cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.uk4e7f
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba monantha Gilg, 1898"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048837-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jsm2s4
title: Occurrence Download

description: A dataset containing 276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Encholirium spectabile Mart. ex Schult. & Schult.f.",
 "Year 1970-2022"
 ]
}

 The dataset includes 276 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010417-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pg8az2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eudema monantha (Gilg ex Kuntze) Gilg & Muschl."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048842-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4s5yf
title: Occurrence Download

description: A dataset containing 1374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-76.8755198000000064 40.2189107000000021, -76.8755198000000064 40.2224043699999996, -76.8755198000000064 40.2247800600000005, -76.8755198000000064 40.2282737199999971, -76.8755198000000064 40.2305096700000036, -76.8755198000000064 40.2330251099999998, -76.8755198000000064 40.2354008000000007, -76.8713120299999986 40.2354008000000007, -76.8683665899999937 40.2354008000000007, -76.8655614099999980 40.2354008000000007, -76.8614938999999993 40.2354008000000007, -76.8614938999999993 40.2327456100000020, -76.8614938999999993 40.2306494199999989, -76.8614938999999993 40.2274352399999984, -76.8614938999999993 40.2247800600000005, -76.8614938999999993 40.2231031000000030, -76.8614938999999993 40.2205876599999996, -76.8614938999999993 40.2189107000000021, -76.8655614099999980 40.2189107000000021, -76.8685068500000028 40.2189107000000021, -76.8710315099999946 40.2189107000000021, -76.8735561700000005 40.2189107000000021, -76.8755198000000064 40.2189107000000021))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 1374 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074208-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-06.2822473/2371117
title: Data for EMSL Project 51287 from June 2023
DOI: 10.15468/dl.4yxd22
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tulipa turkestanica (Regel) Regel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 126 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073157-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-06.2822429/2371118
title: Data for EMSL Project 51287 from June 2023
DOI: 10.15468/dl.s2qe6g
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Braya pycnophylloides Speg."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048853-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc3wr8
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Strix occidentalis lucida (Nelson, 1903)"
 ]
}

 The dataset includes 31 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021710-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tr6j58
title: Occurrence Download

description: A dataset containing 174144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gasterosteus aculeatus Linnaeus, 1758"
 ]
}

 The dataset includes 174144 records from 443 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010448-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-06.2822550/2371119
title: Data for EMSL Project 51287 from June 2023
DOI: 10.15468/dl.a2z5c9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eudema microphylla Gilg & Muschl."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048855-220831081235567/datasets/export for details.
DOI: 10.15468/dl.kj32bd
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salamis anteva Ward, 1870"
 ]
}

 The dataset includes 88 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125599-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzety7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eudema patagonica (Speg.) Gilg & Muschl."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048860-220831081235567/datasets/export for details.
DOI: 10.25582/data.2023-06.2822556/2371120
title: Data for EMSL Project 51287 from June 2023
DOI: 10.15468/dl.6scrdg
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tropidodipsas fasciata Günther, 1858",
 "Year 1950-2022"
 ]
}

 The dataset includes 67 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073202-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-06.2822683/2371121
title: Data for EMSL Project 51287 from June 2023
DOI: 10.15468/dl.epeeqw
title: Occurrence Download

description: A dataset containing 323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ingerana borealis (Annandale, 1912)"
 ]
}

 The dataset includes 323 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125607-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yt3cjr
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leontodon tenuiflorus (Gaudin) Rchb.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 283 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048881-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-06.2822696/2371122
title: Data for EMSL Project 51287 from June 2023
DOI: 10.15468/dl.4tf8s8
title: Occurrence Download

description: A dataset containing 2150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.97470 19.09441,61.97470 19.09441,61.97470 79.90559,-89.97470 79.90559,-89.97470 19.09441))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spinachia spinachia (Linnaeus, 1758)"
 ]
}

 The dataset includes 2150 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010454-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-06.2822674/2371123
title: Data for EMSL Project 51287 from June 2023
DOI: 10.15468/dl.kbq5g2
title: Occurrence Download

description: A dataset containing 24633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia)",
 "Year is greater than or equal to 1950",
 "TaxonKey is Rhinella marina (Linnaeus, 1758)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 24633 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125608-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3mcpw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thlaspi septigerum (Bunge) Jafri"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048885-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-06.2822687/2371124
title: Data for EMSL Project 51287 from June 2023
DOI: 10.15468/dl.crhps3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eutrema potaninii Kom."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048886-220831081235567/datasets/export for details.
DOI: 10.15468/dl.tksazz
title: Occurrence Download

description: A dataset containing 427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bathygadus melanobranchus Vaillant, 1888"
 ]
}

 The dataset includes 427 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010456-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4bsxw
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euura atra (Jurine, 1807)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 257 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005404-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snwz9g
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euplectrus bicolor (Swederus, 1795)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 395 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005405-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbdc2h
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix chevalieri Seemen",
 "Continent is Africa"
 ]
}

 The dataset includes 15 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005403-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15115993
title: Data for "The Weak Land Carbon Sink Hypothesis" by Randerson et al. in review at Science Advances

description: Please find the attached .zip file that contains data files and Python Jupyter Notebook and NCL programs to read these data and create the figures in the main text and Supplementary Materials for the manuscript:

Randerson, J.T., Y. Li, W. Fu, F. Primeau, J.E. Kim, M. Mu, F.M. Hoffman, A.T. Trugman, L. Yang, C. Wu, J.A. Wang, W.R.L. Anderegg, A. Baccini, M.A. Friedl, S. Saatchi, A.S. Denning, and M.L. Goulden. 2024. The weak land carbon sink hypothesis. Science Advances. In review.

Upon extracting, there is 1 directory for each figure in the manuscript. Within each directory, there is either a Jupyter notebook (.ipynb) or NCAR Command Language (.ncl) program that will read the data files in the directory and then generate the figure in the manuscript.

For detailed analysis of these data files, we highly recommend going to the original source of different data, which can be found in Data Availability statement of the Science Advances article.

Jim Randerson and Mingquan Mu

jranders@uci.edu, mmu@uci.edu

UC Irvine

4-4-2025
DOI: 10.5281/zenodo.15115994
title: Data for "The Weak Land Carbon Sink Hypothesis" by Randerson et al. in review at Science Advances

description: Please find the attached .zip file that contains data files and Python Jupyter Notebook and NCL programs to read these data and create the figures in the main text and Supplementary Materials for the manuscript:

Randerson, J.T., Y. Li, W. Fu, F. Primeau, J.E. Kim, M. Mu, F.M. Hoffman, A.T. Trugman, L. Yang, C. Wu, J.A. Wang, W.R.L. Anderegg, A. Baccini, M.A. Friedl, S. Saatchi, A.S. Denning, and M.L. Goulden. 2024. The weak land carbon sink hypothesis. Science Advances. In review.

Upon extracting, there is 1 directory for each figure in the manuscript. Within each directory, there is either a Jupyter notebook (.ipynb) or NCAR Command Language (.ncl) program that will read the data files in the directory and then generate the figure in the manuscript.

For detailed analysis of these data files, we highly recommend going to the original source of different data, which can be found in Data Availability statement of the Science Advances article.

Jim Randerson and Mingquan Mu

jranders@uci.edu, mmu@uci.edu

UC Irvine

4-4-2025
DOI: 10.15468/dl.hjgu8s
title: Occurrence Download

description: A dataset containing 62813 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Laboratory of Tree-Ring Research Natural History Collection"
 ]
}

 The dataset includes 62813 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081951-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15424735
title: ePSFs from "Initial Characterization of Photometry of Roman images from the OpenUniverse Simulations", Aldoroty et al. 2026

description: Library of ePSFs associated with "Initial Characterization of Photometry of Roman images from the OpenUniverse Simulations", Aldoroty et al. 2025a. 

The DOI of this file package is 10.5281/zenodo.15609513. 

File name format:[cutoutsize]_[centerx]_[centery]_-_19.0_21.5_-_[band].psf- cutoutsize: The pixel edge length of the area this PSF is applicable to (\Delta_{px} in the manuscript). e.g., for a 1 x 1 grid, cutoutsize = 4088. For a 2 x 2 grid, cutoutsize = 2044, etc. - centerx: The x pixel coordinate of the center of the PSF's range, covered by cutoutsize.- centery: The y pixel coordinate of the center of the PSF's range, covered by cutoutsize. - band: The filter this PSF is associated with. - 19.0 and 21.5: the minimum and maximum simulated catalog magnitudes used to select stars to generate this PSF.

Each *.psf file is a pickled dictionary, and can be opened with Python's pickle module like:

with open(psfpath, 'rb') as f:    psf_obj = pkl.load(f)

psf_obj is a dictionary with keys dict_keys(['psf', 'truth', 'fitted_stars', 'N_stars', 'band', 'sca', 'x_edges', 'y_edges', 'x_cen', 'y_cen']). 

- psf is a photutils.psf.ImagePSF object that contains the actual PSF.- truth is a list of astropy tables that contain the simulated catalog information of the stars used to generate this PSF.- fitted_stars is a photutils.psf.epsf_stars.EPSFStars object that contains the fitted stars.- N_stars is the number of stars used to generate the PSF.- band is the filter this PSF is associated with.- sca is the SCA this PSF is associated with.- x_edges and y_edges are the pixel coordinate edges of the region this PSF is associated with.- x_cen and y_cen are the pixel coordinate center of the region this PSF is associated with.
DOI: 10.5281/zenodo.15609513
title: ePSFs from "Initial Characterization of Photometry of Roman images from the OpenUniverse Simulations", Aldoroty et al. 2026

description: Library of ePSFs associated with "Initial Characterization of Photometry of Roman images from the OpenUniverse Simulations", Aldoroty et al. 2025a. 

The DOI of this file package is 10.5281/zenodo.15609513. 

File name format:[cutoutsize]_[centerx]_[centery]_-_19.0_21.5_-_[band].psf- cutoutsize: The pixel edge length of the area this PSF is applicable to (\Delta_{px} in the manuscript). e.g., for a 1 x 1 grid, cutoutsize = 4088. For a 2 x 2 grid, cutoutsize = 2044, etc. - centerx: The x pixel coordinate of the center of the PSF's range, covered by cutoutsize.- centery: The y pixel coordinate of the center of the PSF's range, covered by cutoutsize. - band: The filter this PSF is associated with. - 19.0 and 21.5: the minimum and maximum simulated catalog magnitudes used to select stars to generate this PSF.

Each *.psf file is a pickled dictionary, and can be opened with Python's pickle module like:

with open(psfpath, 'rb') as f:    psf_obj = pkl.load(f)

psf_obj is a dictionary with keys dict_keys(['psf', 'truth', 'fitted_stars', 'N_stars', 'band', 'sca', 'x_edges', 'y_edges', 'x_cen', 'y_cen']). 

- psf is a photutils.psf.ImagePSF object that contains the actual PSF.- truth is a list of astropy tables that contain the simulated catalog information of the stars used to generate this PSF.- fitted_stars is a photutils.psf.epsf_stars.EPSFStars object that contains the fitted stars.- N_stars is the number of stars used to generate the PSF.- band is the filter this PSF is associated with.- sca is the SCA this PSF is associated with.- x_edges and y_edges are the pixel coordinate edges of the region this PSF is associated with.- x_cen and y_cen are the pixel coordinate center of the region this PSF is associated with.
DOI: 10.15468/dl.wyjf4q
title: Occurrence Download

description: A dataset containing 453012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Reynoutria japonica"
 ]
}

 The dataset includes 453012 records from 1453 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081914-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25318/1310037001-eng
title: Health-adjusted life expectancy, by sex, inactive

description: Health adjusted life expectancy and life expectancy rates, at birth and at age 65, by sex, three-year average, by income quintiles.
DOI: 10.25318/1310037001-fra
title: Espérance de vie ajustée sur la santé, selon le sexe, inactif

description: Espérance de vie en fonction de la santé et le taux d’espérance de vie à la naissance, à la naissance et à 65 ans, selon le sexe, moyenne de trois ans, par groupe de revenue.
DOI: 10.5281/zenodo.18187815
title: Audit package for " Gravity With a Past: The Trace of Memory "

description: Gravity With a Past: The Trace of Memory, audit and reproducibility package.

This record provides the frozen input tables, normalised derived tables, and scripts required to regenerate the numerical audit reported in the companion paper and its Supplement.

The canonical comparison table is output/audit_mem_vs_halo_sys0.10.csv. Running make verify checks package integrity via SHA256; running make run regenerates the summary report in doc/RESULTS_SUPP.txt, the SLACS summary in doc/RESULTS_SLACS.txt, and the PDE single-galaxy sanity log in doc/PDE_SANITY.log.

The package includes the SPARC rotation-curve inputs and the SLACS catalogue used by the audit.
DOI: 10.5281/zenodo.18187816
title: Audit package for " Gravity With a Past: The Trace of Memory "

description: Gravity With a Past: The Trace of Memory, audit and reproducibility package.

This record provides the frozen input tables, normalised derived tables, and scripts required to regenerate the numerical audit reported in the companion paper and its Supplement.

The canonical comparison table is output/audit_mem_vs_halo_sys0.10.csv. Running make verify checks package integrity via SHA256; running make run regenerates the summary report in doc/RESULTS_SUPP.txt, the SLACS summary in doc/RESULTS_SLACS.txt, and the PDE single-galaxy sanity log in doc/PDE_SANITY.log.

The package includes the SPARC rotation-curve inputs and the SLACS catalogue used by the audit.