Compute derived quantities from data logged by a YoctoPuce USB module.
Arguments
- x
data.frame as returned by
read_yocto_datalog()orread_yocto_spctlog().- calibrations
list A nested named list with calibration coefficients or function definitions.
- save.calibrations
logical Flag indicating if the calibration object is to be stored as an arribute in the returned object.
Value
A data frame with column "time" with the times from
x$time and one column of calibrated data for each primary branch in
calibrations. The calibrations object is stored as attribute
"yocto.module.calibrations" together with those attributes supported
by the R for photobiology suite or comment present in x.
Details
Function calc_calibrated_qtys() computes derived quantities
from data logged by YoctoPuce USB module previously and imported into R by
means of function read_yocto_datalog() or
function read_yocto_spctlog().
Multiple approaches to calibration are supported, one based on multipliers
applied to data for one or more channels and combined by summation. This
approach is suitable when the calibration function is obtained by fitting a
multiple regression linear model (i.e., with no interaction terms). In this
case the calibration object is a list where numeric values
are stored. The name of the members of the calibration object must match
the names of the columns of data frame x.
The second more flexible approach, relies on user-defined functions stored
in the calibration object instead of numeric values. In this case
the function definitions can replace one of more of the
numeric values, allowing more complex conversion computations than a
simple multiplication factor. These functions should accept as input a
single numeric vector, i.e., the raw values data in one column of
x, i.e., data acquired from a single sensor channel and return a
numeric vector of calibrated values. In this case, as when using
numeric multipliers, the values computed from different channels for
a single output are added up.
A final variation is a calibration based on a single function that accepts
as input data frame x in whole and returns a vector of calibrated
values of the same length as rows in x. This approach is the most
flexible and is agnostic about the class of the data in x columns or
returned values, i.e., can apply transformations to non-numeric data.
All three approaches can be combined in a single calibration object, with different approaches used for the different derived quantities. This allows using the most suitable/convenient approach for the computation of each derived quantity.
The number of quantities in the returned data frame and their names are
determined by the named values stored in calibrations.
Functions read_yocto_datalog() and
read_yocto_spctlog() store metadata as attributes in the data
frames they return. These attributes are copied to the data frames of
calibrated data, adding a trace of the application of calibrations.
Calibration object
The coefficients or functions are stored in a
tree-like named list of named lists. The names in the root list are names
of the derived quantities while the terminal branches are named for the
columns in x, columns each containing raw data for a single channel
of a YoctoPuce USB module.
As the names of the columns in x not only depend on the module type
but also on module settings and possible renaming during import into R,
calibration objects are data workflow specific.
Examples
# example calibration list based on parallel measurements of sunlight
# with all branches except one relying on numeric multipliers applied to
# a single sensor channel, and one channel relying on the sum of scaled
# values from two sensor channels.
s01.cal <-
list(module.type = "YoctoSpectral",
module.sn = "SPECTRL1-2CF3B6",
module.name = "spectrl-01",
Q_PAR = list(VIS.avg = 1180 / 9296),
Q_ePAR = list(VIS.avg = 1377 / 9296),
Q_e = list(F8.avg = (1377 - 1180) / 3422),
Q_FarRed = list(F8.avg = 197.87 / 3422),
Q_Red = list(F6.avg = 265.15 / 5340 * (5340 / (5340 + 6462)),
F7.avg = 265.15 / 6462 * (6462 / (5340 + 6462))))
# path to example logged data from a Yocto-Spectral USN module
yocto_spectral.file <-
system.file("extdata", "yocto-spectral-LED.csv",
package = "rYoctoPuceInOut", mustWork = TRUE)
yocto_spectral_json.file <-
system.file("extdata", "SPECTRL1-2CF3B6.json",
package = "rYoctoPuceInOut", mustWork = TRUE)
# read data and apply calibration
read_yocto_spctlog(yocto_spectral.file) |>
calc_calibrated_qtys(s01.cal)
#> Period: 2025-12-03 21:54:00 to 2025-12-03 22:52:14
#> Found gaps, time steps range from 10s to 60s (~1 minutes)
#> time Q_PAR Q_ePAR Q_e Q_FarRed
#> 1 2025-12-03 19:54:00 0.010330851 1.205558e-02 0.000000e+00 0.000000e+00
#> 2 2025-12-03 19:55:00 4.725803057 5.514772e+00 4.018634e+00 4.036381e+00
#> 3 2025-12-03 19:56:00 6.369082182 7.432395e+00 3.301380e+00 3.315960e+00
#> 4 2025-12-03 19:57:00 0.002582713 3.013895e-03 1.184564e-03 1.189795e-03
#> 5 2025-12-03 19:58:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 6 2025-12-03 19:59:00 0.001908962 2.227661e-03 1.118755e-03 1.123696e-03
#> 7 2025-12-03 20:00:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 8 2025-12-03 20:01:00 0.010106268 1.179350e-02 1.513610e-03 1.520294e-03
#> 9 2025-12-03 20:02:00 0.010892311 1.271077e-02 1.579419e-03 1.586394e-03
#> 10 2025-12-03 20:03:00 0.010892311 1.271077e-02 1.513610e-03 1.520294e-03
#> 11 2025-12-03 20:04:00 0.010780019 1.257973e-02 1.579419e-03 1.586394e-03
#> 12 2025-12-03 20:05:00 0.010555435 1.231766e-02 1.645228e-03 1.652494e-03
#> 13 2025-12-03 20:06:00 25.024353978 2.920215e+01 1.423761e+01 1.430048e+01
#> 14 2025-12-03 20:07:00 42.041399783 4.906018e+01 2.162626e+01 2.172177e+01
#> 15 2025-12-03 20:08:00 41.826810033 4.880976e+01 2.185856e+01 2.195510e+01
#> 16 2025-12-03 20:09:00 25.665765100 2.995064e+01 1.322763e+01 1.328605e+01
#> 17 2025-12-03 20:10:00 19.022690772 2.219851e+01 9.628466e+00 9.670988e+00
#> 18 2025-12-03 20:11:00 19.022915356 2.219877e+01 9.628466e+00 9.670988e+00
#> 19 2025-12-03 20:12:00 2.251564146 2.627461e+00 1.104080e+00 1.108955e+00
#> 20 2025-12-03 20:13:00 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 21 2025-12-03 20:14:00 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 22 2025-12-03 20:15:00 29.346804663 3.424623e+01 7.153451e-02 7.185043e-02
#> 23 2025-12-03 20:16:00 36.109357533 4.213778e+01 4.606638e-02 4.626982e-02
#> 24 2025-12-03 20:17:00 35.983366063 4.199076e+01 4.606638e-02 4.626982e-02
#> 25 2025-12-03 20:18:00 21.686141472 2.530662e+01 6.120248e-03 6.147277e-03
#> 26 2025-12-03 20:19:00 19.808509230 2.311552e+01 0.000000e+00 0.000000e+00
#> 27 2025-12-03 20:20:00 19.808846105 2.311592e+01 0.000000e+00 0.000000e+00
#> 28 2025-12-03 20:21:00 12.923221354 1.508074e+01 2.632365e-04 2.643990e-04
#> 29 2025-12-03 20:22:00 0.001796670 2.096622e-03 1.250373e-03 1.255895e-03
#> 30 2025-12-03 20:23:00 0.002133545 2.489739e-03 1.250373e-03 1.255895e-03
#> 31 2025-12-03 20:24:00 0.001908962 2.227661e-03 1.250373e-03 1.255895e-03
#> 32 2025-12-03 20:24:10 0.002133545 2.489739e-03 1.184564e-03 1.189795e-03
#> 33 2025-12-03 20:24:20 0.002021254 2.358700e-03 1.250373e-03 1.255895e-03
#> 34 2025-12-03 20:24:30 0.002133545 2.489739e-03 1.250373e-03 1.255895e-03
#> 35 2025-12-03 20:24:40 0.002133545 2.489739e-03 1.250373e-03 1.255895e-03
#> 36 2025-12-03 20:24:50 0.002021254 2.358700e-03 1.250373e-03 1.255895e-03
#> 37 2025-12-03 20:25:00 0.002021254 2.358700e-03 1.184564e-03 1.189795e-03
#> 38 2025-12-03 20:25:10 0.002133545 2.489739e-03 1.184564e-03 1.189795e-03
#> 39 2025-12-03 20:25:20 0.002021254 2.358700e-03 1.250373e-03 1.255895e-03
#> 40 2025-12-03 20:25:30 0.002133545 2.489739e-03 1.184564e-03 1.189795e-03
#> 41 2025-12-03 20:25:40 0.002133545 2.489739e-03 1.250373e-03 1.255895e-03
#> 42 2025-12-03 20:25:50 5.309833037 6.196305e+00 4.870072e+00 4.891580e+00
#> 43 2025-12-03 20:26:00 47.454990502 5.537756e+01 5.708941e-01 5.734153e-01
#> 44 2025-12-03 20:26:10 46.617405496 5.440014e+01 9.213277e-02 9.253965e-02
#> 45 2025-12-03 20:26:20 46.587760444 5.436555e+01 9.213277e-02 9.253965e-02
#> 46 2025-12-03 20:26:30 46.536667646 5.430592e+01 9.213277e-02 9.253965e-02
#> 47 2025-12-03 20:26:40 46.487034643 5.424801e+01 9.213277e-02 9.253965e-02
#> 48 2025-12-03 20:26:50 46.458063342 5.421420e+01 9.213277e-02 9.253965e-02
#> 49 2025-12-03 20:27:00 46.394056980 5.413951e+01 9.213277e-02 9.253965e-02
#> 50 2025-12-03 20:27:10 46.379234454 5.412221e+01 9.213277e-02 9.253965e-02
#> 51 2025-12-03 20:27:20 46.311747044 5.404345e+01 9.213277e-02 9.253965e-02
#> 52 2025-12-03 20:27:30 46.290411590 5.401856e+01 9.213277e-02 9.253965e-02
#> 53 2025-12-03 20:27:40 46.220678343 5.393718e+01 9.213277e-02 9.253965e-02
#> 54 2025-12-03 20:27:50 46.217758755 5.393377e+01 9.213277e-02 9.253965e-02
#> 55 2025-12-03 20:28:00 46.151394264 5.385633e+01 9.213277e-02 9.253965e-02
#> 56 2025-12-03 20:28:10 40.764079841 4.756961e+01 7.982646e-02 8.017900e-02
#> 57 2025-12-03 20:28:20 23.834958564 2.781418e+01 4.606638e-02 4.626982e-02
#> 58 2025-12-03 20:28:30 23.926813308 2.792137e+01 4.606638e-02 4.626982e-02
#> 59 2025-12-03 20:28:40 23.895596170 2.788495e+01 4.606638e-02 4.626982e-02
#> 60 2025-12-03 20:28:50 23.899077218 2.788901e+01 4.606638e-02 4.626982e-02
#> 61 2025-12-03 20:29:00 23.970382551 2.797222e+01 4.606638e-02 4.626982e-02
#> 62 2025-12-03 20:29:10 15.588356432 1.819082e+01 2.987734e-02 3.000929e-02
#> 63 2025-12-03 20:29:20 0.001122919 1.310389e-03 6.580912e-04 6.609975e-04
#> 64 2025-12-03 20:29:30 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 65 2025-12-03 20:29:40 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 66 2025-12-03 20:29:50 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 67 2025-12-03 20:30:00 0.001684378 1.965583e-03 1.250373e-03 1.255895e-03
#> 68 2025-12-03 20:30:10 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 69 2025-12-03 20:30:20 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 70 2025-12-03 20:30:30 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 71 2025-12-03 20:30:40 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 72 2025-12-03 20:30:50 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 73 2025-12-03 20:31:00 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 74 2025-12-03 20:31:10 2.738012497 3.195121e+00 6.097215e-01 6.124142e-01
#> 75 2025-12-03 20:31:20 27.281645009 3.183629e+01 8.673642e-02 8.711947e-02
#> 76 2025-12-03 20:31:30 27.332625515 3.189578e+01 6.936281e-02 6.966914e-02
#> 77 2025-12-03 20:31:40 27.306236927 3.186499e+01 6.936281e-02 6.966914e-02
#> 78 2025-12-03 20:31:50 27.270191239 3.182293e+01 6.936281e-02 6.966914e-02
#> 79 2025-12-03 20:32:00 27.245823905 3.179449e+01 6.936281e-02 6.966914e-02
#> 80 2025-12-03 20:32:10 27.213259265 3.175649e+01 6.936281e-02 6.966914e-02
#> 81 2025-12-03 20:32:20 27.188442763 3.172753e+01 6.936281e-02 6.966914e-02
#> 82 2025-12-03 20:32:30 24.982019945 2.915275e+01 6.436132e-02 6.464555e-02
#> 83 2025-12-03 20:32:40 16.021353856 1.869611e+01 4.619800e-02 4.640202e-02
#> 84 2025-12-03 20:32:50 16.021578440 1.869637e+01 4.619800e-02 4.640202e-02
#> 85 2025-12-03 20:33:00 16.021466148 1.869624e+01 4.488182e-02 4.508003e-02
#> 86 2025-12-03 20:33:10 16.021578440 1.869637e+01 4.488182e-02 4.508003e-02
#> 87 2025-12-03 20:33:20 16.022252191 1.869715e+01 4.619800e-02 4.640202e-02
#> 88 2025-12-03 20:33:30 14.176847713 1.654366e+01 3.941966e-02 3.959375e-02
#> 89 2025-12-03 20:33:40 0.000786043 9.172723e-04 5.922821e-04 5.948977e-04
#> 90 2025-12-03 20:33:50 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 91 2025-12-03 20:34:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 92 2025-12-03 20:34:10 0.002133545 2.489739e-03 1.118755e-03 1.123696e-03
#> 93 2025-12-03 20:34:20 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 94 2025-12-03 20:34:30 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 95 2025-12-03 20:34:40 0.002021254 2.358700e-03 1.052946e-03 1.057596e-03
#> 96 2025-12-03 20:34:50 0.002021254 2.358700e-03 1.052946e-03 1.057596e-03
#> 97 2025-12-03 20:35:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 98 2025-12-03 20:35:10 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 99 2025-12-03 20:35:20 0.001908962 2.227661e-03 1.118755e-03 1.123696e-03
#> 100 2025-12-03 20:35:30 0.002021254 2.358700e-03 1.052946e-03 1.057596e-03
#> 101 2025-12-03 20:35:40 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 102 2025-12-03 20:35:50 0.001908962 2.227661e-03 1.118755e-03 1.123696e-03
#> 103 2025-12-03 20:36:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 104 2025-12-03 20:36:10 0.002133545 2.489739e-03 1.052946e-03 1.057596e-03
#> 105 2025-12-03 20:36:20 0.002133545 2.489739e-03 1.118755e-03 1.123696e-03
#> 106 2025-12-03 20:36:30 0.002133545 2.489739e-03 1.184564e-03 1.189795e-03
#> 107 2025-12-03 20:36:40 12.954999951 1.511783e+01 1.651809e-01 1.659104e-01
#> 108 2025-12-03 20:36:50 32.404848970 3.781481e+01 1.881483e-01 1.889792e-01
#> 109 2025-12-03 20:37:00 32.477950973 3.790012e+01 1.849894e-01 1.858064e-01
#> 110 2025-12-03 20:37:10 32.478737016 3.790103e+01 1.849894e-01 1.858064e-01
#> 111 2025-12-03 20:37:20 32.487158906 3.791086e+01 1.849894e-01 1.858064e-01
#> 112 2025-12-03 20:37:30 32.495019336 3.792004e+01 1.849894e-01 1.858064e-01
#> 113 2025-12-03 20:37:40 32.505125604 3.793183e+01 1.849894e-01 1.858064e-01
#> 114 2025-12-03 20:37:50 32.515793331 3.794428e+01 1.849894e-01 1.858064e-01
#> 115 2025-12-03 20:38:00 32.517253125 3.794598e+01 1.849894e-01 1.858064e-01
#> 116 2025-12-03 20:38:10 17.152132917 2.001567e+01 9.318571e-02 9.359724e-02
#> 117 2025-12-03 20:38:20 0.001459794 1.703506e-03 8.555186e-04 8.592967e-04
#> 118 2025-12-03 20:38:30 0.001796670 2.096622e-03 1.118755e-03 1.123696e-03
#> 119 2025-12-03 20:38:40 0.001684378 1.965583e-03 1.118755e-03 1.123696e-03
#> 120 2025-12-03 20:38:50 0.001684378 1.965583e-03 1.184564e-03 1.189795e-03
#> 121 2025-12-03 20:39:00 0.001796670 2.096622e-03 1.118755e-03 1.123696e-03
#> 122 2025-12-03 20:39:10 0.002021254 2.358700e-03 1.184564e-03 1.189795e-03
#> 123 2025-12-03 20:39:20 0.002021254 2.358700e-03 1.184564e-03 1.189795e-03
#> 124 2025-12-03 20:39:30 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 125 2025-12-03 20:39:40 0.002021254 2.358700e-03 1.184564e-03 1.189795e-03
#> 126 2025-12-03 20:39:50 0.002021254 2.358700e-03 1.052946e-03 1.057596e-03
#> 127 2025-12-03 20:40:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 128 2025-12-03 20:40:10 8.993455314 1.049491e+01 6.093464e+00 6.120374e+00
#> 129 2025-12-03 20:40:20 53.377375653 6.228868e+01 8.601910e-01 8.639898e-01
#> 130 2025-12-03 20:40:30 52.273546639 6.100057e+01 1.842655e-01 1.850793e-01
#> 131 2025-12-03 20:40:40 52.273771222 6.100083e+01 1.842655e-01 1.850793e-01
#> 132 2025-12-03 20:40:50 52.275118725 6.100241e+01 1.842655e-01 1.850793e-01
#> 133 2025-12-03 20:41:00 52.273883514 6.100096e+01 1.842655e-01 1.850793e-01
#> 134 2025-12-03 20:41:10 42.096310504 4.912425e+01 1.464911e-01 1.471380e-01
#> 135 2025-12-03 20:41:20 26.176805368 3.054700e+01 9.213277e-02 9.253965e-02
#> 136 2025-12-03 20:41:30 26.176805368 3.054700e+01 9.213277e-02 9.253965e-02
#> 137 2025-12-03 20:41:40 26.176805368 3.054700e+01 9.213277e-02 9.253965e-02
#> 138 2025-12-03 20:41:50 26.175233282 3.054517e+01 9.213277e-02 9.253965e-02
#> 139 2025-12-03 20:42:00 26.176805368 3.054700e+01 9.213277e-02 9.253965e-02
#> 140 2025-12-03 20:42:10 13.377554232 1.561093e+01 4.428954e-02 4.448513e-02
#> 141 2025-12-03 20:42:20 0.001235210 1.441428e-03 8.555186e-04 8.592967e-04
#> 142 2025-12-03 20:42:30 0.001796670 2.096622e-03 1.250373e-03 1.255895e-03
#> 143 2025-12-03 20:42:40 0.001796670 2.096622e-03 1.250373e-03 1.255895e-03
#> 144 2025-12-03 20:42:50 0.001684378 1.965583e-03 1.250373e-03 1.255895e-03
#> 145 2025-12-03 20:43:00 0.001796670 2.096622e-03 1.250373e-03 1.255895e-03
#> 146 2025-12-03 20:43:10 0.001684378 1.965583e-03 1.250373e-03 1.255895e-03
#> 147 2025-12-03 20:43:20 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 148 2025-12-03 20:43:30 0.001908962 2.227661e-03 1.250373e-03 1.255895e-03
#> 149 2025-12-03 20:43:40 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 150 2025-12-03 20:43:50 0.002021254 2.358700e-03 1.250373e-03 1.255895e-03
#> 151 2025-12-03 20:44:00 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 152 2025-12-03 20:44:10 5.407976126 6.310833e+00 1.715315e+00 1.722890e+00
#> 153 2025-12-03 20:44:20 33.998382799 3.967438e+01 7.399577e-01 7.432256e-01
#> 154 2025-12-03 20:44:30 33.880588635 3.953692e+01 6.449294e-01 6.477775e-01
#> 155 2025-12-03 20:44:40 33.871717577 3.952657e+01 6.449294e-01 6.477775e-01
#> 156 2025-12-03 20:44:50 33.806251421 3.945018e+01 6.449294e-01 6.477775e-01
#> 157 2025-12-03 20:45:00 33.801872039 3.944507e+01 6.449294e-01 6.477775e-01
#> 158 2025-12-03 20:45:10 33.800412244 3.944336e+01 6.449294e-01 6.477775e-01
#> 159 2025-12-03 20:45:20 33.801872039 3.944507e+01 6.449294e-01 6.477775e-01
#> 160 2025-12-03 20:45:30 34.082938572 3.977306e+01 6.540768e-01 6.569654e-01
#> 161 2025-12-03 20:45:40 60.761913152 7.090606e+01 1.185815e+00 1.191051e+00
#> 162 2025-12-03 20:45:50 61.368064629 7.161341e+01 1.197792e+00 1.203082e+00
#> 163 2025-12-03 20:46:00 61.279690933 7.151028e+01 1.197792e+00 1.203082e+00
#> 164 2025-12-03 20:46:10 61.183119930 7.139759e+01 1.197792e+00 1.203082e+00
#> 165 2025-12-03 20:46:20 61.100809995 7.130154e+01 1.197792e+00 1.203082e+00
#> 166 2025-12-03 20:46:30 12.189394028 1.422440e+01 2.078252e-01 2.087430e-01
#> 167 2025-12-03 20:46:40 0.001684378 1.965583e-03 1.184564e-03 1.189795e-03
#> 168 2025-12-03 20:46:50 0.001684378 1.965583e-03 1.052946e-03 1.057596e-03
#> 169 2025-12-03 20:47:00 0.001796670 2.096622e-03 1.118755e-03 1.123696e-03
#> 170 2025-12-03 20:47:10 0.001796670 2.096622e-03 1.052946e-03 1.057596e-03
#> 171 2025-12-03 20:47:20 0.007074387 8.255450e-03 1.381992e-03 1.388095e-03
#> 172 2025-12-03 20:47:30 0.011566062 1.349701e-02 1.711037e-03 1.718593e-03
#> 173 2025-12-03 20:47:40 0.011229186 1.310389e-02 1.645228e-03 1.652494e-03
#> 174 2025-12-03 20:47:50 0.011566062 1.349701e-02 1.579419e-03 1.586394e-03
#> 175 2025-12-03 20:48:00 0.010892311 1.271077e-02 1.513610e-03 1.520294e-03
#> 176 2025-12-03 20:48:10 0.121724380 1.420462e-01 3.224647e-03 3.238888e-03
#> 177 2025-12-03 20:48:20 0.519349867 6.060549e-01 9.805559e-03 9.848863e-03
#> 178 2025-12-03 20:48:30 0.519574450 6.063170e-01 9.673941e-03 9.716663e-03
#> 179 2025-12-03 20:48:40 0.528557799 6.168001e-01 9.871368e-03 9.914962e-03
#> 180 2025-12-03 20:48:50 0.528108632 6.162759e-01 9.739750e-03 9.782763e-03
#> 181 2025-12-03 20:49:00 0.410988219 4.796024e-01 8.423567e-03 8.460768e-03
#> 182 2025-12-03 20:49:10 0.531028220 6.196829e-01 1.026622e-02 1.031156e-02
#> 183 2025-12-03 20:49:20 0.533386350 6.224347e-01 1.033203e-02 1.037766e-02
#> 184 2025-12-03 20:49:30 0.532038847 6.208623e-01 1.020041e-02 1.024546e-02
#> 185 2025-12-03 20:49:40 0.529568426 6.179794e-01 1.033203e-02 1.037766e-02
#> 186 2025-12-03 20:49:50 0.527434881 6.154897e-01 1.026622e-02 1.031156e-02
#> 187 2025-12-03 20:50:00 0.525750503 6.135241e-01 1.026622e-02 1.031156e-02
#> 188 2025-12-03 20:50:10 0.524178417 6.116896e-01 1.020041e-02 1.024546e-02
#> 189 2025-12-03 20:50:20 0.523504666 6.109033e-01 1.033203e-02 1.037766e-02
#> 190 2025-12-03 20:50:30 0.524403001 6.119516e-01 1.039784e-02 1.044376e-02
#> 191 2025-12-03 20:50:40 0.521483412 6.085446e-01 1.039784e-02 1.044376e-02
#> 192 2025-12-03 20:50:50 0.522157163 6.093309e-01 1.026622e-02 1.031156e-02
#> 193 2025-12-03 20:51:14 0.508232972 5.930820e-01 9.937177e-03 9.981062e-03
#> 194 2025-12-03 20:51:24 0.521371120 6.084136e-01 1.000299e-02 1.004716e-02
#> 195 2025-12-03 20:51:34 0.522718623 6.099861e-01 1.039784e-02 1.044376e-02
#> 196 2025-12-03 20:51:44 0.518788407 6.053997e-01 1.046365e-02 1.050986e-02
#> 197 2025-12-03 20:51:54 0.518002364 6.044824e-01 1.039784e-02 1.044376e-02
#> 198 2025-12-03 20:52:04 0.518002364 6.044824e-01 1.059527e-02 1.064206e-02
#> 199 2025-12-03 20:52:14 0.516879446 6.031720e-01 1.039784e-02 1.044376e-02
#> Q_Red
#> 1 3.381800e-03
#> 2 1.931628e+00
#> 3 1.369058e+00
#> 4 9.775644e-04
#> 5 7.570417e-04
#> 6 7.355275e-04
#> 7 7.570417e-04
#> 8 3.664175e-03
#> 9 3.950586e-03
#> 10 3.972100e-03
#> 11 3.907557e-03
#> 12 3.844360e-03
#> 13 6.480883e+00
#> 14 9.179091e+00
#> 15 9.013634e+00
#> 16 5.561485e+00
#> 17 4.187020e+00
#> 18 4.186860e+00
#> 19 4.799401e-01
#> 20 6.293019e-04
#> 21 6.293019e-04
#> 22 1.028105e-01
#> 23 9.224288e-02
#> 24 9.224288e-02
#> 25 5.154306e-02
#> 26 4.612144e-02
#> 27 4.612144e-02
#> 28 3.013491e-02
#> 29 8.014153e-04
#> 30 9.950428e-04
#> 31 8.444436e-04
#> 32 1.016557e-03
#> 33 9.735286e-04
#> 34 9.936976e-04
#> 35 9.721834e-04
#> 36 9.950428e-04
#> 37 9.291550e-04
#> 38 9.950428e-04
#> 39 9.506692e-04
#> 40 9.721834e-04
#> 41 9.735286e-04
#> 42 1.014780e+01
#> 43 2.207664e+01
#> 44 2.176870e+01
#> 45 2.176870e+01
#> 46 2.176881e+01
#> 47 2.177459e+01
#> 48 2.178208e+01
#> 49 2.177145e+01
#> 50 2.176977e+01
#> 51 2.176962e+01
#> 52 2.176975e+01
#> 53 2.175604e+01
#> 54 2.175544e+01
#> 55 2.175381e+01
#> 56 1.901633e+01
#> 57 1.098973e+01
#> 58 1.101006e+01
#> 59 1.099896e+01
#> 60 1.100479e+01
#> 61 1.100479e+01
#> 62 7.145230e+00
#> 63 4.208766e-04
#> 64 7.758653e-04
#> 65 7.341823e-04
#> 66 7.328370e-04
#> 67 6.911539e-04
#> 68 7.341823e-04
#> 69 7.556964e-04
#> 70 7.113228e-04
#> 71 7.328370e-04
#> 72 7.328370e-04
#> 73 7.543512e-04
#> 74 4.708423e-01
#> 75 1.622427e-01
#> 76 1.545109e-01
#> 77 1.545109e-01
#> 78 1.545109e-01
#> 79 1.545109e-01
#> 80 1.545109e-01
#> 81 1.545109e-01
#> 82 1.414436e-01
#> 83 9.259383e-02
#> 84 9.259383e-02
#> 85 9.259383e-02
#> 86 9.259383e-02
#> 87 9.259383e-02
#> 88 8.119388e-02
#> 89 2.689321e-04
#> 90 7.341823e-04
#> 91 7.570417e-04
#> 92 7.772106e-04
#> 93 7.785559e-04
#> 94 7.328370e-04
#> 95 7.543512e-04
#> 96 7.772106e-04
#> 97 7.341823e-04
#> 98 7.556964e-04
#> 99 7.556964e-04
#> 100 7.556964e-04
#> 101 7.126681e-04
#> 102 7.341823e-04
#> 103 7.785559e-04
#> 104 7.556964e-04
#> 105 7.126681e-04
#> 106 7.570417e-04
#> 107 8.662774e-02
#> 108 9.603888e-02
#> 109 9.350821e-02
#> 110 9.298244e-02
#> 111 9.259383e-02
#> 112 9.259383e-02
#> 113 9.259383e-02
#> 114 9.259383e-02
#> 115 9.259383e-02
#> 116 4.746608e-02
#> 117 5.136595e-04
#> 118 7.113228e-04
#> 119 7.341823e-04
#> 120 7.355275e-04
#> 121 7.341823e-04
#> 122 9.291550e-04
#> 123 8.861267e-04
#> 124 9.062956e-04
#> 125 9.305003e-04
#> 126 9.291550e-04
#> 127 9.520145e-04
#> 128 1.363293e+01
#> 129 3.228497e+01
#> 130 3.185482e+01
#> 131 3.184841e+01
#> 132 3.183930e+01
#> 133 3.182942e+01
#> 134 2.555938e+01
#> 135 1.594930e+01
#> 136 1.596228e+01
#> 137 1.596213e+01
#> 138 1.595152e+01
#> 139 1.594952e+01
#> 140 8.288234e+00
#> 141 4.908001e-04
#> 142 7.570417e-04
#> 143 8.014153e-04
#> 144 7.570417e-04
#> 145 7.799011e-04
#> 146 7.570417e-04
#> 147 7.785559e-04
#> 148 8.229294e-04
#> 149 8.215842e-04
#> 150 8.457889e-04
#> 151 8.014153e-04
#> 152 3.334657e+00
#> 153 4.775962e+00
#> 154 4.718790e+00
#> 155 4.718037e+00
#> 156 4.705344e+00
#> 157 4.702816e+00
#> 158 4.703730e+00
#> 159 4.703730e+00
#> 160 4.764875e+00
#> 161 8.484761e+00
#> 162 8.552877e+00
#> 163 8.546122e+00
#> 164 8.532051e+00
#> 165 8.528351e+00
#> 166 1.693999e+00
#> 167 7.126681e-04
#> 168 6.898087e-04
#> 169 7.341823e-04
#> 170 6.884634e-04
#> 171 2.674513e-03
#> 172 4.238341e-03
#> 173 4.083706e-03
#> 174 4.212791e-03
#> 175 3.972100e-03
#> 176 2.636182e-02
#> 177 1.060429e-01
#> 178 1.059367e-01
#> 179 1.079523e-01
#> 180 1.078649e-01
#> 181 8.561368e-02
#> 182 1.104345e-01
#> 183 1.105636e-01
#> 184 1.103633e-01
#> 185 1.097313e-01
#> 186 1.093628e-01
#> 187 1.090334e-01
#> 188 1.086623e-01
#> 189 1.085534e-01
#> 190 1.087551e-01
#> 191 1.080343e-01
#> 192 1.082979e-01
#> 193 1.067690e-01
#> 194 1.086018e-01
#> 195 1.084081e-01
#> 196 1.076417e-01
#> 197 1.076014e-01
#> 198 1.076928e-01
#> 199 1.073634e-01
read_yocto_spctlog(yocto_spectral.file, yocto_spectral_json.file) |>
calc_calibrated_qtys(s01.cal)
#> Period: 2025-12-03 21:54:00 to 2025-12-03 22:52:14
#> Found gaps, time steps range from 10s to 60s (~1 minutes)
#> time Q_PAR Q_ePAR Q_e Q_FarRed
#> 1 2025-12-03 19:54:00 0.010330851 1.205558e-02 0.000000e+00 0.000000e+00
#> 2 2025-12-03 19:55:00 4.725803057 5.514772e+00 4.018634e+00 4.036381e+00
#> 3 2025-12-03 19:56:00 6.369082182 7.432395e+00 3.301380e+00 3.315960e+00
#> 4 2025-12-03 19:57:00 0.002582713 3.013895e-03 1.184564e-03 1.189795e-03
#> 5 2025-12-03 19:58:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 6 2025-12-03 19:59:00 0.001908962 2.227661e-03 1.118755e-03 1.123696e-03
#> 7 2025-12-03 20:00:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 8 2025-12-03 20:01:00 0.010106268 1.179350e-02 1.513610e-03 1.520294e-03
#> 9 2025-12-03 20:02:00 0.010892311 1.271077e-02 1.579419e-03 1.586394e-03
#> 10 2025-12-03 20:03:00 0.010892311 1.271077e-02 1.513610e-03 1.520294e-03
#> 11 2025-12-03 20:04:00 0.010780019 1.257973e-02 1.579419e-03 1.586394e-03
#> 12 2025-12-03 20:05:00 0.010555435 1.231766e-02 1.645228e-03 1.652494e-03
#> 13 2025-12-03 20:06:00 25.024353978 2.920215e+01 1.423761e+01 1.430048e+01
#> 14 2025-12-03 20:07:00 42.041399783 4.906018e+01 2.162626e+01 2.172177e+01
#> 15 2025-12-03 20:08:00 41.826810033 4.880976e+01 2.185856e+01 2.195510e+01
#> 16 2025-12-03 20:09:00 25.665765100 2.995064e+01 1.322763e+01 1.328605e+01
#> 17 2025-12-03 20:10:00 19.022690772 2.219851e+01 9.628466e+00 9.670988e+00
#> 18 2025-12-03 20:11:00 19.022915356 2.219877e+01 9.628466e+00 9.670988e+00
#> 19 2025-12-03 20:12:00 2.251564146 2.627461e+00 1.104080e+00 1.108955e+00
#> 20 2025-12-03 20:13:00 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 21 2025-12-03 20:14:00 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 22 2025-12-03 20:15:00 29.346804663 3.424623e+01 7.153451e-02 7.185043e-02
#> 23 2025-12-03 20:16:00 36.109357533 4.213778e+01 4.606638e-02 4.626982e-02
#> 24 2025-12-03 20:17:00 35.983366063 4.199076e+01 4.606638e-02 4.626982e-02
#> 25 2025-12-03 20:18:00 21.686141472 2.530662e+01 6.120248e-03 6.147277e-03
#> 26 2025-12-03 20:19:00 19.808509230 2.311552e+01 0.000000e+00 0.000000e+00
#> 27 2025-12-03 20:20:00 19.808846105 2.311592e+01 0.000000e+00 0.000000e+00
#> 28 2025-12-03 20:21:00 12.923221354 1.508074e+01 2.632365e-04 2.643990e-04
#> 29 2025-12-03 20:22:00 0.001796670 2.096622e-03 1.250373e-03 1.255895e-03
#> 30 2025-12-03 20:23:00 0.002133545 2.489739e-03 1.250373e-03 1.255895e-03
#> 31 2025-12-03 20:24:00 0.001908962 2.227661e-03 1.250373e-03 1.255895e-03
#> 32 2025-12-03 20:24:10 0.002133545 2.489739e-03 1.184564e-03 1.189795e-03
#> 33 2025-12-03 20:24:20 0.002021254 2.358700e-03 1.250373e-03 1.255895e-03
#> 34 2025-12-03 20:24:30 0.002133545 2.489739e-03 1.250373e-03 1.255895e-03
#> 35 2025-12-03 20:24:40 0.002133545 2.489739e-03 1.250373e-03 1.255895e-03
#> 36 2025-12-03 20:24:50 0.002021254 2.358700e-03 1.250373e-03 1.255895e-03
#> 37 2025-12-03 20:25:00 0.002021254 2.358700e-03 1.184564e-03 1.189795e-03
#> 38 2025-12-03 20:25:10 0.002133545 2.489739e-03 1.184564e-03 1.189795e-03
#> 39 2025-12-03 20:25:20 0.002021254 2.358700e-03 1.250373e-03 1.255895e-03
#> 40 2025-12-03 20:25:30 0.002133545 2.489739e-03 1.184564e-03 1.189795e-03
#> 41 2025-12-03 20:25:40 0.002133545 2.489739e-03 1.250373e-03 1.255895e-03
#> 42 2025-12-03 20:25:50 5.309833037 6.196305e+00 4.870072e+00 4.891580e+00
#> 43 2025-12-03 20:26:00 47.454990502 5.537756e+01 5.708941e-01 5.734153e-01
#> 44 2025-12-03 20:26:10 46.617405496 5.440014e+01 9.213277e-02 9.253965e-02
#> 45 2025-12-03 20:26:20 46.587760444 5.436555e+01 9.213277e-02 9.253965e-02
#> 46 2025-12-03 20:26:30 46.536667646 5.430592e+01 9.213277e-02 9.253965e-02
#> 47 2025-12-03 20:26:40 46.487034643 5.424801e+01 9.213277e-02 9.253965e-02
#> 48 2025-12-03 20:26:50 46.458063342 5.421420e+01 9.213277e-02 9.253965e-02
#> 49 2025-12-03 20:27:00 46.394056980 5.413951e+01 9.213277e-02 9.253965e-02
#> 50 2025-12-03 20:27:10 46.379234454 5.412221e+01 9.213277e-02 9.253965e-02
#> 51 2025-12-03 20:27:20 46.311747044 5.404345e+01 9.213277e-02 9.253965e-02
#> 52 2025-12-03 20:27:30 46.290411590 5.401856e+01 9.213277e-02 9.253965e-02
#> 53 2025-12-03 20:27:40 46.220678343 5.393718e+01 9.213277e-02 9.253965e-02
#> 54 2025-12-03 20:27:50 46.217758755 5.393377e+01 9.213277e-02 9.253965e-02
#> 55 2025-12-03 20:28:00 46.151394264 5.385633e+01 9.213277e-02 9.253965e-02
#> 56 2025-12-03 20:28:10 40.764079841 4.756961e+01 7.982646e-02 8.017900e-02
#> 57 2025-12-03 20:28:20 23.834958564 2.781418e+01 4.606638e-02 4.626982e-02
#> 58 2025-12-03 20:28:30 23.926813308 2.792137e+01 4.606638e-02 4.626982e-02
#> 59 2025-12-03 20:28:40 23.895596170 2.788495e+01 4.606638e-02 4.626982e-02
#> 60 2025-12-03 20:28:50 23.899077218 2.788901e+01 4.606638e-02 4.626982e-02
#> 61 2025-12-03 20:29:00 23.970382551 2.797222e+01 4.606638e-02 4.626982e-02
#> 62 2025-12-03 20:29:10 15.588356432 1.819082e+01 2.987734e-02 3.000929e-02
#> 63 2025-12-03 20:29:20 0.001122919 1.310389e-03 6.580912e-04 6.609975e-04
#> 64 2025-12-03 20:29:30 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 65 2025-12-03 20:29:40 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 66 2025-12-03 20:29:50 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 67 2025-12-03 20:30:00 0.001684378 1.965583e-03 1.250373e-03 1.255895e-03
#> 68 2025-12-03 20:30:10 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 69 2025-12-03 20:30:20 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 70 2025-12-03 20:30:30 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 71 2025-12-03 20:30:40 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 72 2025-12-03 20:30:50 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 73 2025-12-03 20:31:00 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 74 2025-12-03 20:31:10 2.738012497 3.195121e+00 6.097215e-01 6.124142e-01
#> 75 2025-12-03 20:31:20 27.281645009 3.183629e+01 8.673642e-02 8.711947e-02
#> 76 2025-12-03 20:31:30 27.332625515 3.189578e+01 6.936281e-02 6.966914e-02
#> 77 2025-12-03 20:31:40 27.306236927 3.186499e+01 6.936281e-02 6.966914e-02
#> 78 2025-12-03 20:31:50 27.270191239 3.182293e+01 6.936281e-02 6.966914e-02
#> 79 2025-12-03 20:32:00 27.245823905 3.179449e+01 6.936281e-02 6.966914e-02
#> 80 2025-12-03 20:32:10 27.213259265 3.175649e+01 6.936281e-02 6.966914e-02
#> 81 2025-12-03 20:32:20 27.188442763 3.172753e+01 6.936281e-02 6.966914e-02
#> 82 2025-12-03 20:32:30 24.982019945 2.915275e+01 6.436132e-02 6.464555e-02
#> 83 2025-12-03 20:32:40 16.021353856 1.869611e+01 4.619800e-02 4.640202e-02
#> 84 2025-12-03 20:32:50 16.021578440 1.869637e+01 4.619800e-02 4.640202e-02
#> 85 2025-12-03 20:33:00 16.021466148 1.869624e+01 4.488182e-02 4.508003e-02
#> 86 2025-12-03 20:33:10 16.021578440 1.869637e+01 4.488182e-02 4.508003e-02
#> 87 2025-12-03 20:33:20 16.022252191 1.869715e+01 4.619800e-02 4.640202e-02
#> 88 2025-12-03 20:33:30 14.176847713 1.654366e+01 3.941966e-02 3.959375e-02
#> 89 2025-12-03 20:33:40 0.000786043 9.172723e-04 5.922821e-04 5.948977e-04
#> 90 2025-12-03 20:33:50 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 91 2025-12-03 20:34:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 92 2025-12-03 20:34:10 0.002133545 2.489739e-03 1.118755e-03 1.123696e-03
#> 93 2025-12-03 20:34:20 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 94 2025-12-03 20:34:30 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 95 2025-12-03 20:34:40 0.002021254 2.358700e-03 1.052946e-03 1.057596e-03
#> 96 2025-12-03 20:34:50 0.002021254 2.358700e-03 1.052946e-03 1.057596e-03
#> 97 2025-12-03 20:35:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 98 2025-12-03 20:35:10 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 99 2025-12-03 20:35:20 0.001908962 2.227661e-03 1.118755e-03 1.123696e-03
#> 100 2025-12-03 20:35:30 0.002021254 2.358700e-03 1.052946e-03 1.057596e-03
#> 101 2025-12-03 20:35:40 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 102 2025-12-03 20:35:50 0.001908962 2.227661e-03 1.118755e-03 1.123696e-03
#> 103 2025-12-03 20:36:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 104 2025-12-03 20:36:10 0.002133545 2.489739e-03 1.052946e-03 1.057596e-03
#> 105 2025-12-03 20:36:20 0.002133545 2.489739e-03 1.118755e-03 1.123696e-03
#> 106 2025-12-03 20:36:30 0.002133545 2.489739e-03 1.184564e-03 1.189795e-03
#> 107 2025-12-03 20:36:40 12.954999951 1.511783e+01 1.651809e-01 1.659104e-01
#> 108 2025-12-03 20:36:50 32.404848970 3.781481e+01 1.881483e-01 1.889792e-01
#> 109 2025-12-03 20:37:00 32.477950973 3.790012e+01 1.849894e-01 1.858064e-01
#> 110 2025-12-03 20:37:10 32.478737016 3.790103e+01 1.849894e-01 1.858064e-01
#> 111 2025-12-03 20:37:20 32.487158906 3.791086e+01 1.849894e-01 1.858064e-01
#> 112 2025-12-03 20:37:30 32.495019336 3.792004e+01 1.849894e-01 1.858064e-01
#> 113 2025-12-03 20:37:40 32.505125604 3.793183e+01 1.849894e-01 1.858064e-01
#> 114 2025-12-03 20:37:50 32.515793331 3.794428e+01 1.849894e-01 1.858064e-01
#> 115 2025-12-03 20:38:00 32.517253125 3.794598e+01 1.849894e-01 1.858064e-01
#> 116 2025-12-03 20:38:10 17.152132917 2.001567e+01 9.318571e-02 9.359724e-02
#> 117 2025-12-03 20:38:20 0.001459794 1.703506e-03 8.555186e-04 8.592967e-04
#> 118 2025-12-03 20:38:30 0.001796670 2.096622e-03 1.118755e-03 1.123696e-03
#> 119 2025-12-03 20:38:40 0.001684378 1.965583e-03 1.118755e-03 1.123696e-03
#> 120 2025-12-03 20:38:50 0.001684378 1.965583e-03 1.184564e-03 1.189795e-03
#> 121 2025-12-03 20:39:00 0.001796670 2.096622e-03 1.118755e-03 1.123696e-03
#> 122 2025-12-03 20:39:10 0.002021254 2.358700e-03 1.184564e-03 1.189795e-03
#> 123 2025-12-03 20:39:20 0.002021254 2.358700e-03 1.184564e-03 1.189795e-03
#> 124 2025-12-03 20:39:30 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 125 2025-12-03 20:39:40 0.002021254 2.358700e-03 1.184564e-03 1.189795e-03
#> 126 2025-12-03 20:39:50 0.002021254 2.358700e-03 1.052946e-03 1.057596e-03
#> 127 2025-12-03 20:40:00 0.002021254 2.358700e-03 1.118755e-03 1.123696e-03
#> 128 2025-12-03 20:40:10 8.993455314 1.049491e+01 6.093464e+00 6.120374e+00
#> 129 2025-12-03 20:40:20 53.377375653 6.228868e+01 8.601910e-01 8.639898e-01
#> 130 2025-12-03 20:40:30 52.273546639 6.100057e+01 1.842655e-01 1.850793e-01
#> 131 2025-12-03 20:40:40 52.273771222 6.100083e+01 1.842655e-01 1.850793e-01
#> 132 2025-12-03 20:40:50 52.275118725 6.100241e+01 1.842655e-01 1.850793e-01
#> 133 2025-12-03 20:41:00 52.273883514 6.100096e+01 1.842655e-01 1.850793e-01
#> 134 2025-12-03 20:41:10 42.096310504 4.912425e+01 1.464911e-01 1.471380e-01
#> 135 2025-12-03 20:41:20 26.176805368 3.054700e+01 9.213277e-02 9.253965e-02
#> 136 2025-12-03 20:41:30 26.176805368 3.054700e+01 9.213277e-02 9.253965e-02
#> 137 2025-12-03 20:41:40 26.176805368 3.054700e+01 9.213277e-02 9.253965e-02
#> 138 2025-12-03 20:41:50 26.175233282 3.054517e+01 9.213277e-02 9.253965e-02
#> 139 2025-12-03 20:42:00 26.176805368 3.054700e+01 9.213277e-02 9.253965e-02
#> 140 2025-12-03 20:42:10 13.377554232 1.561093e+01 4.428954e-02 4.448513e-02
#> 141 2025-12-03 20:42:20 0.001235210 1.441428e-03 8.555186e-04 8.592967e-04
#> 142 2025-12-03 20:42:30 0.001796670 2.096622e-03 1.250373e-03 1.255895e-03
#> 143 2025-12-03 20:42:40 0.001796670 2.096622e-03 1.250373e-03 1.255895e-03
#> 144 2025-12-03 20:42:50 0.001684378 1.965583e-03 1.250373e-03 1.255895e-03
#> 145 2025-12-03 20:43:00 0.001796670 2.096622e-03 1.250373e-03 1.255895e-03
#> 146 2025-12-03 20:43:10 0.001684378 1.965583e-03 1.250373e-03 1.255895e-03
#> 147 2025-12-03 20:43:20 0.001796670 2.096622e-03 1.184564e-03 1.189795e-03
#> 148 2025-12-03 20:43:30 0.001908962 2.227661e-03 1.250373e-03 1.255895e-03
#> 149 2025-12-03 20:43:40 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 150 2025-12-03 20:43:50 0.002021254 2.358700e-03 1.250373e-03 1.255895e-03
#> 151 2025-12-03 20:44:00 0.001908962 2.227661e-03 1.184564e-03 1.189795e-03
#> 152 2025-12-03 20:44:10 5.407976126 6.310833e+00 1.715315e+00 1.722890e+00
#> 153 2025-12-03 20:44:20 33.998382799 3.967438e+01 7.399577e-01 7.432256e-01
#> 154 2025-12-03 20:44:30 33.880588635 3.953692e+01 6.449294e-01 6.477775e-01
#> 155 2025-12-03 20:44:40 33.871717577 3.952657e+01 6.449294e-01 6.477775e-01
#> 156 2025-12-03 20:44:50 33.806251421 3.945018e+01 6.449294e-01 6.477775e-01
#> 157 2025-12-03 20:45:00 33.801872039 3.944507e+01 6.449294e-01 6.477775e-01
#> 158 2025-12-03 20:45:10 33.800412244 3.944336e+01 6.449294e-01 6.477775e-01
#> 159 2025-12-03 20:45:20 33.801872039 3.944507e+01 6.449294e-01 6.477775e-01
#> 160 2025-12-03 20:45:30 34.082938572 3.977306e+01 6.540768e-01 6.569654e-01
#> 161 2025-12-03 20:45:40 60.761913152 7.090606e+01 1.185815e+00 1.191051e+00
#> 162 2025-12-03 20:45:50 61.368064629 7.161341e+01 1.197792e+00 1.203082e+00
#> 163 2025-12-03 20:46:00 61.279690933 7.151028e+01 1.197792e+00 1.203082e+00
#> 164 2025-12-03 20:46:10 61.183119930 7.139759e+01 1.197792e+00 1.203082e+00
#> 165 2025-12-03 20:46:20 61.100809995 7.130154e+01 1.197792e+00 1.203082e+00
#> 166 2025-12-03 20:46:30 12.189394028 1.422440e+01 2.078252e-01 2.087430e-01
#> 167 2025-12-03 20:46:40 0.001684378 1.965583e-03 1.184564e-03 1.189795e-03
#> 168 2025-12-03 20:46:50 0.001684378 1.965583e-03 1.052946e-03 1.057596e-03
#> 169 2025-12-03 20:47:00 0.001796670 2.096622e-03 1.118755e-03 1.123696e-03
#> 170 2025-12-03 20:47:10 0.001796670 2.096622e-03 1.052946e-03 1.057596e-03
#> 171 2025-12-03 20:47:20 0.007074387 8.255450e-03 1.381992e-03 1.388095e-03
#> 172 2025-12-03 20:47:30 0.011566062 1.349701e-02 1.711037e-03 1.718593e-03
#> 173 2025-12-03 20:47:40 0.011229186 1.310389e-02 1.645228e-03 1.652494e-03
#> 174 2025-12-03 20:47:50 0.011566062 1.349701e-02 1.579419e-03 1.586394e-03
#> 175 2025-12-03 20:48:00 0.010892311 1.271077e-02 1.513610e-03 1.520294e-03
#> 176 2025-12-03 20:48:10 0.121724380 1.420462e-01 3.224647e-03 3.238888e-03
#> 177 2025-12-03 20:48:20 0.519349867 6.060549e-01 9.805559e-03 9.848863e-03
#> 178 2025-12-03 20:48:30 0.519574450 6.063170e-01 9.673941e-03 9.716663e-03
#> 179 2025-12-03 20:48:40 0.528557799 6.168001e-01 9.871368e-03 9.914962e-03
#> 180 2025-12-03 20:48:50 0.528108632 6.162759e-01 9.739750e-03 9.782763e-03
#> 181 2025-12-03 20:49:00 0.410988219 4.796024e-01 8.423567e-03 8.460768e-03
#> 182 2025-12-03 20:49:10 0.531028220 6.196829e-01 1.026622e-02 1.031156e-02
#> 183 2025-12-03 20:49:20 0.533386350 6.224347e-01 1.033203e-02 1.037766e-02
#> 184 2025-12-03 20:49:30 0.532038847 6.208623e-01 1.020041e-02 1.024546e-02
#> 185 2025-12-03 20:49:40 0.529568426 6.179794e-01 1.033203e-02 1.037766e-02
#> 186 2025-12-03 20:49:50 0.527434881 6.154897e-01 1.026622e-02 1.031156e-02
#> 187 2025-12-03 20:50:00 0.525750503 6.135241e-01 1.026622e-02 1.031156e-02
#> 188 2025-12-03 20:50:10 0.524178417 6.116896e-01 1.020041e-02 1.024546e-02
#> 189 2025-12-03 20:50:20 0.523504666 6.109033e-01 1.033203e-02 1.037766e-02
#> 190 2025-12-03 20:50:30 0.524403001 6.119516e-01 1.039784e-02 1.044376e-02
#> 191 2025-12-03 20:50:40 0.521483412 6.085446e-01 1.039784e-02 1.044376e-02
#> 192 2025-12-03 20:50:50 0.522157163 6.093309e-01 1.026622e-02 1.031156e-02
#> 193 2025-12-03 20:51:14 0.508232972 5.930820e-01 9.937177e-03 9.981062e-03
#> 194 2025-12-03 20:51:24 0.521371120 6.084136e-01 1.000299e-02 1.004716e-02
#> 195 2025-12-03 20:51:34 0.522718623 6.099861e-01 1.039784e-02 1.044376e-02
#> 196 2025-12-03 20:51:44 0.518788407 6.053997e-01 1.046365e-02 1.050986e-02
#> 197 2025-12-03 20:51:54 0.518002364 6.044824e-01 1.039784e-02 1.044376e-02
#> 198 2025-12-03 20:52:04 0.518002364 6.044824e-01 1.059527e-02 1.064206e-02
#> 199 2025-12-03 20:52:14 0.516879446 6.031720e-01 1.039784e-02 1.044376e-02
#> Q_Red
#> 1 3.381800e-03
#> 2 1.931628e+00
#> 3 1.369058e+00
#> 4 9.775644e-04
#> 5 7.570417e-04
#> 6 7.355275e-04
#> 7 7.570417e-04
#> 8 3.664175e-03
#> 9 3.950586e-03
#> 10 3.972100e-03
#> 11 3.907557e-03
#> 12 3.844360e-03
#> 13 6.480883e+00
#> 14 9.179091e+00
#> 15 9.013634e+00
#> 16 5.561485e+00
#> 17 4.187020e+00
#> 18 4.186860e+00
#> 19 4.799401e-01
#> 20 6.293019e-04
#> 21 6.293019e-04
#> 22 1.028105e-01
#> 23 9.224288e-02
#> 24 9.224288e-02
#> 25 5.154306e-02
#> 26 4.612144e-02
#> 27 4.612144e-02
#> 28 3.013491e-02
#> 29 8.014153e-04
#> 30 9.950428e-04
#> 31 8.444436e-04
#> 32 1.016557e-03
#> 33 9.735286e-04
#> 34 9.936976e-04
#> 35 9.721834e-04
#> 36 9.950428e-04
#> 37 9.291550e-04
#> 38 9.950428e-04
#> 39 9.506692e-04
#> 40 9.721834e-04
#> 41 9.735286e-04
#> 42 1.014780e+01
#> 43 2.207664e+01
#> 44 2.176870e+01
#> 45 2.176870e+01
#> 46 2.176881e+01
#> 47 2.177459e+01
#> 48 2.178208e+01
#> 49 2.177145e+01
#> 50 2.176977e+01
#> 51 2.176962e+01
#> 52 2.176975e+01
#> 53 2.175604e+01
#> 54 2.175544e+01
#> 55 2.175381e+01
#> 56 1.901633e+01
#> 57 1.098973e+01
#> 58 1.101006e+01
#> 59 1.099896e+01
#> 60 1.100479e+01
#> 61 1.100479e+01
#> 62 7.145230e+00
#> 63 4.208766e-04
#> 64 7.758653e-04
#> 65 7.341823e-04
#> 66 7.328370e-04
#> 67 6.911539e-04
#> 68 7.341823e-04
#> 69 7.556964e-04
#> 70 7.113228e-04
#> 71 7.328370e-04
#> 72 7.328370e-04
#> 73 7.543512e-04
#> 74 4.708423e-01
#> 75 1.622427e-01
#> 76 1.545109e-01
#> 77 1.545109e-01
#> 78 1.545109e-01
#> 79 1.545109e-01
#> 80 1.545109e-01
#> 81 1.545109e-01
#> 82 1.414436e-01
#> 83 9.259383e-02
#> 84 9.259383e-02
#> 85 9.259383e-02
#> 86 9.259383e-02
#> 87 9.259383e-02
#> 88 8.119388e-02
#> 89 2.689321e-04
#> 90 7.341823e-04
#> 91 7.570417e-04
#> 92 7.772106e-04
#> 93 7.785559e-04
#> 94 7.328370e-04
#> 95 7.543512e-04
#> 96 7.772106e-04
#> 97 7.341823e-04
#> 98 7.556964e-04
#> 99 7.556964e-04
#> 100 7.556964e-04
#> 101 7.126681e-04
#> 102 7.341823e-04
#> 103 7.785559e-04
#> 104 7.556964e-04
#> 105 7.126681e-04
#> 106 7.570417e-04
#> 107 8.662774e-02
#> 108 9.603888e-02
#> 109 9.350821e-02
#> 110 9.298244e-02
#> 111 9.259383e-02
#> 112 9.259383e-02
#> 113 9.259383e-02
#> 114 9.259383e-02
#> 115 9.259383e-02
#> 116 4.746608e-02
#> 117 5.136595e-04
#> 118 7.113228e-04
#> 119 7.341823e-04
#> 120 7.355275e-04
#> 121 7.341823e-04
#> 122 9.291550e-04
#> 123 8.861267e-04
#> 124 9.062956e-04
#> 125 9.305003e-04
#> 126 9.291550e-04
#> 127 9.520145e-04
#> 128 1.363293e+01
#> 129 3.228497e+01
#> 130 3.185482e+01
#> 131 3.184841e+01
#> 132 3.183930e+01
#> 133 3.182942e+01
#> 134 2.555938e+01
#> 135 1.594930e+01
#> 136 1.596228e+01
#> 137 1.596213e+01
#> 138 1.595152e+01
#> 139 1.594952e+01
#> 140 8.288234e+00
#> 141 4.908001e-04
#> 142 7.570417e-04
#> 143 8.014153e-04
#> 144 7.570417e-04
#> 145 7.799011e-04
#> 146 7.570417e-04
#> 147 7.785559e-04
#> 148 8.229294e-04
#> 149 8.215842e-04
#> 150 8.457889e-04
#> 151 8.014153e-04
#> 152 3.334657e+00
#> 153 4.775962e+00
#> 154 4.718790e+00
#> 155 4.718037e+00
#> 156 4.705344e+00
#> 157 4.702816e+00
#> 158 4.703730e+00
#> 159 4.703730e+00
#> 160 4.764875e+00
#> 161 8.484761e+00
#> 162 8.552877e+00
#> 163 8.546122e+00
#> 164 8.532051e+00
#> 165 8.528351e+00
#> 166 1.693999e+00
#> 167 7.126681e-04
#> 168 6.898087e-04
#> 169 7.341823e-04
#> 170 6.884634e-04
#> 171 2.674513e-03
#> 172 4.238341e-03
#> 173 4.083706e-03
#> 174 4.212791e-03
#> 175 3.972100e-03
#> 176 2.636182e-02
#> 177 1.060429e-01
#> 178 1.059367e-01
#> 179 1.079523e-01
#> 180 1.078649e-01
#> 181 8.561368e-02
#> 182 1.104345e-01
#> 183 1.105636e-01
#> 184 1.103633e-01
#> 185 1.097313e-01
#> 186 1.093628e-01
#> 187 1.090334e-01
#> 188 1.086623e-01
#> 189 1.085534e-01
#> 190 1.087551e-01
#> 191 1.080343e-01
#> 192 1.082979e-01
#> 193 1.067690e-01
#> 194 1.086018e-01
#> 195 1.084081e-01
#> 196 1.076417e-01
#> 197 1.076014e-01
#> 198 1.076928e-01
#> 199 1.073634e-01