500000
#> 24 2004-03-09 11:11:00 0.002000000 0.03050000 0.0030 0.2840 0.287000000
#> 25 2004-04-05 09:52:30 0.001000000 0.02050000 0.0020 0.0970 0.101000000
#> 26 2004-05-04 10:06:00 0.007000000 0.08550000 0.0045 0.0890 0.093500000
#> 27 2004-06-07 09:17:00 0.006500000 0.05950000 0.0040 0.0365 0.040500000
#> 28 2004-07-06 08:57:30 0.001000000 0.05800000 0.0060 0.0610 0.067000000
#> 29 2004-08-02 12:41:00 0.001000000 0.01000000 0.0020 NA 0.023500000
#> 30 2004-09-08 14:07:30 0.003000000 0.04650000 0.0120 0.1095 0.121500000
#> 31 2004-10-04 10:08:30 NA 0.04800000 0.0115 0.0430 0.054500000
#> 32 2004-11-08 10:16:30 0.002000000 0.01800000 0.0115 0.1810 0.192500000
#> 33 2004-11-30 12:02:00 0.007000000 0.01850000 0.0050 0.0380 0.043000000
#> 34 2005-01-04 10:47:30 0.004000000 0.02750000 0.0020 0.0140 0.017500000
#> 35 2005-02-07 11:18:00 0.001000000 0.01850000 0.0120 0.0080 0.018000000
#> 36 2005-03-02 12:56:30 0.001000000 0.00650000 0.0210 0.1820 0.203000000
#> 37 2005-04-04 11:51:00 0.005000000 0.04650000 0.0240 0.2450 0.269000000
#> 38 2005-05-02 10:46:00 0.004500000 0.03050000 0.0095 0.2285 0.238000000
#> 39 2005-06-06 10:09:00 0.003500000 0.02150000 0.0080 0.2805 0.288500000
#> 40 2005-08-09 09:29:30 0.002000000 0.03250000 0.0030 0.1420 0.145000000
#> 41 2005-09-08 09:26:30 0.001000000 0.08250000 0.0040 NA 0.007000000
#> 42 2005-10-03 09:26:00 0.001000000 0.04100000 0.0030 0.0120 0.011000000
#> 43 2005-11-08 11:11:00 0.002000000 0.00850000 0.0020 0.0675 0.069500000
#> 44 2005-11-29 13:46:00 0.001000000 0.00400000 0.0020 NA 0.007000000
#> 45 2006-01-03 12:02:00 0.001500000 0.01700000 0.0035 0.2880 0.291500000
#> 46 2006-02-01 11:17:30 0.002000000 0.02150000 0.0040 0.3015 0.305500000
#> 47 2006-03-01 12:17:00 0.001500000 0.03550000 0.0040 0.2475 0.251500000
#> 48 2006-04-04 11:28:00 0.002000000 0.08300000 NA NA 0.211000000
#> 49 2006-05-02 11:11:00 NA NA NA NA NA
#> 50 2006-06-07 11:08:30 NA NA NA NA NA
#> 51 2006-07-05 09:29:00 NA NA NA NA NA
#> 52 2006-08-08 09:52:30 0.006000000 0.01000000 NA NA 0.007000000
#> 53 2006-09-06 09:32:00 0.002000000 0.05050000 NA NA 0.020000000
#> 54 2006-10-03 10:30:00 0.006500000 0.04000000 NA NA 0.013500000
#> 55 2006-11-01 09:48:00 0.009000000 0.03000000 NA NA 0.015500000
#> 56 2006-11-28 12:30:00 0.001000000 0.00400000 NA NA 0.007000000
#> 57 2007-01-09 12:35:00 0.006500000 0.04650000 NA NA 0.166000000
#> 58 2007-02-05 10:35:00 0.002000000 0.00950000 NA NA 0.155500000
#> 59 2007-03-06 11:31:40 0.002333333 0.02766667 NA NA 0.286000000
#> 60 2007-04-09 09:44:00 0.002000000 0.03300000 NA NA 0.113000000
#> 61 2007-05-08 08:30:00 0.003000000 0.09100000 NA NA 0.010000000
#> 62 2007-06-05 08:11:00 0.009000000 0.07500000 NA NA 0.052000000
#> 63 2007-07-10 08:00:00 0.002000000 0.05900000 NA NA 0.018000000
#> 64 2007-08-07 08:12:00 0.002000000 0.06700000 NA NA 0.182000000
#> 65 2007-09-10 10:23:00 0.006000000 0.01100000 NA NA 0.002000000
#> 66 2007-10-09 09:08:00 0.006000000 0.02700000 NA NA 0.014000000
#> 67 2007-11-05 13:50:00 0.002000000 0.01600000 NA NA 0.003000000
#> 68 2007-12-04 12:30:00 0.004000000 0.02100000 NA NA 0.012000000
#> 69 2008-01-06 11:44:00 0.003000000 0.01700000 NA NA 0.010000000
#> 70 2008-02-11 11:42:00 0.002000000 0.03033333 NA NA 0.137333333
#> 71 2008-03-11 10:41:00 0.002000000 0.06400000 NA NA 0.143000000
#> 72 2008-04-21 08:36:00 0.002000000 0.02400000 NA NA 0.178000000
#> 73 2008-05-13 11:50:00 0.002000000 0.04500000 NA NA 0.055000000
#> 74 2008-06-09 08:36:00 0.003000000 0.04800000 NA NA 0.021000000
#> 75 2008-07-08 13:26:00 0.003000000 0.03800000 NA NA 0.017000000
#> 76 2008-08-05 07:56:00 0.005000000 0.11000000 NA NA 0.008000000
#> 77 2008-09-08 08:00:00 0.005000000 0.09700000 NA NA 0.034000000
#> 78 2008-10-07 11:57:00 0.003000000 0.01600000 NA NA 0.006200000
#> 79 2008-11-04 08:35:00 0.004000000 0.14500000 NA NA 0.006200000
#> 80 2008-12-03 11:55:00 0.002000000 0.02600000 NA NA 0.096000000
#> 81 2009-01-13 10:29:00 0.002000000 0.03400000 NA NA 0.241000000
#> 82 2009-02-10 13:03:00 0.002000000 0.01170000 NA NA 0.013000000
#> 83 2009-03-10 11:27:00 0.002000000 0.02033333 NA NA 0.232666667
#> 84 2009-04-15 11:14:00 0.018000000 0.04900000 NA NA 0.193000000
#> 85 2009-05-05 13:35:00 0.003000000 0.06300000 NA NA 0.193000000
#> 86 2009-06-09 08:10:00 0.004000000 0.11000000 NA NA 0.117000000
#> 87 2009-07-14 12:08:00 0.001000000 0.04400000 NA NA 0.054000000
#> 88 2009-08-04 12:03:00 0.001000000 0.01930000 NA NA 0.034000000
#> 89 2009-09-08 11:56:00 0.005333333 0.08900000 NA NA 0.008666667
#> 90 2009-10-06 09:30:00 0.009000000 0.13000000 NA NA 0.120000000
#> 91 2009-11-03 12:40:00 0.002000000 0.02600000 NA NA 0.041000000
#> 92 2009-12-08 11:30:00 0.007000000 0.01930000 NA NA 0.858000000
#> 93 2010-01-12 12:28:00 0.006000000 0.02800000 NA NA 0.400000000
#> 94 2010-02-02 13:31:00 0.007000000 0.05000000 NA NA 0.369000000
#> 95 2010-03-04 14:35:00 0.002000000 0.02300000 NA NA 0.430000000
#> 96 2010-04-06 08:31:00 0.006000000 0.05200000 NA NA 0.227000000
#> 97 2010-05-05 08:31:00 0.004000000 0.07300000 NA NA 0.156000000
#> 98 2010-06-08 14:03:00 0.002000000 0.01770000 NA NA 0.025000000
#> 99 2010-07-13 12:38:00 0.002000000 0.01770000 NA NA 0.022000000
#> 100 2010-08-04 07:24:00 0.002000000 0.04400000 NA NA 0.034000000
#> 101 2010-09-08 11:40:00 0.002000000 0.04300000 NA NA 0.002100000
#> 102 2010-10-06 10:00:40 0.002000000 0.02023333 NA NA 0.068000000
#> 103 2010-11-02 09:53:00 0.009000000 0.04800000 NA NA 0.018000000
#> 104 2010-12-14 12:26:00 0.002000000 0.05000000 NA NA 0.246000000
#> 105 2011-01-11 11:28:00 0.003000000 0.04300000 NA NA 0.003000000
#> 106 2011-02-09 12:56:20 0.004333333 0.01500000 NA NA 0.086666667
#> 107 2011-03-02 10:36:00 0.004000000 0.01500000 NA NA 0.047000000
#> 108 2011-04-06 11:29:00 0.003000000 0.04200000 NA NA 0.245000000
#> 109 2011-05-11 10:38:00 0.003000000 0.03700000 NA NA 0.017000000
#> 110 2011-06-07 09:54:00 0.003000000 0.02200000 NA NA 0.010000000
#> 111 2011-07-13 09:43:00 0.003000000 0.03600000 NA NA 0.018000000
#> 112 2011-08-03 09:30:00 0.003000000 0.06600000 NA NA 0.030000000
#> 113 2011-09-07 10:12:00 0.003000000 0.08400000 NA NA 0.065000000
#> 114 2011-10-05 11:05:00 0.003000000 0.06200000 NA NA 0.003000000
#> 115 2011-11-02 09:34:00 0.003000000 0.01800000 NA NA 0.004000000
#> 116 2011-12-13 11:15:00 0.003000000 0.03200000 NA NA 0.007000000
#> 117 2012-01-10 10:20:00 0.003000000 0.03000000 NA NA 0.002400000
#> 118 2012-02-07 11:41:00 0.005000000 0.01900000 NA NA 0.081000000
#> 119 2012-03-05 11:51:00 0.003000000 0.04100000 NA NA 0.510000000
#> 120 2012-04-04 10:30:00 0.003000000 0.04300000 NA NA 0.154000000
#> 121 2012-05-09 10:15:40 0.003000000 0.03033333 NA NA 0.006666667
#> 122 2012-06-05 08:30:00 0.003000000 0.04000000 NA NA 0.042000000
#> 123 2012-07-03 09:59:20 0.004333333 0.07633333 NA NA 0.058000000
#> 124 2012-08-07 09:53:00 0.003000000 0.05000000 NA NA 0.049000000
#> 125 2012-09-05 10:56:00 0.003000000 0.02600000 NA NA 0.007000000
#> 126 2012-10-02 09:27:00 0.003000000 0.03600000 NA NA 0.012333333
#> 127 2012-11-06 10:30:00 0.003000000 0.07000000 NA NA 0.006000000
#> 128 2012-11-26 11:39:00 0.003000000 0.04100000 NA NA 0.004000000
#> 129 2013-01-08 10:54:00 0.003000000 0.01300000 NA NA 0.004000000
#> 130 2013-02-05 10:23:00 0.008000000 0.01400000 NA NA 0.002000000
#> 131 2013-03-04 15:47:20 0.012666667 0.06666667 NA NA 0.236000000
#> 132 2013-04-02 10:18:00 0.003000000 0.06300000 NA NA 0.276000000
#> 133 2013-05-08 10:07:00 0.003000000 0.06500000 NA NA 0.100000000
#> 134 2013-06-03 09:12:20 0.003000000 0.05366667 NA NA 0.002000000
#> 135 2013-07-09 08:56:00 0.004000000 0.06500000 NA NA 0.036000000
#> 136 2013-08-12 09:22:00 0.004000000 0.01900000 NA NA 0.019000000
#> 137 2013-09-04 08:13:00 0.006000000 0.10000000 NA NA 0.150000000
#> 138 2013-10-08 10:07:00 0.005000000 0.03300000 NA NA 0.069000000
#> 139 2013-10-29 09:30:00 0.004000000 0.01200000 NA NA 0.009000000
#> 140 2013-12-03 11:07:00 0.005000000 0.01000000 NA NA 0.150000000
#> chla_n
#> 1 1.800000
#> 2 1.200000
#> 3 3.400000
#> 4 3.350000
#> 5 7.800000
#> 6 0.800000
#> 7 2.350000
#> 8 3.700000
#> 9 2.350000
#> 10 13.243000
#> 11 14.952000
#> 12 7.903500
#> 13 2.990000
#> 14 6.087500
#> 15 4.485500
#> 16 8.117000
#> 17 3.845000
#> 18 8.544000
#> 19 1.282000
#> 20 1.495500
#> 21 2.136000
#> 22 1.050000
#> 23 2.600000
#> 24 1.900000
#> 25 2.600000
#> 26 3.600000
#> 27 2.100000
#> 28 4.150000
#> 29 6.100000
#> 30 17.300000
#> 31 4.300000
#> 32 0.650000
#> 33 0.650000
#> 34 1.600000
#> 35 1.495000
#> 36 0.740000
#> 37 1.090000
#> 38 1.825000
#> 39 1.705000
#> 40 1.495000
#> 41 2.560000
#> 42 2.560000
#> 43 1.065000
#> 44 1.280000
#> 45 4.740000
#> 46 3.885000
#> 47 1.960000
#> 48 4.710000
#> 49 NA
#> 50 NA
#> 51 NA
#> 52 10.425000
#> 53 7.350000
#> 54 2.520000
#> 55 1.560000
#> 56 4.935000
#> 57 4.450000
#> 58 3.050000
#> 59 2.900000
#> 60 3.800000
#> 61 8.500000
#> 62 2.900000
#> 63 6.500000
#> 64 8.000000
#> 65 13.600000
#> 66 4.200000
#> 67 4.700000
#> 68 2.700000
#> 69 0.400000
#> 70 3.066667
#> 71 6.500000
#> 72 4.900000
#> 73 14.500000
#> 74 7.500000
#> 75 9.600000
#> 76 15.600000
#> 77 5.800000
#> 78 5.800000
#> 79 2.900000
#> 80 5.400000
#> 81 6.900000
#> 82 8.000000
#> 83 5.800000
#> 84 2.400000
#> 85 9.400000
#> 86 6.000000
#> 87 11.800000
#> 88 19.700000
#> 89 7.633333
#> 90 5.800000
#> 91 6.900000
#> 92 2.700000
#> 93 1.800000
#> 94 4.700000
#> 95 5.100000
#> 96 4.500000
#> 97 5.100000
#> 98 13.600000
#> 99 13.400000
#> 100 11.600000
#> 101 11.600000
#> 102 4.533333
#> 103 3.800000
#> 104 6.500000
#> 105 3.800000
#> 106 8.566667
#> 107 4.700000
#> 108 9.400000
#> 109 10.500000
#> 110 12.300000
#> 111 14.700000
#> 112 14.500000
#> 113 10.000000
#> 114 6.200000
#> 115 6.000000
#> 116 3.400000
#> 117 4.020000
#> 118 6.700000
#> 119 8.040000
#> 120 5.810000
#> 121 9.013333
#> 122 9.380000
#> 123 6.480000
#> 124 6.700000
#> 125 8.710000
#> 126 13.183333
#> 127 3.130000
#> 128 2.460000
#> 129 2.230000
#> 130 4.020000
#> 131 2.156667
#> 132 10.500000
#> 133 5.590000
#> 134 5.810000
#> 135 6.800000
#> 136 11.000000
#> 137 4.400000
#> 138 7.400000
#> 139 2.700000
#> 140 5.900000
# use different function to aggregate replicates
func <- function(x) max(x, na.rm = TRUE)
rem_reps(swmp1, FUN = func)
#> Warning: QAQC columns present, removed from output
#> datetimestamp po4f nh4f no2f no3f no23f chla_n
#> 1 2002-04-02 11:55:30 0.004 0.0290 0.002 0.048 0.0500 1.800
#> 2 2002-04-30 11:15:00 0.014 0.1380 0.005 0.115 0.1200 1.200
#> 3 2002-06-04 11:03:00 0.006 0.0490 0.002 0.024 0.0260 3.400
#> 4 2002-07-02 09:54:00 0.017 0.0930 0.002 NA 0.0400 3.700
#> 5 2002-08-06 12:13:00 0.011 0.0400 0.003 0.036 0.0390 7.800
#> 6 2002-09-10 09:00:00 0.026 0.0390 0.003 0.013 0.0160 0.800
#> 7 2002-10-08 08:56:00 0.010 0.0370 0.009 0.020 0.0290 2.600
#> 8 2002-11-04 10:05:30 0.007 0.0620 0.006 0.101 0.1060 4.000
#> 9 2002-12-02 12:10:30 0.011 0.0650 0.004 0.110 0.1140 2.600
#> 10 2003-01-06 10:31:00 0.014 0.3600 0.003 0.239 0.2420 13.670
#> 11 2003-02-03 11:11:00 0.004 0.0400 0.002 NA 0.1060 15.379
#> 12 2003-03-03 10:21:00 0.016 0.0640 0.007 0.131 0.1360 8.117
#> 13 2003-04-08 08:30:00 0.025 0.1590 0.005 0.174 0.1790 2.990
#> 14 2003-05-06 09:49:00 0.004 0.0600 0.007 0.246 0.2530 7.049
#> 15 2003-06-02 10:16:00 0.004 0.0610 0.009 0.223 0.2320 4.699
#> 16 2003-07-08 12:47:00 0.001 0.0350 0.002 0.052 0.0540 8.117
#> 17 2003-08-04 10:18:30 0.001 0.0360 0.003 0.312 0.3150 3.845
#> 18 2003-09-09 12:12:00 0.003 0.0140 0.005 0.141 0.1460 8.544
#> 19 2003-10-07 12:48:30 0.005 0.1440 0.002 0.030 0.0320 1.282
#> 20 2003-11-05 09:38:30 0.004 0.0170 0.002 0.026 0.0290 1.709
#> 21 2003-12-08 10:57:30 0.002 0.0040 0.002 0.185 0.1870 2.136
#> 22 2004-01-08 10:51:00 0.001 0.0080 0.002 NA 0.0190 1.300
#> 23 2004-02-09 11:57:30 0.001 0.0060 0.002 0.082 0.0840 2.600
#> 24 2004-03-09 11:11:00 0.002 0.0340 0.003 0.286 0.2890 2.100
#> 25 2004-04-05 09:52:30 0.001 0.0210 0.002 0.097 0.1030 2.600
#> 26 2004-05-04 10:06:00 0.008 0.0870 0.005 0.090 0.0940 3.800
#> 27 2004-06-07 09:17:00 0.008 0.0600 0.004 0.038 0.0420 2.100
#> 28 2004-07-06 08:57:30 0.001 0.0600 0.006 0.062 0.0680 4.500
#> 29 2004-08-02 12:41:00 0.001 0.0140 0.002 NA 0.0260 6.400
#> 30 2004-09-08 14:07:30 0.004 0.0480 0.013 0.118 0.1310 32.000
#> 31 2004-10-04 10:08:30 NA 0.0500 0.013 0.044 0.0550 4.300
#> 32 2004-11-08 10:16:30 0.002 0.0200 0.013 0.182 0.1930 0.800
#> 33 2004-11-30 12:02:00 0.009 0.0200 0.005 0.039 0.0440 0.800
#> 34 2005-01-04 10:47:30 0.004 0.0310 0.002 0.014 0.0190 1.920
#> 35 2005-02-07 11:18:00 0.001 0.0190 0.012 0.008 0.0200 1.710
#> 36 2005-03-02 12:56:30 0.001 0.0090 0.024 0.184 0.2080 0.980
#> 37 2005-04-04 11:51:00 0.005 0.0470 0.024 0.252 0.2760 1.220
#> 38 2005-05-02 10:46:00 0.005 0.0310 0.010 0.235 0.2440 1.920
#> 39 2005-06-06 10:09:00 0.004 0.0220 0.008 0.282 0.2900 2.130
#> 40 2005-08-09 09:29:30 0.002 0.0340 0.003 0.147 0.1500 1.710
#> 41 2005-09-08 09:26:30 0.001 0.0860 0.004 NA 0.0070 2.560
#> 42 2005-10-03 09:26:00 0.001 0.0420 0.003 0.012 0.0150 2.560
#> 43 2005-11-08 11:11:00 0.002 0.0090 0.002 0.099 0.1010 1.280
#> 44 2005-11-29 13:46:00 0.001 0.0040 0.002 NA 0.0070 1.280
#> 45 2006-01-03 12:02:00 0.002 0.0180 0.004 0.292 0.2960 5.250
#> 46 2006-02-01 11:17:30 0.002 0.0220 0.004 0.313 0.3170 3.930
#> 47 2006-03-01 12:17:00 0.002 0.0360 0.004 0.249 0.2530 2.130
#> 48 2006-04-04 11:28:00 0.002 0.0830 NA NA 0.2240 4.740
#> 49 2006-05-02 11:11:00 NA NA NA NA NA NA
#> 50 2006-06-07 11:08:30 NA NA NA NA NA NA
#> 51 2006-07-05 09:29:00 NA NA NA NA NA NA
#> 52 2006-08-08 09:52:30 0.006 0.0100 NA NA 0.0070 10.550
#> 53 2006-09-06 09:32:00 0.002 0.0510 NA NA 0.0210 7.820
#> 54 2006-10-03 10:30:00 0.007 0.0460 NA NA 0.0150 2.730
#> 55 2006-11-01 09:48:00 0.009 0.0300 NA NA 0.0180 1.620
#> 56 2006-11-28 12:30:00 0.001 0.0040 NA NA 0.0070 4.960
#> 57 2007-01-09 12:35:00 0.007 0.0480 NA NA 0.1660 4.700
#> 58 2007-02-05 10:35:00 0.002 0.0110 NA NA 0.1590 4.300
#> 59 2007-03-06 11:31:40 0.003 0.0300 NA NA 0.2900 3.100
#> 60 2007-04-09 09:44:00 0.002 0.0330 NA NA 0.1130 3.800
#> 61 2007-05-08 08:30:00 0.003 0.0910 NA NA 0.0100 8.500
#> 62 2007-06-05 08:11:00 0.009 0.0750 NA NA 0.0520 2.900
#> 63 2007-07-10 08:00:00 0.002 0.0590 NA NA 0.0180 6.500
#> 64 2007-08-07 08:12:00 0.002 0.0670 NA NA 0.1820 8.000
#> 65 2007-09-10 10:23:00 0.006 0.0110 NA NA 0.0020 13.600
#> 66 2007-10-09 09:08:00 0.006 0.0270 NA NA 0.0140 4.200
#> 67 2007-11-05 13:50:00 0.002 0.0160 NA NA 0.0030 4.700
#> 68 2007-12-04 12:30:00 0.004 0.0210 NA NA 0.0120 2.700
#> 69 2008-01-06 11:44:00 0.003 0.0170 NA NA 0.0100 0.400
#> 70 2008-02-11 11:42:00 0.002 0.0310 NA NA 0.1400 3.400
#> 71 2008-03-11 10:41:00 0.002 0.0640 NA NA 0.1430 6.500
#> 72 2008-04-21 08:36:00 0.002 0.0240 NA NA 0.1780 4.900
#> 73 2008-05-13 11:50:00 0.002 0.0450 NA NA 0.0550 14.500
#> 74 2008-06-09 08:36:00 0.003 0.0480 NA NA 0.0210 7.500
#> 75 2008-07-08 13:26:00 0.003 0.0380 NA NA 0.0170 9.600
#> 76 2008-08-05 07:56:00 0.005 0.1100 NA NA 0.0080 15.600
#> 77 2008-09-08 08:00:00 0.005 0.0970 NA NA 0.0340 5.800
#> 78 2008-10-07 11:57:00 0.003 0.0160 NA NA 0.0062 5.800
#> 79 2008-11-04 08:35:00 0.004 0.1450 NA NA 0.0062 2.900
#> 80 2008-12-03 11:55:00 0.002 0.0260 NA NA 0.0960 5.400
#> 81 2009-01-13 10:29:00 0.002 0.0340 NA NA 0.2410 6.900
#> 82 2009-02-10 13:03:00 0.002 0.0117 NA NA 0.0130 8.000
#> 83 2009-03-10 11:27:00 0.002 0.0230 NA NA 0.2370 6.000
#> 84 2009-04-15 11:14:00 0.018 0.0490 NA NA 0.1930 2.400
#> 85 2009-05-05 13:35:00 0.003 0.0630 NA NA 0.1930 9.400
#> 86 2009-06-09 08:10:00 0.004 0.1100 NA NA 0.1170 6.000
#> 87 2009-07-14 12:08:00 0.001 0.0440 NA NA 0.0540 11.800
#> 88 2009-08-04 12:03:00 0.001 0.0193 NA NA 0.0340 19.700
#> 89 2009-09-08 11:56:00 0.006 0.1290 NA NA 0.0110 8.300
#> 90 2009-10-06 09:30:00 0.009 0.1300 NA NA 0.1200 5.800
#> 91 2009-11-03 12:40:00 0.002 0.0260 NA NA 0.0410 6.900
#> 92 2009-12-08 11:30:00 0.007 0.0193 NA NA 0.8580 2.700
#> 93 2010-01-12 12:28:00 0.006 0.0280 NA NA 0.4000 1.800
#> 94 2010-02-02 13:31:00 0.007 0.0500 NA NA 0.3690 4.700
#> 95 2010-03-04 14:35:00 0.002 0.0230 NA NA 0.4300 5.100
#> 96 2010-04-06 08:31:00 0.006 0.0520 NA NA 0.2270 4.500
#> 97 2010-05-05 08:31:00 0.004 0.0730 NA NA 0.1560 5.100
#> 98 2010-06-08 14:03:00 0.002 0.0177 NA NA 0.0250 13.600
#> 99 2010-07-13 12:38:00 0.002 0.0177 NA NA 0.0220 13.400
#> 100 2010-08-04 07:24:00 0.002 0.0440 NA NA 0.0340 11.600
#> 101 2010-09-08 11:40:00 0.002 0.0430 NA NA 0.0021 11.600
#> 102 2010-10-06 10:00:40 0.002 0.0220 NA NA 0.0730 4.900
#> 103 2010-11-02 09:53:00 0.009 0.0480 NA NA 0.0180 3.800
#> 104 2010-12-14 12:26:00 0.002 0.0500 NA NA 0.2460 6.500
#> 105 2011-01-11 11:28:00 0.003 0.0430 NA NA 0.0030 3.800
#> 106 2011-02-09 12:56:20 0.005 0.0150 NA NA 0.0950 8.900
#> 107 2011-03-02 10:36:00 0.004 0.0150 NA NA 0.0470 4.700
#> 108 2011-04-06 11:29:00 0.003 0.0420 NA NA 0.2450 9.400
#> 109 2011-05-11 10:38:00 0.003 0.0370 NA NA 0.0170 10.500
#> 110 2011-06-07 09:54:00 0.003 0.0220 NA NA 0.0100 12.300
#> 111 2011-07-13 09:43:00 0.003 0.0360 NA NA 0.0180 14.700
#> 112 2011-08-03 09:30:00 0.003 0.0660 NA NA 0.0300 14.500
#> 113 2011-09-07 10:12:00 0.003 0.0840 NA NA 0.0650 10.000
#> 114 2011-10-05 11:05:00 0.003 0.0620 NA NA 0.0030 6.200
#> 115 2011-11-02 09:34:00 0.003 0.0180 NA NA 0.0040 6.000
#> 116 2011-12-13 11:15:00 0.003 0.0320 NA NA 0.0070 3.400
#> 117 2012-01-10 10:20:00 0.003 0.0300 NA NA 0.0024 4.020
#> 118 2012-02-07 11:41:00 0.005 0.0190 NA NA 0.0810 6.700
#> 119 2012-03-05 11:51:00 0.003 0.0410 NA NA 0.5100 8.040
#> 120 2012-04-04 10:30:00 0.003 0.0430 NA NA 0.1540 5.810
#> 121 2012-05-09 10:15:40 0.003 0.0530 NA NA 0.0090 9.160
#> 122 2012-06-05 08:30:00 0.003 0.0400 NA NA 0.0420 9.380
#> 123 2012-07-03 09:59:20 0.005 0.0940 NA NA 0.0600 8.040
#> 124 2012-08-07 09:53:00 0.003 0.0500 NA NA 0.0490 6.700
#> 125 2012-09-05 10:56:00 0.003 0.0260 NA NA 0.0070 8.710
#> 126 2012-10-02 09:27:00 0.003 0.0420 NA NA 0.0150 13.850
#> 127 2012-11-06 10:30:00 0.003 0.0700 NA NA 0.0060 3.130
#> 128 2012-11-26 11:39:00 0.003 0.0410 NA NA 0.0040 2.460
#> 129 2013-01-08 10:54:00 0.003 0.0130 NA NA 0.0040 2.230
#> 130 2013-02-05 10:23:00 0.008 0.0140 NA NA 0.0020 4.020
#> 131 2013-03-04 15:47:20 0.016 0.0720 NA NA 0.2480 2.680
#> 132 2013-04-02 10:18:00 0.003 0.0630 NA NA 0.2760 10.500
#> 133 2013-05-08 10:07:00 0.003 0.0650 NA NA 0.1000 5.590
#> 134 2013-06-03 09:12:20 0.003 0.0630 NA NA 0.0020 5.810
#> 135 2013-07-09 08:56:00 0.004 0.0650 NA NA 0.0360 6.800
#> 136 2013-08-12 09:22:00 0.004 0.0190 NA NA 0.0190 11.000
#> 137 2013-09-04 08:13:00 0.006 0.1000 NA NA 0.1500 4.400
#> 138 2013-10-08 10:07:00 0.005 0.0330 NA NA 0.0690 7.400
#> 139 2013-10-29 09:30:00 0.004 0.0120 NA NA 0.0090 2.700
#> 140 2013-12-03 11:07:00 0.005 0.0100 NA NA 0.1500 5.900