From a4b6ddfee4df653611bdce16c258881d44c737a3 Mon Sep 17 00:00:00 2001 From: Ben Bond-Lamberty Date: Sun, 25 Feb 2024 22:27:17 -0500 Subject: [PATCH 1/2] Add gasfluxes vignette --- DESCRIPTION | 1 + inst/extdata/TG10-01087-curvature.data | 307 +++++++++++++++++++++++++ vignettes/integrating-gasfluxes.Rmd | 91 ++++++++ 3 files changed, 399 insertions(+) create mode 100644 inst/extdata/TG10-01087-curvature.data diff --git a/DESCRIPTION b/DESCRIPTION index b114924..ec33825 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -20,6 +20,7 @@ Imports: lubridate (>= 1.0), MASS (>= 7.0) Suggests: + gasfluxes, ggplot2, knitr, rmarkdown, diff --git a/inst/extdata/TG10-01087-curvature.data b/inst/extdata/TG10-01087-curvature.data new file mode 100644 index 0000000..309c085 --- /dev/null +++ b/inst/extdata/TG10-01087-curvature.data @@ -0,0 +1,307 @@ +Model: LI-7810 +SN: TG10-01087 +Software Version: 2.1.41 +Timestamp: 2022-07-11 07:14:15 +Timezone: EST +DATAH SECONDS NANOSECONDS NDX DIAG REMARK DATE TIME H2O CO2 CH4 CAVITY_P CAVITY_T LASER_PHASE_P LASER_T RESIDUAL RING_DOWN_TIME THERMAL_ENCLOSURE_T PHASE_ERROR LASER_T_SHIFT INPUT_VOLTAGE CHK +DATAU secs nsecs index diag date time ppm ppm ppb kPa °C kPa °C µsecs °C counts °C V CHK +DATA 1657638420 985527038 18423 0 "" 2022-07-12 10:07:00 31117.395 444.1496 2086.2605 39.6656 55.0003 28.3227 37.832 0.00512585 10.9086 54.5005 0.25 0.433817 15.5954 223 +DATA 1657638421 985527038 18427 0 "" 2022-07-12 10:07:01 31136.834 444.60883 2086.4216 39.6664 55.0003 28.3206 37.832 0.00513507 10.9077 54.5005 35 0.433817 15.5974 181 +DATA 1657638422 985527038 18431 0 "" 2022-07-12 10:07:02 31147.168 445.08505 2086.5571 39.6668 55.0003 28.3218 37.832 0.00510452 10.9088 54.5005 -13 0.433817 15.5978 229 +DATA 1657638423 985192060 18435 0 "" 2022-07-12 10:07:03 31163.23 444.01932 2086.6038 39.6668 55.0003 28.319 37.832 0.00511412 10.9088 54.5005 104.25 0.433817 15.597 208 +DATA 1657638424 985192060 18439 0 "" 2022-07-12 10:07:04 31180.924 445.14886 2087.2776 39.6668 55.0003 28.3214 37.832 0.00511507 10.9082 54.5005 -8 0.433817 15.597 137 +DATA 1657638425 985192060 18443 0 "" 2022-07-12 10:07:05 31196.984 444.87299 2086.9324 39.6664 55.0003 28.321 37.832 0.00512087 10.9089 54.5005 40.5 0.433817 15.597 202 +DATA 1657638426 985192060 18447 0 "" 2022-07-12 10:07:06 31214.926 444.81882 2086.9397 39.6673 55.0003 28.3239 37.832 0.00512296 10.9084 54.5005 -22.25 0.433817 15.597 92 +DATA 1657638427 985192060 18451 0 "" 2022-07-12 10:07:07 31233.273 446.05661 2086.9861 39.6673 55.0003 28.3222 37.832 0.00513806 10.907 54.5005 -1 0.433817 15.597 67 +DATA 1657638428 985192060 18455 0 "" 2022-07-12 10:07:08 31251.838 445.93549 2086.9912 39.6677 55.0003 28.3227 37.832 0.00512598 10.908 54.5005 116.25 0.433817 15.5966 109 +DATA 1657638429 985192060 18459 0 "" 2022-07-12 10:07:09 31273.744 446.08557 2087.2932 39.6668 55.0003 28.3218 37.832 0.00515228 10.908 54.5005 1.75 0.433817 15.5946 0 +DATA 1657638430 984858989 18463 0 "" 2022-07-12 10:07:10 31294.186 446.76877 2087.3132 39.6673 55.0003 28.3222 37.832 0.00514117 10.9083 54.5005 4.5 0.433817 15.5942 251 +DATA 1657638431 984858989 18467 0 "" 2022-07-12 10:07:11 31314.242 447.35089 2087.2986 39.6668 55.0003 28.3214 37.832 0.00514608 10.9077 54.5005 -26 0.433817 15.5942 5 +DATA 1657638432 984858989 18471 0 "" 2022-07-12 10:07:12 31337.969 446.78345 2087.5857 39.6668 55.0003 28.3222 37.832 0.00514886 10.9078 54.5005 105 0.433817 15.5942 33 +DATA 1657638433 984858989 18475 0 "" 2022-07-12 10:07:13 31362.215 446.9357 2087.7922 39.6668 55.0003 28.3239 37.832 0.00516428 10.9072 54.5005 52.25 0.433817 15.5935 65 +DATA 1657638434 984858989 18479 0 "" 2022-07-12 10:07:14 31381.082 445.82138 2087.6414 39.6677 55.0003 28.3243 37.832 0.00515819 10.9071 54.5005 -57.5 0.433817 15.5938 114 +DATA 1657638435 984858989 18483 0 "" 2022-07-12 10:07:15 31400.906 446.63849 2087.9814 39.6673 55.0003 28.321 37.832 0.00516989 10.9075 54.5005 -39.5 0.433817 15.5938 79 +DATA 1657638436 984858989 18487 0 "" 2022-07-12 10:07:16 31419.273 447.93619 2088.0127 39.6673 55.0003 28.321 37.832 0.00517711 10.9081 54.5005 -14 0.433817 15.5938 211 +DATA 1657638437 984858989 18491 0 "" 2022-07-12 10:07:17 31436.463 448.38455 2088.0559 39.6681 55.0003 28.3227 37.832 0.0051709 10.9076 54.5005 32.5 0.433817 15.5938 24 +DATA 1657638438 984519958 18495 0 "" 2022-07-12 10:07:18 31453.746 447.89359 2088.0239 39.6685 55.0003 28.321 37.832 0.00518164 10.9081 54.5005 -26.25 0.433817 15.5954 117 +DATA 1657638439 984519958 18499 0 "" 2022-07-12 10:07:19 31468.744 447.50717 2088.0493 39.6677 55.0003 28.3214 37.832 0.00517584 10.9073 54.5005 -56 0.433817 15.5962 27 +DATA 1657638440 984519958 18503 0 "" 2022-07-12 10:07:20 31485.568 447.93185 2088.3416 39.6681 55.0003 28.3202 37.832 0.00518046 10.9068 54.5005 10.75 0.433817 15.5954 94 +DATA 1657638441 984519958 18507 0 "" 2022-07-12 10:07:21 31498.066 448.10657 2088.395 39.6685 55.0003 28.3218 37.832 0.00516969 10.9072 54.5005 151.25 0.433817 15.5954 113 +DATA 1657638442 984519958 18511 0 "" 2022-07-12 10:07:22 31508.469 448.55176 2088.8486 39.6685 55.0003 28.3218 37.832 0.00514875 10.907 54.5005 -6.25 0.433817 15.5946 64 +DATA 1657638443 984519958 18515 0 "" 2022-07-12 10:07:23 31523.316 449.49725 2089.1411 39.6693 55.0003 28.3202 37.832 0.00518079 10.9066 54.5005 137.75 0.433817 15.595 97 +DATA 1657638444 984519958 18519 0 "" 2022-07-12 10:07:24 31537.943 448.82739 2088.9255 39.6677 55.0003 28.3231 37.832 0.00518727 10.9069 54.5005 81.5 0.433817 15.595 30 +DATA 1657638445 984185934 18523 0 "" 2022-07-12 10:07:25 31561.471 449.08887 2088.9834 39.6689 55.0003 28.3235 37.832 0.0052083 10.9064 54.5005 66.25 0.433817 15.595 14 +DATA 1657638446 984185934 18527 0 "" 2022-07-12 10:07:26 31577.23 449.98093 2089.2185 39.6701 55.0003 28.3222 37.832 0.00518212 10.9063 54.5005 -43.75 0.433817 15.5923 85 +DATA 1657638447 984185934 18531 0 "" 2022-07-12 10:07:27 31592.031 449.16293 2089.2422 39.6705 55.0003 28.3247 37.832 0.00516917 10.9079 54.5005 225.75 0.433817 15.5927 149 +DATA 1657638448 984185934 18535 0 "" 2022-07-12 10:07:28 31605.711 450.91809 2089.5984 39.6697 55.0003 28.3255 37.832 0.00516056 10.9059 54.5005 -91.5 0.433817 15.5927 113 +DATA 1657638449 984185934 18539 0 "" 2022-07-12 10:07:29 31615.721 450.61703 2089.6343 39.6689 55.0003 28.3239 37.832 0.00515757 10.9071 54.5005 110.75 0.433817 15.5919 156 +DATA 1657638450 984185934 18543 0 "" 2022-07-12 10:07:30 31625.256 449.85641 2089.5823 39.6701 55.0003 28.3251 37.832 0.00516535 10.9068 54.5005 -91.25 0.433817 15.5919 136 +DATA 1657638451 984185934 18547 0 "" 2022-07-12 10:07:31 31635 450.67438 2089.5747 39.6697 55.0003 28.3222 37.832 0.00517785 10.9069 54.5005 61.5 0.433817 15.5923 115 +DATA 1657638452 984185934 18551 0 "" 2022-07-12 10:07:32 31645.355 450.13406 2089.6499 39.6693 55.0003 28.3227 37.832 0.00518197 10.9074 54.5005 -50.5 0.433817 15.5919 94 +DATA 1657638453 983849048 18555 0 "" 2022-07-12 10:07:33 31653.9 450.72366 2089.7505 39.6701 55.0003 28.3235 37.832 0.00516873 10.9052 54.5005 24.5 0.433817 15.5923 191 +DATA 1657638454 983849048 18559 0 "" 2022-07-12 10:07:34 31661.984 451.31955 2089.8604 39.6705 55.0003 28.3243 37.832 0.00518042 10.9064 54.5005 -24.75 0.433817 15.5923 145 +DATA 1657638455 983849048 18563 0 "" 2022-07-12 10:07:35 31673.746 450.73932 2090.2354 39.6693 55.0003 28.3227 37.832 0.00519258 10.9064 54.5007 66.5 0.433817 15.595 7 +DATA 1657638456 983849048 18567 0 "" 2022-07-12 10:07:36 31683.49 451.42361 2090.3618 39.6705 55.0003 28.3235 37.832 0.00518721 10.9068 54.5005 -132 0.433817 15.595 192 +DATA 1657638457 983849048 18571 0 "" 2022-07-12 10:07:37 31697.316 452.79791 2090.2839 39.6701 55.0003 28.3218 37.832 0.0052028 10.9055 54.5005 -46 0.433817 15.5938 209 +DATA 1657638458 983849048 18575 0 "" 2022-07-12 10:07:38 31707.594 451.8981 2090.1816 39.6709 55.0003 28.3194 37.832 0.00520285 10.9069 54.5009 22.75 0.433817 15.5935 70 +DATA 1657638459 983849048 18579 0 "" 2022-07-12 10:07:39 31722.662 452.75525 2090.189 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31763.924 452.05289 2091.0271 39.6714 55.0003 28.3231 37.832 0.00520096 10.9057 54.5013 -56.75 0.433817 15.5915 121 +DATA 1657638466 983516931 18607 0 "" 2022-07-12 10:07:46 31762.012 453.44217 2090.9062 39.6714 55.0003 28.3206 37.832 0.00520834 10.9062 54.5011 -32.75 0.433817 15.5919 109 +DATA 1657638467 983516931 18611 0 "" 2022-07-12 10:07:47 31762.814 452.25974 2091.1013 39.6697 55.0003 28.3214 37.832 0.00519938 10.9059 54.5005 4.25 0.433817 15.5911 37 +DATA 1657638468 983182907 18615 0 "" 2022-07-12 10:07:48 31759.701 453.07382 2091.2007 39.6705 55.0003 28.3227 37.832 0.00519898 10.9061 54.5005 -72.5 0.433817 15.5903 85 +DATA 1657638469 983182907 18619 0 "" 2022-07-12 10:07:49 31761.174 454.51242 2091.4827 39.6705 55.0003 28.3206 37.832 0.00521699 10.906 54.5005 101.75 0.433817 15.5907 90 +DATA 1657638470 983182907 18623 0 "" 2022-07-12 10:07:50 31764.273 454.59973 2091.363 39.6709 55.0003 28.3218 37.832 0.00520199 10.9058 54.5005 -70 0.433817 15.5907 194 +DATA 1657638471 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10.9064 54.5013 76.5 0.433817 15.5895 47 +DATA 1657638483 982508897 18675 0 "" 2022-07-12 10:08:03 31720.371 457.15369 2093.0317 39.6705 55.0003 28.3239 37.832 0.00519137 10.9058 54.5013 -76.75 0.433817 15.5899 159 +DATA 1657638484 982508897 18679 0 "" 2022-07-12 10:08:04 31727.973 456.72104 2092.9717 39.6709 55.0003 28.3198 37.832 0.00517793 10.9057 54.5011 16 0.433817 15.5891 235 +DATA 1657638485 982508897 18683 0 "" 2022-07-12 10:08:05 31727.814 457.55124 2093.2634 39.6718 55.0003 28.321 37.832 0.00519984 10.906 54.5013 42.25 0.433817 15.5891 3 +DATA 1657638486 982508897 18687 0 "" 2022-07-12 10:08:06 31727.582 456.81873 2092.99 39.6701 55.0003 28.321 37.832 0.0052166 10.9063 54.5011 83.5 0.433817 15.5899 122 +DATA 1657638487 982508897 18691 0 "" 2022-07-12 10:08:07 31723.891 457.22495 2092.9646 39.6705 55.0003 28.3222 37.832 0.00520807 10.9063 54.5011 -9.75 0.433817 15.5907 106 +DATA 1657638488 982508897 18695 0 "" 2022-07-12 10:08:08 31714.529 458.10123 2093.29 39.6714 55.0003 28.321 37.832 0.00517847 10.9056 54.5009 26.5 0.433817 15.5903 154 +DATA 1657638489 982508897 18699 0 "" 2022-07-12 10:08:09 31709.27 457.42508 2093.1438 39.6718 55.0003 28.3235 37.832 0.00517979 10.9064 54.5007 141.25 0.433817 15.5915 126 +DATA 1657638490 982172966 18703 0 "" 2022-07-12 10:08:10 31707.764 458.00085 2093.532 39.6714 55.0003 28.3251 37.832 0.00517769 10.9067 54.5005 -58 0.433817 15.5911 184 +DATA 1657638491 982172966 18707 0 "" 2022-07-12 10:08:11 31705.387 456.74899 2093.5784 39.6714 55.0003 28.3231 37.832 0.00517993 10.9059 54.5005 -55.25 0.433817 15.5907 166 +DATA 1657638492 982172966 18711 0 "" 2022-07-12 10:08:12 31705.664 458.39981 2093.4775 39.6701 55.0003 28.3222 37.832 0.00518921 10.9063 54.5005 151.75 0.433817 15.5907 143 +DATA 1657638493 982172966 18715 0 "" 2022-07-12 10:08:13 31706.359 458.29932 2093.5237 39.6709 55.0003 28.3227 37.832 0.00518113 10.9064 54.5005 17.5 0.433817 15.5907 45 +DATA 1657638494 982172966 18719 0 "" 2022-07-12 10:08:14 31706.004 458.62564 2094.0781 39.6722 55.0003 28.3222 37.832 0.00519731 10.9063 54.5005 64.5 0.433817 15.5907 34 +DATA 1657638495 982172966 18723 0 "" 2022-07-12 10:08:15 31710.143 459.38721 2093.7727 39.6714 55.0003 28.3222 37.832 0.00519744 10.9065 54.5005 2 0.433817 15.5903 139 +DATA 1657638496 982172966 18727 0 "" 2022-07-12 10:08:16 31709.789 457.78345 2093.8743 39.6714 55.0003 28.3214 37.832 0.00518253 10.9061 54.5005 -30.5 0.433817 15.5903 100 +DATA 1657638497 982172966 18731 0 "" 2022-07-12 10:08:17 31714.713 459.53452 2093.978 39.6705 55.0003 28.3227 37.832 0.00518617 10.9058 54.5005 25.75 0.433817 15.588 12 +DATA 1657638498 981832981 18735 0 "" 2022-07-12 10:08:18 31716.191 459.28329 2094.1094 39.6722 55.0003 28.3214 37.832 0.00519262 10.907 54.5005 82 0.433817 15.588 106 +DATA 1657638499 981832981 18739 0 "" 2022-07-12 10:08:19 31723.461 458.86676 2093.8101 39.6718 55.0003 28.3235 37.832 0.00520229 10.9066 54.5005 138.5 0.433817 15.588 62 +DATA 1657638500 981832981 18743 0 "" 2022-07-12 10:08:20 31730.809 458.97247 2094.2837 39.6709 55.0003 28.3263 37.832 0.00519037 10.9069 54.5005 -79.25 0.433817 15.5872 152 +DATA 1657638501 981832981 18747 0 "" 2022-07-12 10:08:21 31738.561 458.18356 2094.2502 39.6709 55.0003 28.3231 37.832 0.00519465 10.9062 54.5005 -26.5 0.433817 15.5876 83 +DATA 1657638502 981832981 18751 0 "" 2022-07-12 10:08:22 31747.088 458.06885 2094.364 39.6714 55.0003 28.3227 37.832 0.00519813 10.9056 54.5005 -26 0.433817 15.5872 198 +DATA 1657638503 981832981 18755 0 "" 2022-07-12 10:08:23 31758.32 458.08267 2094.5735 39.6718 55.0003 28.3227 37.832 0.00519719 10.9063 54.5005 -17.75 0.433817 15.5876 107 +DATA 1657638504 981832981 18759 0 "" 2022-07-12 10:08:24 31770.725 460.146 2094.5491 39.6722 55.0003 28.3231 37.832 0.0052233 10.9067 54.5007 -56.25 0.433817 15.5876 233 +DATA 1657638505 981506109 18763 0 "" 2022-07-12 10:08:25 31784.781 460.74323 2094.6206 39.6709 55.0003 28.3206 37.832 0.00520169 10.9062 54.5009 1 0.433817 15.588 81 +DATA 1657638506 981506109 18767 0 "" 2022-07-12 10:08:26 31799.912 459.88394 2094.8145 39.6722 55.0003 28.3214 37.832 0.00521444 10.9063 54.5011 49 0.433817 15.5899 217 +DATA 1657638507 981506109 18771 0 "" 2022-07-12 10:08:27 31814.523 460.00812 2094.9778 39.6714 55.0003 28.321 37.832 0.00522054 10.9059 54.5011 -50 0.433817 15.5899 173 +DATA 1657638508 981506109 18775 0 "" 2022-07-12 10:08:28 31828.908 459.75546 2094.9985 39.6714 55.0003 28.3206 37.832 0.00520547 10.906 54.5013 5.25 0.433817 15.5899 19 +DATA 1657638509 981506109 18779 0 "" 2022-07-12 10:08:29 31840.674 460.69797 2095.2798 39.6705 55.0003 28.321 37.832 0.00522302 10.9055 54.5013 -29 0.433817 15.5899 214 +DATA 1657638510 981506109 18783 0 "" 2022-07-12 10:08:30 31845.658 462.3519 2095.3975 39.673 55.0003 28.319 37.832 0.00521939 10.9065 54.5013 67.5 0.433817 15.5895 157 +DATA 1657638511 981506109 18787 0 "" 2022-07-12 10:08:31 31852.971 461.77164 2095.2048 39.6722 55.0003 28.3206 37.832 0.00521906 10.9057 54.5013 58.25 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37.832 0.00522388 10.9057 54.5005 -66.25 0.433817 15.5789 133 +DATA 1657638600 977474927 19143 0 "" 2022-07-12 10:10:00 31857.699 470.80194 2099.2568 39.6746 55.001 28.321 37.832 0.00524303 10.906 54.5005 72 0.433817 15.5789 48 +DATA 1657638601 977474927 19147 0 "" 2022-07-12 10:10:01 31869.824 471.59982 2099.48 39.6742 55.001 28.3194 37.832 0.00522974 10.905 54.5005 -61.75 0.433817 15.5789 217 +DATA 1657638602 977474927 19151 0 "" 2022-07-12 10:10:02 31881.781 470.66568 2099.5508 39.6742 55.001 28.3194 37.832 0.00523288 10.906 54.5005 -1.25 0.433817 15.5789 250 +DATA 1657638603 977144002 19155 0 "" 2022-07-12 10:10:03 31883.689 469.65115 2099.3501 39.6742 55.001 28.319 37.832 0.00521309 10.9053 54.5005 2.25 0.433817 15.5793 170 +DATA 1657638604 977144002 19159 0 "" 2022-07-12 10:10:04 31884.643 470.75079 2099.2617 39.6742 55.001 28.3202 37.832 0.00522121 10.9051 54.5005 13.25 0.433817 15.5785 4 +DATA 1657638605 977144002 19163 0 "" 2022-07-12 10:10:05 31872.014 471.80249 2099.7568 39.675 55.001 28.3194 37.832 0.00520196 10.9052 54.5005 96.75 0.433817 15.5789 244 +DATA 1657638606 977144002 19167 0 "" 2022-07-12 10:10:06 31858.08 472.49579 2099.7881 39.675 55.001 28.3214 37.832 0.00519834 10.9051 54.5005 37 0.433817 15.5793 54 +DATA 1657638607 977144002 19171 0 "" 2022-07-12 10:10:07 31841.824 471.43719 2099.6921 39.6746 55.001 28.3214 37.832 0.00519576 10.9058 54.5005 -43.5 0.433817 15.5809 26 +DATA 1657638608 977144002 19175 0 "" 2022-07-12 10:10:08 31825.316 470.5766 2099.677 39.6746 55.001 28.3214 37.832 0.00518503 10.9052 54.5005 29 0.433817 15.5805 30 +DATA 1657638609 977144002 19179 0 "" 2022-07-12 10:10:09 31804.594 470.65851 2099.5854 39.675 55.0008 28.3214 37.832 0.00517654 10.9054 54.5005 43.25 0.433817 15.5801 35 +DATA 1657638610 976809024 19183 0 "" 2022-07-12 10:10:10 31789.395 471.40237 2099.9512 39.675 55.0008 28.3181 37.832 0.00519078 10.9053 54.5005 45.5 0.433817 15.5801 235 +DATA 1657638611 976809024 19187 0 "" 2022-07-12 10:10:11 31778.271 471.50027 2099.8784 39.6746 55.0008 28.3214 37.832 0.00519148 10.9058 54.5005 -4.5 0.433817 15.5797 43 +DATA 1657638612 976809024 19191 0 "" 2022-07-12 10:10:12 31765.561 471.33496 2099.5457 39.6746 55.001 28.321 37.832 0.00518135 10.9054 54.5005 -30 0.433817 15.5797 131 +DATA 1657638613 976809024 19195 0 "" 2022-07-12 10:10:13 31756.828 471.20892 2099.8547 39.6746 55.001 28.3218 37.832 0.00518507 10.9044 54.5005 14.25 0.433817 15.5797 50 +DATA 1657638614 976809024 19199 0 "" 2022-07-12 10:10:14 31749.223 471.65356 2099.7598 39.6738 55.0008 28.3222 37.832 0.00517784 10.905 54.5005 -27.25 0.433817 15.5793 107 +DATA 1657638615 976809024 19203 0 "" 2022-07-12 10:10:15 31735.275 471.45563 2099.4727 39.6759 55.001 28.3198 37.832 0.00517593 10.9058 54.5005 -15.75 0.433817 15.5778 105 +DATA 1657638616 976809024 19207 0 "" 2022-07-12 10:10:16 31715.973 471.70084 2099.6328 39.6746 55.0008 28.3194 37.832 0.00515875 10.9059 54.5005 82.5 0.433817 15.5778 62 +DATA 1657638617 976809024 19211 0 "" 2022-07-12 10:10:17 31691.523 470.48575 2099.6174 39.6742 55.001 28.321 37.832 0.0051454 10.906 54.5005 104.25 0.433817 15.5774 172 +DATA 1657638618 976480960 19215 0 "" 2022-07-12 10:10:18 31666.621 470.82422 2099.6687 39.6742 55.001 28.3214 37.832 0.00514432 10.9054 54.5005 -18 0.433817 15.5774 184 +DATA 1657638619 976480960 19219 0 "" 2022-07-12 10:10:19 31646.076 471.28925 2099.8467 39.6742 55.001 28.3222 37.832 0.00513956 10.9069 54.5005 191 0.433817 15.577 167 +DATA 1657638620 976480960 19223 0 "" 2022-07-12 10:10:20 31629.758 471.66098 2099.9363 39.6742 55.001 28.3243 37.832 0.00515519 10.9069 54.5005 -52.75 0.433817 15.5778 100 +DATA 1657638621 976480960 19227 0 "" 2022-07-12 10:10:21 31619.131 472.32474 2099.6216 39.675 55.001 28.3214 37.832 0.00515095 10.9059 54.5005 104.75 0.433817 15.5778 24 +DATA 1657638622 976480960 19231 0 "" 2022-07-12 10:10:22 31617.059 470.9838 2099.5586 39.6755 55.001 28.3214 37.832 0.00513816 10.9064 54.5005 -22.5 0.433817 15.5774 236 +DATA 1657638623 976480960 19235 0 "" 2022-07-12 10:10:23 31614.373 471.37994 2100.001 39.6742 55.001 28.321 37.832 0.00513819 10.9056 54.5005 20.25 0.433817 15.5778 158 +DATA 1657638624 976480960 19239 0 "" 2022-07-12 10:10:24 31615.215 471.66885 2099.9026 39.675 55.001 28.3198 37.832 0.00513629 10.9064 54.5005 54 0.433817 15.5789 114 +DATA 1657638625 976140022 19243 0 "" 2022-07-12 10:10:25 31614.029 471.51794 2100.022 39.6738 55.001 28.3214 37.832 0.00514157 10.9064 54.5005 -44.75 0.433817 15.5789 248 +DATA 1657638626 976140022 19247 0 "" 2022-07-12 10:10:26 31616.184 471.72189 2100.0083 39.6742 55.001 28.319 37.832 0.00512805 10.9063 54.5005 10.25 0.433817 15.5785 200 +DATA 1657638627 976140022 19251 0 "" 2022-07-12 10:10:27 31617.061 471.88696 2099.9497 39.6755 55.001 28.319 37.832 0.00513247 10.9063 54.5005 20.75 0.433817 15.5785 248 +DATA 1657638628 976140022 19255 0 "" 2022-07-12 10:10:28 31611.869 471.57385 2099.7908 39.6742 55.001 28.3202 37.832 0.0051494 10.9072 54.5007 32 0.433817 15.5785 92 +DATA 1657638629 976140022 19259 0 "" 2022-07-12 10:10:29 31604.775 472.46536 2099.8167 39.675 55.001 28.3169 37.832 0.00515701 10.9066 54.5005 50.75 0.433817 15.5789 1 +DATA 1657638630 976140022 19263 0 "" 2022-07-12 10:10:30 31591.955 471.59213 2099.8682 39.6742 55.001 28.319 37.832 0.00512538 10.9068 54.5005 46.75 0.433817 15.5785 241 +DATA 1657638631 976140022 19267 0 "" 2022-07-12 10:10:31 31581.584 471.93832 2099.7568 39.675 55.0008 28.3181 37.832 0.00513647 10.9064 54.5005 -53.75 0.433817 15.5778 92 +DATA 1657638632 976140022 19271 0 "" 2022-07-12 10:10:32 31570.061 470.479 2099.6348 39.6746 55.001 28.3181 37.832 0.00513217 10.9065 54.5005 166.75 0.433817 15.5762 219 +DATA 1657638633 975809097 19275 0 "" 2022-07-12 10:10:33 31565.754 472.28094 2100.2239 39.6738 55.001 28.3202 37.832 0.00513874 10.9063 54.5005 20.5 0.433817 15.5762 228 +DATA 1657638634 975809097 19279 0 "" 2022-07-12 10:10:34 31564.598 472.49835 2100.2307 39.675 55.001 28.321 37.832 0.00515677 10.9066 54.5005 -23 0.433817 15.5758 98 +DATA 1657638635 975809097 19283 0 "" 2022-07-12 10:10:35 31553.764 471.52383 2100.041 39.6742 55.001 28.3186 37.832 0.00515426 10.9056 54.5005 -80.75 0.433817 15.5758 25 +DATA 1657638636 975809097 19287 0 "" 2022-07-12 10:10:36 31533.916 472.0994 2100.0708 39.6746 55.001 28.3173 37.832 0.00513677 10.9072 54.5005 18 0.433817 15.5762 97 +DATA 1657638637 975809097 19291 0 "" 2022-07-12 10:10:37 31520.701 473.10361 2100.0984 39.6742 55.001 28.319 37.832 0.00513238 10.9068 54.5005 241.75 0.433817 15.5762 15 +DATA 1657638638 975809097 19295 0 "" 2022-07-12 10:10:38 31516.082 472.35486 2099.9978 39.6738 55.001 28.3202 37.832 0.00513334 10.906 54.5005 -43.5 0.433817 15.5758 6 +DATA 1657638639 975809097 19299 0 "" 2022-07-12 10:10:39 31514.41 471.81454 2099.7939 39.673 55.001 28.3202 37.832 0.00512333 10.9062 54.5005 -44.75 0.433817 15.5766 250 +DATA 1657638640 975460052 19303 0 "" 2022-07-12 10:10:40 31512.289 472.42105 2099.8171 39.6734 55.001 28.3194 37.832 0.0051295 10.9064 54.5005 28 0.433817 15.5758 69 +DATA 1657638641 975460052 19307 0 "" 2022-07-12 10:10:41 31508.025 471.50467 2099.9099 39.673 55.001 28.3194 37.832 0.00511357 10.9068 54.5005 27.25 0.433817 15.5774 233 +DATA 1657638642 975460052 19311 0 "" 2022-07-12 10:10:42 31501.34 472.57025 2100.062 39.6742 55.001 28.3198 37.832 0.00511054 10.9069 54.5005 -38.25 0.433817 15.5774 186 +DATA 1657638643 975460052 19315 0 "" 2022-07-12 10:10:43 31493.664 472.08255 2099.8936 39.6742 55.001 28.321 37.832 0.0051349 10.9064 54.5005 91.25 0.433817 15.5774 187 +DATA 1657638644 975460052 19319 0 "" 2022-07-12 10:10:44 31484.67 472.06543 2099.7451 39.6742 55.001 28.3222 37.832 0.00514448 10.9059 54.5005 116.25 0.433817 15.5774 28 +DATA 1657638645 975460052 19323 0 "" 2022-07-12 10:10:45 31476.822 472.82281 2100.1885 39.6738 55.001 28.3206 37.832 0.00513249 10.9068 54.5005 -115.25 0.433817 15.577 61 +DATA 1657638646 975460052 19327 0 "" 2022-07-12 10:10:46 31472.074 471.2226 2100.3384 39.675 55.001 28.3173 37.832 0.00509589 10.9073 54.5005 33.5 0.433817 15.5766 122 +DATA 1657638647 975460052 19331 0 "" 2022-07-12 10:10:47 31467.668 471.94983 2100.344 39.6738 55.001 28.3169 37.832 0.00510232 10.907 54.5009 25 0.433817 15.5766 37 +DATA 1657638648 975132942 19335 0 "" 2022-07-12 10:10:48 31467.545 472.81573 2100.4343 39.6738 55.001 28.3177 37.832 0.00511822 10.9068 54.5007 102.25 0.433817 15.5762 75 +DATA 1657638649 975132942 19339 0 "" 2022-07-12 10:10:49 31468.854 472.6377 2100.0146 39.6734 55.001 28.3186 37.832 0.00511801 10.9063 54.5011 82.5 0.433817 15.5746 183 +DATA 1657638650 975132942 19343 0 "" 2022-07-12 10:10:50 31479.57 473.08322 2100.2981 39.6742 55.001 28.319 37.832 0.00513005 10.9061 54.5009 98 0.433817 15.5746 18 +DATA 1657638651 975132942 19347 0 "" 2022-07-12 10:10:51 31490.26 471.74744 2099.9893 39.6738 55.001 28.3206 37.832 0.00513427 10.9074 54.5013 -15.5 0.433817 15.5742 235 +DATA 1657638652 975132942 19351 0 "" 2022-07-12 10:10:52 31506.027 473.11374 2100.2095 39.6742 55.001 28.3181 37.832 0.00513612 10.9068 54.5013 -79.25 0.433817 15.575 248 +DATA 1657638653 975132942 19355 0 "" 2022-07-12 10:10:53 31528.912 474.05981 2100.4419 39.673 55.001 28.3161 37.832 0.00514778 10.9059 54.5013 91.75 0.433817 15.5746 239 +DATA 1657638654 975132942 19359 0 "" 2022-07-12 10:10:54 31550.518 473.92056 2100.5432 39.6738 55.001 28.3173 37.832 0.00515476 10.9065 54.5013 -24.5 0.433817 15.575 221 +DATA 1657638655 974792957 19363 0 "" 2022-07-12 10:10:55 31574.006 472.95932 2100.313 39.6734 55.001 28.3186 37.832 0.00516486 10.9066 54.5013 -79.5 0.433817 15.575 196 +DATA 1657638656 974792957 19367 0 "" 2022-07-12 10:10:56 31593.449 472.46069 2100.3364 39.6742 55.001 28.3153 37.832 0.00517989 10.9056 54.5005 -62.25 0.433817 15.575 56 +DATA 1657638657 974792957 19371 0 "" 2022-07-12 10:10:57 31609.533 472.97302 2100.3623 39.6746 55.001 28.3141 37.832 0.00517514 10.9064 54.5005 -11.75 0.433817 15.575 22 +DATA 1657638658 974792957 19375 0 "" 2022-07-12 10:10:58 31628.242 474.07382 2100.6189 39.6742 55.001 28.3132 37.832 0.00520388 10.9066 54.5005 -74 0.433817 15.5762 200 +DATA 1657638659 974792957 19379 0 "" 2022-07-12 10:10:59 31641.488 472.3624 2100.5078 39.673 55.001 28.3132 37.832 0.0051883 10.9062 54.5005 127.25 0.433817 15.5758 206 +DATA 1657638660 974792957 19383 0 "" 2022-07-12 10:11:00 31653.898 473.93698 2100.5339 39.6738 55.001 28.3141 37.832 0.00518795 10.9062 54.5005 -45.25 0.433817 15.5758 111 +DATA 1657638661 974792957 19387 0 "" 2022-07-12 10:11:01 31661.986 473.97357 2101.0527 39.6738 55.001 28.3141 37.832 0.00519055 10.9066 54.5005 67.75 0.433817 15.5758 63 +DATA 1657638662 974792957 19391 0 "" 2022-07-12 10:11:02 31672.051 474.47412 2100.7908 39.6742 55.0008 28.3169 37.832 0.00519889 10.9064 54.5005 67.5 0.433817 15.575 4 +DATA 1657638663 974462985 19395 0 "" 2022-07-12 10:11:03 31678.053 473.61118 2100.9397 39.6742 55.001 28.3169 37.832 0.00519988 10.9063 54.5005 -91 0.433817 15.575 158 +DATA 1657638664 974462985 19399 0 "" 2022-07-12 10:11:04 31685.627 474.10327 2100.7749 39.6738 55.001 28.3157 37.832 0.00519659 10.9066 54.5005 -24.25 0.433817 15.575 54 +DATA 1657638665 974462985 19403 0 "" 2022-07-12 10:11:05 31688.941 473.70844 2100.9829 39.6746 55.001 28.3153 37.832 0.00521956 10.9066 54.5005 -80.75 0.433817 15.575 49 +DATA 1657638666 974462985 19407 0 "" 2022-07-12 10:11:06 31694.984 473.63766 2100.7429 39.6746 55.001 28.3136 37.832 0.00520902 10.9066 54.5005 96.5 0.433817 15.5731 3 +DATA 1657638667 974462985 19411 0 "" 2022-07-12 10:11:07 31704.27 474.35571 2101.1973 39.6746 55.001 28.3157 37.832 0.00521819 10.9066 54.5005 66.5 0.433817 15.5731 189 +DATA 1657638668 974462985 19415 0 "" 2022-07-12 10:11:08 31709.883 474.45306 2100.9409 39.675 55.001 28.3157 37.832 0.0052043 10.9059 54.5005 102.25 0.433817 15.5727 239 +DATA 1657638669 974462985 19419 0 "" 2022-07-12 10:11:09 31717.898 474.18857 2100.8235 39.6746 55.001 28.3157 37.832 0.00519572 10.9063 54.5005 -45 0.433817 15.5731 217 +DATA 1657638670 974128007 19423 0 "" 2022-07-12 10:11:10 31718.76 474.14502 2101.2686 39.6738 55.001 28.3169 37.832 0.00521626 10.9067 54.5005 -42 0.433817 15.5731 107 +DATA 1657638671 974128007 19427 0 "" 2022-07-12 10:11:11 31720.824 475.23404 2101.0994 39.6742 55.001 28.3157 37.832 0.00523619 10.9059 54.5005 71.5 0.433817 15.5731 210 +DATA 1657638672 974128007 19431 0 "" 2022-07-12 10:11:12 31724.912 474.2756 2101.1565 39.675 55.001 28.3161 37.832 0.00518417 10.9057 54.5005 6.75 0.433817 15.5731 111 +DATA 1657638673 974128007 19435 0 "" 2022-07-12 10:11:13 31722.285 474.56567 2101.4133 39.6755 55.001 28.3165 37.832 0.00519427 10.9063 54.5005 -58 0.433817 15.5734 174 +DATA 1657638674 974128007 19439 0 "" 2022-07-12 10:11:14 31722.543 474.13287 2101.1904 39.675 55.001 28.3161 37.832 0.00519823 10.9053 54.5005 -14.75 0.433817 15.5734 4 +DATA 1657638675 974128007 19443 0 "" 2022-07-12 10:11:15 31718.768 474.92606 2101.217 39.6755 55.001 28.3157 37.832 0.00517456 10.9058 54.5005 37 0.433817 15.5746 93 +DATA 1657638676 974128007 19447 0 "" 2022-07-12 10:11:16 31710.828 475.3559 2101.1953 39.6755 55.001 28.3165 37.832 0.00518495 10.9055 54.5005 121.5 0.433817 15.5742 233 +DATA 1657638677 974128007 19451 0 "" 2022-07-12 10:11:17 31708.004 473.73898 2100.9448 39.675 55.001 28.3153 37.832 0.00518269 10.9061 54.5005 -62 0.433817 15.5742 130 +DATA 1657638678 973793983 19455 0 "" 2022-07-12 10:11:18 31703.598 474.11444 2101.1213 39.6742 55.001 28.3161 37.832 0.00518242 10.9061 54.5005 160.75 0.433817 15.5742 71 +DATA 1657638679 973793983 19459 0 "" 2022-07-12 10:11:19 31700.514 473.53384 2100.9585 39.6759 55.001 28.3169 37.832 0.00517672 10.9062 54.5005 -23 0.433817 15.5738 214 +DATA 1657638680 973793983 19463 0 "" 2022-07-12 10:11:20 31693.803 473.83002 2101.0278 39.675 55.001 28.3165 37.832 0.0051817 10.9064 54.5005 28 0.433817 15.5734 29 +DATA 1657638681 973793983 19467 0 "" 2022-07-12 10:11:21 31687.172 474.01837 2101.2031 39.675 55.001 28.3181 37.832 0.00517974 10.9061 54.5005 -60 0.433817 15.5738 132 +DATA 1657638682 973793983 19471 0 "" 2022-07-12 10:11:22 31682.502 475.26913 2101.1514 39.6755 55.001 28.3157 37.832 0.0051635 10.9059 54.5005 56.5 0.433817 15.5738 190 +DATA 1657638683 973793983 19475 0 "" 2022-07-12 10:11:23 31679.918 474.58713 2101.5051 39.6763 55.001 28.3157 37.832 0.00515175 10.907 54.5005 51.5 0.433817 15.5715 201 +DATA 1657638684 973793983 19479 0 "" 2022-07-12 10:11:24 31669.883 475.70502 2101.1743 39.6763 55.001 28.3153 37.832 0.00517178 10.9062 54.5005 168 0.433817 15.5715 210 +DATA 1657638685 973457098 19483 0 "" 2022-07-12 10:11:25 31654.781 474.66193 2101.0784 39.675 55.001 28.3173 37.832 0.00517038 10.9061 54.5005 -105.75 0.433817 15.5711 80 +DATA 1657638686 973457098 19487 0 "" 2022-07-12 10:11:26 31640.381 474.61081 2101.2156 39.6755 55.001 28.3169 37.832 0.00516412 10.9069 54.5005 315.5 0.433817 15.5711 27 +DATA 1657638687 973457098 19491 0 "" 2022-07-12 10:11:27 31626.037 473.83344 2101.1265 39.675 55.001 28.3186 37.832 0.00514635 10.9062 54.5005 16.25 0.433817 15.5715 235 +DATA 1657638688 973457098 19495 0 "" 2022-07-12 10:11:28 31620.553 475.47836 2101.4204 39.6759 55.001 28.3169 37.832 0.00513482 10.9063 54.5005 51 0.433817 15.5715 150 +DATA 1657638689 973457098 19499 0 "" 2022-07-12 10:11:29 31619.496 476.35986 2101.3679 39.6759 55.001 28.3169 37.832 0.00516348 10.9065 54.5005 -46.25 0.433817 15.5715 137 +DATA 1657638690 973457098 19503 0 "" 2022-07-12 10:11:30 31622.531 475.98062 2101.3047 39.675 55.001 28.3153 37.832 0.00515516 10.9058 54.5009 -25.5 0.433817 15.5719 218 +DATA 1657638691 973457098 19507 0 "" 2022-07-12 10:11:31 31624.984 475.65369 2101.4353 39.6755 55.001 28.3161 37.832 0.00514447 10.9063 54.5007 108.5 0.433817 15.5719 40 +DATA 1657638692 973457098 19511 0 "" 2022-07-12 10:11:32 31627.236 475.83289 2101.6543 39.6755 55.001 28.3181 37.832 0.00516073 10.9071 54.5013 102.5 0.433817 15.5738 24 +DATA 1657638693 973120927 19515 0 "" 2022-07-12 10:11:33 31627.912 474.85205 2101.3057 39.6742 55.001 28.3181 37.832 0.00514075 10.9064 54.5009 154 0.433817 15.5738 172 +DATA 1657638694 973120927 19519 0 "" 2022-07-12 10:11:34 31631.629 475.70499 2101.5596 39.675 55.001 28.3169 37.832 0.00514857 10.9059 54.5007 -72.75 0.433817 15.5731 52 +DATA 1657638695 973120927 19523 0 "" 2022-07-12 10:11:35 31636.475 475.77948 2101.7207 39.675 55.001 28.3145 37.832 0.00515268 10.9059 54.5007 67.75 0.433817 15.5727 5 +DATA 1657638696 973120927 19527 0 "" 2022-07-12 10:11:36 31644.289 475.51685 2101.7695 39.675 55.001 28.3145 37.832 0.0051723 10.9059 54.5005 75 0.433817 15.5727 56 +DATA 1657638697 973120927 19531 0 "" 2022-07-12 10:11:37 31653.486 476.45758 2101.8184 39.6746 55.001 28.3145 37.832 0.0051742 10.9059 54.5005 10 0.433817 15.5727 94 +DATA 1657638698 973120927 19535 0 "" 2022-07-12 10:11:38 31664.549 476.09393 2101.6021 39.675 55.001 28.3165 37.832 0.00517065 10.9061 54.5005 37.25 0.433817 15.5719 239 +DATA 1657638699 973120927 19539 0 "" 2022-07-12 10:11:39 31669.287 475.03824 2101.6641 39.6755 55.001 28.3165 37.832 0.00517253 10.9055 54.5005 108.25 0.433817 15.5723 90 +DATA 1657638700 972784042 19543 0 "" 2022-07-12 10:11:40 31675.381 474.75238 2101.4031 39.6742 55.001 28.3186 37.832 0.00516807 10.9061 54.5007 81.5 0.433817 15.5699 225 +DATA 1657638701 972784042 19547 0 "" 2022-07-12 10:11:41 31681.516 474.80026 2101.4775 39.6755 55.001 28.3194 37.832 0.00519694 10.9063 54.5005 37.25 0.433817 15.5699 39 +DATA 1657638702 972784042 19551 0 "" 2022-07-12 10:11:42 31684.168 475.82837 2101.552 39.6755 55.001 28.3186 37.832 0.00518481 10.9065 54.5009 -94.75 0.433817 15.5703 35 +DATA 1657638703 972784042 19555 0 "" 2022-07-12 10:11:43 31687.094 475.5928 2101.4038 39.675 55.001 28.3149 37.832 0.00518151 10.9056 54.5007 -0.5 0.433817 15.5711 118 +DATA 1657638704 972784042 19559 0 "" 2022-07-12 10:11:44 31690.953 475.32816 2101.5769 39.675 55.001 28.3157 37.832 0.00518186 10.9059 54.5009 -76.25 0.433817 15.5699 60 +DATA 1657638705 972784042 19563 0 "" 2022-07-12 10:11:45 31691.572 475.87369 2101.2952 39.6755 55.0008 28.3153 37.832 0.0051918 10.9052 54.5005 160.5 0.433817 15.5699 46 +DATA 1657638706 972784042 19567 0 "" 2022-07-12 10:11:46 31690.621 475.28674 2101.637 39.6755 55.001 28.3161 37.832 0.00518377 10.906 54.5005 -84.75 0.433817 15.5699 253 +DATA 1657638707 972784042 19571 0 "" 2022-07-12 10:11:47 31690.891 473.86719 2101.6165 39.6755 55.001 28.3141 37.832 0.00518865 10.9053 54.5005 95.5 0.433817 15.5703 249 +DATA 1657638708 972450971 19575 0 "" 2022-07-12 10:11:48 31686.715 475.78867 2101.427 39.6755 55.0008 28.3157 37.832 0.00518917 10.9057 54.5005 -24.75 0.433817 15.5703 110 +DATA 1657638709 972450971 19579 0 "" 2022-07-12 10:11:49 31682.926 475.03256 2101.5857 39.6755 55.001 28.3145 37.832 0.00518915 10.9062 54.5005 39.5 0.433817 15.5715 1 +DATA 1657638710 972450971 19583 0 "" 2022-07-12 10:11:50 31666.344 475.81622 2101.6294 39.6755 55.001 28.3136 37.832 0.00517837 10.9065 54.5005 40.25 0.433817 15.5715 22 +DATA 1657638711 972450971 19587 0 "" 2022-07-12 10:11:51 31650.07 476.73727 2101.9553 39.6759 55.001 28.3136 37.832 0.00518435 10.9058 54.5005 29.25 0.433817 15.5711 238 +DATA 1657638712 972450971 19591 0 "" 2022-07-12 10:11:52 31630.279 477.16531 2102.1348 39.6746 55.0005 28.3145 37.832 0.00517093 10.9062 54.5005 68 0.433817 15.5711 174 +DATA 1657638713 972450971 19595 0 "" 2022-07-12 10:11:53 31617.75 475.47342 2101.9084 39.675 55.0008 28.3153 37.832 0.00515016 10.9061 54.5005 -41.25 0.433817 15.5711 7 +DATA 1657638714 972450971 19599 0 "" 2022-07-12 10:11:54 31611.299 476.73257 2101.9473 39.675 55.0006 28.3157 37.832 0.00516971 10.9047 54.5005 -21.5 0.433817 15.5703 36 +DATA 1657638715 972110986 19603 0 "" 2022-07-12 10:11:55 31611.369 476.10406 2101.8174 39.675 55.0008 28.3165 37.832 0.00515954 10.9064 54.5007 -15.25 0.433817 15.5707 64 +DATA 1657638716 972110986 19607 0 "" 2022-07-12 10:11:56 31609.594 475.67212 2101.9055 39.6755 55.001 28.319 37.832 0.005173 10.9062 54.5005 97.75 0.433817 15.5707 143 +DATA 1657638717 972110986 19611 0 "" 2022-07-12 10:11:57 31607.936 475.31519 2101.5281 39.675 55.0006 28.3177 37.832 0.00516454 10.9063 54.5005 -57.75 0.433817 15.5683 83 +DATA 1657638718 972110986 19615 0 "" 2022-07-12 10:11:58 31608.969 476.55865 2101.6299 39.6755 55.0006 28.3173 37.832 0.00517273 10.9065 54.5005 -57.75 0.433817 15.5683 168 +DATA 1657638719 972110986 19619 0 "" 2022-07-12 10:11:59 31607.771 475.89804 2101.6763 39.675 55.0006 28.3161 37.832 0.00515939 10.9063 54.5005 -12.5 0.433817 15.568 249 diff --git a/vignettes/integrating-gasfluxes.Rmd b/vignettes/integrating-gasfluxes.Rmd index cd3ae9d..20d24e9 100644 --- a/vignettes/integrating-gasfluxes.Rmd +++ b/vignettes/integrating-gasfluxes.Rmd @@ -14,6 +14,97 @@ knitr::opts_chunk$set( ) ``` +As noted in the [introductory vignette](intro-to-whattheflux.html), there are +many reasons why greenhouse gas concentration observations might not be +well fit by a linear model: diffusion effects, saturation, mixing problems, +etc. + +The `whattheflux` package provides extensive outputs based on linear +model fits, and a few QA/QC indicators based on a polynomial model, but there +are cases where we might want to take advantage of more sophisticated +model-fitting routines. + +## Some problematic sample data + ```{r setup} library(whattheflux) + +# Load the data +# Data from a LI-7810 +f <- system.file("extdata/TG10-01087-curvature.data", package = "whattheflux") +dat <- wtf_read_LI7810(f) + +# Fit a linear flux and QA/QC it +flux <- wtf_compute_fluxes(dat, group_column = NULL, time_column = "TIMESTAMP", conc_column = "CO2") +print(flux$slope_estimate) +print(flux$adj.r.squared) +print(flux$r.squared_poly) +``` + +There's a fairly large jump from the R2 of the linear +model (0.93) to that of a polynomial (0.99+). Visualizing the data: + +```{r qaqc-plot, fig.width=6} +library(ggplot2) +dat$SECONDS <- dat$SECONDS-min(dat$SECONDS) +ggplot(dat, aes(SECONDS, CO2)) + geom_point() + geom_smooth(method = "lm") ``` + +There's definitely a problem! Depending on what we think is happening here, +one option would be to change the observation length so that the flux is +computed based on only the first ~75 seconds, which looks linear. + +A second option would be fit more sophisticated model(s). + +## Using the gasfluxes package + +The [gasfluxes package](https://git-dmz.thuenen.de/fuss/gasfluxes) also +provides routines to calculate greenhouse gas fluxes from chamber +measurements, and includes code to fit the +[HMR](http://dx.doi.org/10.1111/j.1365-2389.2010.01291.x) model as well as +several model-selection routines. + +```{r} +library(gasfluxes) + +# Add some columns that gasfluxes expects +dat$ID <- "test" +dat$V <- 0.1 +dat$A <- 0.16 + +gasfluxes(dat, .times = "SECONDS", .C = "CO2", plot = FALSE) +``` + +`gasfluxes` will compute on multiple groups (measurements) via its `.id` +parameter, but we can also use use `whattheflux::wtf_compute_fluxes()` to +handle the grouping and let it call `gasfluxes`: + +```{r} +# Define a small wrapper function to put things into the format +# that gasfluxes expects +f <- function(time, conc) { + d <- data.frame(time = time, C = conc, ID = 1, A = 1, V = 1) + gasfluxes(d, plot = FALSE) +} + +wtf_compute_fluxes(dat, NULL, "SECONDS", "CO2", fit_function = f) +``` + +## Conclusion + +This vignette covered how to integrate `gasfluxes` with `whattheflux`, if +you want to take advantage of the former package's HMR or NDFE routines. +More information on these models can be found in: + +* Hüppi, R., Felber, R., Krauss, M., Six, J., Leifeld, J., and Fuß, R.: +Restricting the nonlinearity parameter in soil greenhouse gas flux calculation +for more reliable flux estimates, PLoS One, 13, e0200876, 2018. +http://dx.doi.org/10.1371/journal.pone.0200876 +* Leiber-Sauheitl, K., Fuß, R., Voigt, C., and Freibauer, A.: +High CO2 fluxes from grassland on histic Gleysol along soil carbon and +drainage gradients, Biogeosciences, 11, 749–761, 2014. +http://dx.doi.org/10.5194/bg-11-749-2014 +* Pedersen, A. R., Petersen, S. O., and Schelde, K.: A comprehensive approach +to soil-atmosphere trace-gas flux estimation with static chambers, +Eur. J. Soil Sci., 61, 888–902, 2010. +http://dx.doi.org/10.1111/j.1365-2389.2010.01291.x From 7b9992e189f76e8f9205405e19e0b4bc80af155a Mon Sep 17 00:00:00 2001 From: Ben Bond-Lamberty Date: Mon, 26 Feb 2024 20:46:01 -0500 Subject: [PATCH 2/2] Update R-CMD-check.yaml --- .github/workflows/R-CMD-check.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml index 74d8c97..a724fc5 100644 --- a/.github/workflows/R-CMD-check.yaml +++ b/.github/workflows/R-CMD-check.yaml @@ -22,7 +22,7 @@ jobs: - {os: windows-latest, r: 'release'} - {os: ubuntu-latest, r: 'devel', http-user-agent: 'release'} - {os: ubuntu-latest, r: 'release'} - - {os: ubuntu-latest, r: 'oldrel-1'} +# - {os: ubuntu-latest, r: 'oldrel-1'} env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }}