Data and code for geospatial modeling of CELLDEX data Tiegs et al. Predicting global organic-matter decomposition in flowing waters.
Raw data files in repository:
CELLDEX_deploy_dates.csv
DRP_Conc.tif
NO3_Conc.tif
gbc1549-sup-0009-ts02.csv
gbc20320-sup-0002-supinfo.csv
var_names.csv
validation_variables.csv
LeRoy.ExpandedDataset.Kvalues.csv
LeafConditionKey2.csv
TRY_traits.csv
Litter_traits_review.csv
Derived data files in repository:
litter_processed.csv
traits.csv
global_kd.tif
Raster of global predictions of ln cotton decomposition rates (1/d)
Code files in repository:
CELLDEX_geospatial_BRT.R
code for statistical analyses and figure generationlitter_process.R
code for cleaning and compiling litter decay and traits
Parameter | Definition | Units |
---|---|---|
partnerid | Numerical partner ID | |
stream | Numerical stream ID | |
deploy_date | Date of cotton deployment | month/day/year |
Source: McDowell et al. (2021) https://doi.org/10.1002/gdj3.111
Repository: https://doi.org/10.25400/lincolnuninz.11894697
Rasters of dissolved reactive phosphorus (DRP) and nitrate (NO3) yield from watersheds (kg (NO3-N or DRP-P)/ha/yr). Coarse-scale maps are provided in the above source, and fine-scale rasters were provided by authors.
Source: Mahowald et al. (2008) https://doi.org/10.1029/2008GB003240
Phosphorus dry deposition (kg P/km2/yr). See supporting information at above link for metadata.
Brahney et al. (2015) https://doi.org/10.1002/2015GB005137
Phosphorus dry deposition (kg P/km2/yr). See supporting information at above link for metadata.
Names of predictor variables that were included in the boosted regression tree model predicting cotton strip decomposition.
Parameter | Definition |
---|---|
Variables | Name of variable |
Transform | Transformation needed (see note) |
Description | Longer description of variable |
Source | Source of data |
Transformation codes: log = log(x); log1 = log(x+1); xhund = x*100; xten = x*10
Names of predictor variables that were included in the boosted regression tree validation model predicting leaf litter decomposition.
Parameter | Definition |
---|---|
Variables | Name of variable |
Source | Source of data |
Other CELLDEX cotton data
Source: Tiegs et al. 2019 https://doi.org/10.1126/sciadv.aav0486
Repository: https://github.com/dmcostello/CELLDEX2018
Files: CELLDEX_SITE_DATA.csv
CELLDEX_TEMPERATURE.csv
str_k.csv
Climate and weather
Source: https://www.worldclim.org/
Repository: worldclim
package in R
Files: wc2.1_10m_tmin_12.tif
N deposition
Source: Ackerman et al. (2019) https://doi.org/10.1029/2018GB005990
Repository: https://hdl.handle.net/11299/197613
Files: inorganic_N_deposition.csv
HydroBASINS
Source: Linke et al. (2019) https://doi.org/10.1038/s41597-019-0300-6
Repository: https://www.hydrosheds.org/products/hydroatlas
Files: BasinATLAS_v10_lev12.shp
Source: LeRoy et al. (2020) https://doi.org/10.1111/1365-2745.13262
Repository: https://github.com/andrew-hipp/decomposition-phylogeny-2019
See repository for metadata
Additional information about leaf condition not included in LeRoy.ExpandedDataset.Kvalues
. Provided by Jenn Follstad Shah. Linked by Sorting.code
.
Source: Data request from TRY Plant Trait Database (https://try-db.org/)
Parameter | Definition | Units |
---|---|---|
Genus | Plant genus | |
N_Leaf_Mn | Mean nitrogen content of fresh leaves | % dry mass |
N_Leaf_Med | Median nitrogen content of fresh leaves | % dry mass |
P_Leaf_Mn | Mean phosphorus content of fresh leaves | % dry mass |
P_Leaf_Med | Median phosphorus content of fresh leaves | % dry mass |
NtoP_Leaf_Mn | Mean N:P of fresh leaves | Mass ratio |
NtoP_Leaf_Med | Median N:P of fresh leaves | Mass ratio |
Thick_Mn | Mean fresh leaf thickness | mm |
Thick_Med | Median fresh leaf thickness | mm |
C_Leaf_Mn | Mean carbon content of fresh leaves | % dry mass |
C_Leaf_Med | Median carbon content of fresh leaves | % dry mass |
CtoN_Leaf_Mn | Mean C:N of fresh leaves | Mass ratio |
CtoN_Leaf_Med | Median C:N of fresh leaves | Mass ratio |
Ca_Leaf_Mn | Mean calcium content of fresh leaves | % dry mass |
Ca_Leaf_Med | Median calcium content of fresh leaves | % dry mass |
Database of litter chemistry from stream decomp experiments from literature. Provided by Jenn Follstad Shah.
Parameter | Definition | Units |
---|---|---|
Citation | Citation from which data were extracted | |
Sci_name | Taxonomic name of litter used | |
Genus | Taxonomic genus | |
Species | Taxonomic species | |
Family | Taxonomic family | |
Stream_names | Name of study stream | |
perC | Litter carbon content | % dry mass |
perN | Litter nitrogen content | % dry mass |
perP | Litter phosphorus content | % dry mass |
CtoN | Litter C:N | Molar ratio |
CtoP | Litter C:P | Molar ratio |
NtoP | Litter N:P | Molar ratio |
How_ratios_were_determined | If ratios were reported in paper or calculated | |
perLignin | Litter lignin content | % dry mass |
perCellulose | Litter cellulose content | % dry mass |
Derived dataset of average litter decomposition rates in streams with at least 3 measurements for each genera.
Parameter | Definition | Units |
---|---|---|
Sorting.code | Code to link back to original data | |
Mesh.size | Size of mesh in litter bag | See note 1 |
Leaf.condition | Condition of leaves in litter bag | See note 2 |
Genus | Taxonomic genus | |
latitude | Reported latitude | Decimal degrees |
longitude | Reported longitude | Decimal degrees |
mean_kd | Mean decomposition rate | 1/d |
mean_mean_daily_temp | Mean reported average temperature | °C |
Citation | Citation from which data were extracted |
- Data were screened to include only coarse or fine mesh bags.
- Data were screened to include only senesced or green leaves. Air-dried leaves were classified as senesced.
Derived dataset averaging and merging leaf and litter traits by genus. Parameter definitions and units are the same as TRY_traits.csv
and Litter_traits_review.csv
. All senesced litter traits are reported as genus-level means.