This function completes the soilphys dataset by calculating different parameters if necessary, as long as all required parameters are available. Diffusion coefficients, as well as the air density are calculated if missing.
Usage
complete_soilphys(
soilphys,
DSD0_formula = NULL,
gases = NULL,
overwrite = TRUE,
quiet = FALSE
)Arguments
- soilphys
(dataframe) the soilphys dataframe
- DSD0_formula
(character) A character vector defining the way DSD0 should be calculated. Must refer to existing columns in soilphys. See examples below.
- gases
(character) A character vector defining the gases for which to calculate D0 and DS.
- overwrite
(logical) If true, already existing columns are overwritten.
- quiet
(logical) Suppress messages.
Value
A data.frame() with all necessary columns for
cfp_soilphys.
See also
D0_massman
Other soilphys:
check_soilphys(),
discretize_depth(),
soilphys_layered()
Examples
soilphys_barebones <- ConFluxPro::soilphys |>
dplyr::select(
c("site",
"Date",
"upper",
"lower",
"depth",
"t",
"p",
"TPS",
"SWC",
"a",
"b")
)
complete_soilphys(
soilphys_barebones,
DSD0_formula = "a*AFPS^b",
gases = "CO2")
#> The following columns were added: AFPS DSD0 D0 DS c_air
#> The following columns were overwritten:
#> site Date upper lower depth t p TPS SWC a
#> 1 site_a 2021-01-01 -60 -100 -80.0 -0.789903514 1013 0.38 0.16135277 1.20
#> 2 site_a 2021-02-01 -60 -100 -80.0 0.005814771 1013 0.38 0.12392743 1.20
#> 3 site_a 2021-03-01 -60 -100 -80.0 2.059937865 1013 0.38 0.12227893 1.20
#> 4 site_a 2021-04-01 -60 -100 -80.0 4.725217894 1013 0.38 0.14464345 1.20
#> 5 site_a 2021-05-01 -60 -100 -80.0 8.825682240 1013 0.38 0.11446588 1.20
#> 6 site_a 2021-06-01 -60 -100 -80.0 10.377836383 1013 0.38 0.09537391 1.20
#> 7 site_a 2021-07-01 -60 -100 -80.0 11.202861092 1013 0.38 0.06935668 1.20
#> 8 site_a 2021-08-01 -60 -100 -80.0 10.009073112 1013 0.38 0.06097648 1.20
#> 9 site_a 2021-09-01 -60 -100 -80.0 7.940632454 1013 0.38 0.06987624 1.20
#> 10 site_a 2021-10-01 -60 -100 -80.0 5.093914320 1013 0.38 0.07014097 1.20
#> 11 site_a 2021-11-01 -60 -100 -80.0 1.513765537 1013 0.38 0.09199596 1.20
#> 12 site_a 2021-12-01 -60 -100 -80.0 -0.138361143 1013 0.38 0.13516790 1.20
#> 13 site_a 2021-01-01 -40 -60 -50.0 -1.974758784 1013 0.38 0.12779751 1.20
#> 14 site_a 2021-02-01 -40 -60 -50.0 -1.056152663 1013 0.38 0.12206169 1.20
#> 15 site_a 2021-03-01 -40 -60 -50.0 1.279122687 1013 0.38 0.12005613 1.20
#> 16 site_a 2021-04-01 -40 -60 -50.0 4.900923939 1013 0.38 0.13754664 1.20
#> 17 site_a 2021-05-01 -40 -60 -50.0 9.041512140 1013 0.38 0.08588769 1.20
#> 18 site_a 2021-06-01 -40 -60 -50.0 11.049650601 1013 0.38 0.09087161 1.20
#> 19 site_a 2021-07-01 -40 -60 -50.0 12.872511761 1013 0.38 0.06887892 1.20
#> 20 site_a 2021-08-01 -40 -60 -50.0 10.640454211 1013 0.38 0.06647048 1.20
#> 21 site_a 2021-09-01 -40 -60 -50.0 7.837381218 1013 0.38 0.05841746 1.20
#> 22 site_a 2021-10-01 -40 -60 -50.0 5.167411136 1013 0.38 0.06444560 1.20
#> 23 site_a 2021-11-01 -40 -60 -50.0 1.156822624 1013 0.38 0.07093349 1.20
#> 24 site_a 2021-12-01 -40 -60 -50.0 -1.379337638 1013 0.38 0.11855012 1.20
#> 25 site_a 2021-01-01 -23 -40 -31.5 -2.705419534 1013 0.38 0.10824738 1.20
#> 26 site_a 2021-02-01 -23 -40 -31.5 -1.711032581 1013 0.38 0.11046777 1.20
#> 27 site_a 2021-03-01 -23 -40 -31.5 0.797619994 1013 0.38 0.10054849 1.20
#> 28 site_a 2021-04-01 -23 -40 -31.5 5.009276001 1013 0.38 0.09319393 1.20
#> 29 site_a 2021-05-01 -23 -40 -31.5 9.174607245 1013 0.38 0.09450679 1.20
#> 30 site_a 2021-06-01 -23 -40 -31.5 11.463936036 1013 0.38 0.07354319 1.20
#> 31 site_a 2021-07-01 -23 -40 -31.5 13.902129673 1013 0.38 0.05759840 1.20
#> 32 site_a 2021-08-01 -23 -40 -31.5 11.029805889 1013 0.38 0.05295930 1.20
#> 33 site_a 2021-09-01 -23 -40 -31.5 7.773709622 1013 0.38 0.04922287 1.20
#> 34 site_a 2021-10-01 -23 -40 -31.5 5.212734172 1013 0.38 0.05183900 1.20
#> 35 site_a 2021-11-01 -23 -40 -31.5 0.936707828 1013 0.38 0.04445528 1.20
#> 36 site_a 2021-12-01 -23 -40 -31.5 -2.144606477 1013 0.38 0.10601860 1.20
#> 37 site_a 2021-01-01 -15 -23 -19.0 -4.778507694 1013 0.45 0.10269426 1.05
#> 38 site_a 2021-02-01 -15 -23 -19.0 -2.760253024 1013 0.45 0.09167729 1.05
#> 39 site_a 2021-03-01 -15 -23 -19.0 0.438113008 1013 0.45 0.06997404 1.05
#> 40 site_a 2021-04-01 -15 -23 -19.0 4.178396294 1013 0.45 0.10165638 1.05
#> 41 site_a 2021-05-01 -15 -23 -19.0 9.950314584 1013 0.45 0.08055249 1.05
#> 42 site_a 2021-06-01 -15 -23 -19.0 11.910006233 1013 0.45 0.06479207 1.05
#> 43 site_a 2021-07-01 -15 -23 -19.0 14.510511310 1013 0.45 0.06098852 1.05
#> 44 site_a 2021-08-01 -15 -23 -19.0 13.833408605 1013 0.45 0.04653729 1.05
#> 45 site_a 2021-09-01 -15 -23 -19.0 10.468082402 1013 0.45 0.03815859 1.05
#> 46 site_a 2021-10-01 -15 -23 -19.0 4.666227261 1013 0.45 0.05305960 1.05
#> 47 site_a 2021-11-01 -15 -23 -19.0 0.474415162 1013 0.45 0.06141455 1.05
#> 48 site_a 2021-12-01 -15 -23 -19.0 -2.452538053 1013 0.45 0.11749614 1.05
#> 49 site_a 2021-01-01 -7 -15 -11.0 -4.941950172 1013 0.45 0.12111059 1.05
#> 50 site_a 2021-02-01 -7 -15 -11.0 -3.450711479 1013 0.45 0.08458007 1.05
#> 51 site_a 2021-03-01 -7 -15 -11.0 0.045924822 1013 0.45 0.08159875 1.05
#> 52 site_a 2021-04-01 -7 -15 -11.0 4.658218991 1013 0.45 0.07058679 1.05
#> 53 site_a 2021-05-01 -7 -15 -11.0 10.056091363 1013 0.45 0.07305746 1.05
#> 54 site_a 2021-06-01 -7 -15 -11.0 11.386819636 1013 0.45 0.05492004 1.05
#> 55 site_a 2021-07-01 -7 -15 -11.0 13.493560406 1013 0.45 0.05215679 1.05
#> 56 site_a 2021-08-01 -7 -15 -11.0 14.932568341 1013 0.45 0.04825040 1.05
#> 57 site_a 2021-09-01 -7 -15 -11.0 10.345954855 1013 0.45 0.04443048 1.05
#> 58 site_a 2021-10-01 -7 -15 -11.0 4.431750849 1013 0.45 0.04135314 1.05
#> 59 site_a 2021-11-01 -7 -15 -11.0 0.067754406 1013 0.45 0.06293469 1.05
#> 60 site_a 2021-12-01 -7 -15 -11.0 -3.557185253 1013 0.45 0.07107141 1.05
#> 61 site_a 2021-01-01 0 -7 -3.5 -5.095177495 1013 0.52 0.09415401 0.80
#> 62 site_a 2021-02-01 0 -7 -3.5 -4.098016281 1013 0.52 0.09556181 0.80
#> 63 site_a 2021-03-01 0 -7 -3.5 -0.321751602 1013 0.52 0.09159233 0.80
#> 64 site_a 2021-04-01 0 -7 -3.5 5.108052769 1013 0.52 0.10448052 0.80
#> 65 site_a 2021-05-01 0 -7 -3.5 10.155257092 1013 0.52 0.07428442 0.80
#> 66 site_a 2021-06-01 0 -7 -3.5 10.896332201 1013 0.52 0.04825304 0.80
#> 67 site_a 2021-07-01 0 -7 -3.5 12.540168934 1013 0.52 0.04138080 0.80
#> 68 site_a 2021-08-01 0 -7 -3.5 15.963030593 1013 0.52 0.05557555 0.80
#> 69 site_a 2021-09-01 0 -7 -3.5 10.231460278 1013 0.52 0.04235123 0.80
#> 70 site_a 2021-10-01 0 -7 -3.5 4.211929213 1013 0.52 0.04045612 0.80
#> 71 site_a 2021-11-01 0 -7 -3.5 -0.313490052 1013 0.52 0.06440254 0.80
#> 72 site_a 2021-12-01 0 -7 -3.5 -4.592792003 1013 0.52 0.11012308 0.80
#> 73 site_a 2021-01-01 5 0 2.5 -5.979843913 1013 0.84 0.18170958 0.35
#> 74 site_a 2021-02-01 5 0 2.5 -4.354791034 1013 0.84 0.14611772 0.35
#> 75 site_a 2021-03-01 5 0 2.5 -0.723156720 1013 0.84 0.14588659 0.35
#> 76 site_a 2021-04-01 5 0 2.5 5.317203251 1013 0.84 0.15689576 0.35
#> 77 site_a 2021-05-01 5 0 2.5 11.281448127 1013 0.84 0.12042988 0.35
#> 78 site_a 2021-06-01 5 0 2.5 14.059040328 1013 0.84 0.10016325 0.35
#> 79 site_a 2021-07-01 5 0 2.5 17.249086822 1013 0.84 0.09155761 0.35
#> 80 site_a 2021-08-01 5 0 2.5 16.956101791 1013 0.84 0.07517403 0.35
#> 81 site_a 2021-09-01 5 0 2.5 12.157481114 1013 0.84 0.07527369 0.35
#> 82 site_a 2021-10-01 5 0 2.5 4.538994367 1013 0.84 0.07531779 0.35
#> 83 site_a 2021-11-01 5 0 2.5 -0.769278882 1013 0.84 0.10862922 0.35
#> 84 site_a 2021-12-01 5 0 2.5 -5.461548369 1013 0.84 0.17177981 0.35
#> 85 site_b 2021-01-01 -60 -100 -80.0 -0.760136684 1013 0.35 0.15177347 1.20
#> 86 site_b 2021-02-01 -60 -100 -80.0 0.013657432 1013 0.35 0.14754014 1.20
#> 87 site_b 2021-03-01 -60 -100 -80.0 2.069232975 1013 0.35 0.12499533 1.20
#> 88 site_b 2021-04-01 -60 -100 -80.0 5.131912309 1013 0.35 0.14674436 1.20
#> 89 site_b 2021-05-01 -60 -100 -80.0 7.977336506 1013 0.35 0.08702691 1.20
#> 90 site_b 2021-06-01 -60 -100 -80.0 10.092462468 1013 0.35 0.10550513 1.20
#> 91 site_b 2021-07-01 -60 -100 -80.0 9.298023160 1013 0.35 0.08173583 1.20
#> 92 site_b 2021-08-01 -60 -100 -80.0 10.447606285 1013 0.35 0.06670726 1.20
#> 93 site_b 2021-09-01 -60 -100 -80.0 7.482481342 1013 0.35 0.05150596 1.20
#> 94 site_b 2021-10-01 -60 -100 -80.0 5.980034473 1013 0.35 0.07206531 1.20
#> 95 site_b 2021-11-01 -60 -100 -80.0 1.816129076 1013 0.35 0.09464874 1.20
#> 96 site_b 2021-12-01 -60 -100 -80.0 -0.059126606 1013 0.35 0.13536420 1.20
#> 97 site_b 2021-01-01 -40 -60 -50.0 -1.900341711 1013 0.35 0.12588911 1.20
#> 98 site_b 2021-02-01 -40 -60 -50.0 -0.982639296 1013 0.35 0.10311066 1.20
#> 99 site_b 2021-03-01 -40 -60 -50.0 1.432492143 1013 0.35 0.10062188 1.20
#> 100 site_b 2021-04-01 -40 -60 -50.0 5.248726225 1013 0.35 0.12995582 1.20
#> 101 site_b 2021-05-01 -40 -60 -50.0 9.239455905 1013 0.35 0.08644474 1.20
#> 102 site_b 2021-06-01 -40 -60 -50.0 11.941627123 1013 0.35 0.06641329 1.20
#> 103 site_b 2021-07-01 -40 -60 -50.0 10.736706519 1013 0.35 0.06416576 1.20
#> 104 site_b 2021-08-01 -40 -60 -50.0 12.658908520 1013 0.35 0.05436811 1.20
#> 105 site_b 2021-09-01 -40 -60 -50.0 8.032934896 1013 0.35 0.05377151 1.20
#> 106 site_b 2021-10-01 -40 -60 -50.0 5.423667933 1013 0.35 0.06590843 1.20
#> 107 site_b 2021-11-01 -40 -60 -50.0 1.301116278 1013 0.35 0.06709121 1.20
#> 108 site_b 2021-12-01 -40 -60 -50.0 -1.166417621 1013 0.35 0.11924550 1.20
#> 109 site_b 2021-01-01 -20 -40 -30.0 -2.660478396 1013 0.20 0.05038321 0.80
#> 110 site_b 2021-02-01 -20 -40 -30.0 -1.646837116 1013 0.20 0.06399921 0.80
#> 111 site_b 2021-03-01 -20 -40 -30.0 1.007998255 1013 0.20 0.04205140 0.80
#> 112 site_b 2021-04-01 -20 -40 -30.0 5.326602170 1013 0.20 0.04510915 0.80
#> 113 site_b 2021-05-01 -20 -40 -30.0 10.080868838 1013 0.20 0.04582019 0.80
#> 114 site_b 2021-06-01 -20 -40 -30.0 13.174403560 1013 0.20 0.02499814 0.80
#> 115 site_b 2021-07-01 -20 -40 -30.0 11.695828759 1013 0.20 0.02772383 0.80
#> 116 site_b 2021-08-01 -20 -40 -30.0 14.133110009 1013 0.20 0.01572449 0.80
#> 117 site_b 2021-09-01 -20 -40 -30.0 8.399903932 1013 0.20 0.02873606 0.80
#> 118 site_b 2021-10-01 -20 -40 -30.0 5.052756906 1013 0.20 0.02352881 0.80
#> 119 site_b 2021-11-01 -20 -40 -30.0 0.957774412 1013 0.20 0.02979040 0.80
#> 120 site_b 2021-12-01 -20 -40 -30.0 -1.904611631 1013 0.20 0.03527563 0.80
#> 121 site_b 2021-01-01 -13 -20 -16.5 -4.021340872 1013 0.20 0.05000081 0.80
#> 122 site_b 2021-02-01 -13 -20 -16.5 -3.162888934 1013 0.20 0.05799344 0.80
#> 123 site_b 2021-03-01 -13 -20 -16.5 0.320792733 1013 0.20 0.05823557 0.80
#> 124 site_b 2021-04-01 -13 -20 -16.5 4.975450052 1013 0.20 0.03230483 0.80
#> 125 site_b 2021-05-01 -13 -20 -16.5 10.547663028 1013 0.20 0.03394412 0.80
#> 126 site_b 2021-06-01 -13 -20 -16.5 14.082632961 1013 0.20 0.03926870 0.80
#> 127 site_b 2021-07-01 -13 -20 -16.5 15.709877051 1013 0.20 0.02198031 0.80
#> 128 site_b 2021-08-01 -13 -20 -16.5 12.315149405 1013 0.20 0.02219643 0.80
#> 129 site_b 2021-09-01 -13 -20 -16.5 10.462670598 1013 0.20 0.01955716 0.80
#> 130 site_b 2021-10-01 -13 -20 -16.5 5.596401189 1013 0.20 0.01736414 0.80
#> 131 site_b 2021-11-01 -13 -20 -16.5 0.278406107 1013 0.20 0.02656958 0.80
#> 132 site_b 2021-12-01 -13 -20 -16.5 -2.889328092 1013 0.20 0.04465928 0.80
#> 133 site_b 2021-01-01 -5 -13 -9.0 -5.090781792 1013 0.61 0.12826312 0.70
#> 134 site_b 2021-02-01 -5 -13 -9.0 -3.586434020 1013 0.61 0.11569024 0.70
#> 135 site_b 2021-03-01 -5 -13 -9.0 -0.039957854 1013 0.61 0.12572711 0.70
#> 136 site_b 2021-04-01 -5 -13 -9.0 5.118653778 1013 0.61 0.12086816 0.70
#> 137 site_b 2021-05-01 -5 -13 -9.0 10.892628777 1013 0.61 0.10246451 0.70
#> 138 site_b 2021-06-01 -5 -13 -9.0 14.590509433 1013 0.61 0.08471983 0.70
#> 139 site_b 2021-07-01 -5 -13 -9.0 15.197550175 1013 0.61 0.06947414 0.70
#> 140 site_b 2021-08-01 -5 -13 -9.0 12.594039210 1013 0.61 0.05481658 0.70
#> 141 site_b 2021-09-01 -5 -13 -9.0 11.201612308 1013 0.61 0.05261122 0.70
#> 142 site_b 2021-10-01 -5 -13 -9.0 5.383928248 1013 0.61 0.06686093 0.70
#> 143 site_b 2021-11-01 -5 -13 -9.0 -0.077424856 1013 0.61 0.09197552 0.70
#> 144 site_b 2021-12-01 -5 -13 -9.0 -3.608523637 1013 0.61 0.12637355 0.70
#> 145 site_b 2021-01-01 0 -5 -2.5 -6.017630590 1013 0.61 0.13635078 0.70
#> 146 site_b 2021-02-01 0 -5 -2.5 -3.953506429 1013 0.61 0.12200566 0.70
#> 147 site_b 2021-03-01 0 -5 -2.5 -0.352608363 1013 0.61 0.11382624 0.70
#> 148 site_b 2021-04-01 0 -5 -2.5 5.242763674 1013 0.61 0.12189161 0.70
#> 149 site_b 2021-05-01 0 -5 -2.5 11.191599092 1013 0.61 0.09005652 0.70
#> 150 site_b 2021-06-01 0 -5 -2.5 15.030669043 1013 0.61 0.07706251 0.70
#> 151 site_b 2021-07-01 0 -5 -2.5 14.753533549 1013 0.61 0.05760801 0.70
#> 152 site_b 2021-08-01 0 -5 -2.5 12.835743708 1013 0.61 0.05842371 0.70
#> 153 site_b 2021-09-01 0 -5 -2.5 11.842028457 1013 0.61 0.05133646 0.70
#> 154 site_b 2021-10-01 0 -5 -2.5 5.199785032 1013 0.61 0.07428544 0.70
#> 155 site_b 2021-11-01 0 -5 -2.5 -0.385811691 1013 0.61 0.07117977 0.70
#> 156 site_b 2021-12-01 0 -5 -2.5 -4.231826442 1013 0.61 0.12219178 0.70
#> 157 site_b 2021-01-01 3 0 1.5 -6.203144794 1013 0.80 0.15587423 0.40
#> 158 site_b 2021-02-01 3 0 1.5 -4.227370951 1013 0.80 0.13712901 0.40
#> 159 site_b 2021-03-01 3 0 1.5 -0.580427948 1013 0.80 0.14352841 0.40
#> 160 site_b 2021-04-01 3 0 1.5 5.378220427 1013 0.80 0.15749876 0.40
#> 161 site_b 2021-05-01 3 0 1.5 11.265885759 1013 0.80 0.12660724 0.40
#> 162 site_b 2021-06-01 3 0 1.5 16.146877945 1013 0.80 0.10751626 0.40
#> 163 site_b 2021-07-01 3 0 1.5 15.830225898 1013 0.80 0.07862567 0.40
#> 164 site_b 2021-08-01 3 0 1.5 14.275232537 1013 0.80 0.08451232 0.40
#> 165 site_b 2021-09-01 3 0 1.5 12.268583588 1013 0.80 0.06434240 0.40
#> 166 site_b 2021-10-01 3 0 1.5 5.178563225 1013 0.80 0.07610873 0.40
#> 167 site_b 2021-11-01 3 0 1.5 -0.570407603 1013 0.80 0.09808550 0.40
#> 168 site_b 2021-12-01 3 0 1.5 -4.491658964 1013 0.80 0.15002019 0.40
#> 169 site_b 2021-01-01 7 3 5.0 -5.804223887 1013 0.80 0.13205671 0.40
#> 170 site_b 2021-02-01 7 3 5.0 -4.536964214 1013 0.80 0.13510797 0.40
#> 171 site_b 2021-03-01 7 3 5.0 -0.831423188 1013 0.80 0.12055431 0.40
#> 172 site_b 2021-04-01 7 3 5.0 5.582905509 1013 0.80 0.12795519 0.40
#> 173 site_b 2021-05-01 7 3 5.0 11.170914622 1013 0.80 0.10733342 0.40
#> 174 site_b 2021-06-01 7 3 5.0 18.356350349 1013 0.80 0.09133064 0.40
#> 175 site_b 2021-07-01 7 3 5.0 18.740984505 1013 0.80 0.07896058 0.40
#> 176 site_b 2021-08-01 7 3 5.0 17.417125513 1013 0.80 0.06265722 0.40
#> 177 site_b 2021-09-01 7 3 5.0 12.689146454 1013 0.80 0.06020139 0.40
#> 178 site_b 2021-10-01 7 3 5.0 5.294302406 1013 0.80 0.07106000 0.40
#> 179 site_b 2021-11-01 7 3 5.0 -0.724373984 1013 0.80 0.07973527 0.40
#> 180 site_b 2021-12-01 7 3 5.0 -4.538560535 1013 0.80 0.12185287 0.40
#> b AFPS DSD0 gas D0 DS c_air
#> 1 1.5 0.2186472 0.12268662 CO2 1.373780e-05 1.685444e-06 44.73588
#> 2 1.5 0.2560726 0.15549836 CO2 1.381053e-05 2.147515e-06 44.60556
#> 3 1.5 0.2577211 0.15700234 CO2 1.399908e-05 2.197889e-06 44.27263
#> 4 1.5 0.2353565 0.13701581 CO2 1.424543e-05 1.951850e-06 43.84798
#> 5 1.5 0.2655341 0.16419569 CO2 1.462819e-05 2.401886e-06 43.21035
#> 6 1.5 0.2846261 0.18221885 CO2 1.477426e-05 2.692149e-06 42.97380
#> 7 1.5 0.3106433 0.20776590 CO2 1.485216e-05 3.085773e-06 42.84911
#> 8 1.5 0.3190235 0.21622968 CO2 1.473950e-05 3.187117e-06 43.02976
#> 9 1.5 0.3101238 0.20724488 CO2 1.454519e-05 3.014416e-06 43.34640
#> 10 1.5 0.3098590 0.20697957 CO2 1.427966e-05 2.955599e-06 43.78988
#> 11 1.5 0.2880040 0.18547232 CO2 1.394884e-05 2.587123e-06 44.36067
#> 12 1.5 0.2448321 0.14537301 CO2 1.379734e-05 2.005761e-06 44.62911
#> 13 1.5 0.2522025 0.15198660 CO2 1.362982e-05 2.071550e-06 44.93134
#> 14 1.5 0.2579383 0.15720090 CO2 1.371350e-05 2.155775e-06 44.77965
#> 15 1.5 0.2599439 0.15903790 CO2 1.392728e-05 2.214965e-06 44.39860
#> 16 1.5 0.2424534 0.14325954 CO2 1.426174e-05 2.043130e-06 43.82027
#> 17 1.5 0.2941123 0.19140402 CO2 1.464846e-05 2.803775e-06 43.17730
#> 18 1.5 0.2891284 0.18655949 CO2 1.483768e-05 2.768111e-06 42.87221
#> 19 1.5 0.3111211 0.20824539 CO2 1.501039e-05 3.125844e-06 42.59898
#> 20 1.5 0.3135295 0.21066816 CO2 1.479904e-05 3.117686e-06 42.93403
#> 21 1.5 0.3215825 0.21883659 CO2 1.453552e-05 3.180904e-06 43.36233
#> 22 1.5 0.3155544 0.21271230 CO2 1.428649e-05 3.038912e-06 43.77832
#> 23 1.5 0.3090665 0.20618600 CO2 1.391604e-05 2.869293e-06 44.41839
#> 24 1.5 0.2614499 0.16042199 CO2 1.368403e-05 2.195220e-06 44.83290
#> 25 1.5 0.2717526 0.16999723 CO2 1.356342e-05 2.305744e-06 45.05273
#> 26 1.5 0.2695322 0.16791801 CO2 1.365382e-05 2.292722e-06 44.88769
#> 27 1.5 0.2794515 0.17727233 CO2 1.388308e-05 2.461085e-06 44.47663
#> 28 1.5 0.2868061 0.18431630 CO2 1.427180e-05 2.630526e-06 43.80320
#> 29 1.5 0.2854932 0.18305219 CO2 1.466097e-05 2.683723e-06 43.15694
#> 30 1.5 0.3064568 0.20358002 CO2 1.487686e-05 3.028631e-06 42.80981
#> 31 1.5 0.3224016 0.21967317 CO2 1.510833e-05 3.318895e-06 42.44618
#> 32 1.5 0.3270407 0.22443157 CO2 1.483581e-05 3.329624e-06 42.87521
#> 33 1.5 0.3307771 0.22828872 CO2 1.452956e-05 3.316935e-06 43.37216
#> 34 1.5 0.3281610 0.22558577 CO2 1.429070e-05 3.223779e-06 43.77119
#> 35 1.5 0.3355447 0.23324206 CO2 1.389584e-05 3.241094e-06 44.45406
#> 36 1.5 0.2739814 0.17209287 CO2 1.361437e-05 2.342936e-06 44.95950
#> 37 1.6 0.3473057 0.19334299 CO2 1.337582e-05 2.586121e-06 45.40075
#> 38 1.6 0.3583227 0.20324891 CO2 1.355844e-05 2.755739e-06 45.06187
#> 39 1.6 0.3800260 0.22330092 CO2 1.385012e-05 3.092744e-06 44.53508
#> 40 1.6 0.3483436 0.19426827 CO2 1.419473e-05 2.757586e-06 43.93444
#> 41 1.6 0.3694475 0.21343896 CO2 1.473396e-05 3.144801e-06 43.03869
#> 42 1.6 0.3852079 0.22819265 CO2 1.491908e-05 3.404425e-06 42.74282
#> 43 1.6 0.3890115 0.23180840 CO2 1.516634e-05 3.515685e-06 42.35641
#> 44 1.6 0.4034627 0.24573937 CO2 1.510179e-05 3.711103e-06 42.45635
#> 45 1.6 0.4118414 0.25395532 CO2 1.478277e-05 3.754164e-06 42.96012
#> 46 1.6 0.3969404 0.23941413 CO2 1.423996e-05 3.409248e-06 43.85729
#> 47 1.6 0.3885854 0.23140234 CO2 1.385344e-05 3.205720e-06 44.52917
#> 48 1.6 0.3325039 0.18032835 CO2 1.358638e-05 2.450010e-06 45.01065
#> 49 1.6 0.3288894 0.17720221 CO2 1.336108e-05 2.367612e-06 45.42842
#> 50 1.6 0.3654199 0.20972821 CO2 1.349584e-05 2.830459e-06 45.17723
#> 51 1.6 0.3684013 0.21247266 CO2 1.381420e-05 2.935140e-06 44.59901
#> 52 1.6 0.3794132 0.22272513 CO2 1.423922e-05 3.171431e-06 43.85856
#> 53 1.6 0.3769425 0.22040911 CO2 1.474393e-05 3.249696e-06 43.02262
#> 54 1.6 0.3950800 0.23762127 CO2 1.486956e-05 3.533324e-06 42.82141
#> 55 1.6 0.3978432 0.24028597 CO2 1.506943e-05 3.620973e-06 42.50668
#> 56 1.6 0.4017496 0.24407204 CO2 1.520664e-05 3.711515e-06 42.29436
#> 57 1.6 0.4055695 0.24779571 CO2 1.477125e-05 3.660253e-06 42.97863
#> 58 1.6 0.4086469 0.25081088 CO2 1.421821e-05 3.566083e-06 43.89434
#> 59 1.6 0.3870653 0.22995566 CO2 1.381620e-05 3.177114e-06 44.59545
#> 60 1.6 0.3789286 0.22227013 CO2 1.348620e-05 2.997579e-06 45.19508
#> 61 1.7 0.4258460 0.18742147 CO2 1.334726e-05 2.501564e-06 45.45439
#> 62 1.7 0.4244382 0.18636938 CO2 1.343727e-05 2.504296e-06 45.28592
#> 63 1.7 0.4284077 0.18934214 CO2 1.378057e-05 2.609243e-06 44.65911
#> 64 1.7 0.4155195 0.17976095 CO2 1.428098e-05 2.567162e-06 43.78765
#> 65 1.7 0.4457156 0.20252950 CO2 1.475327e-05 2.987973e-06 43.00756
#> 66 1.7 0.4717470 0.22304653 CO2 1.482320e-05 3.306263e-06 42.89535
#> 67 1.7 0.4786192 0.22859840 CO2 1.497883e-05 3.424137e-06 42.64854
#> 68 1.7 0.4644244 0.21719289 CO2 1.530523e-05 3.324188e-06 42.14361
#> 69 1.7 0.4776488 0.22781101 CO2 1.476046e-05 3.362595e-06 42.99599
#> 70 1.7 0.4795439 0.22934970 CO2 1.419784e-05 3.256271e-06 43.92913
#> 71 1.7 0.4555975 0.21022201 CO2 1.378133e-05 2.897138e-06 44.65776
#> 72 1.7 0.4098769 0.17563088 CO2 1.339258e-05 2.352150e-06 45.36936
#> 73 1.2 0.6582904 0.21191860 CO2 1.326764e-05 2.811660e-06 45.60490
#> 74 1.2 0.6938823 0.22574129 CO2 1.341407e-05 3.028109e-06 45.32918
#> 75 1.2 0.6941134 0.22583152 CO2 1.374389e-05 3.103805e-06 44.72492
#> 76 1.2 0.6831042 0.22154014 CO2 1.430041e-05 3.168115e-06 43.75477
#> 77 1.2 0.7195701 0.23580651 CO2 1.485960e-05 3.503989e-06 42.83727
#> 78 1.2 0.7398367 0.24379855 CO2 1.512328e-05 3.687034e-06 42.42299
#> 79 1.2 0.7484424 0.24720548 CO2 1.542868e-05 3.814055e-06 41.95698
#> 80 1.2 0.7648260 0.25371328 CO2 1.540052e-05 3.907317e-06 41.99935
#> 81 1.2 0.7647263 0.25367360 CO2 1.494254e-05 3.790527e-06 42.70574
#> 82 1.2 0.7646822 0.25365605 CO2 1.422816e-05 3.609058e-06 43.87739
#> 83 1.2 0.7313708 0.24045465 CO2 1.373968e-05 3.303771e-06 44.73249
#> 84 1.2 0.6682202 0.21576031 CO2 1.331426e-05 2.872690e-06 45.51660
#> 85 1.5 0.1982265 0.10590682 CO2 1.374052e-05 1.455214e-06 44.73099
#> 86 1.5 0.2024599 0.10931749 CO2 1.381125e-05 1.509811e-06 44.60428
#> 87 1.5 0.2250047 0.12807623 CO2 1.399994e-05 1.793059e-06 44.27113
#> 88 1.5 0.2032556 0.10996264 CO2 1.428319e-05 1.570618e-06 43.78390
#> 89 1.5 0.2629731 0.16182596 CO2 1.454863e-05 2.354346e-06 43.34074
#> 90 1.5 0.2444949 0.14507276 CO2 1.474735e-05 2.139439e-06 43.01709
#> 91 1.5 0.2682642 0.16673441 CO2 1.467257e-05 2.446423e-06 43.13809
#> 92 1.5 0.2832927 0.18093993 CO2 1.478084e-05 2.674444e-06 42.96322
#> 93 1.5 0.2984940 0.19569726 CO2 1.450231e-05 2.838062e-06 43.41717
#> 94 1.5 0.2779347 0.17583097 CO2 1.436208e-05 2.525299e-06 43.65087
#> 95 1.5 0.2553513 0.15484181 CO2 1.397664e-05 2.164169e-06 44.31189
#> 96 1.5 0.2146358 0.11932584 CO2 1.380459e-05 1.647244e-06 44.61617
#> 97 1.5 0.2241109 0.12731386 CO2 1.363659e-05 1.736127e-06 44.91902
#> 98 1.5 0.2468893 0.14720913 CO2 1.372021e-05 2.019740e-06 44.76756
#> 99 1.5 0.2493781 0.14944066 CO2 1.394137e-05 2.083407e-06 44.37380
#> 100 1.5 0.2200442 0.12386427 CO2 1.429405e-05 1.770522e-06 43.76553
#> 101 1.5 0.2635553 0.16236364 CO2 1.466707e-05 2.381398e-06 43.14703
#> 102 1.5 0.2835867 0.18122164 CO2 1.492208e-05 2.704204e-06 42.73808
#> 103 1.5 0.2858342 0.18338027 CO2 1.480812e-05 2.715518e-06 42.91947
#> 104 1.5 0.2956319 0.19288931 CO2 1.499010e-05 2.891431e-06 42.63082
#> 105 1.5 0.2962285 0.19347350 CO2 1.455384e-05 2.815782e-06 43.33217
#> 106 1.5 0.2840916 0.18170579 CO2 1.431031e-05 2.600266e-06 43.73804
#> 107 1.5 0.2829088 0.18057221 CO2 1.392930e-05 2.515244e-06 44.39504
#> 108 1.5 0.2307545 0.13301680 CO2 1.370345e-05 1.822788e-06 44.79781
#> 109 1.3 0.1496168 0.06769622 CO2 1.356750e-05 9.184684e-07 45.04525
#> 110 1.3 0.1360008 0.05979899 CO2 1.365967e-05 8.168341e-07 44.87707
#> 111 1.3 0.1579486 0.07263743 CO2 1.390238e-05 1.009833e-06 44.44250
#> 112 1.3 0.1548909 0.07081471 CO2 1.430129e-05 1.012741e-06 43.75329
#> 113 1.3 0.1541798 0.07039239 CO2 1.474626e-05 1.038025e-06 43.01885
#> 114 1.3 0.1750019 0.08299376 CO2 1.503908e-05 1.248149e-06 42.55407
#> 115 1.3 0.1722762 0.08131726 CO2 1.489880e-05 1.211530e-06 42.77495
#> 116 1.3 0.1842755 0.08875603 CO2 1.513034e-05 1.342909e-06 42.41206
#> 117 1.3 0.1712639 0.08069668 CO2 1.458823e-05 1.177222e-06 43.27569
#> 118 1.3 0.1764712 0.08390077 CO2 1.427584e-05 1.197754e-06 43.79636
#> 119 1.3 0.1702096 0.08005146 CO2 1.389777e-05 1.112537e-06 44.45065
#> 120 1.3 0.1647244 0.07671410 CO2 1.363620e-05 1.046089e-06 44.91972
#> 121 1.3 0.1499992 0.06792124 CO2 1.344420e-05 9.131468e-07 45.27302
#> 122 1.3 0.1420066 0.06325443 CO2 1.352192e-05 8.553213e-07 45.12907
#> 123 1.3 0.1417644 0.06311426 CO2 1.383937e-05 8.734615e-07 44.55418
#> 124 1.3 0.1676952 0.07851755 CO2 1.426866e-05 1.120340e-06 43.80853
#> 125 1.3 0.1660559 0.07752120 CO2 1.479028e-05 1.146560e-06 42.94807
#> 126 1.3 0.1607313 0.07430543 CO2 1.512553e-05 1.123909e-06 42.41951
#> 127 1.3 0.1780197 0.08485910 CO2 1.528099e-05 1.296731e-06 42.18055
#> 128 1.3 0.1778036 0.08472520 CO2 1.495749e-05 1.267276e-06 42.68215
#> 129 1.3 0.1804428 0.08636376 CO2 1.478226e-05 1.276652e-06 42.96094
#> 130 1.3 0.1826359 0.08773075 CO2 1.432637e-05 1.256864e-06 43.71094
#> 131 1.3 0.1734304 0.08202625 CO2 1.383549e-05 1.134873e-06 44.56109
#> 132 1.3 0.1553407 0.07108221 CO2 1.354673e-05 9.629314e-07 45.08339
#> 133 1.4 0.4817369 0.25178618 CO2 1.334766e-05 3.360756e-06 45.45364
#> 134 1.4 0.4943098 0.26103389 CO2 1.348355e-05 3.519664e-06 45.19998
#> 135 1.4 0.4842729 0.25364381 CO2 1.380634e-05 3.501894e-06 44.61303
#> 136 1.4 0.4891318 0.25721385 CO2 1.428196e-05 3.673518e-06 43.78599
#> 137 1.4 0.5075355 0.27086384 CO2 1.482285e-05 4.014974e-06 42.89591
#> 138 1.4 0.5252802 0.28421399 CO2 1.517397e-05 4.312656e-06 42.34464
#> 139 1.4 0.5405259 0.29582925 CO2 1.523197e-05 4.506061e-06 42.25549
#> 140 1.4 0.5551834 0.30712072 CO2 1.498395e-05 4.601880e-06 42.64050
#> 141 1.4 0.5573888 0.30883005 CO2 1.485205e-05 4.586758e-06 42.84930
#> 142 1.4 0.5431391 0.29783347 CO2 1.430661e-05 4.260989e-06 43.74428
#> 143 1.4 0.5180245 0.27873303 CO2 1.380292e-05 3.847328e-06 44.61915
#> 144 1.4 0.4836264 0.25316992 CO2 1.348155e-05 3.413123e-06 45.20368
#> 145 1.4 0.4736492 0.24588815 CO2 1.326424e-05 3.261520e-06 45.61135
#> 146 1.4 0.4879943 0.25637681 CO2 1.345034e-05 3.448354e-06 45.26161
#> 147 1.4 0.4961738 0.26241300 CO2 1.377775e-05 3.615461e-06 44.66416
#> 148 1.4 0.4881084 0.25646070 CO2 1.429349e-05 3.665719e-06 43.76647
#> 149 1.4 0.5199435 0.28017968 CO2 1.485110e-05 4.160976e-06 42.85081
#> 150 1.4 0.5329375 0.29003127 CO2 1.521601e-05 4.413119e-06 42.27996
#> 151 1.4 0.5523920 0.30496104 CO2 1.518954e-05 4.632217e-06 42.32066
#> 152 1.4 0.5515763 0.30433077 CO2 1.500689e-05 4.567060e-06 42.60446
#> 153 1.4 0.5586635 0.30981933 CO2 1.491265e-05 4.620226e-06 42.75301
#> 154 1.4 0.5357146 0.29214931 CO2 1.428950e-05 4.174667e-06 43.77322
#> 155 1.4 0.5388202 0.29452318 CO2 1.377471e-05 4.056973e-06 44.66960
#> 156 1.4 0.4878082 0.25623993 CO2 1.342518e-05 3.440066e-06 45.30846
#> 157 1.5 0.6441258 0.20678356 CO2 1.324758e-05 2.739381e-06 45.64305
#> 158 1.5 0.6628710 0.21587558 CO2 1.342558e-05 2.898254e-06 45.30771
#> 159 1.5 0.6564716 0.21275702 CO2 1.375693e-05 2.926883e-06 44.70150
#> 160 1.5 0.6425012 0.20600177 CO2 1.430608e-05 2.947079e-06 43.74518
#> 161 1.5 0.6733928 0.22103582 CO2 1.485812e-05 3.284177e-06 42.83962
#> 162 1.5 0.6924837 0.23050182 CO2 1.532285e-05 3.531946e-06 42.11683
#> 163 1.5 0.7213743 0.24507613 CO2 1.529251e-05 3.747830e-06 42.16298
#> 164 1.5 0.7154877 0.24208241 CO2 1.514389e-05 3.666070e-06 42.39109
#> 165 1.5 0.7356576 0.25239084 CO2 1.495307e-05 3.774018e-06 42.68912
#> 166 1.5 0.7238913 0.24635989 CO2 1.428753e-05 3.519874e-06 43.77656
#> 167 1.5 0.7019145 0.23522654 CO2 1.375785e-05 3.236210e-06 44.69985
#> 168 1.5 0.6499798 0.20960893 CO2 1.340171e-05 2.809117e-06 45.35228
#> 169 1.5 0.6679433 0.21835814 CO2 1.328343e-05 2.900545e-06 45.57494
#> 170 1.5 0.6648920 0.21686361 CO2 1.339762e-05 2.905455e-06 45.35993
#> 171 1.5 0.6794457 0.22402274 CO2 1.373401e-05 3.076731e-06 44.74270
#> 172 1.5 0.6720448 0.22037247 CO2 1.432512e-05 3.156862e-06 43.71306
#> 173 1.5 0.6926666 0.23059312 CO2 1.484914e-05 3.424111e-06 42.85393
#> 174 1.5 0.7086694 0.23863024 CO2 1.553533e-05 3.707199e-06 41.79761
#> 175 1.5 0.7210394 0.24490548 CO2 1.557245e-05 3.813778e-06 41.74253
#> 176 1.5 0.7373428 0.25325856 CO2 1.544485e-05 3.911540e-06 41.93271
#> 177 1.5 0.7397986 0.25452489 CO2 1.499297e-05 3.816085e-06 42.62631
#> 178 1.5 0.7289400 0.24894171 CO2 1.429828e-05 3.559439e-06 43.75837
#> 179 1.5 0.7202647 0.24451090 CO2 1.374378e-05 3.360505e-06 44.72512
#> 180 1.5 0.6781471 0.22338082 CO2 1.339747e-05 2.992738e-06 45.36020