Calculate time after dose (TAD). Records before the first dose are output < 0. For infusions (dur>0 or rate>0), the time after the end of infusion is calculated.

calc_tad(id, time, amt = NULL, evid = NULL, rate = NULL, dur = NULL)

Arguments

id

Subject identifiers values

time

Time values

amt

Amount values

evid

Event identifiers values

rate

Rate values

dur

Duration values

Examples


data_501 |>
dplyr::mutate(TAD2 = calc_tad(id = ID, time = TIME, amt = AMT))
#>     ID OCC TIME TAD     DV EVID MDV  AMT RATE    WT AGE SEX TAD2
#> 1    1   1    0  -5   0.00    1   1 1000  200  58.4  51   1    0
#> 2    1   1    1  -4   6.47    0   0    0    0  58.4  51   1    1
#> 3    1   1    5   0  23.96    0   0    0    0  58.4  51   1    5
#> 4    1   1   12   7  17.81    0   0    0    0  58.4  51   1   12
#> 5    1   1   24  19   5.63    0   0    0    0  58.4  51   1   24
#> 6    2   1    0  -5   0.00    1   1 1000  200  79.3  53   1    0
#> 7    2   1    1  -4   7.17    0   0    0    0  79.3  53   1    1
#> 8    2   1    5   0  23.17    0   0    0    0  79.3  53   1    5
#> 9    2   1   12   7  12.61    0   0    0    0  79.3  53   1   12
#> 10   2   1   24  19   3.30    0   0    0    0  79.3  53   1   24
#> 11   3   1    0  -5   0.00    1   1 1000  200  88.3  53   1    0
#> 12   3   1    1  -4   3.43    0   0    0    0  88.3  53   1    1
#> 13   3   1    5   0  25.91    0   0    0    0  88.3  53   1    5
#> 14   3   1   12   7  15.61    0   0    0    0  88.3  53   1   12
#> 15   3   1   24  19   3.81    0   0    0    0  88.3  53   1   24
#> 16   4   1    0  -5   0.00    1   1 1000  200  69.9  25   1    0
#> 17   4   1    1  -4   5.45    0   0    0    0  69.9  25   1    1
#> 18   4   1    5   0  14.54    0   0    0    0  69.9  25   1    5
#> 19   4   1   12   7   8.61    0   0    0    0  69.9  25   1   12
#> 20   4   1   24  19   2.12    0   0    0    0  69.9  25   1   24
#> 21   5   1    0  -5   0.00    1   1 1000  200  76.7  51   1    0
#> 22   5   1    1  -4   5.76    0   0    0    0  76.7  51   1    1
#> 23   5   1    5   0  36.91    0   0    0    0  76.7  51   1    5
#> 24   5   1   12   7  12.71    0   0    0    0  76.7  51   1   12
#> 25   5   1   24  19   4.06    0   0    0    0  76.7  51   1   24
#> 26   6   1    0  -5   0.00    1   1 1000  200  84.8  58   1    0
#> 27   6   1    1  -4   3.56    0   0    0    0  84.8  58   1    1
#> 28   6   1    5   0  22.47    0   0    0    0  84.8  58   1    5
#> 29   6   1   12   7  14.53    0   0    0    0  84.8  58   1   12
#> 30   6   1   24  19   5.13    0   0    0    0  84.8  58   1   24
#> 31   7   1    0  -5   0.00    1   1 1000  200  79.3  59   1    0
#> 32   7   1    1  -4   5.65    0   0    0    0  79.3  59   1    1
#> 33   7   1    5   0  13.78    0   0    0    0  79.3  59   1    5
#> 34   7   1   12   7  15.15    0   0    0    0  79.3  59   1   12
#> 35   7   1   24  19   5.97    0   0    0    0  79.3  59   1   24
#> 36   8   1    0  -5   0.00    1   1 1000  200  94.2  60   1    0
#> 37   8   1    1  -4   4.13    0   0    0    0  94.2  60   1    1
#> 38   8   1    5   0  21.76    0   0    0    0  94.2  60   1    5
#> 39   8   1   12   7  13.86    0   0    0    0  94.2  60   1   12
#> 40   8   1   24  19  12.39    0   0    0    0  94.2  60   1   24
#> 41   9   1    0  -5   0.00    1   1 1000  200  92.2  56   0    0
#> 42   9   1    1  -4   3.46    0   0    0    0  92.2  56   0    1
#> 43   9   1    5   0  13.04    0   0    0    0  92.2  56   0    5
#> 44   9   1   12   7  21.38    0   0    0    0  92.2  56   0   12
#> 45   9   1   24  19   6.31    0   0    0    0  92.2  56   0   24
#> 46  10   1    0  -5   0.00    1   1 1000  200  79.6  65   1    0
#> 47  10   1    1  -4   7.57    0   0    0    0  79.6  65   1    1
#> 48  10   1    5   0  17.89    0   0    0    0  79.6  65   1    5
#> 49  10   1   12   7  15.08    0   0    0    0  79.6  65   1   12
#> 50  10   1   24  19   3.35    0   0    0    0  79.6  65   1   24
#> 51  11   1    0  -5   0.00    1   1 1000  200  72.6  57   0    0
#> 52  11   1    1  -4   7.53    0   0    0    0  72.6  57   0    1
#> 53  11   1    5   0  24.92    0   0    0    0  72.6  57   0    5
#> 54  11   1   12   7  22.39    0   0    0    0  72.6  57   0   12
#> 55  11   1   24  19   3.36    0   0    0    0  72.6  57   0   24
#> 56  12   1    0  -5   0.00    1   1 1000  200  83.3  63   1    0
#> 57  12   1    1  -4   4.97    0   0    0    0  83.3  63   1    1
#> 58  12   1    5   0  23.83    0   0    0    0  83.3  63   1    5
#> 59  12   1   12   7  13.45    0   0    0    0  83.3  63   1   12
#> 60  12   1   24  19   3.69    0   0    0    0  83.3  63   1   24
#> 61  13   1    0  -5   0.00    1   1 1000  200  76.2  28   1    0
#> 62  13   1    1  -4   5.88    0   0    0    0  76.2  28   1    1
#> 63  13   1    5   0  27.15    0   0    0    0  76.2  28   1    5
#> 64  13   1   12   7   8.57    0   0    0    0  76.2  28   1   12
#> 65  13   1   24  19   2.03    0   0    0    0  76.2  28   1   24
#> 66  14   1    0  -5   0.00    1   1 1000  200  60.1  38   1    0
#> 67  14   1    1  -4   7.44    0   0    0    0  60.1  38   1    1
#> 68  14   1    5   0  25.75    0   0    0    0  60.1  38   1    5
#> 69  14   1   12   7  11.98    0   0    0    0  60.1  38   1   12
#> 70  14   1   24  19   5.74    0   0    0    0  60.1  38   1   24
#> 71  15   1    0  -5   0.00    1   1 1000  200  88.0  33   1    0
#> 72  15   1    1  -4   7.99    0   0    0    0  88.0  33   1    1
#> 73  15   1    5   0  23.04    0   0    0    0  88.0  33   1    5
#> 74  15   1   12   7  10.74    0   0    0    0  88.0  33   1   12
#> 75  15   1   24  19   1.85    0   0    0    0  88.0  33   1   24
#> 76  16   1    0  -5   0.00    1   1 1000  200  80.9  63   0    0
#> 77  16   1    1  -4   2.30    0   0    0    0  80.9  63   0    1
#> 78  16   1    5   0  19.19    0   0    0    0  80.9  63   0    5
#> 79  16   1   12   7  14.13    0   0    0    0  80.9  63   0   12
#> 80  16   1   24  19   6.20    0   0    0    0  80.9  63   0   24
#> 81  17   1    0  -5   0.00    1   1 1000  200  91.1  62   0    0
#> 82  17   1    1  -4   3.46    0   0    0    0  91.1  62   0    1
#> 83  17   1    5   0  15.01    0   0    0    0  91.1  62   0    5
#> 84  17   1   12   7   7.00    0   0    0    0  91.1  62   0   12
#> 85  17   1   24  19   5.33    0   0    0    0  91.1  62   0   24
#> 86  18   1    0  -5   0.00    1   1 1000  200  60.7  48   0    0
#> 87  18   1    1  -4   7.55    0   0    0    0  60.7  48   0    1
#> 88  18   1    5   0  33.36    0   0    0    0  60.7  48   0    5
#> 89  18   1   12   7  14.15    0   0    0    0  60.7  48   0   12
#> 90  18   1   24  19   1.81    0   0    0    0  60.7  48   0   24
#> 91  19   1    0  -5   0.00    1   1 1000  200  69.6  39   0    0
#> 92  19   1    1  -4  11.70    0   0    0    0  69.6  39   0    1
#> 93  19   1    5   0  35.46    0   0    0    0  69.6  39   0    5
#> 94  19   1   12   7   5.99    0   0    0    0  69.6  39   0   12
#> 95  19   1   24  19   0.92    0   0    0    0  69.6  39   0   24
#> 96  20   1    0  -5   0.00    1   1 1000  200  71.5  46   0    0
#> 97  20   1    1  -4   5.80    0   0    0    0  71.5  46   0    1
#> 98  20   1    5   0  21.40    0   0    0    0  71.5  46   0    5
#> 99  20   1   12   7  15.07    0   0    0    0  71.5  46   0   12
#> 100 20   1   24  19   3.44    0   0    0    0  71.5  46   0   24
#> 101 21   1    0  -5   0.00    1   1 2000  400  71.1  45   0    0
#> 102 21   1    1  -4  14.41    0   0    0    0  71.1  45   0    1
#> 103 21   1    5   0  64.33    0   0    0    0  71.1  45   0    5
#> 104 21   1   12   7  22.33    0   0    0    0  71.1  45   0   12
#> 105 21   1   24  19   4.51    0   0    0    0  71.1  45   0   24
#> 106 22   1    0  -5   0.00    1   1 2000  400  56.2  72   0    0
#> 107 22   1    1  -4  22.23    0   0    0    0  56.2  72   0    1
#> 108 22   1    5   0  59.29    0   0    0    0  56.2  72   0    5
#> 109 22   1   12   7  41.65    0   0    0    0  56.2  72   0   12
#> 110 22   1   24  19   6.21    0   0    0    0  56.2  72   0   24
#> 111 23   1    0  -5   0.00    1   1 2000  400  60.9  49   0    0
#> 112 23   1    1  -4  13.83    0   0    0    0  60.9  49   0    1
#> 113 23   1    5   0  69.35    0   0    0    0  60.9  49   0    5
#> 114 23   1   12   7  32.00    0   0    0    0  60.9  49   0   12
#> 115 23   1   24  19  11.04    0   0    0    0  60.9  49   0   24
#> 116 24   1    0  -5   0.00    1   1 2000  400  85.9  41   0    0
#> 117 24   1    1  -4  14.59    0   0    0    0  85.9  41   0    1
#> 118 24   1    5   0  54.84    0   0    0    0  85.9  41   0    5
#> 119 24   1   12   7  26.12    0   0    0    0  85.9  41   0   12
#> 120 24   1   24  19   6.49    0   0    0    0  85.9  41   0   24
#> 121 25   1    0  -5   0.00    1   1 2000  400  75.5  38   0    0
#> 122 25   1    1  -4   7.00    0   0    0    0  75.5  38   0    1
#> 123 25   1    5   0  34.42    0   0    0    0  75.5  38   0    5
#> 124 25   1   12   7  14.13    0   0    0    0  75.5  38   0   12
#> 125 25   1   24  19   8.15    0   0    0    0  75.5  38   0   24
#> 126 26   1    0  -5   0.00    1   1 2000  400  51.5  51   0    0
#> 127 26   1    1  -4  13.59    0   0    0    0  51.5  51   0    1
#> 128 26   1    5   0  99.39    0   0    0    0  51.5  51   0    5
#> 129 26   1   12   7  18.88    0   0    0    0  51.5  51   0   12
#> 130 26   1   24  19   7.77    0   0    0    0  51.5  51   0   24
#> 131 27   1    0  -5   0.00    1   1 2000  400  60.6  60   1    0
#> 132 27   1    1  -4  21.99    0   0    0    0  60.6  60   1    1
#> 133 27   1    5   0  85.57    0   0    0    0  60.6  60   1    5
#> 134 27   1   12   7  52.16    0   0    0    0  60.6  60   1   12
#> 135 27   1   24  19  12.33    0   0    0    0  60.6  60   1   24
#> 136 28   1    0  -5   0.00    1   1 2000  400  81.6  39   0    0
#> 137 28   1    1  -4   7.06    0   0    0    0  81.6  39   0    1
#> 138 28   1    5   0  19.35    0   0    0    0  81.6  39   0    5
#> 139 28   1   12   7  20.24    0   0    0    0  81.6  39   0   12
#> 140 28   1   24  19   3.10    0   0    0    0  81.6  39   0   24
#> 141 29   1    0  -5   0.00    1   1 2000  400  86.5  47   0    0
#> 142 29   1    1  -4   7.30    0   0    0    0  86.5  47   0    1
#> 143 29   1    5   0  32.88    0   0    0    0  86.5  47   0    5
#> 144 29   1   12   7  14.66    0   0    0    0  86.5  47   0   12
#> 145 29   1   24  19   8.07    0   0    0    0  86.5  47   0   24
#> 146 30   1    0  -5   0.00    1   1 2000  400  67.3  55   0    0
#> 147 30   1    1  -4   9.27    0   0    0    0  67.3  55   0    1
#> 148 30   1    5   0  47.09    0   0    0    0  67.3  55   0    5
#> 149 30   1   12   7  19.55    0   0    0    0  67.3  55   0   12
#> 150 30   1   24  19   7.28    0   0    0    0  67.3  55   0   24
#> 151 31   1    0  -5   0.00    1   1 2000  400  78.0  51   1    0
#> 152 31   1    1  -4   8.12    0   0    0    0  78.0  51   1    1
#> 153 31   1    5   0  44.16    0   0    0    0  78.0  51   1    5
#> 154 31   1   12   7  35.24    0   0    0    0  78.0  51   1   12
#> 155 31   1   24  19  21.96    0   0    0    0  78.0  51   1   24
#> 156 32   1    0  -5   0.00    1   1 2000  400  79.3  53   1    0
#> 157 32   1    1  -4  13.95    0   0    0    0  79.3  53   1    1
#> 158 32   1    5   0  54.06    0   0    0    0  79.3  53   1    5
#> 159 32   1   12   7  30.79    0   0    0    0  79.3  53   1   12
#> 160 32   1   24  19  11.94    0   0    0    0  79.3  53   1   24
#> 161 33   1    0  -5   0.00    1   1 2000  400  88.3  75   1    0
#> 162 33   1    1  -4   6.39    0   0    0    0  88.3  75   1    1
#> 163 33   1    5   0  30.50    0   0    0    0  88.3  75   1    5
#> 164 33   1   12   7  26.98    0   0    0    0  88.3  75   1   12
#> 165 33   1   24  19  11.00    0   0    0    0  88.3  75   1   24
#> 166 34   1    0  -5   0.00    1   1 2000  400  69.9  25   1    0
#> 167 34   1    1  -4  11.58    0   0    0    0  69.9  25   1    1
#> 168 34   1    5   0  45.93    0   0    0    0  69.9  25   1    5
#> 169 34   1   12   7  21.13    0   0    0    0  69.9  25   1   12
#> 170 34   1   24  19   5.17    0   0    0    0  69.9  25   1   24
#> 171 35   1    0  -5   0.00    1   1 2000  400  76.7  51   1    0
#> 172 35   1    1  -4  10.96    0   0    0    0  76.7  51   1    1
#> 173 35   1    5   0  40.12    0   0    0    0  76.7  51   1    5
#> 174 35   1   12   7  23.95    0   0    0    0  76.7  51   1   12
#> 175 35   1   24  19  14.25    0   0    0    0  76.7  51   1   24
#> 176 36   1    0  -5   0.00    1   1 2000  400  84.8  71   1    0
#> 177 36   1    1  -4   8.57    0   0    0    0  84.8  71   1    1
#> 178 36   1    5   0  40.19    0   0    0    0  84.8  71   1    5
#> 179 36   1   12   7  13.77    0   0    0    0  84.8  71   1   12
#> 180 36   1   24  19   4.72    0   0    0    0  84.8  71   1   24
#> 181 37   1    0  -5   0.00    1   1 2000  400  79.3  59   1    0
#> 182 37   1    1  -4   7.87    0   0    0    0  79.3  59   1    1
#> 183 37   1    5   0  38.31    0   0    0    0  79.3  59   1    5
#> 184 37   1   12   7  29.57    0   0    0    0  79.3  59   1   12
#> 185 37   1   24  19  14.69    0   0    0    0  79.3  59   1   24
#> 186 38   1    0  -5   0.00    1   1 2000  400 112.0  60   1    0
#> 187 38   1    1  -4   6.06    0   0    0    0 112.0  60   1    1
#> 188 38   1    5   0  20.03    0   0    0    0 112.0  60   1    5
#> 189 38   1   12   7  29.54    0   0    0    0 112.0  60   1   12
#> 190 38   1   24  19  12.69    0   0    0    0 112.0  60   1   24
#> 191 39   1    0  -5   0.00    1   1 2000  400  92.2  56   0    0
#> 192 39   1    1  -4   7.93    0   0    0    0  92.2  56   0    1
#> 193 39   1    5   0  16.60    0   0    0    0  92.2  56   0    5
#> 194 39   1   12   7  19.19    0   0    0    0  92.2  56   0   12
#> 195 39   1   24  19   8.59    0   0    0    0  92.2  56   0   24
#> 196 40   1    0  -5   0.00    1   1 2000  400  79.6  65   1    0
#> 197 40   1    1  -4  13.20    0   0    0    0  79.6  65   1    1
#> 198 40   1    5   0  42.08    0   0    0    0  79.6  65   1    5
#> 199 40   1   12   7  29.30    0   0    0    0  79.6  65   1   12
#> 200 40   1   24  19  13.46    0   0    0    0  79.6  65   1   24
#> 201 41   1    0  -5   0.00    1   1 4000  800  96.3  57   0    0
#> 202 41   1    1  -4  26.16    0   0    0    0  96.3  57   0    1
#> 203 41   1    5   0  67.96    0   0    0    0  96.3  57   0    5
#> 204 41   1   12   7  47.79    0   0    0    0  96.3  57   0   12
#> 205 41   1   24  19  17.39    0   0    0    0  96.3  57   0   24
#> 206 42   1    0  -5   0.00    1   1 4000  800  83.3  63   1    0
#> 207 42   1    1  -4  11.14    0   0    0    0  83.3  63   1    1
#> 208 42   1    5   0 118.52    0   0    0    0  83.3  63   1    5
#> 209 42   1   12   7  46.44    0   0    0    0  83.3  63   1   12
#> 210 42   1   24  19  23.36    0   0    0    0  83.3  63   1   24
#> 211 43   1    0  -5   0.00    1   1 4000  800  76.2  28   1    0
#> 212 43   1    1  -4  20.72    0   0    0    0  76.2  28   1    1
#> 213 43   1    5   0 102.77    0   0    0    0  76.2  28   1    5
#> 214 43   1   12   7  21.59    0   0    0    0  76.2  28   1   12
#> 215 43   1   24  19   6.03    0   0    0    0  76.2  28   1   24
#> 216 44   1    0  -5   0.00    1   1 4000  800  58.4  27   1    0
#> 217 44   1    1  -4  35.17    0   0    0    0  58.4  27   1    1
#> 218 44   1    5   0 148.43    0   0    0    0  58.4  27   1    5
#> 219 44   1   12   7  54.73    0   0    0    0  58.4  27   1   12
#> 220 44   1   24  19  13.90    0   0    0    0  58.4  27   1   24
#> 221 45   1    0  -5   0.00    1   1 4000  800 123.0  33   1    0
#> 222 45   1    1  -4  13.42    0   0    0    0 123.0  33   1    1
#> 223 45   1    5   0  61.92    0   0    0    0 123.0  33   1    5
#> 224 45   1   12   7  31.70    0   0    0    0 123.0  33   1   12
#> 225 45   1   24  19   9.74    0   0    0    0 123.0  33   1   24
#> 226 46   1    0  -5   0.00    1   1 4000  800  80.9  63   0    0
#> 227 46   1    1  -4  29.00    0   0    0    0  80.9  63   0    1
#> 228 46   1    5   0  92.69    0   0    0    0  80.9  63   0    5
#> 229 46   1   12   7  66.43    0   0    0    0  80.9  63   0   12
#> 230 46   1   24  19  20.20    0   0    0    0  80.9  63   0   24
#> 231 47   1    0  -5   0.00    1   1 4000  800  91.1  62   0    0
#> 232 47   1    1  -4  18.04    0   0    0    0  91.1  62   0    1
#> 233 47   1    5   0  53.34    0   0    0    0  91.1  62   0    5
#> 234 47   1   12   7  30.59    0   0    0    0  91.1  62   0   12
#> 235 47   1   24  19  10.42    0   0    0    0  91.1  62   0   24
#> 236 48   1    0  -5   0.00    1   1 4000  800  60.7  48   0    0
#> 237 48   1    1  -4  17.20    0   0    0    0  60.7  48   0    1
#> 238 48   1    5   0  89.01    0   0    0    0  60.7  48   0    5
#> 239 48   1   12   7  58.76    0   0    0    0  60.7  48   0   12
#> 240 48   1   24  19  16.77    0   0    0    0  60.7  48   0   24
#> 241 49   1    0  -5   0.00    1   1 4000  800  69.6  39   0    0
#> 242 49   1    1  -4  22.43    0   0    0    0  69.6  39   0    1
#> 243 49   1    5   0  94.37    0   0    0    0  69.6  39   0    5
#> 244 49   1   12   7  41.43    0   0    0    0  69.6  39   0   12
#> 245 49   1   24  19   9.75    0   0    0    0  69.6  39   0   24
#> 246 50   1    0  -5   0.00    1   1 4000  800  71.5  46   0    0
#> 247 50   1    1  -4  11.37    0   0    0    0  71.5  46   0    1
#> 248 50   1    5   0  49.72    0   0    0    0  71.5  46   0    5
#> 249 50   1   12   7  40.19    0   0    0    0  71.5  46   0   12
#> 250 50   1   24  19  21.19    0   0    0    0  71.5  46   0   24
#> 251 51   1    0  -5   0.00    1   1 4000  800  71.1  45   0    0
#> 252 51   1    1  -4  27.15    0   0    0    0  71.1  45   0    1
#> 253 51   1    5   0 110.01    0   0    0    0  71.1  45   0    5
#> 254 51   1   12   7  48.05    0   0    0    0  71.1  45   0   12
#> 255 51   1   24  19  13.78    0   0    0    0  71.1  45   0   24
#> 256 52   1    0  -5   0.00    1   1 4000  800  56.2  72   0    0
#> 257 52   1    1  -4  13.80    0   0    0    0  56.2  72   0    1
#> 258 52   1    5   0  98.06    0   0    0    0  56.2  72   0    5
#> 259 52   1   12   7  61.72    0   0    0    0  56.2  72   0   12
#> 260 52   1   24  19  51.33    0   0    0    0  56.2  72   0   24
#> 261 53   1    0  -5   0.00    1   1 4000  800  60.9  49   0    0
#> 262 53   1    1  -4  32.49    0   0    0    0  60.9  49   0    1
#> 263 53   1    5   0 147.12    0   0    0    0  60.9  49   0    5
#> 264 53   1   12   7  72.90    0   0    0    0  60.9  49   0   12
#> 265 53   1   24  19  22.00    0   0    0    0  60.9  49   0   24
#> 266 54   1    0  -5   0.00    1   1 4000  800  85.9  41   0    0
#> 267 54   1    1  -4  14.89    0   0    0    0  85.9  41   0    1
#> 268 54   1    5   0  77.68    0   0    0    0  85.9  41   0    5
#> 269 54   1   12   7  37.09    0   0    0    0  85.9  41   0   12
#> 270 54   1   24  19  24.62    0   0    0    0  85.9  41   0   24
#> 271 55   1    0  -5   0.00    1   1 4000  800  75.5  38   0    0
#> 272 55   1    1  -4  26.54    0   0    0    0  75.5  38   0    1
#> 273 55   1    5   0 122.05    0   0    0    0  75.5  38   0    5
#> 274 55   1   12   7  40.56    0   0    0    0  75.5  38   0   12
#> 275 55   1   24  19   6.36    0   0    0    0  75.5  38   0   24
#> 276 56   1    0  -5   0.00    1   1 4000  800  50.3  51   0    0
#> 277 56   1    1  -4  25.55    0   0    0    0  50.3  51   0    1
#> 278 56   1    5   0 198.33    0   0    0    0  50.3  51   0    5
#> 279 56   1   12   7 101.38    0   0    0    0  50.3  51   0   12
#> 280 56   1   24  19  12.67    0   0    0    0  50.3  51   0   24
#> 281 57   1    0  -5   0.00    1   1 4000  800  74.2  60   1    0
#> 282 57   1    1  -4  31.36    0   0    0    0  74.2  60   1    1
#> 283 57   1    5   0  85.19    0   0    0    0  74.2  60   1    5
#> 284 57   1   12   7  39.31    0   0    0    0  74.2  60   1   12
#> 285 57   1   24  19  12.91    0   0    0    0  74.2  60   1   24
#> 286 58   1    0  -5   0.00    1   1 4000  800  81.6  39   0    0
#> 287 58   1    1  -4  25.37    0   0    0    0  81.6  39   0    1
#> 288 58   1    5   0 116.59    0   0    0    0  81.6  39   0    5
#> 289 58   1   12   7  57.05    0   0    0    0  81.6  39   0   12
#> 290 58   1   24  19  19.87    0   0    0    0  81.6  39   0   24
#> 291 59   1    0  -5   0.00    1   1 4000  800  86.5  47   0    0
#> 292 59   1    1  -4  16.21    0   0    0    0  86.5  47   0    1
#> 293 59   1    5   0  77.00    0   0    0    0  86.5  47   0    5
#> 294 59   1   12   7  33.99    0   0    0    0  86.5  47   0   12
#> 295 59   1   24  19  29.40    0   0    0    0  86.5  47   0   24
#> 296 60   1    0  -5   0.00    1   1 4000  800  67.3  68   0    0
#> 297 60   1    1  -4  36.23    0   0    0    0  67.3  68   0    1
#> 298 60   1    5   0 155.99    0   0    0    0  67.3  68   0    5
#> 299 60   1   12   7  60.32    0   0    0    0  67.3  68   0   12
#> 300 60   1   24  19  17.65    0   0    0    0  67.3  68   0   24

data_501 |>
dplyr::mutate(TAD2 = calc_tad(id = ID, time = TIME, evid = EVID))
#>     ID OCC TIME TAD     DV EVID MDV  AMT RATE    WT AGE SEX TAD2
#> 1    1   1    0  -5   0.00    1   1 1000  200  58.4  51   1    0
#> 2    1   1    1  -4   6.47    0   0    0    0  58.4  51   1    1
#> 3    1   1    5   0  23.96    0   0    0    0  58.4  51   1    5
#> 4    1   1   12   7  17.81    0   0    0    0  58.4  51   1   12
#> 5    1   1   24  19   5.63    0   0    0    0  58.4  51   1   24
#> 6    2   1    0  -5   0.00    1   1 1000  200  79.3  53   1    0
#> 7    2   1    1  -4   7.17    0   0    0    0  79.3  53   1    1
#> 8    2   1    5   0  23.17    0   0    0    0  79.3  53   1    5
#> 9    2   1   12   7  12.61    0   0    0    0  79.3  53   1   12
#> 10   2   1   24  19   3.30    0   0    0    0  79.3  53   1   24
#> 11   3   1    0  -5   0.00    1   1 1000  200  88.3  53   1    0
#> 12   3   1    1  -4   3.43    0   0    0    0  88.3  53   1    1
#> 13   3   1    5   0  25.91    0   0    0    0  88.3  53   1    5
#> 14   3   1   12   7  15.61    0   0    0    0  88.3  53   1   12
#> 15   3   1   24  19   3.81    0   0    0    0  88.3  53   1   24
#> 16   4   1    0  -5   0.00    1   1 1000  200  69.9  25   1    0
#> 17   4   1    1  -4   5.45    0   0    0    0  69.9  25   1    1
#> 18   4   1    5   0  14.54    0   0    0    0  69.9  25   1    5
#> 19   4   1   12   7   8.61    0   0    0    0  69.9  25   1   12
#> 20   4   1   24  19   2.12    0   0    0    0  69.9  25   1   24
#> 21   5   1    0  -5   0.00    1   1 1000  200  76.7  51   1    0
#> 22   5   1    1  -4   5.76    0   0    0    0  76.7  51   1    1
#> 23   5   1    5   0  36.91    0   0    0    0  76.7  51   1    5
#> 24   5   1   12   7  12.71    0   0    0    0  76.7  51   1   12
#> 25   5   1   24  19   4.06    0   0    0    0  76.7  51   1   24
#> 26   6   1    0  -5   0.00    1   1 1000  200  84.8  58   1    0
#> 27   6   1    1  -4   3.56    0   0    0    0  84.8  58   1    1
#> 28   6   1    5   0  22.47    0   0    0    0  84.8  58   1    5
#> 29   6   1   12   7  14.53    0   0    0    0  84.8  58   1   12
#> 30   6   1   24  19   5.13    0   0    0    0  84.8  58   1   24
#> 31   7   1    0  -5   0.00    1   1 1000  200  79.3  59   1    0
#> 32   7   1    1  -4   5.65    0   0    0    0  79.3  59   1    1
#> 33   7   1    5   0  13.78    0   0    0    0  79.3  59   1    5
#> 34   7   1   12   7  15.15    0   0    0    0  79.3  59   1   12
#> 35   7   1   24  19   5.97    0   0    0    0  79.3  59   1   24
#> 36   8   1    0  -5   0.00    1   1 1000  200  94.2  60   1    0
#> 37   8   1    1  -4   4.13    0   0    0    0  94.2  60   1    1
#> 38   8   1    5   0  21.76    0   0    0    0  94.2  60   1    5
#> 39   8   1   12   7  13.86    0   0    0    0  94.2  60   1   12
#> 40   8   1   24  19  12.39    0   0    0    0  94.2  60   1   24
#> 41   9   1    0  -5   0.00    1   1 1000  200  92.2  56   0    0
#> 42   9   1    1  -4   3.46    0   0    0    0  92.2  56   0    1
#> 43   9   1    5   0  13.04    0   0    0    0  92.2  56   0    5
#> 44   9   1   12   7  21.38    0   0    0    0  92.2  56   0   12
#> 45   9   1   24  19   6.31    0   0    0    0  92.2  56   0   24
#> 46  10   1    0  -5   0.00    1   1 1000  200  79.6  65   1    0
#> 47  10   1    1  -4   7.57    0   0    0    0  79.6  65   1    1
#> 48  10   1    5   0  17.89    0   0    0    0  79.6  65   1    5
#> 49  10   1   12   7  15.08    0   0    0    0  79.6  65   1   12
#> 50  10   1   24  19   3.35    0   0    0    0  79.6  65   1   24
#> 51  11   1    0  -5   0.00    1   1 1000  200  72.6  57   0    0
#> 52  11   1    1  -4   7.53    0   0    0    0  72.6  57   0    1
#> 53  11   1    5   0  24.92    0   0    0    0  72.6  57   0    5
#> 54  11   1   12   7  22.39    0   0    0    0  72.6  57   0   12
#> 55  11   1   24  19   3.36    0   0    0    0  72.6  57   0   24
#> 56  12   1    0  -5   0.00    1   1 1000  200  83.3  63   1    0
#> 57  12   1    1  -4   4.97    0   0    0    0  83.3  63   1    1
#> 58  12   1    5   0  23.83    0   0    0    0  83.3  63   1    5
#> 59  12   1   12   7  13.45    0   0    0    0  83.3  63   1   12
#> 60  12   1   24  19   3.69    0   0    0    0  83.3  63   1   24
#> 61  13   1    0  -5   0.00    1   1 1000  200  76.2  28   1    0
#> 62  13   1    1  -4   5.88    0   0    0    0  76.2  28   1    1
#> 63  13   1    5   0  27.15    0   0    0    0  76.2  28   1    5
#> 64  13   1   12   7   8.57    0   0    0    0  76.2  28   1   12
#> 65  13   1   24  19   2.03    0   0    0    0  76.2  28   1   24
#> 66  14   1    0  -5   0.00    1   1 1000  200  60.1  38   1    0
#> 67  14   1    1  -4   7.44    0   0    0    0  60.1  38   1    1
#> 68  14   1    5   0  25.75    0   0    0    0  60.1  38   1    5
#> 69  14   1   12   7  11.98    0   0    0    0  60.1  38   1   12
#> 70  14   1   24  19   5.74    0   0    0    0  60.1  38   1   24
#> 71  15   1    0  -5   0.00    1   1 1000  200  88.0  33   1    0
#> 72  15   1    1  -4   7.99    0   0    0    0  88.0  33   1    1
#> 73  15   1    5   0  23.04    0   0    0    0  88.0  33   1    5
#> 74  15   1   12   7  10.74    0   0    0    0  88.0  33   1   12
#> 75  15   1   24  19   1.85    0   0    0    0  88.0  33   1   24
#> 76  16   1    0  -5   0.00    1   1 1000  200  80.9  63   0    0
#> 77  16   1    1  -4   2.30    0   0    0    0  80.9  63   0    1
#> 78  16   1    5   0  19.19    0   0    0    0  80.9  63   0    5
#> 79  16   1   12   7  14.13    0   0    0    0  80.9  63   0   12
#> 80  16   1   24  19   6.20    0   0    0    0  80.9  63   0   24
#> 81  17   1    0  -5   0.00    1   1 1000  200  91.1  62   0    0
#> 82  17   1    1  -4   3.46    0   0    0    0  91.1  62   0    1
#> 83  17   1    5   0  15.01    0   0    0    0  91.1  62   0    5
#> 84  17   1   12   7   7.00    0   0    0    0  91.1  62   0   12
#> 85  17   1   24  19   5.33    0   0    0    0  91.1  62   0   24
#> 86  18   1    0  -5   0.00    1   1 1000  200  60.7  48   0    0
#> 87  18   1    1  -4   7.55    0   0    0    0  60.7  48   0    1
#> 88  18   1    5   0  33.36    0   0    0    0  60.7  48   0    5
#> 89  18   1   12   7  14.15    0   0    0    0  60.7  48   0   12
#> 90  18   1   24  19   1.81    0   0    0    0  60.7  48   0   24
#> 91  19   1    0  -5   0.00    1   1 1000  200  69.6  39   0    0
#> 92  19   1    1  -4  11.70    0   0    0    0  69.6  39   0    1
#> 93  19   1    5   0  35.46    0   0    0    0  69.6  39   0    5
#> 94  19   1   12   7   5.99    0   0    0    0  69.6  39   0   12
#> 95  19   1   24  19   0.92    0   0    0    0  69.6  39   0   24
#> 96  20   1    0  -5   0.00    1   1 1000  200  71.5  46   0    0
#> 97  20   1    1  -4   5.80    0   0    0    0  71.5  46   0    1
#> 98  20   1    5   0  21.40    0   0    0    0  71.5  46   0    5
#> 99  20   1   12   7  15.07    0   0    0    0  71.5  46   0   12
#> 100 20   1   24  19   3.44    0   0    0    0  71.5  46   0   24
#> 101 21   1    0  -5   0.00    1   1 2000  400  71.1  45   0    0
#> 102 21   1    1  -4  14.41    0   0    0    0  71.1  45   0    1
#> 103 21   1    5   0  64.33    0   0    0    0  71.1  45   0    5
#> 104 21   1   12   7  22.33    0   0    0    0  71.1  45   0   12
#> 105 21   1   24  19   4.51    0   0    0    0  71.1  45   0   24
#> 106 22   1    0  -5   0.00    1   1 2000  400  56.2  72   0    0
#> 107 22   1    1  -4  22.23    0   0    0    0  56.2  72   0    1
#> 108 22   1    5   0  59.29    0   0    0    0  56.2  72   0    5
#> 109 22   1   12   7  41.65    0   0    0    0  56.2  72   0   12
#> 110 22   1   24  19   6.21    0   0    0    0  56.2  72   0   24
#> 111 23   1    0  -5   0.00    1   1 2000  400  60.9  49   0    0
#> 112 23   1    1  -4  13.83    0   0    0    0  60.9  49   0    1
#> 113 23   1    5   0  69.35    0   0    0    0  60.9  49   0    5
#> 114 23   1   12   7  32.00    0   0    0    0  60.9  49   0   12
#> 115 23   1   24  19  11.04    0   0    0    0  60.9  49   0   24
#> 116 24   1    0  -5   0.00    1   1 2000  400  85.9  41   0    0
#> 117 24   1    1  -4  14.59    0   0    0    0  85.9  41   0    1
#> 118 24   1    5   0  54.84    0   0    0    0  85.9  41   0    5
#> 119 24   1   12   7  26.12    0   0    0    0  85.9  41   0   12
#> 120 24   1   24  19   6.49    0   0    0    0  85.9  41   0   24
#> 121 25   1    0  -5   0.00    1   1 2000  400  75.5  38   0    0
#> 122 25   1    1  -4   7.00    0   0    0    0  75.5  38   0    1
#> 123 25   1    5   0  34.42    0   0    0    0  75.5  38   0    5
#> 124 25   1   12   7  14.13    0   0    0    0  75.5  38   0   12
#> 125 25   1   24  19   8.15    0   0    0    0  75.5  38   0   24
#> 126 26   1    0  -5   0.00    1   1 2000  400  51.5  51   0    0
#> 127 26   1    1  -4  13.59    0   0    0    0  51.5  51   0    1
#> 128 26   1    5   0  99.39    0   0    0    0  51.5  51   0    5
#> 129 26   1   12   7  18.88    0   0    0    0  51.5  51   0   12
#> 130 26   1   24  19   7.77    0   0    0    0  51.5  51   0   24
#> 131 27   1    0  -5   0.00    1   1 2000  400  60.6  60   1    0
#> 132 27   1    1  -4  21.99    0   0    0    0  60.6  60   1    1
#> 133 27   1    5   0  85.57    0   0    0    0  60.6  60   1    5
#> 134 27   1   12   7  52.16    0   0    0    0  60.6  60   1   12
#> 135 27   1   24  19  12.33    0   0    0    0  60.6  60   1   24
#> 136 28   1    0  -5   0.00    1   1 2000  400  81.6  39   0    0
#> 137 28   1    1  -4   7.06    0   0    0    0  81.6  39   0    1
#> 138 28   1    5   0  19.35    0   0    0    0  81.6  39   0    5
#> 139 28   1   12   7  20.24    0   0    0    0  81.6  39   0   12
#> 140 28   1   24  19   3.10    0   0    0    0  81.6  39   0   24
#> 141 29   1    0  -5   0.00    1   1 2000  400  86.5  47   0    0
#> 142 29   1    1  -4   7.30    0   0    0    0  86.5  47   0    1
#> 143 29   1    5   0  32.88    0   0    0    0  86.5  47   0    5
#> 144 29   1   12   7  14.66    0   0    0    0  86.5  47   0   12
#> 145 29   1   24  19   8.07    0   0    0    0  86.5  47   0   24
#> 146 30   1    0  -5   0.00    1   1 2000  400  67.3  55   0    0
#> 147 30   1    1  -4   9.27    0   0    0    0  67.3  55   0    1
#> 148 30   1    5   0  47.09    0   0    0    0  67.3  55   0    5
#> 149 30   1   12   7  19.55    0   0    0    0  67.3  55   0   12
#> 150 30   1   24  19   7.28    0   0    0    0  67.3  55   0   24
#> 151 31   1    0  -5   0.00    1   1 2000  400  78.0  51   1    0
#> 152 31   1    1  -4   8.12    0   0    0    0  78.0  51   1    1
#> 153 31   1    5   0  44.16    0   0    0    0  78.0  51   1    5
#> 154 31   1   12   7  35.24    0   0    0    0  78.0  51   1   12
#> 155 31   1   24  19  21.96    0   0    0    0  78.0  51   1   24
#> 156 32   1    0  -5   0.00    1   1 2000  400  79.3  53   1    0
#> 157 32   1    1  -4  13.95    0   0    0    0  79.3  53   1    1
#> 158 32   1    5   0  54.06    0   0    0    0  79.3  53   1    5
#> 159 32   1   12   7  30.79    0   0    0    0  79.3  53   1   12
#> 160 32   1   24  19  11.94    0   0    0    0  79.3  53   1   24
#> 161 33   1    0  -5   0.00    1   1 2000  400  88.3  75   1    0
#> 162 33   1    1  -4   6.39    0   0    0    0  88.3  75   1    1
#> 163 33   1    5   0  30.50    0   0    0    0  88.3  75   1    5
#> 164 33   1   12   7  26.98    0   0    0    0  88.3  75   1   12
#> 165 33   1   24  19  11.00    0   0    0    0  88.3  75   1   24
#> 166 34   1    0  -5   0.00    1   1 2000  400  69.9  25   1    0
#> 167 34   1    1  -4  11.58    0   0    0    0  69.9  25   1    1
#> 168 34   1    5   0  45.93    0   0    0    0  69.9  25   1    5
#> 169 34   1   12   7  21.13    0   0    0    0  69.9  25   1   12
#> 170 34   1   24  19   5.17    0   0    0    0  69.9  25   1   24
#> 171 35   1    0  -5   0.00    1   1 2000  400  76.7  51   1    0
#> 172 35   1    1  -4  10.96    0   0    0    0  76.7  51   1    1
#> 173 35   1    5   0  40.12    0   0    0    0  76.7  51   1    5
#> 174 35   1   12   7  23.95    0   0    0    0  76.7  51   1   12
#> 175 35   1   24  19  14.25    0   0    0    0  76.7  51   1   24
#> 176 36   1    0  -5   0.00    1   1 2000  400  84.8  71   1    0
#> 177 36   1    1  -4   8.57    0   0    0    0  84.8  71   1    1
#> 178 36   1    5   0  40.19    0   0    0    0  84.8  71   1    5
#> 179 36   1   12   7  13.77    0   0    0    0  84.8  71   1   12
#> 180 36   1   24  19   4.72    0   0    0    0  84.8  71   1   24
#> 181 37   1    0  -5   0.00    1   1 2000  400  79.3  59   1    0
#> 182 37   1    1  -4   7.87    0   0    0    0  79.3  59   1    1
#> 183 37   1    5   0  38.31    0   0    0    0  79.3  59   1    5
#> 184 37   1   12   7  29.57    0   0    0    0  79.3  59   1   12
#> 185 37   1   24  19  14.69    0   0    0    0  79.3  59   1   24
#> 186 38   1    0  -5   0.00    1   1 2000  400 112.0  60   1    0
#> 187 38   1    1  -4   6.06    0   0    0    0 112.0  60   1    1
#> 188 38   1    5   0  20.03    0   0    0    0 112.0  60   1    5
#> 189 38   1   12   7  29.54    0   0    0    0 112.0  60   1   12
#> 190 38   1   24  19  12.69    0   0    0    0 112.0  60   1   24
#> 191 39   1    0  -5   0.00    1   1 2000  400  92.2  56   0    0
#> 192 39   1    1  -4   7.93    0   0    0    0  92.2  56   0    1
#> 193 39   1    5   0  16.60    0   0    0    0  92.2  56   0    5
#> 194 39   1   12   7  19.19    0   0    0    0  92.2  56   0   12
#> 195 39   1   24  19   8.59    0   0    0    0  92.2  56   0   24
#> 196 40   1    0  -5   0.00    1   1 2000  400  79.6  65   1    0
#> 197 40   1    1  -4  13.20    0   0    0    0  79.6  65   1    1
#> 198 40   1    5   0  42.08    0   0    0    0  79.6  65   1    5
#> 199 40   1   12   7  29.30    0   0    0    0  79.6  65   1   12
#> 200 40   1   24  19  13.46    0   0    0    0  79.6  65   1   24
#> 201 41   1    0  -5   0.00    1   1 4000  800  96.3  57   0    0
#> 202 41   1    1  -4  26.16    0   0    0    0  96.3  57   0    1
#> 203 41   1    5   0  67.96    0   0    0    0  96.3  57   0    5
#> 204 41   1   12   7  47.79    0   0    0    0  96.3  57   0   12
#> 205 41   1   24  19  17.39    0   0    0    0  96.3  57   0   24
#> 206 42   1    0  -5   0.00    1   1 4000  800  83.3  63   1    0
#> 207 42   1    1  -4  11.14    0   0    0    0  83.3  63   1    1
#> 208 42   1    5   0 118.52    0   0    0    0  83.3  63   1    5
#> 209 42   1   12   7  46.44    0   0    0    0  83.3  63   1   12
#> 210 42   1   24  19  23.36    0   0    0    0  83.3  63   1   24
#> 211 43   1    0  -5   0.00    1   1 4000  800  76.2  28   1    0
#> 212 43   1    1  -4  20.72    0   0    0    0  76.2  28   1    1
#> 213 43   1    5   0 102.77    0   0    0    0  76.2  28   1    5
#> 214 43   1   12   7  21.59    0   0    0    0  76.2  28   1   12
#> 215 43   1   24  19   6.03    0   0    0    0  76.2  28   1   24
#> 216 44   1    0  -5   0.00    1   1 4000  800  58.4  27   1    0
#> 217 44   1    1  -4  35.17    0   0    0    0  58.4  27   1    1
#> 218 44   1    5   0 148.43    0   0    0    0  58.4  27   1    5
#> 219 44   1   12   7  54.73    0   0    0    0  58.4  27   1   12
#> 220 44   1   24  19  13.90    0   0    0    0  58.4  27   1   24
#> 221 45   1    0  -5   0.00    1   1 4000  800 123.0  33   1    0
#> 222 45   1    1  -4  13.42    0   0    0    0 123.0  33   1    1
#> 223 45   1    5   0  61.92    0   0    0    0 123.0  33   1    5
#> 224 45   1   12   7  31.70    0   0    0    0 123.0  33   1   12
#> 225 45   1   24  19   9.74    0   0    0    0 123.0  33   1   24
#> 226 46   1    0  -5   0.00    1   1 4000  800  80.9  63   0    0
#> 227 46   1    1  -4  29.00    0   0    0    0  80.9  63   0    1
#> 228 46   1    5   0  92.69    0   0    0    0  80.9  63   0    5
#> 229 46   1   12   7  66.43    0   0    0    0  80.9  63   0   12
#> 230 46   1   24  19  20.20    0   0    0    0  80.9  63   0   24
#> 231 47   1    0  -5   0.00    1   1 4000  800  91.1  62   0    0
#> 232 47   1    1  -4  18.04    0   0    0    0  91.1  62   0    1
#> 233 47   1    5   0  53.34    0   0    0    0  91.1  62   0    5
#> 234 47   1   12   7  30.59    0   0    0    0  91.1  62   0   12
#> 235 47   1   24  19  10.42    0   0    0    0  91.1  62   0   24
#> 236 48   1    0  -5   0.00    1   1 4000  800  60.7  48   0    0
#> 237 48   1    1  -4  17.20    0   0    0    0  60.7  48   0    1
#> 238 48   1    5   0  89.01    0   0    0    0  60.7  48   0    5
#> 239 48   1   12   7  58.76    0   0    0    0  60.7  48   0   12
#> 240 48   1   24  19  16.77    0   0    0    0  60.7  48   0   24
#> 241 49   1    0  -5   0.00    1   1 4000  800  69.6  39   0    0
#> 242 49   1    1  -4  22.43    0   0    0    0  69.6  39   0    1
#> 243 49   1    5   0  94.37    0   0    0    0  69.6  39   0    5
#> 244 49   1   12   7  41.43    0   0    0    0  69.6  39   0   12
#> 245 49   1   24  19   9.75    0   0    0    0  69.6  39   0   24
#> 246 50   1    0  -5   0.00    1   1 4000  800  71.5  46   0    0
#> 247 50   1    1  -4  11.37    0   0    0    0  71.5  46   0    1
#> 248 50   1    5   0  49.72    0   0    0    0  71.5  46   0    5
#> 249 50   1   12   7  40.19    0   0    0    0  71.5  46   0   12
#> 250 50   1   24  19  21.19    0   0    0    0  71.5  46   0   24
#> 251 51   1    0  -5   0.00    1   1 4000  800  71.1  45   0    0
#> 252 51   1    1  -4  27.15    0   0    0    0  71.1  45   0    1
#> 253 51   1    5   0 110.01    0   0    0    0  71.1  45   0    5
#> 254 51   1   12   7  48.05    0   0    0    0  71.1  45   0   12
#> 255 51   1   24  19  13.78    0   0    0    0  71.1  45   0   24
#> 256 52   1    0  -5   0.00    1   1 4000  800  56.2  72   0    0
#> 257 52   1    1  -4  13.80    0   0    0    0  56.2  72   0    1
#> 258 52   1    5   0  98.06    0   0    0    0  56.2  72   0    5
#> 259 52   1   12   7  61.72    0   0    0    0  56.2  72   0   12
#> 260 52   1   24  19  51.33    0   0    0    0  56.2  72   0   24
#> 261 53   1    0  -5   0.00    1   1 4000  800  60.9  49   0    0
#> 262 53   1    1  -4  32.49    0   0    0    0  60.9  49   0    1
#> 263 53   1    5   0 147.12    0   0    0    0  60.9  49   0    5
#> 264 53   1   12   7  72.90    0   0    0    0  60.9  49   0   12
#> 265 53   1   24  19  22.00    0   0    0    0  60.9  49   0   24
#> 266 54   1    0  -5   0.00    1   1 4000  800  85.9  41   0    0
#> 267 54   1    1  -4  14.89    0   0    0    0  85.9  41   0    1
#> 268 54   1    5   0  77.68    0   0    0    0  85.9  41   0    5
#> 269 54   1   12   7  37.09    0   0    0    0  85.9  41   0   12
#> 270 54   1   24  19  24.62    0   0    0    0  85.9  41   0   24
#> 271 55   1    0  -5   0.00    1   1 4000  800  75.5  38   0    0
#> 272 55   1    1  -4  26.54    0   0    0    0  75.5  38   0    1
#> 273 55   1    5   0 122.05    0   0    0    0  75.5  38   0    5
#> 274 55   1   12   7  40.56    0   0    0    0  75.5  38   0   12
#> 275 55   1   24  19   6.36    0   0    0    0  75.5  38   0   24
#> 276 56   1    0  -5   0.00    1   1 4000  800  50.3  51   0    0
#> 277 56   1    1  -4  25.55    0   0    0    0  50.3  51   0    1
#> 278 56   1    5   0 198.33    0   0    0    0  50.3  51   0    5
#> 279 56   1   12   7 101.38    0   0    0    0  50.3  51   0   12
#> 280 56   1   24  19  12.67    0   0    0    0  50.3  51   0   24
#> 281 57   1    0  -5   0.00    1   1 4000  800  74.2  60   1    0
#> 282 57   1    1  -4  31.36    0   0    0    0  74.2  60   1    1
#> 283 57   1    5   0  85.19    0   0    0    0  74.2  60   1    5
#> 284 57   1   12   7  39.31    0   0    0    0  74.2  60   1   12
#> 285 57   1   24  19  12.91    0   0    0    0  74.2  60   1   24
#> 286 58   1    0  -5   0.00    1   1 4000  800  81.6  39   0    0
#> 287 58   1    1  -4  25.37    0   0    0    0  81.6  39   0    1
#> 288 58   1    5   0 116.59    0   0    0    0  81.6  39   0    5
#> 289 58   1   12   7  57.05    0   0    0    0  81.6  39   0   12
#> 290 58   1   24  19  19.87    0   0    0    0  81.6  39   0   24
#> 291 59   1    0  -5   0.00    1   1 4000  800  86.5  47   0    0
#> 292 59   1    1  -4  16.21    0   0    0    0  86.5  47   0    1
#> 293 59   1    5   0  77.00    0   0    0    0  86.5  47   0    5
#> 294 59   1   12   7  33.99    0   0    0    0  86.5  47   0   12
#> 295 59   1   24  19  29.40    0   0    0    0  86.5  47   0   24
#> 296 60   1    0  -5   0.00    1   1 4000  800  67.3  68   0    0
#> 297 60   1    1  -4  36.23    0   0    0    0  67.3  68   0    1
#> 298 60   1    5   0 155.99    0   0    0    0  67.3  68   0    5
#> 299 60   1   12   7  60.32    0   0    0    0  67.3  68   0   12
#> 300 60   1   24  19  17.65    0   0    0    0  67.3  68   0   24

data_501 |>
dplyr::mutate(TAD2 = calc_tad(
id = ID,
time = TIME,
evid = EVID,
amt = AMT,
rate = RATE
))
#>     ID OCC TIME TAD     DV EVID MDV  AMT RATE    WT AGE SEX TAD2
#> 1    1   1    0  -5   0.00    1   1 1000  200  58.4  51   1   -5
#> 2    1   1    1  -4   6.47    0   0    0    0  58.4  51   1   -4
#> 3    1   1    5   0  23.96    0   0    0    0  58.4  51   1    0
#> 4    1   1   12   7  17.81    0   0    0    0  58.4  51   1    7
#> 5    1   1   24  19   5.63    0   0    0    0  58.4  51   1   19
#> 6    2   1    0  -5   0.00    1   1 1000  200  79.3  53   1   -5
#> 7    2   1    1  -4   7.17    0   0    0    0  79.3  53   1   -4
#> 8    2   1    5   0  23.17    0   0    0    0  79.3  53   1    0
#> 9    2   1   12   7  12.61    0   0    0    0  79.3  53   1    7
#> 10   2   1   24  19   3.30    0   0    0    0  79.3  53   1   19
#> 11   3   1    0  -5   0.00    1   1 1000  200  88.3  53   1   -5
#> 12   3   1    1  -4   3.43    0   0    0    0  88.3  53   1   -4
#> 13   3   1    5   0  25.91    0   0    0    0  88.3  53   1    0
#> 14   3   1   12   7  15.61    0   0    0    0  88.3  53   1    7
#> 15   3   1   24  19   3.81    0   0    0    0  88.3  53   1   19
#> 16   4   1    0  -5   0.00    1   1 1000  200  69.9  25   1   -5
#> 17   4   1    1  -4   5.45    0   0    0    0  69.9  25   1   -4
#> 18   4   1    5   0  14.54    0   0    0    0  69.9  25   1    0
#> 19   4   1   12   7   8.61    0   0    0    0  69.9  25   1    7
#> 20   4   1   24  19   2.12    0   0    0    0  69.9  25   1   19
#> 21   5   1    0  -5   0.00    1   1 1000  200  76.7  51   1   -5
#> 22   5   1    1  -4   5.76    0   0    0    0  76.7  51   1   -4
#> 23   5   1    5   0  36.91    0   0    0    0  76.7  51   1    0
#> 24   5   1   12   7  12.71    0   0    0    0  76.7  51   1    7
#> 25   5   1   24  19   4.06    0   0    0    0  76.7  51   1   19
#> 26   6   1    0  -5   0.00    1   1 1000  200  84.8  58   1   -5
#> 27   6   1    1  -4   3.56    0   0    0    0  84.8  58   1   -4
#> 28   6   1    5   0  22.47    0   0    0    0  84.8  58   1    0
#> 29   6   1   12   7  14.53    0   0    0    0  84.8  58   1    7
#> 30   6   1   24  19   5.13    0   0    0    0  84.8  58   1   19
#> 31   7   1    0  -5   0.00    1   1 1000  200  79.3  59   1   -5
#> 32   7   1    1  -4   5.65    0   0    0    0  79.3  59   1   -4
#> 33   7   1    5   0  13.78    0   0    0    0  79.3  59   1    0
#> 34   7   1   12   7  15.15    0   0    0    0  79.3  59   1    7
#> 35   7   1   24  19   5.97    0   0    0    0  79.3  59   1   19
#> 36   8   1    0  -5   0.00    1   1 1000  200  94.2  60   1   -5
#> 37   8   1    1  -4   4.13    0   0    0    0  94.2  60   1   -4
#> 38   8   1    5   0  21.76    0   0    0    0  94.2  60   1    0
#> 39   8   1   12   7  13.86    0   0    0    0  94.2  60   1    7
#> 40   8   1   24  19  12.39    0   0    0    0  94.2  60   1   19
#> 41   9   1    0  -5   0.00    1   1 1000  200  92.2  56   0   -5
#> 42   9   1    1  -4   3.46    0   0    0    0  92.2  56   0   -4
#> 43   9   1    5   0  13.04    0   0    0    0  92.2  56   0    0
#> 44   9   1   12   7  21.38    0   0    0    0  92.2  56   0    7
#> 45   9   1   24  19   6.31    0   0    0    0  92.2  56   0   19
#> 46  10   1    0  -5   0.00    1   1 1000  200  79.6  65   1   -5
#> 47  10   1    1  -4   7.57    0   0    0    0  79.6  65   1   -4
#> 48  10   1    5   0  17.89    0   0    0    0  79.6  65   1    0
#> 49  10   1   12   7  15.08    0   0    0    0  79.6  65   1    7
#> 50  10   1   24  19   3.35    0   0    0    0  79.6  65   1   19
#> 51  11   1    0  -5   0.00    1   1 1000  200  72.6  57   0   -5
#> 52  11   1    1  -4   7.53    0   0    0    0  72.6  57   0   -4
#> 53  11   1    5   0  24.92    0   0    0    0  72.6  57   0    0
#> 54  11   1   12   7  22.39    0   0    0    0  72.6  57   0    7
#> 55  11   1   24  19   3.36    0   0    0    0  72.6  57   0   19
#> 56  12   1    0  -5   0.00    1   1 1000  200  83.3  63   1   -5
#> 57  12   1    1  -4   4.97    0   0    0    0  83.3  63   1   -4
#> 58  12   1    5   0  23.83    0   0    0    0  83.3  63   1    0
#> 59  12   1   12   7  13.45    0   0    0    0  83.3  63   1    7
#> 60  12   1   24  19   3.69    0   0    0    0  83.3  63   1   19
#> 61  13   1    0  -5   0.00    1   1 1000  200  76.2  28   1   -5
#> 62  13   1    1  -4   5.88    0   0    0    0  76.2  28   1   -4
#> 63  13   1    5   0  27.15    0   0    0    0  76.2  28   1    0
#> 64  13   1   12   7   8.57    0   0    0    0  76.2  28   1    7
#> 65  13   1   24  19   2.03    0   0    0    0  76.2  28   1   19
#> 66  14   1    0  -5   0.00    1   1 1000  200  60.1  38   1   -5
#> 67  14   1    1  -4   7.44    0   0    0    0  60.1  38   1   -4
#> 68  14   1    5   0  25.75    0   0    0    0  60.1  38   1    0
#> 69  14   1   12   7  11.98    0   0    0    0  60.1  38   1    7
#> 70  14   1   24  19   5.74    0   0    0    0  60.1  38   1   19
#> 71  15   1    0  -5   0.00    1   1 1000  200  88.0  33   1   -5
#> 72  15   1    1  -4   7.99    0   0    0    0  88.0  33   1   -4
#> 73  15   1    5   0  23.04    0   0    0    0  88.0  33   1    0
#> 74  15   1   12   7  10.74    0   0    0    0  88.0  33   1    7
#> 75  15   1   24  19   1.85    0   0    0    0  88.0  33   1   19
#> 76  16   1    0  -5   0.00    1   1 1000  200  80.9  63   0   -5
#> 77  16   1    1  -4   2.30    0   0    0    0  80.9  63   0   -4
#> 78  16   1    5   0  19.19    0   0    0    0  80.9  63   0    0
#> 79  16   1   12   7  14.13    0   0    0    0  80.9  63   0    7
#> 80  16   1   24  19   6.20    0   0    0    0  80.9  63   0   19
#> 81  17   1    0  -5   0.00    1   1 1000  200  91.1  62   0   -5
#> 82  17   1    1  -4   3.46    0   0    0    0  91.1  62   0   -4
#> 83  17   1    5   0  15.01    0   0    0    0  91.1  62   0    0
#> 84  17   1   12   7   7.00    0   0    0    0  91.1  62   0    7
#> 85  17   1   24  19   5.33    0   0    0    0  91.1  62   0   19
#> 86  18   1    0  -5   0.00    1   1 1000  200  60.7  48   0   -5
#> 87  18   1    1  -4   7.55    0   0    0    0  60.7  48   0   -4
#> 88  18   1    5   0  33.36    0   0    0    0  60.7  48   0    0
#> 89  18   1   12   7  14.15    0   0    0    0  60.7  48   0    7
#> 90  18   1   24  19   1.81    0   0    0    0  60.7  48   0   19
#> 91  19   1    0  -5   0.00    1   1 1000  200  69.6  39   0   -5
#> 92  19   1    1  -4  11.70    0   0    0    0  69.6  39   0   -4
#> 93  19   1    5   0  35.46    0   0    0    0  69.6  39   0    0
#> 94  19   1   12   7   5.99    0   0    0    0  69.6  39   0    7
#> 95  19   1   24  19   0.92    0   0    0    0  69.6  39   0   19
#> 96  20   1    0  -5   0.00    1   1 1000  200  71.5  46   0   -5
#> 97  20   1    1  -4   5.80    0   0    0    0  71.5  46   0   -4
#> 98  20   1    5   0  21.40    0   0    0    0  71.5  46   0    0
#> 99  20   1   12   7  15.07    0   0    0    0  71.5  46   0    7
#> 100 20   1   24  19   3.44    0   0    0    0  71.5  46   0   19
#> 101 21   1    0  -5   0.00    1   1 2000  400  71.1  45   0   -5
#> 102 21   1    1  -4  14.41    0   0    0    0  71.1  45   0   -4
#> 103 21   1    5   0  64.33    0   0    0    0  71.1  45   0    0
#> 104 21   1   12   7  22.33    0   0    0    0  71.1  45   0    7
#> 105 21   1   24  19   4.51    0   0    0    0  71.1  45   0   19
#> 106 22   1    0  -5   0.00    1   1 2000  400  56.2  72   0   -5
#> 107 22   1    1  -4  22.23    0   0    0    0  56.2  72   0   -4
#> 108 22   1    5   0  59.29    0   0    0    0  56.2  72   0    0
#> 109 22   1   12   7  41.65    0   0    0    0  56.2  72   0    7
#> 110 22   1   24  19   6.21    0   0    0    0  56.2  72   0   19
#> 111 23   1    0  -5   0.00    1   1 2000  400  60.9  49   0   -5
#> 112 23   1    1  -4  13.83    0   0    0    0  60.9  49   0   -4
#> 113 23   1    5   0  69.35    0   0    0    0  60.9  49   0    0
#> 114 23   1   12   7  32.00    0   0    0    0  60.9  49   0    7
#> 115 23   1   24  19  11.04    0   0    0    0  60.9  49   0   19
#> 116 24   1    0  -5   0.00    1   1 2000  400  85.9  41   0   -5
#> 117 24   1    1  -4  14.59    0   0    0    0  85.9  41   0   -4
#> 118 24   1    5   0  54.84    0   0    0    0  85.9  41   0    0
#> 119 24   1   12   7  26.12    0   0    0    0  85.9  41   0    7
#> 120 24   1   24  19   6.49    0   0    0    0  85.9  41   0   19
#> 121 25   1    0  -5   0.00    1   1 2000  400  75.5  38   0   -5
#> 122 25   1    1  -4   7.00    0   0    0    0  75.5  38   0   -4
#> 123 25   1    5   0  34.42    0   0    0    0  75.5  38   0    0
#> 124 25   1   12   7  14.13    0   0    0    0  75.5  38   0    7
#> 125 25   1   24  19   8.15    0   0    0    0  75.5  38   0   19
#> 126 26   1    0  -5   0.00    1   1 2000  400  51.5  51   0   -5
#> 127 26   1    1  -4  13.59    0   0    0    0  51.5  51   0   -4
#> 128 26   1    5   0  99.39    0   0    0    0  51.5  51   0    0
#> 129 26   1   12   7  18.88    0   0    0    0  51.5  51   0    7
#> 130 26   1   24  19   7.77    0   0    0    0  51.5  51   0   19
#> 131 27   1    0  -5   0.00    1   1 2000  400  60.6  60   1   -5
#> 132 27   1    1  -4  21.99    0   0    0    0  60.6  60   1   -4
#> 133 27   1    5   0  85.57    0   0    0    0  60.6  60   1    0
#> 134 27   1   12   7  52.16    0   0    0    0  60.6  60   1    7
#> 135 27   1   24  19  12.33    0   0    0    0  60.6  60   1   19
#> 136 28   1    0  -5   0.00    1   1 2000  400  81.6  39   0   -5
#> 137 28   1    1  -4   7.06    0   0    0    0  81.6  39   0   -4
#> 138 28   1    5   0  19.35    0   0    0    0  81.6  39   0    0
#> 139 28   1   12   7  20.24    0   0    0    0  81.6  39   0    7
#> 140 28   1   24  19   3.10    0   0    0    0  81.6  39   0   19
#> 141 29   1    0  -5   0.00    1   1 2000  400  86.5  47   0   -5
#> 142 29   1    1  -4   7.30    0   0    0    0  86.5  47   0   -4
#> 143 29   1    5   0  32.88    0   0    0    0  86.5  47   0    0
#> 144 29   1   12   7  14.66    0   0    0    0  86.5  47   0    7
#> 145 29   1   24  19   8.07    0   0    0    0  86.5  47   0   19
#> 146 30   1    0  -5   0.00    1   1 2000  400  67.3  55   0   -5
#> 147 30   1    1  -4   9.27    0   0    0    0  67.3  55   0   -4
#> 148 30   1    5   0  47.09    0   0    0    0  67.3  55   0    0
#> 149 30   1   12   7  19.55    0   0    0    0  67.3  55   0    7
#> 150 30   1   24  19   7.28    0   0    0    0  67.3  55   0   19
#> 151 31   1    0  -5   0.00    1   1 2000  400  78.0  51   1   -5
#> 152 31   1    1  -4   8.12    0   0    0    0  78.0  51   1   -4
#> 153 31   1    5   0  44.16    0   0    0    0  78.0  51   1    0
#> 154 31   1   12   7  35.24    0   0    0    0  78.0  51   1    7
#> 155 31   1   24  19  21.96    0   0    0    0  78.0  51   1   19
#> 156 32   1    0  -5   0.00    1   1 2000  400  79.3  53   1   -5
#> 157 32   1    1  -4  13.95    0   0    0    0  79.3  53   1   -4
#> 158 32   1    5   0  54.06    0   0    0    0  79.3  53   1    0
#> 159 32   1   12   7  30.79    0   0    0    0  79.3  53   1    7
#> 160 32   1   24  19  11.94    0   0    0    0  79.3  53   1   19
#> 161 33   1    0  -5   0.00    1   1 2000  400  88.3  75   1   -5
#> 162 33   1    1  -4   6.39    0   0    0    0  88.3  75   1   -4
#> 163 33   1    5   0  30.50    0   0    0    0  88.3  75   1    0
#> 164 33   1   12   7  26.98    0   0    0    0  88.3  75   1    7
#> 165 33   1   24  19  11.00    0   0    0    0  88.3  75   1   19
#> 166 34   1    0  -5   0.00    1   1 2000  400  69.9  25   1   -5
#> 167 34   1    1  -4  11.58    0   0    0    0  69.9  25   1   -4
#> 168 34   1    5   0  45.93    0   0    0    0  69.9  25   1    0
#> 169 34   1   12   7  21.13    0   0    0    0  69.9  25   1    7
#> 170 34   1   24  19   5.17    0   0    0    0  69.9  25   1   19
#> 171 35   1    0  -5   0.00    1   1 2000  400  76.7  51   1   -5
#> 172 35   1    1  -4  10.96    0   0    0    0  76.7  51   1   -4
#> 173 35   1    5   0  40.12    0   0    0    0  76.7  51   1    0
#> 174 35   1   12   7  23.95    0   0    0    0  76.7  51   1    7
#> 175 35   1   24  19  14.25    0   0    0    0  76.7  51   1   19
#> 176 36   1    0  -5   0.00    1   1 2000  400  84.8  71   1   -5
#> 177 36   1    1  -4   8.57    0   0    0    0  84.8  71   1   -4
#> 178 36   1    5   0  40.19    0   0    0    0  84.8  71   1    0
#> 179 36   1   12   7  13.77    0   0    0    0  84.8  71   1    7
#> 180 36   1   24  19   4.72    0   0    0    0  84.8  71   1   19
#> 181 37   1    0  -5   0.00    1   1 2000  400  79.3  59   1   -5
#> 182 37   1    1  -4   7.87    0   0    0    0  79.3  59   1   -4
#> 183 37   1    5   0  38.31    0   0    0    0  79.3  59   1    0
#> 184 37   1   12   7  29.57    0   0    0    0  79.3  59   1    7
#> 185 37   1   24  19  14.69    0   0    0    0  79.3  59   1   19
#> 186 38   1    0  -5   0.00    1   1 2000  400 112.0  60   1   -5
#> 187 38   1    1  -4   6.06    0   0    0    0 112.0  60   1   -4
#> 188 38   1    5   0  20.03    0   0    0    0 112.0  60   1    0
#> 189 38   1   12   7  29.54    0   0    0    0 112.0  60   1    7
#> 190 38   1   24  19  12.69    0   0    0    0 112.0  60   1   19
#> 191 39   1    0  -5   0.00    1   1 2000  400  92.2  56   0   -5
#> 192 39   1    1  -4   7.93    0   0    0    0  92.2  56   0   -4
#> 193 39   1    5   0  16.60    0   0    0    0  92.2  56   0    0
#> 194 39   1   12   7  19.19    0   0    0    0  92.2  56   0    7
#> 195 39   1   24  19   8.59    0   0    0    0  92.2  56   0   19
#> 196 40   1    0  -5   0.00    1   1 2000  400  79.6  65   1   -5
#> 197 40   1    1  -4  13.20    0   0    0    0  79.6  65   1   -4
#> 198 40   1    5   0  42.08    0   0    0    0  79.6  65   1    0
#> 199 40   1   12   7  29.30    0   0    0    0  79.6  65   1    7
#> 200 40   1   24  19  13.46    0   0    0    0  79.6  65   1   19
#> 201 41   1    0  -5   0.00    1   1 4000  800  96.3  57   0   -5
#> 202 41   1    1  -4  26.16    0   0    0    0  96.3  57   0   -4
#> 203 41   1    5   0  67.96    0   0    0    0  96.3  57   0    0
#> 204 41   1   12   7  47.79    0   0    0    0  96.3  57   0    7
#> 205 41   1   24  19  17.39    0   0    0    0  96.3  57   0   19
#> 206 42   1    0  -5   0.00    1   1 4000  800  83.3  63   1   -5
#> 207 42   1    1  -4  11.14    0   0    0    0  83.3  63   1   -4
#> 208 42   1    5   0 118.52    0   0    0    0  83.3  63   1    0
#> 209 42   1   12   7  46.44    0   0    0    0  83.3  63   1    7
#> 210 42   1   24  19  23.36    0   0    0    0  83.3  63   1   19
#> 211 43   1    0  -5   0.00    1   1 4000  800  76.2  28   1   -5
#> 212 43   1    1  -4  20.72    0   0    0    0  76.2  28   1   -4
#> 213 43   1    5   0 102.77    0   0    0    0  76.2  28   1    0
#> 214 43   1   12   7  21.59    0   0    0    0  76.2  28   1    7
#> 215 43   1   24  19   6.03    0   0    0    0  76.2  28   1   19
#> 216 44   1    0  -5   0.00    1   1 4000  800  58.4  27   1   -5
#> 217 44   1    1  -4  35.17    0   0    0    0  58.4  27   1   -4
#> 218 44   1    5   0 148.43    0   0    0    0  58.4  27   1    0
#> 219 44   1   12   7  54.73    0   0    0    0  58.4  27   1    7
#> 220 44   1   24  19  13.90    0   0    0    0  58.4  27   1   19
#> 221 45   1    0  -5   0.00    1   1 4000  800 123.0  33   1   -5
#> 222 45   1    1  -4  13.42    0   0    0    0 123.0  33   1   -4
#> 223 45   1    5   0  61.92    0   0    0    0 123.0  33   1    0
#> 224 45   1   12   7  31.70    0   0    0    0 123.0  33   1    7
#> 225 45   1   24  19   9.74    0   0    0    0 123.0  33   1   19
#> 226 46   1    0  -5   0.00    1   1 4000  800  80.9  63   0   -5
#> 227 46   1    1  -4  29.00    0   0    0    0  80.9  63   0   -4
#> 228 46   1    5   0  92.69    0   0    0    0  80.9  63   0    0
#> 229 46   1   12   7  66.43    0   0    0    0  80.9  63   0    7
#> 230 46   1   24  19  20.20    0   0    0    0  80.9  63   0   19
#> 231 47   1    0  -5   0.00    1   1 4000  800  91.1  62   0   -5
#> 232 47   1    1  -4  18.04    0   0    0    0  91.1  62   0   -4
#> 233 47   1    5   0  53.34    0   0    0    0  91.1  62   0    0
#> 234 47   1   12   7  30.59    0   0    0    0  91.1  62   0    7
#> 235 47   1   24  19  10.42    0   0    0    0  91.1  62   0   19
#> 236 48   1    0  -5   0.00    1   1 4000  800  60.7  48   0   -5
#> 237 48   1    1  -4  17.20    0   0    0    0  60.7  48   0   -4
#> 238 48   1    5   0  89.01    0   0    0    0  60.7  48   0    0
#> 239 48   1   12   7  58.76    0   0    0    0  60.7  48   0    7
#> 240 48   1   24  19  16.77    0   0    0    0  60.7  48   0   19
#> 241 49   1    0  -5   0.00    1   1 4000  800  69.6  39   0   -5
#> 242 49   1    1  -4  22.43    0   0    0    0  69.6  39   0   -4
#> 243 49   1    5   0  94.37    0   0    0    0  69.6  39   0    0
#> 244 49   1   12   7  41.43    0   0    0    0  69.6  39   0    7
#> 245 49   1   24  19   9.75    0   0    0    0  69.6  39   0   19
#> 246 50   1    0  -5   0.00    1   1 4000  800  71.5  46   0   -5
#> 247 50   1    1  -4  11.37    0   0    0    0  71.5  46   0   -4
#> 248 50   1    5   0  49.72    0   0    0    0  71.5  46   0    0
#> 249 50   1   12   7  40.19    0   0    0    0  71.5  46   0    7
#> 250 50   1   24  19  21.19    0   0    0    0  71.5  46   0   19
#> 251 51   1    0  -5   0.00    1   1 4000  800  71.1  45   0   -5
#> 252 51   1    1  -4  27.15    0   0    0    0  71.1  45   0   -4
#> 253 51   1    5   0 110.01    0   0    0    0  71.1  45   0    0
#> 254 51   1   12   7  48.05    0   0    0    0  71.1  45   0    7
#> 255 51   1   24  19  13.78    0   0    0    0  71.1  45   0   19
#> 256 52   1    0  -5   0.00    1   1 4000  800  56.2  72   0   -5
#> 257 52   1    1  -4  13.80    0   0    0    0  56.2  72   0   -4
#> 258 52   1    5   0  98.06    0   0    0    0  56.2  72   0    0
#> 259 52   1   12   7  61.72    0   0    0    0  56.2  72   0    7
#> 260 52   1   24  19  51.33    0   0    0    0  56.2  72   0   19
#> 261 53   1    0  -5   0.00    1   1 4000  800  60.9  49   0   -5
#> 262 53   1    1  -4  32.49    0   0    0    0  60.9  49   0   -4
#> 263 53   1    5   0 147.12    0   0    0    0  60.9  49   0    0
#> 264 53   1   12   7  72.90    0   0    0    0  60.9  49   0    7
#> 265 53   1   24  19  22.00    0   0    0    0  60.9  49   0   19
#> 266 54   1    0  -5   0.00    1   1 4000  800  85.9  41   0   -5
#> 267 54   1    1  -4  14.89    0   0    0    0  85.9  41   0   -4
#> 268 54   1    5   0  77.68    0   0    0    0  85.9  41   0    0
#> 269 54   1   12   7  37.09    0   0    0    0  85.9  41   0    7
#> 270 54   1   24  19  24.62    0   0    0    0  85.9  41   0   19
#> 271 55   1    0  -5   0.00    1   1 4000  800  75.5  38   0   -5
#> 272 55   1    1  -4  26.54    0   0    0    0  75.5  38   0   -4
#> 273 55   1    5   0 122.05    0   0    0    0  75.5  38   0    0
#> 274 55   1   12   7  40.56    0   0    0    0  75.5  38   0    7
#> 275 55   1   24  19   6.36    0   0    0    0  75.5  38   0   19
#> 276 56   1    0  -5   0.00    1   1 4000  800  50.3  51   0   -5
#> 277 56   1    1  -4  25.55    0   0    0    0  50.3  51   0   -4
#> 278 56   1    5   0 198.33    0   0    0    0  50.3  51   0    0
#> 279 56   1   12   7 101.38    0   0    0    0  50.3  51   0    7
#> 280 56   1   24  19  12.67    0   0    0    0  50.3  51   0   19
#> 281 57   1    0  -5   0.00    1   1 4000  800  74.2  60   1   -5
#> 282 57   1    1  -4  31.36    0   0    0    0  74.2  60   1   -4
#> 283 57   1    5   0  85.19    0   0    0    0  74.2  60   1    0
#> 284 57   1   12   7  39.31    0   0    0    0  74.2  60   1    7
#> 285 57   1   24  19  12.91    0   0    0    0  74.2  60   1   19
#> 286 58   1    0  -5   0.00    1   1 4000  800  81.6  39   0   -5
#> 287 58   1    1  -4  25.37    0   0    0    0  81.6  39   0   -4
#> 288 58   1    5   0 116.59    0   0    0    0  81.6  39   0    0
#> 289 58   1   12   7  57.05    0   0    0    0  81.6  39   0    7
#> 290 58   1   24  19  19.87    0   0    0    0  81.6  39   0   19
#> 291 59   1    0  -5   0.00    1   1 4000  800  86.5  47   0   -5
#> 292 59   1    1  -4  16.21    0   0    0    0  86.5  47   0   -4
#> 293 59   1    5   0  77.00    0   0    0    0  86.5  47   0    0
#> 294 59   1   12   7  33.99    0   0    0    0  86.5  47   0    7
#> 295 59   1   24  19  29.40    0   0    0    0  86.5  47   0   19
#> 296 60   1    0  -5   0.00    1   1 4000  800  67.3  68   0   -5
#> 297 60   1    1  -4  36.23    0   0    0    0  67.3  68   0   -4
#> 298 60   1    5   0 155.99    0   0    0    0  67.3  68   0    0
#> 299 60   1   12   7  60.32    0   0    0    0  67.3  68   0    7
#> 300 60   1   24  19  17.65    0   0    0    0  67.3  68   0   19