The wrapper function returning 7 standardised and ecologically relevant myClim variables derived from temperature measurements.
mc_env_temp(
data,
period,
use_utc = TRUE,
custom_start = NULL,
custom_end = NULL,
min_coverage = 1,
gdd_t_base = 5,
fdd_t_base = 0
)cleaned myClim object see myClim-package
output period see mc_agg()
if FALSE, then local time is used for day aggregation see mc_agg() (default TRUE)
start date for custom period see mc_agg() (default NULL)
end date for custom period see mc_agg() (default NULL)
the threshold specifying how many missing values can you accept within aggregation period. see mc_agg() value from range 0-1 (default 1)
base temperature for Growing Degree Days mc_calc_gdd() (default 5)
base temperature for Freezing Degree Days mc_calc_fdd() (default 0)
table in long format with standardised myClim variables
This function was designed for time-series of step shorter than one
day and will not work with coarser data. It automatically use all
available sensors in myClim object and returns all possible variables based
on sensor type and measurement height/depth. In contrast with other myClim functions
returning myClim objects, this wrapper function returns long table.
The mc_env_temp function first aggregates time-series to daily time-step
and then aggregates to the final time-step set in period parameter.
Because freezing and growing degree days are always aggregated with sum function,
these two variables are not first aggregated to the daily time-steps.
Variables are named based on sensor name, height, and function e.g.,
(T.air_15_cm.max95p, T.air_15_cm.drange)
Standardised myClim temperature variables:
min5p: Minimum temperature = 5th percentile of daily minimum temperatures
mean: Mean temperature = mean of daily mean temperatures
max95p: Maximum temperature = 95th percentile of daily maximum temperatures
drange: Temperature range = mean of daily temperature range (i.e., difference between daily minima and maxima)
GDD5: Growing degree days = sum of growing degree days above defined base temperature (default 5°C) gdd_t_base
FDD0: Freezing degree days = sum of freezing degree days bellow defined base temperature (default 0°C) fdd_t_base
frostdays: Frost days = number of days with frost (daily minimum < 0°C) fdd_t_base
data <- mc_prep_crop(mc_data_example_clean, lubridate::ymd_h("2020-11-01 00"),
lubridate::ymd_h("2021-02-01 00"), end_included = FALSE)
mc_env_temp(data, "month")
#> locality_id serial_number sensor_name height datetime
#> 1 A1E05 <NA> T.air_200_cm.min5p air 200 cm 2020-11-01
#> 2 A1E05 <NA> T.air_200_cm.min5p air 200 cm 2020-12-01
#> 3 A1E05 <NA> T.air_200_cm.min5p air 200 cm 2021-01-01
#> 4 A1E05 <NA> T.air_200_cm.frostdays air 200 cm 2020-11-01
#> 5 A1E05 <NA> T.air_200_cm.frostdays air 200 cm 2020-12-01
#> 6 A1E05 <NA> T.air_200_cm.frostdays air 200 cm 2021-01-01
#> 7 A1E05 <NA> T.air_200_cm.mean air 200 cm 2020-11-01
#> 8 A1E05 <NA> T.air_200_cm.mean air 200 cm 2020-12-01
#> 9 A1E05 <NA> T.air_200_cm.mean air 200 cm 2021-01-01
#> 10 A1E05 <NA> T.air_200_cm.max95p air 200 cm 2020-11-01
#> 11 A1E05 <NA> T.air_200_cm.max95p air 200 cm 2020-12-01
#> 12 A1E05 <NA> T.air_200_cm.max95p air 200 cm 2021-01-01
#> 13 A1E05 <NA> T.air_200_cm.drange air 200 cm 2020-11-01
#> 14 A1E05 <NA> T.air_200_cm.drange air 200 cm 2020-12-01
#> 15 A1E05 <NA> T.air_200_cm.drange air 200 cm 2021-01-01
#> 16 A1E05 <NA> T.air_130_cm.min5p air 130 cm 2020-11-01
#> 17 A1E05 <NA> T.air_130_cm.min5p air 130 cm 2020-12-01
#> 18 A1E05 <NA> T.air_130_cm.min5p air 130 cm 2021-01-01
#> 19 A1E05 <NA> T.air_130_cm.frostdays air 130 cm 2020-11-01
#> 20 A1E05 <NA> T.air_130_cm.frostdays air 130 cm 2020-12-01
#> 21 A1E05 <NA> T.air_130_cm.frostdays air 130 cm 2021-01-01
#> 22 A1E05 <NA> T.air_130_cm.mean air 130 cm 2020-11-01
#> 23 A1E05 <NA> T.air_130_cm.mean air 130 cm 2020-12-01
#> 24 A1E05 <NA> T.air_130_cm.mean air 130 cm 2021-01-01
#> 25 A1E05 <NA> T.air_130_cm.max95p air 130 cm 2020-11-01
#> 26 A1E05 <NA> T.air_130_cm.max95p air 130 cm 2020-12-01
#> 27 A1E05 <NA> T.air_130_cm.max95p air 130 cm 2021-01-01
#> 28 A1E05 <NA> T.air_130_cm.drange air 130 cm 2020-11-01
#> 29 A1E05 <NA> T.air_130_cm.drange air 130 cm 2020-12-01
#> 30 A1E05 <NA> T.air_130_cm.drange air 130 cm 2021-01-01
#> 31 A1E05 <NA> T.air_200_cm.GDD5 air 200 cm 2020-11-01
#> 32 A1E05 <NA> T.air_200_cm.GDD5 air 200 cm 2020-12-01
#> 33 A1E05 <NA> T.air_200_cm.GDD5 air 200 cm 2021-01-01
#> 34 A1E05 <NA> T.air_200_cm.FDD0 air 200 cm 2020-11-01
#> 35 A1E05 <NA> T.air_200_cm.FDD0 air 200 cm 2020-12-01
#> 36 A1E05 <NA> T.air_200_cm.FDD0 air 200 cm 2021-01-01
#> 37 A1E05 <NA> T.air_130_cm.GDD5 air 130 cm 2020-11-01
#> 38 A1E05 <NA> T.air_130_cm.GDD5 air 130 cm 2020-12-01
#> 39 A1E05 <NA> T.air_130_cm.GDD5 air 130 cm 2021-01-01
#> 40 A1E05 <NA> T.air_130_cm.FDD0 air 130 cm 2020-11-01
#> 41 A1E05 <NA> T.air_130_cm.FDD0 air 130 cm 2020-12-01
#> 42 A1E05 <NA> T.air_130_cm.FDD0 air 130 cm 2021-01-01
#> 43 A2E32 <NA> T.soil_8_cm.min5p soil 8 cm 2020-11-01
#> 44 A2E32 <NA> T.soil_8_cm.min5p soil 8 cm 2020-12-01
#> 45 A2E32 <NA> T.soil_8_cm.min5p soil 8 cm 2021-01-01
#> 46 A2E32 <NA> T.soil_8_cm.frostdays soil 8 cm 2020-11-01
#> 47 A2E32 <NA> T.soil_8_cm.frostdays soil 8 cm 2020-12-01
#> 48 A2E32 <NA> T.soil_8_cm.frostdays soil 8 cm 2021-01-01
#> 49 A2E32 <NA> T.soil_8_cm.mean soil 8 cm 2020-11-01
#> 50 A2E32 <NA> T.soil_8_cm.mean soil 8 cm 2020-12-01
#> 51 A2E32 <NA> T.soil_8_cm.mean soil 8 cm 2021-01-01
#> 52 A2E32 <NA> T.soil_8_cm.max95p soil 8 cm 2020-11-01
#> 53 A2E32 <NA> T.soil_8_cm.max95p soil 8 cm 2020-12-01
#> 54 A2E32 <NA> T.soil_8_cm.max95p soil 8 cm 2021-01-01
#> 55 A2E32 <NA> T.soil_8_cm.drange soil 8 cm 2020-11-01
#> 56 A2E32 <NA> T.soil_8_cm.drange soil 8 cm 2020-12-01
#> 57 A2E32 <NA> T.soil_8_cm.drange soil 8 cm 2021-01-01
#> 58 A2E32 <NA> T.air_2_cm.min5p air 2 cm 2020-11-01
#> 59 A2E32 <NA> T.air_2_cm.min5p air 2 cm 2020-12-01
#> 60 A2E32 <NA> T.air_2_cm.min5p air 2 cm 2021-01-01
#> 61 A2E32 <NA> T.air_2_cm.frostdays air 2 cm 2020-11-01
#> 62 A2E32 <NA> T.air_2_cm.frostdays air 2 cm 2020-12-01
#> 63 A2E32 <NA> T.air_2_cm.frostdays air 2 cm 2021-01-01
#> 64 A2E32 <NA> T.air_2_cm.mean air 2 cm 2020-11-01
#> 65 A2E32 <NA> T.air_2_cm.mean air 2 cm 2020-12-01
#> 66 A2E32 <NA> T.air_2_cm.mean air 2 cm 2021-01-01
#> 67 A2E32 <NA> T.air_2_cm.max95p air 2 cm 2020-11-01
#> 68 A2E32 <NA> T.air_2_cm.max95p air 2 cm 2020-12-01
#> 69 A2E32 <NA> T.air_2_cm.max95p air 2 cm 2021-01-01
#> 70 A2E32 <NA> T.air_2_cm.drange air 2 cm 2020-11-01
#> 71 A2E32 <NA> T.air_2_cm.drange air 2 cm 2020-12-01
#> 72 A2E32 <NA> T.air_2_cm.drange air 2 cm 2021-01-01
#> 73 A2E32 <NA> T.air_15_cm.min5p air 15 cm 2020-11-01
#> 74 A2E32 <NA> T.air_15_cm.min5p air 15 cm 2020-12-01
#> 75 A2E32 <NA> T.air_15_cm.min5p air 15 cm 2021-01-01
#> 76 A2E32 <NA> T.air_15_cm.frostdays air 15 cm 2020-11-01
#> 77 A2E32 <NA> T.air_15_cm.frostdays air 15 cm 2020-12-01
#> 78 A2E32 <NA> T.air_15_cm.frostdays air 15 cm 2021-01-01
#> 79 A2E32 <NA> T.air_15_cm.mean air 15 cm 2020-11-01
#> 80 A2E32 <NA> T.air_15_cm.mean air 15 cm 2020-12-01
#> 81 A2E32 <NA> T.air_15_cm.mean air 15 cm 2021-01-01
#> 82 A2E32 <NA> T.air_15_cm.max95p air 15 cm 2020-11-01
#> 83 A2E32 <NA> T.air_15_cm.max95p air 15 cm 2020-12-01
#> 84 A2E32 <NA> T.air_15_cm.max95p air 15 cm 2021-01-01
#> 85 A2E32 <NA> T.air_15_cm.drange air 15 cm 2020-11-01
#> 86 A2E32 <NA> T.air_15_cm.drange air 15 cm 2020-12-01
#> 87 A2E32 <NA> T.air_15_cm.drange air 15 cm 2021-01-01
#> 88 A2E32 <NA> T.air_150_cm.min5p air 150 cm 2020-11-01
#> 89 A2E32 <NA> T.air_150_cm.min5p air 150 cm 2020-12-01
#> 90 A2E32 <NA> T.air_150_cm.min5p air 150 cm 2021-01-01
#> 91 A2E32 <NA> T.air_150_cm.frostdays air 150 cm 2020-11-01
#> 92 A2E32 <NA> T.air_150_cm.frostdays air 150 cm 2020-12-01
#> 93 A2E32 <NA> T.air_150_cm.frostdays air 150 cm 2021-01-01
#> 94 A2E32 <NA> T.air_150_cm.mean air 150 cm 2020-11-01
#> 95 A2E32 <NA> T.air_150_cm.mean air 150 cm 2020-12-01
#> 96 A2E32 <NA> T.air_150_cm.mean air 150 cm 2021-01-01
#> 97 A2E32 <NA> T.air_150_cm.max95p air 150 cm 2020-11-01
#> 98 A2E32 <NA> T.air_150_cm.max95p air 150 cm 2020-12-01
#> 99 A2E32 <NA> T.air_150_cm.max95p air 150 cm 2021-01-01
#> 100 A2E32 <NA> T.air_150_cm.drange air 150 cm 2020-11-01
#> 101 A2E32 <NA> T.air_150_cm.drange air 150 cm 2020-12-01
#> 102 A2E32 <NA> T.air_150_cm.drange air 150 cm 2021-01-01
#> 103 A2E32 <NA> T.soil_8_cm.GDD5 soil 8 cm 2020-11-01
#> 104 A2E32 <NA> T.soil_8_cm.GDD5 soil 8 cm 2020-12-01
#> 105 A2E32 <NA> T.soil_8_cm.GDD5 soil 8 cm 2021-01-01
#> 106 A2E32 <NA> T.soil_8_cm.FDD0 soil 8 cm 2020-11-01
#> 107 A2E32 <NA> T.soil_8_cm.FDD0 soil 8 cm 2020-12-01
#> 108 A2E32 <NA> T.soil_8_cm.FDD0 soil 8 cm 2021-01-01
#> 109 A2E32 <NA> T.air_2_cm.GDD5 air 2 cm 2020-11-01
#> 110 A2E32 <NA> T.air_2_cm.GDD5 air 2 cm 2020-12-01
#> 111 A2E32 <NA> T.air_2_cm.GDD5 air 2 cm 2021-01-01
#> 112 A2E32 <NA> T.air_2_cm.FDD0 air 2 cm 2020-11-01
#> 113 A2E32 <NA> T.air_2_cm.FDD0 air 2 cm 2020-12-01
#> 114 A2E32 <NA> T.air_2_cm.FDD0 air 2 cm 2021-01-01
#> 115 A2E32 <NA> T.air_15_cm.GDD5 air 15 cm 2020-11-01
#> 116 A2E32 <NA> T.air_15_cm.GDD5 air 15 cm 2020-12-01
#> 117 A2E32 <NA> T.air_15_cm.GDD5 air 15 cm 2021-01-01
#> 118 A2E32 <NA> T.air_15_cm.FDD0 air 15 cm 2020-11-01
#> 119 A2E32 <NA> T.air_15_cm.FDD0 air 15 cm 2020-12-01
#> 120 A2E32 <NA> T.air_15_cm.FDD0 air 15 cm 2021-01-01
#> 121 A2E32 <NA> T.air_150_cm.GDD5 air 150 cm 2020-11-01
#> 122 A2E32 <NA> T.air_150_cm.GDD5 air 150 cm 2020-12-01
#> 123 A2E32 <NA> T.air_150_cm.GDD5 air 150 cm 2021-01-01
#> 124 A2E32 <NA> T.air_150_cm.FDD0 air 150 cm 2020-11-01
#> 125 A2E32 <NA> T.air_150_cm.FDD0 air 150 cm 2020-12-01
#> 126 A2E32 <NA> T.air_150_cm.FDD0 air 150 cm 2021-01-01
#> 127 A6W79 <NA> T.soil_8_cm.min5p soil 8 cm 2020-11-01
#> 128 A6W79 <NA> T.soil_8_cm.min5p soil 8 cm 2020-12-01
#> 129 A6W79 <NA> T.soil_8_cm.min5p soil 8 cm 2021-01-01
#> 130 A6W79 <NA> T.soil_8_cm.frostdays soil 8 cm 2020-11-01
#> 131 A6W79 <NA> T.soil_8_cm.frostdays soil 8 cm 2020-12-01
#> 132 A6W79 <NA> T.soil_8_cm.frostdays soil 8 cm 2021-01-01
#> 133 A6W79 <NA> T.soil_8_cm.mean soil 8 cm 2020-11-01
#> 134 A6W79 <NA> T.soil_8_cm.mean soil 8 cm 2020-12-01
#> 135 A6W79 <NA> T.soil_8_cm.mean soil 8 cm 2021-01-01
#> 136 A6W79 <NA> T.soil_8_cm.max95p soil 8 cm 2020-11-01
#> 137 A6W79 <NA> T.soil_8_cm.max95p soil 8 cm 2020-12-01
#> 138 A6W79 <NA> T.soil_8_cm.max95p soil 8 cm 2021-01-01
#> 139 A6W79 <NA> T.soil_8_cm.drange soil 8 cm 2020-11-01
#> 140 A6W79 <NA> T.soil_8_cm.drange soil 8 cm 2020-12-01
#> 141 A6W79 <NA> T.soil_8_cm.drange soil 8 cm 2021-01-01
#> 142 A6W79 <NA> T.air_2_cm.min5p air 2 cm 2020-11-01
#> 143 A6W79 <NA> T.air_2_cm.min5p air 2 cm 2020-12-01
#> 144 A6W79 <NA> T.air_2_cm.min5p air 2 cm 2021-01-01
#> 145 A6W79 <NA> T.air_2_cm.frostdays air 2 cm 2020-11-01
#> 146 A6W79 <NA> T.air_2_cm.frostdays air 2 cm 2020-12-01
#> 147 A6W79 <NA> T.air_2_cm.frostdays air 2 cm 2021-01-01
#> 148 A6W79 <NA> T.air_2_cm.mean air 2 cm 2020-11-01
#> 149 A6W79 <NA> T.air_2_cm.mean air 2 cm 2020-12-01
#> 150 A6W79 <NA> T.air_2_cm.mean air 2 cm 2021-01-01
#> 151 A6W79 <NA> T.air_2_cm.max95p air 2 cm 2020-11-01
#> 152 A6W79 <NA> T.air_2_cm.max95p air 2 cm 2020-12-01
#> 153 A6W79 <NA> T.air_2_cm.max95p air 2 cm 2021-01-01
#> 154 A6W79 <NA> T.air_2_cm.drange air 2 cm 2020-11-01
#> 155 A6W79 <NA> T.air_2_cm.drange air 2 cm 2020-12-01
#> 156 A6W79 <NA> T.air_2_cm.drange air 2 cm 2021-01-01
#> 157 A6W79 <NA> T.air_15_cm.min5p air 15 cm 2020-11-01
#> 158 A6W79 <NA> T.air_15_cm.min5p air 15 cm 2020-12-01
#> 159 A6W79 <NA> T.air_15_cm.min5p air 15 cm 2021-01-01
#> 160 A6W79 <NA> T.air_15_cm.frostdays air 15 cm 2020-11-01
#> 161 A6W79 <NA> T.air_15_cm.frostdays air 15 cm 2020-12-01
#> 162 A6W79 <NA> T.air_15_cm.frostdays air 15 cm 2021-01-01
#> 163 A6W79 <NA> T.air_15_cm.mean air 15 cm 2020-11-01
#> 164 A6W79 <NA> T.air_15_cm.mean air 15 cm 2020-12-01
#> 165 A6W79 <NA> T.air_15_cm.mean air 15 cm 2021-01-01
#> 166 A6W79 <NA> T.air_15_cm.max95p air 15 cm 2020-11-01
#> 167 A6W79 <NA> T.air_15_cm.max95p air 15 cm 2020-12-01
#> 168 A6W79 <NA> T.air_15_cm.max95p air 15 cm 2021-01-01
#> 169 A6W79 <NA> T.air_15_cm.drange air 15 cm 2020-11-01
#> 170 A6W79 <NA> T.air_15_cm.drange air 15 cm 2020-12-01
#> 171 A6W79 <NA> T.air_15_cm.drange air 15 cm 2021-01-01
#> 172 A6W79 <NA> T.soil_8_cm.GDD5 soil 8 cm 2020-11-01
#> 173 A6W79 <NA> T.soil_8_cm.GDD5 soil 8 cm 2020-12-01
#> 174 A6W79 <NA> T.soil_8_cm.GDD5 soil 8 cm 2021-01-01
#> 175 A6W79 <NA> T.soil_8_cm.FDD0 soil 8 cm 2020-11-01
#> 176 A6W79 <NA> T.soil_8_cm.FDD0 soil 8 cm 2020-12-01
#> 177 A6W79 <NA> T.soil_8_cm.FDD0 soil 8 cm 2021-01-01
#> 178 A6W79 <NA> T.air_2_cm.GDD5 air 2 cm 2020-11-01
#> 179 A6W79 <NA> T.air_2_cm.GDD5 air 2 cm 2020-12-01
#> 180 A6W79 <NA> T.air_2_cm.GDD5 air 2 cm 2021-01-01
#> 181 A6W79 <NA> T.air_2_cm.FDD0 air 2 cm 2020-11-01
#> 182 A6W79 <NA> T.air_2_cm.FDD0 air 2 cm 2020-12-01
#> 183 A6W79 <NA> T.air_2_cm.FDD0 air 2 cm 2021-01-01
#> 184 A6W79 <NA> T.air_15_cm.GDD5 air 15 cm 2020-11-01
#> 185 A6W79 <NA> T.air_15_cm.GDD5 air 15 cm 2020-12-01
#> 186 A6W79 <NA> T.air_15_cm.GDD5 air 15 cm 2021-01-01
#> 187 A6W79 <NA> T.air_15_cm.FDD0 air 15 cm 2020-11-01
#> 188 A6W79 <NA> T.air_15_cm.FDD0 air 15 cm 2020-12-01
#> 189 A6W79 <NA> T.air_15_cm.FDD0 air 15 cm 2021-01-01
#> time_to value
#> 1 2020-12-01 -1.93437500
#> 2 2021-01-01 -2.31250000
#> 3 2021-02-01 -9.40625000
#> 4 2020-12-01 11.00000000
#> 5 2021-01-01 12.00000000
#> 6 2021-02-01 28.00000000
#> 7 2020-12-01 4.31252170
#> 8 2021-01-01 2.54601394
#> 9 2021-02-01 -1.07270665
#> 10 2020-12-01 12.01875000
#> 11 2021-01-01 9.31250000
#> 12 2021-02-01 3.93750000
#> 13 2020-12-01 3.72500000
#> 14 2021-01-01 2.98790323
#> 15 2021-02-01 2.85282258
#> 16 2020-12-01 -1.50625000
#> 17 2021-01-01 -2.87500000
#> 18 2021-02-01 -7.62500000
#> 19 2020-12-01 10.00000000
#> 20 2021-01-01 12.00000000
#> 21 2021-02-01 27.00000000
#> 22 2020-12-01 4.14485677
#> 23 2021-01-01 2.02452957
#> 24 2021-02-01 -1.09519909
#> 25 2020-12-01 13.04375000
#> 26 2021-01-01 8.90625000
#> 27 2021-02-01 5.21875000
#> 28 2020-12-01 3.34583333
#> 29 2021-01-01 3.05443548
#> 30 2021-02-01 3.17338710
#> 31 2020-12-01 39.21875000
#> 32 2021-01-01 12.69140625
#> 33 2021-02-01 0.45182292
#> 34 2020-12-01 2.43684896
#> 35 2021-01-01 6.52408854
#> 36 2021-02-01 43.66796875
#> 37 2020-12-01 35.02408854
#> 38 2021-01-01 10.24414062
#> 39 2021-02-01 0.49804687
#> 40 2020-12-01 3.70638021
#> 41 2021-01-01 7.44140625
#> 42 2021-02-01 50.29036458
#> 43 2020-12-01 5.68125000
#> 44 2021-01-01 4.18750000
#> 45 2021-02-01 2.93750000
#> 46 2020-12-01 0.00000000
#> 47 2021-01-01 0.00000000
#> 48 2021-02-01 0.00000000
#> 49 2020-12-01 7.92549913
#> 50 2021-01-01 5.42565524
#> 51 2021-02-01 3.44512349
#> 52 2020-12-01 10.85312500
#> 53 2021-01-01 6.62500000
#> 54 2021-02-01 4.12500000
#> 55 2020-12-01 0.31666667
#> 56 2021-01-01 0.30241935
#> 57 2021-02-01 0.08870968
#> 58 2020-12-01 2.30625000
#> 59 2021-01-01 1.03125000
#> 60 2021-02-01 -0.03125000
#> 61 2020-12-01 0.00000000
#> 62 2021-01-01 0.00000000
#> 63 2021-02-01 2.00000000
#> 64 2020-12-01 5.96367188
#> 65 2021-01-01 3.54716902
#> 66 2021-02-01 1.28505124
#> 67 2020-12-01 11.49687500
#> 68 2021-01-01 7.56250000
#> 69 2021-02-01 2.31250000
#> 70 2020-12-01 1.47291667
#> 71 2021-01-01 1.23790323
#> 72 2021-02-01 0.57258065
#> 73 2020-12-01 -1.84687500
#> 74 2021-01-01 -3.25000000
#> 75 2021-02-01 -8.78125000
#> 76 2020-12-01 9.00000000
#> 77 2021-01-01 13.00000000
#> 78 2021-02-01 28.00000000
#> 79 2020-12-01 4.05839844
#> 80 2021-01-01 1.87210181
#> 81 2021-02-01 -1.30040323
#> 82 2020-12-01 12.01250000
#> 83 2021-01-01 9.03125000
#> 84 2021-02-01 1.81250000
#> 85 2020-12-01 3.49375000
#> 86 2021-01-01 3.08870968
#> 87 2021-02-01 2.48991935
#> 88 2020-12-01 -3.48445000
#> 89 2021-01-01 -4.21200000
#> 90 2021-02-01 -6.53350000
#> 91 2020-12-01 15.00000000
#> 92 2021-01-01 14.00000000
#> 93 2021-02-01 24.00000000
#> 94 2020-12-01 4.04913819
#> 95 2021-01-01 2.43735047
#> 96 2021-02-01 -0.26688206
#> 97 2020-12-01 14.21865000
#> 98 2021-01-01 11.62500000
#> 99 2021-02-01 5.41000000
#> 100 2020-12-01 5.48790000
#> 101 2021-01-01 4.25293548
#> 102 2021-02-01 3.90358065
#> 103 2020-12-01 87.76497396
#> 104 2021-01-01 16.86588542
#> 105 2021-02-01 0.00000000
#> 106 2020-12-01 0.00000000
#> 107 2021-01-01 0.00000000
#> 108 2021-02-01 0.00000000
#> 109 2020-12-01 47.17317708
#> 110 2021-01-01 7.50585937
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