Harvey, Ben P; Kon, Koetsu; Agostini, Sylvain; Wada, Shigeki; Hall-Spencer, Jason M (2021): Seawater carbonate chemistry and community composition and production of of algal communities [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.930056
Always quote citation above when using data! You can download the citation in several formats below.
Abstract:
Long‐term exposure to CO2‐enriched waters can considerably alter marine biological community development, often resulting in simplified systems dominated by turf algae that possess reduced biodiversity and low ecological complexity. Current understanding of the underlying processes by which ocean acidification alters biological community development and stability remains limited, making the management of such shifts problematic. Here, we deployed recruitment tiles in reference (pHT 8.137 +/- 0.056 SD) and CO2‐enriched conditions (pHT 7.788 +/- 0.105 SD) at a volcanic CO2 seep in Japan to assess the underlying processes and patterns of algal community development. We assessed (i) algal community succession in two different seasons (Cooler months: January–July, and warmer months: July–January), (ii) the effects of initial community composition on subsequent community succession (by reciprocally transplanting preestablished communities for a further 6 months), and (iii) the community production of resulting communities, to assess how their functioning was altered (following 12 months recruitment). Settlement tiles became dominated by turf algae under CO2‐enrichment and had lower biomass, diversity and complexity, a pattern consistent across seasons. This locked the community in a species‐poor early successional stage. In terms of community functioning, the elevated pCO2 community had greater net community production, but this did not result in increased algal community cover, biomass, biodiversity or structural complexity. Taken together, this shows that both new and established communities become simplified by rising CO2 levels. Our transplant of preestablished communities from enriched CO2 to reference conditions demonstrated their high resilience, since they became indistinguishable from communities maintained entirely in reference conditions. This shows that meaningful reductions in pCO2 can enable the recovery of algal communities. By understanding the ecological processes responsible for driving shifts in community composition, we can better assess how communities are likely to be altered by ocean acidification.
Keyword(s):
Supplement to:
Harvey, Ben P; Kon, Koetsu; Agostini, Sylvain; Wada, Shigeki; Hall-Spencer, Jason M (2021): Ocean acidification locks algal communities in a species‐poor early successional stage. Global Change Biology, https://doi.org/10.1111/gcb.15455
Original version:
Harvey, Ben P; Kon, Koetsu; Agostini, Sylvain; Wada, Shigeki; Hall-Spencer, Jason M (2020): Biological Data and Carbonate Chemistry used in 'Ocean acidification locks algal communities in a species-poor early successional stage' [dataset]. Zenodo, https://doi.org/10.5281/zenodo.4280018
Further details:
Gattuso, Jean-Pierre; Epitalon, Jean-Marie; Lavigne, Héloïse; Orr, James (2021): seacarb: seawater carbonate chemistry with R. R package version 3.2.16. https://cran.r-project.org/web/packages/seacarb/index.html
Project(s):
Coverage:
Latitude: 34.319170 * Longitude: 139.205000
Comment:
In order to allow full comparability with other ocean acidification data sets, the R package seacarb (Gattuso et al, 2021) was used to compute a complete and consistent set of carbonate system variables, as described by Nisumaa et al. (2010). In this dataset the original values were archived in addition with the recalculated parameters (see related PI). The date of carbonate chemistry calculation by seacarb is 2021-04-07.
Parameter(s):
License:
Creative Commons Attribution 4.0 International (CC-BY-4.0)
Status:
Curation Level: Enhanced curation (CurationLevelC)
Size:
2614 data points
Data
1 Type (study) | 2 Site | 3 Season | 4 Exp duration [months] | 5 Site (From) | 6 Site (To) | 7 Repl | 8 Abund (cca) | 9 Abund (blank_tile) | 10 Abund (other) | 11 Abund (brown_filamentous) | 12 Abund (brown_foliose) | 13 Abund (brown_cort_foliose) | 14 Abund (brown_calc_other) | 15 Abund (green_filamentous) | 16 Abund (green_foliose) | 17 Abund (green_cort_foliose) | 18 Abund (green_calc_other) | 19 Abund (red_filamentous) | 20 Abund (red_foliose) | 21 Abund (red_cort_foliose) | 22 Abund (red_calc_other) | 23 Abund (brown_cort_macrophyte) | 24 Abund (green_cort_macrophyte) | 25 Abund (red_cort_macrophyte) | 26 Abund (turf) | 27 Abund (microalgae) | 28 Abund (filamentous) | 29 Abund (foliose) | 30 Abund (cort_foliose) | 31 Abund (calc_other) | 32 Abund (cort_macrophyte) | 33 Abund (turf_microalgae) | 34 Cov [%] | 35 Complexity | 36 NCP O2 [mmol/m2/h] | 37 Comm resp [mmol/m2/h] | 38 GCP O2 [mmol/m2/h] | 39 Temp [°C] | 40 pH (total scale) | 41 pH std dev [±] (total scale) | 42 Sal | 43 Sal std dev [±] | 44 AT [µmol/kg] | 45 AT std dev [±] | 46 pCO2water_SST_wet [µatm] (Calculated using CO2SYS) | 47 pCO2 std dev [±] (Calculated using CO2SYS) | 48 DIC [µmol/kg] (Calculated using CO2SYS) | 49 DIC std dev [±] (Calculated using CO2SYS) | 50 [HCO3]- [µmol/kg] (Calculated using CO2SYS) | 51 [HCO3]- std dev [±] (Calculated using CO2SYS) | 52 [CO3]2- [µmol/kg] (Calculated using CO2SYS) | 53 [CO3]2- std dev [±] (Calculated using CO2SYS) | 54 Omega Cal (Calculated using CO2SYS) | 55 Omega Cal std dev [±] (Calculated using CO2SYS) | 56 Omega Arg (Calculated using CO2SYS) | 57 Omega Arg std dev [±] (Calculated using CO2SYS) | 58 CSC flag (Calculated using seacarb afte...) | 59 CO2 [µmol/kg] (Calculated using seacarb afte...) | 60 fCO2water_SST_wet [µatm] (Calculated using seacarb afte...) | 61 pCO2water_SST_wet [µatm] (Calculated using seacarb afte...) | 62 [HCO3]- [µmol/kg] (Calculated using seacarb afte...) | 63 [CO3]2- [µmol/kg] (Calculated using seacarb afte...) | 64 DIC [µmol/kg] (Calculated using seacarb afte...) | 65 Omega Arg (Calculated using seacarb afte...) | 66 Omega Cal (Calculated using seacarb afte...) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
field | 350 ppm | Winter | 1 | 75 | 6.666666667 | 0 | 0 | 3.333333333 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.666666667 | 16.66666667 | 5 | 0 | 0 | 8.333333333 | 0 | 0 | 3.333333333 | 1.666666667 | 21.66666667 | 8.333333333 | 18.148 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 10.49 | 306.53 | 307.60 | 1767.49 | 200.69 | 1978.67 | 3.11 | 4.81 | |||||||||
field | 350 ppm | Winter | 2 | 50 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7.8125 | 0 | 0 | 0 | 0 | 1.5625 | 53.125 | 0 | 0 | 7.8125 | 0 | 0 | 0 | 7.8125 | 1.5625 | 53.125 | 7.8125 | 18.148 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 10.49 | 306.53 | 307.60 | 1767.49 | 200.69 | 1978.67 | 3.11 | 4.81 | |||||||||
field | 350 ppm | Winter | 3 | 75 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 4.6875 | 0 | 0 | 0 | 0 | 3.125 | 28.125 | 0 | 6.25 | 0 | 0 | 0 | 0 | 7.8125 | 3.125 | 34.375 | 0 | 18.148 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 10.49 | 306.53 | 307.60 | 1767.49 | 200.69 | 1978.67 | 3.11 | 4.81 | |||||||||
field | 350 ppm | Winter | 4 | 59.375 | 0 | 0 | 0 | 4.6875 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 0 | 6.25 | 45.3125 | 0 | 0 | 0 | 10.9375 | 0 | 0 | 6.25 | 6.25 | 45.3125 | 10.9375 | 18.148 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 10.49 | 306.53 | 307.60 | 1767.49 | 200.69 | 1978.67 | 3.11 | 4.81 | |||||||||
field | 350 ppm | Winter | 5 | 71.875 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 3.125 | 32.8125 | 3.125 | 1.5625 | 3.125 | 3.125 | 0 | 0 | 3.125 | 3.125 | 37.5 | 6.25 | 18.148 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 10.49 | 306.53 | 307.60 | 1767.49 | 200.69 | 1978.67 | 3.11 | 4.81 | |||||||||
field | 900 ppm | Winter | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23.4375 | 0 | 0 | 10.9375 | 60.9375 | 0 | 0 | 0 | 0 | 23.4375 | 71.875 | 18.072 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 26.82 | 781.12 | 783.84 | 2016.60 | 101.86 | 2145.28 | 1.58 | 2.44 | |||||||||
field | 900 ppm | Winter | 2 | 1.587301587 | 1.587301587 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30.15873016 | 0 | 0 | 31.74603175 | 36.50793651 | 0 | 0 | 0 | 0 | 30.15873016 | 68.25396826 | 18.072 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 26.82 | 781.12 | 783.84 | 2016.60 | 101.86 | 2145.28 | 1.58 | 2.44 | |||||||||
field | 900 ppm | Winter | 3 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14.0625 | 0 | 0 | 32.8125 | 46.875 | 0 | 0 | 0 | 0 | 14.0625 | 79.6875 | 18.072 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 26.82 | 781.12 | 783.84 | 2016.60 | 101.86 | 2145.28 | 1.58 | 2.44 | |||||||||
field | 900 ppm | Winter | 4 | 6.25 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20.3125 | 0 | 0 | 37.5 | 34.375 | 0 | 0 | 0 | 0 | 20.3125 | 71.875 | 18.072 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 26.82 | 781.12 | 783.84 | 2016.60 | 101.86 | 2145.28 | 1.58 | 2.44 | |||||||||
field | 900 ppm | Winter | 5 | 6.451612903 | 3.225806452 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24.19354839 | 0 | 1.612903226 | 25.80645161 | 41.93548387 | 0 | 0 | 0 | 0 | 25.80645162 | 67.74193548 | 18.072 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 26.82 | 781.12 | 783.84 | 2016.60 | 101.86 | 2145.28 | 1.58 | 2.44 | |||||||||
field | 350 ppm | Summer | 1 | 81.25 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 0 | 7.8125 | 40.625 | 28.125 | 0 | 0 | 0 | 0 | 4.6875 | 0 | 76.5625 | 0 | 22.858 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 9.12 | 303.24 | 304.23 | 1697.27 | 229.89 | 1936.28 | 3.63 | 5.54 | |||||||||
field | 350 ppm | Summer | 2 | 43.75 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 40.625 | 45.3125 | 7.8125 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 93.75 | 1.5625 | 22.858 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 9.12 | 303.24 | 304.23 | 1697.27 | 229.89 | 1936.28 | 3.63 | 5.54 | |||||||||
field | 350 ppm | Summer | 3 | 79.6875 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7.8125 | 20.3125 | 46.875 | 6.25 | 0 | 0 | 0 | 0 | 0 | 7.8125 | 73.4375 | 0 | 22.858 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 9.12 | 303.24 | 304.23 | 1697.27 | 229.89 | 1936.28 | 3.63 | 5.54 | |||||||||
field | 350 ppm | Summer | 4 | 71.875 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 43.75 | 35.9375 | 7.8125 | 0 | 0 | 0 | 0 | 0 | 0 | 87.5 | 0 | 22.858 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 9.12 | 303.24 | 304.23 | 1697.27 | 229.89 | 1936.28 | 3.63 | 5.54 | |||||||||
field | 350 ppm | Summer | 5 | 84.375 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 6.25 | 1.5625 | 0 | 0 | 0 | 6.25 | 45.3125 | 15.625 | 1.5625 | 0 | 0 | 0 | 0 | 7.8125 | 7.8125 | 62.5 | 0 | 22.858 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 9.12 | 303.24 | 304.23 | 1697.27 | 229.89 | 1936.28 | 3.63 | 5.54 | |||||||||
field | 350 ppm | Summer | 6 | 79.6875 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3.125 | 54.6875 | 18.75 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 3.125 | 75 | 0 | 22.858 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 9.12 | 303.24 | 304.23 | 1697.27 | 229.89 | 1936.28 | 3.63 | 5.54 | |||||||||
field | 350 ppm | Summer | 7 | 56.25 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 4.6875 | 73.4375 | 10.9375 | 1.5625 | 0 | 0 | 0 | 0 | 3.125 | 4.6875 | 85.9375 | 0 | 22.858 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 9.12 | 303.24 | 304.23 | 1697.27 | 229.89 | 1936.28 | 3.63 | 5.54 | |||||||||
field | 350 ppm | Summer | 8 | 92.1875 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 39.0625 | 6.25 | 12.5 | 0 | 0 | 0 | 0 | 3.125 | 0 | 57.8125 | 0 | 22.858 | 8.137 | 0.056 | 34.504 | 0.427 | 2264.29 | 15.34 | 316.057 | 47.466 | 1962.694 | 34.376 | 1740.629 | 55.084 | 211.979 | 22.221 | 5.087 | 0.534 | 3.301 | 0.348 | 8 | 9.12 | 303.24 | 304.23 | 1697.27 | 229.89 | 1936.28 | 3.63 | 5.54 | |||||||||
field | 900 ppm | Summer | 1 | 60.9375 | 3.125 | 0 | 0 | 6.25 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 10.9375 | 18.75 | 0 | 1.5625 | 20.3125 | 4.6875 | 0 | 0 | 9.375 | 10.9375 | 20.3125 | 25 | 22.672 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 23.85 | 788.27 | 790.86 | 1976.65 | 118.62 | 2119.12 | 1.87 | 2.86 | |||||||||
field | 900 ppm | Summer | 2 | 11.66666667 | 6.666666667 | 0 | 0 | 30 | 0 | 0 | 0 | 15 | 0 | 0 | 0 | 0 | 1.666666667 | 25 | 5 | 0 | 18.33333333 | 0 | 0 | 0 | 45 | 1.666666667 | 30 | 15.94202899 | 22.672 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 23.85 | 788.27 | 790.86 | 1976.65 | 118.62 | 2119.12 | 1.87 | 2.86 | |||||||||
field | 900 ppm | Summer | 3 | 26.5625 | 0 | 0 | 0 | 14.0625 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 3.125 | 3.125 | 17.1875 | 3.125 | 0 | 7.8125 | 31.25 | 0 | 0 | 18.75 | 3.125 | 20.3125 | 39.0625 | 22.672 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 23.85 | 788.27 | 790.86 | 1976.65 | 118.62 | 2119.12 | 1.87 | 2.86 | |||||||||
field | 900 ppm | Summer | 4 | 18.75 | 3.125 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 1.5625 | 4.6875 | 14.0625 | 7.8125 | 3.125 | 17.1875 | 32.8125 | 0 | 0 | 4.6875 | 4.6875 | 25 | 50 | 22.672 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 23.85 | 788.27 | 790.86 | 1976.65 | 118.62 | 2119.12 | 1.87 | 2.86 | |||||||||
field | 900 ppm | Summer | 5 | 20.3125 | 0 | 0 | 0 | 15.625 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 0 | 1.5625 | 7.8125 | 0 | 7.8125 | 14.0625 | 32.8125 | 0 | 0 | 17.1875 | 1.5625 | 15.625 | 46.875 | 22.672 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 23.85 | 788.27 | 790.86 | 1976.65 | 118.62 | 2119.12 | 1.87 | 2.86 | |||||||||
field | 900 ppm | Summer | 6 | 4.6875 | 0 | 0 | 0 | 7.8125 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 59.375 | 7.8125 | 1.5625 | 3.125 | 15.625 | 0 | 0 | 7.8125 | 0 | 68.75 | 18.75 | 22.672 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 23.85 | 788.27 | 790.86 | 1976.65 | 118.62 | 2119.12 | 1.87 | 2.86 | |||||||||
field | 900 ppm | Summer | 7 | 23.4375 | 1.5625 | 0 | 0 | 10.9375 | 0 | 0 | 0 | 7.8125 | 0 | 0 | 0 | 0 | 7.8125 | 10.9375 | 1.5625 | 0 | 7.8125 | 29.6875 | 0 | 0 | 18.75 | 7.8125 | 12.5 | 37.5 | 22.672 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 23.85 | 788.27 | 790.86 | 1976.65 | 118.62 | 2119.12 | 1.87 | 2.86 | |||||||||
field | 900 ppm | Summer | 8 | 0 | 0 | 0 | 0 | 28.125 | 0 | 0 | 0 | 21.875 | 0 | 0 | 0 | 0 | 0 | 43.75 | 1.5625 | 0 | 0 | 3.125 | 0 | 0 | 50 | 0 | 45.3125 | 3.125 | 22.672 | 7.788 | 0.106 | 34.351 | 0.484 | 2268.33 | 19.45 | 841.148 | 291.762 | 2125.785 | 39.381 | 1984.889 | 52.510 | 115.150 | 21.308 | 2.771 | 0.512 | 1.805 | 0.336 | 8 | 23.85 | 788.27 | 790.86 | 1976.65 | 118.62 | 2119.12 | 1.87 | 2.86 | |||||||||
field | 6 | 350 ppm | 350 ppm | 1 | 81.25 | 0 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 0 | 7.8125 | 40.625 | 28.125 | 0 | 0 | 0 | 0 | 4.6875 | 0 | 76.5625 | 0 | 162.5000000 | 0.5664062 | |||||||||||||||||||||||||||||||||
field | 6 | 350 ppm | 350 ppm | 2 | 43.75 | 0 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 40.625 | 45.3125 | 7.8125 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 93.75 | 1.5625 | 139.0625000 | 0.5078125 | |||||||||||||||||||||||||||||||||
field | 6 | 350 ppm | 350 ppm | 3 | 79.6875 | 1.5625 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7.8125 | 20.3125 | 46.875 | 6.25 | 0 | 0 | 0 | 0 | 0 | 7.8125 | 73.4375 | 0 | 160.9375000 | 0.5640625 | |||||||||||||||||||||||||||||||||
field | 6 | 350 ppm | 350 ppm | 4 | 71.875 | 0 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 43.75 | 35.9375 | 7.8125 | 0 | 0 | 0 | 0 | 0 | 0 | 87.5 | 0 | 159.3750000 | 0.5656250 | |||||||||||||||||||||||||||||||||
field | 6 | 350 ppm | 900 ppm | 1 | 84.375 | 0 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 6.25 | 1.5625 | 0 | 0 | 0 | 6.25 | 45.3125 | 15.625 | 1.5625 | 0 | 0 | 0 | 0 | 7.8125 | 7.8125 | 62.5 | 0 | 162.5000000 | 0.5617188 | |||||||||||||||||||||||||||||||||
field | 6 | 350 ppm | 900 ppm | 2 | 79.6875 | 0 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3.125 | 54.6875 | 18.75 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 3.125 | 75 | 0 | 157.8125000 | 0.5515625 | |||||||||||||||||||||||||||||||||
field | 6 | 350 ppm | 900 ppm | 3 | 56.25 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 4.6875 | 73.4375 | 10.9375 | 1.5625 | 0 | 0 | 0 | 0 | 3.125 | 4.6875 | 85.9375 | 0 | 150.0000000 | 0.5421875 | |||||||||||||||||||||||||||||||||
field | 6 | 350 ppm | 900 ppm | 4 | 92.1875 | 3.125 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 39.0625 | 6.25 | 12.5 | 0 | 0 | 0 | 0 | 3.125 | 0 | 57.8125 | 0 | 153.1250000 | 0.5187500 | |||||||||||||||||||||||||||||||||
field | 6 | 900 ppm | 350 ppm | 1 | 60.9375 | 0 | 3.125 | 0 | 0 | 6.25 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 10.9375 | 18.75 | 0 | 1.5625 | 20.3125 | 4.6875 | 0 | 0 | 9.375 | 10.9375 | 20.3125 | 25 | 126.5625000 | 0.3656250 | |||||||||||||||||||||||||||||||||
field | 6 | 900 ppm | 350 ppm | 2 | 11.66666667 | 0 | 6.666666667 | 0 | 0 | 30 | 0 | 0 | 0 | 15 | 0 | 0 | 0 | 0 | 1.666666667 | 25 | 5 | 0 | 18.33333333 | 0 | 0 | 0 | 45 | 1.666666667 | 30 | 15.94202899 | 104.2753623 | 0.3351087 | |||||||||||||||||||||||||||||||||
field | 6 | 900 ppm | 350 ppm | 3 | 26.5625 | 0 | 0 | 0 | 0 | 14.0625 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 3.125 | 3.125 | 17.1875 | 3.125 | 0 | 7.8125 | 31.25 | 0 | 0 | 18.75 | 3.125 | 20.3125 | 39.0625 | 107.8125000 | 0.2781250 | |||||||||||||||||||||||||||||||||
field | 6 | 900 ppm | 350 ppm | 4 | 18.75 | 0 | 3.125 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 1.5625 | 4.6875 | 14.0625 | 7.8125 | 3.125 | 17.1875 | 32.8125 | 0 | 0 | 4.6875 | 4.6875 | 25 | 50 | 103.1250000 | 0.2414062 | |||||||||||||||||||||||||||||||||
field | 6 | 900 ppm | 900 ppm | 1 | 20.3125 | 0 | 0 | 0 | 0 | 15.625 | 0 | 0 | 0 | 1.5625 | 0 | 0 | 0 | 0 | 1.5625 | 7.8125 | 0 | 7.8125 | 14.0625 | 32.8125 | 0 | 0 | 17.1875 | 1.5625 | 15.625 | 46.875 | 101.5625000 | 0.2367188 | |||||||||||||||||||||||||||||||||
field | 6 | 900 ppm | 900 ppm | 2 | 4.6875 | 0 | 0 | 0 | 0 | 7.8125 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 59.375 | 7.8125 | 1.5625 | 3.125 | 15.625 | 0 | 0 | 7.8125 | 0 | 68.75 | 18.75 | 100.0000000 | 0.3351562 | |||||||||||||||||||||||||||||||||
field | 6 | 900 ppm | 900 ppm | 3 | 23.4375 | 0 | 1.5625 | 0 | 0 | 10.9375 | 0 | 0 | 0 | 7.8125 | 0 | 0 | 0 | 0 | 7.8125 | 10.9375 | 1.5625 | 0 | 7.8125 | 29.6875 | 0 | 0 | 18.75 | 7.8125 | 12.5 | 37.5 | 100.0000000 | 0.2546875 | |||||||||||||||||||||||||||||||||
field | 6 | 900 ppm | 900 ppm | 4 | 0 | 0 | 0 | 0 | 0 | 28.125 | 0 | 0 | 0 | 21.875 | 0 | 0 | 0 | 0 | 0 | 43.75 | 1.5625 | 0 | 0 | 3.125 | 0 | 0 | 50 | 0 | 45.3125 | 3.125 | 98.4375000 | 0.3593750 | |||||||||||||||||||||||||||||||||
field | 12 | 350 ppm | 350 ppm | 1 | 45.3125 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.5625 | 60.9375 | 56.25 | 4.6875 | 1.5625 | 29.6875 | 0 | 0 | 0 | 1.5625 | 121.875 | 31.25 | 200.0000000 | 0.6609375 | |||||||||||||||||||||||||||||||||
field | 12 | 350 ppm | 350 ppm | 2 | 12.5 | 0 | 0 | 0 | 0 | 12.5 | 0 | 0 | 0 | 3.125 | 0 | 0 | 0 | 0 | 0 | 100 | 20.3125 | 0 | 0 | 45.3125 | 0 | 0 | 15.625 | 0 | 120.3125 | 45.3125 | 193.7500000 | 0.6187500 | |||||||||||||||||||||||||||||||||
field | 12 | 350 ppm | 350 ppm | 3 | 6.25 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 96.875 | 1.5625 | 40.625 | 0 | 54.6875 | 0 | 0 | 0 | 0 | 139.0625 | 54.6875 | 200.0000000 | 0.6296875 | |||||||||||||||||||||||||||||||||
field | 12 | 350 ppm | 350 ppm | 4 | 15.625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 87.5 | 0 | 14.0625 | 0 | 68.75 | 0 | 0 | 0 | 0 | 101.5625 | 68.75 | 185.9375000 | 0.5218750 | |||||||||||||||||||||||||||||||||
field | 12 | 350 ppm | 900 ppm | 1 | 15.625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 75 | 14.0625 | 0 | 0 | 0 | 0 | 0 | 89.0625 | 104.6875000 | 0.1359375 | |||||||||||||||||||||||||||||||||
field | 12 | 350 ppm | 900 ppm | 2 | 6.25 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 9.375 | 0 | 0 | 85.9375 | 23.4375 | 0 | 0 | 0 | 0 | 9.375 | 109.375 | 125.0000000 | 0.1656250 | |||||||||||||||||||||||||||||||||
field | 12 | 350 ppm | 900 ppm | 3 | 1.5625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6.25 | 0 | 3.125 | 87.5 | 3.125 | 0 | 0 | 0 | 0 | 9.375 | 90.625 | 101.5625000 | 0.1328125 | |||||||||||||||||||||||||||||||||
field | 12 | 900 ppm | 350 ppm | 1 | 28.125 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 43.75 | 0 | 7.8125 | 0 | 48.4375 | 0 | 0 | 0 | 0 | 51.5625 | 48.4375 | 128.1250000 | 0.3390625 | |||||||||||||||||||||||||||||||||
field | 12 | 900 ppm | 350 ppm | 2 | 15 | 0 | 13.33333333 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6.666666667 | 13.33333333 | 1.666666667 | 58.33333333 | 33.33333333 | 35 | 0 | 0 | 0 | 6.666666667 | 73.33333333 | 68.33333333 | 163.3333333 | 0.4333333 | |||||||||||||||||||||||||||||||||
field | 12 | 900 ppm | 350 ppm | 3 | 23.4375 | 0 | 0 | 0 | 0 | 21.875 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3.125 | 54.6875 | 10.9375 | 9.375 | 17.1875 | 39.0625 | 0 | 0 | 21.875 | 3.125 | 75 | 56.25 | 179.6875000 | 0.5156250 | |||||||||||||||||||||||||||||||||
field | 12 | 900 ppm | 350 ppm | 4 | 4.6875 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4.6875 | 18.75 | 7.8125 | 48.4375 | 34.375 | 20.3125 | 0 | 0 | 0 | 4.6875 | 75 | 54.6875 | 139.0625000 | 0.3875000 | |||||||||||||||||||||||||||||||||
field | 12 | 900 ppm | 900 ppm | 1 | 17.1875 | 0 | 0 | 0 | 0 | 39.0625 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3.125 | 7.8125 | 0 | 15.625 | 34.375 | 1.5625 | 0 | 0 | 39.0625 | 3.125 | 23.4375 | 35.9375 | 118.7500000 | 0.3304687 | |||||||||||||||||||||||||||||||||
field | 12 | 900 ppm | 900 ppm | 2 | 1.5625 | 0 | 0 | 0 | 0 | 12.5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.5625 | 0 | 1.5625 | 98.4375 | 0 | 0 | 0 | 12.5 | 0 | 3.125 | 98.4375 | 115.6250000 | 0.1593750 | |||||||||||||||||||||||||||||||||
field | 12 | 900 ppm | 900 ppm | 3 | 9.375 | 0 | 0 | 0 | 0 | 31.25 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4.6875 | 0 | 0 | 0 | 92.1875 | 0 | 0 | 0 | 31.25 | 4.6875 | 0 | 92.1875 | 137.5000000 | 0.2484375 | |||||||||||||||||||||||||||||||||
field | 12 | 900 ppm | 900 ppm | 4 | 0 | 0 | 0 | 0 | 0 | 7.8125 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6.25 | 0 | 18.75 | 96.875 | 0 | 0 | 0 | 7.8125 | 0 | 25 | 96.875 | 129.6875000 | 0.2242187 | |||||||||||||||||||||||||||||||||
field | 350 ppm | 350 ppm | 1 | -0.629468049 | 12.124413000 | 11.494944950 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 350 ppm | 350 ppm | 2 | 2.655837299 | 10.335871470 | 12.991708760 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 350 ppm | 350 ppm | 3 | 0.504780834 | 14.369427740 | 14.874208580 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 350 ppm | 350 ppm | 4 | -4.343813687 | 12.937464320 | 8.593650635 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 900 ppm | 350 ppm | 1 | -0.454183699 | 7.494031026 | 7.039847328 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 900 ppm | 350 ppm | 2 | -4.320162006 | 17.775666590 | 13.455504580 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 900 ppm | 350 ppm | 3 | -2.704524497 | 14.350538150 | 11.646013650 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 900 ppm | 350 ppm | 4 | -3.608468651 | 8.384383042 | 4.775914391 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 900 ppm | 900 ppm | 1 | 1.312356906 | 9.885396744 | 11.197753650 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 900 ppm | 900 ppm | 2 | 3.233202053 | 8.928980670 | 12.162182720 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 900 ppm | 900 ppm | 3 | 4.441833235 | 8.691471764 | 13.133305000 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 900 ppm | 900 ppm | 4 | 2.962737365 | 10.687016920 | 13.649754290 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 350 ppm | 900 ppm | 1 | 2.111190281 | 6.333570842 | 8.444761123 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 350 ppm | 900 ppm | 2 | 4.190434919 | 6.421705460 | 10.612140380 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 350 ppm | 900 ppm | 3 | 1.756782297 | 5.238738119 | 6.995520417 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
field | 350 ppm | 900 ppm | 4 |