cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vqmf5q
title: Occurrence Download

description: A dataset containing 1840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lambdina quercivoraria Guenée, 1858",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 1840 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130287-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wftc2g
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Exoteleia pinifoliella (Chambers, 1880)",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 255 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130261-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cktgy5
title: Occurrence Download

description: A dataset containing 4707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Biston betularia (Linnaeus, 1758)",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 4707 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130288-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxqcqj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cleora tulbaghata (Felder & Rogenhofer, 1875)",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130310-210914110416597/datasets/export for details.
DOI: 10.15468/dl.y6k44a
title: Occurrence Download

description: A dataset containing 168757 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ploceus philippinus (Linnaeus, 1766))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 168757 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060391-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.el1vku
title: Occurrence Download

description: A dataset listing the 58399 species recorded in GBIF matching the query:
{
 "Country" : [
 "is Madagascar"
 ]
}

 The dataset's 58399 records were derived from 930 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017362-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2gzug
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-78.9795533000000063 43.0734278999999987, -78.9795533000000063 43.0747075800000019, -78.9795533000000063 43.0756825699999979, -78.9795533000000063 43.0762919399999973, -78.9795533000000063 43.0775716200000005, -78.9795533000000063 43.0784247300000018, -78.9795533000000063 43.0795215999999996, -78.9786383200000017 43.0795215999999996, -78.9771742599999982 43.0795215999999996, -78.9754051799999957 43.0795215999999996, -78.9740021100000007 43.0795215999999996, -78.9729040600000047 43.0795215999999996, -78.9718060099999946 43.0795215999999996, -78.9700979299999943 43.0795215999999996, -78.9689388799999961 43.0795215999999996, -78.9674748200000067 43.0795215999999996, -78.9664987700000012 43.0795215999999996, -78.9655227300000035 43.0795215999999996, -78.9639976600000040 43.0795215999999996, -78.9629606099999961 43.0795215999999996, -78.9618015599999978 43.0795215999999996, -78.9602154800000022 43.0795215999999996, -78.9589954300000016 43.0795215999999996, -78.9582023899999967 43.0795215999999996, -78.9569213999999988 43.0795215999999996, -78.9569213999999988 43.0784247300000018, -78.9569213999999988 43.0772669300000004, -78.9569213999999988 43.0765966199999966, -78.9569213999999988 43.0751950699999995, -78.9569213999999988 43.0742200800000035, -78.9569213999999988 43.0734278999999987, -78.9586904100000027 43.0734278999999987, -78.9601544799999999 43.0734278999999987, -78.9612525299999959 43.0734278999999987, -78.9624725900000044 43.0734278999999987, -78.9639366499999937 43.0734278999999987, -78.9647906900000010 43.0734278999999987, -78.9664377699999989 43.0734278999999987, -78.9675968199999971 43.0734278999999987, -78.9685728700000027 43.0734278999999987, -78.9696709199999987 43.0734278999999987, -78.9704029499999933 43.0734278999999987, -78.9715010000000035 43.0734278999999987, -78.9727820600000001 43.0734278999999987, -78.9746121400000050 43.0734278999999987, -78.9758932000000016 43.0734278999999987, -78.9775402700000058 43.0734278999999987, -78.9787603300000001 43.0734278999999987, -78.9795533000000063 43.0734278999999987))",
 "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 29 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095613-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mt5k7f
title: Occurrence Download

description: A dataset containing 4417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Halictus maculatus Smith, 1848, Halictus subauratus (Rossi, 1792))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 4417 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153989-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crnv8a
title: Occurrence Download

description: A dataset containing 19408 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ageratum conyzoides L."
 ]
}

 The dataset includes 19408 records from 502 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0351343-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10461597
title: UFLUX global ensemble 0.25deg monthly carbon, water, and energy fluxes from 2001 - 2021

description:  

UFLUX Ensemble Globe025dmonthly (Global 0.25° Monthly, 13 Members)

OverviewThe UFLUX ensemble dataset provides global monthly fluxes at 0.25° spatial resolution, incorporating 13 ensemble members derived from different combinations of satellite-based vegetation proxies and climate reanalysis data. The dataset includes five key ecosystem flux components:





Gross Primary Production (GPP)




Ecosystem Respiration (RECO)




Net Ecosystem Exchange (NEE)




Sensible Heat Flux (H)




Latent Energy Flux (LE)



Ensemble Members:Each member combines unique satellite vegetation indices with climate datasets:





MODIS-NIRv-CFSV2




MODIS-NIRv-ERA5




OCO-2-CSIF-ERA5




GOME-2-SIF-ERA5




GOSAT-755-SIF-ERA5




GOSAT-772-SIF-ERA5




MODIS-NDVI-ERA5




MODIS-EVI2-ERA5




AVHRR-NIRv-ERA5




AVHRR-NDVI-ERA5




AVHRR-EVI2-ERA5




MODIS-NIRv-ERA5-WY




MODIS-NIRv-ERA5-NT



Background and MethodologyThe Unified FLUXes (UFLUX) initiative is a data-driven, machine learning-based platform designed to upscale eddy covariance (EC) flux measurements from tower sites to the global scale. It aims to answer pressing questions about how effectively terrestrial ecosystems are managed under climate change.

Key innovations of UFLUX include:





Consistent Upscaling Framework: Harmonizes flux upscaling across spatial/temporal scales and multiple flux types (GPP, RECO, etc.) using deep decision tree-based methods, better suited than conventional neural networks for EC flux data.




Hybrid Explainable ML: Combines black-box ML with ecological interpretability through residual learning, offering both predictive power and new scientific insight (UFLUXv2).




Uncertainty Quantification: Employs sampling space completeness to assess model uncertainty in a transparent, robust manner.




Multisource Integration: Leverages complementary strengths of vegetation proxies (e.g., NIRv, SIF) and climate data (e.g., ERA5) to represent carbon dynamics more comprehensively than single-source approaches.




Superior Gap-Filling: Originally developed as a global EC flux gap-filling tool, UFLUX improves accuracy by up to 30% and reduces uncertainty by as much as 70% compared to traditional methods.




High Performance: Achieves strong predictive accuracy, with global-scale R² > 0.8 for RECO and ≈0.9 for GPP, while being computationally efficient enough to run on a standard laptop.




Community Adoption: Already used by other global upscaling projects, highlighting its reliability and impact.



ApplicationsUFLUX is ideal for studying the interactions between land management, climate change, and carbon fluxes, particularly in improving global estimates of GPP and RECO by addressing biases in EC measurements.

Resources



UFLUX Website: https://sites.google.com/view/uflux



Code Repository: https://github.com/soonyenju/uflux




Technical & Descriptive Publication: https://doi.org/10.1080/01431161.2024.2312266
DOI: 10.5281/zenodo.10461598
title: UFLUX global ensemble 0.25deg monthly carbon, water, and energy fluxes from 2001 - 2021

description:  

UFLUX Ensemble Globe025dmonthly (Global 0.25° Monthly, 13 Members)

OverviewThe UFLUX ensemble dataset provides global monthly fluxes at 0.25° spatial resolution, incorporating 13 ensemble members derived from different combinations of satellite-based vegetation proxies and climate reanalysis data. The dataset includes five key ecosystem flux components:





Gross Primary Production (GPP)




Ecosystem Respiration (RECO)




Net Ecosystem Exchange (NEE)




Sensible Heat Flux (H)




Latent Energy Flux (LE)



Ensemble Members:Each member combines unique satellite vegetation indices with climate datasets:





MODIS-NIRv-CFSV2




MODIS-NIRv-ERA5




OCO-2-CSIF-ERA5




GOME-2-SIF-ERA5




GOSAT-755-SIF-ERA5




GOSAT-772-SIF-ERA5




MODIS-NDVI-ERA5




MODIS-EVI2-ERA5




AVHRR-NIRv-ERA5




AVHRR-NDVI-ERA5




AVHRR-EVI2-ERA5




MODIS-NIRv-ERA5-WY




MODIS-NIRv-ERA5-NT



Background and MethodologyThe Unified FLUXes (UFLUX) initiative is a data-driven, machine learning-based platform designed to upscale eddy covariance (EC) flux measurements from tower sites to the global scale. It aims to answer pressing questions about how effectively terrestrial ecosystems are managed under climate change.

Key innovations of UFLUX include:





Consistent Upscaling Framework: Harmonizes flux upscaling across spatial/temporal scales and multiple flux types (GPP, RECO, etc.) using deep decision tree-based methods, better suited than conventional neural networks for EC flux data.




Hybrid Explainable ML: Combines black-box ML with ecological interpretability through residual learning, offering both predictive power and new scientific insight (UFLUXv2).




Uncertainty Quantification: Employs sampling space completeness to assess model uncertainty in a transparent, robust manner.




Multisource Integration: Leverages complementary strengths of vegetation proxies (e.g., NIRv, SIF) and climate data (e.g., ERA5) to represent carbon dynamics more comprehensively than single-source approaches.




Superior Gap-Filling: Originally developed as a global EC flux gap-filling tool, UFLUX improves accuracy by up to 30% and reduces uncertainty by as much as 70% compared to traditional methods.




High Performance: Achieves strong predictive accuracy, with global-scale R² > 0.8 for RECO and ≈0.9 for GPP, while being computationally efficient enough to run on a standard laptop.




Community Adoption: Already used by other global upscaling projects, highlighting its reliability and impact.



ApplicationsUFLUX is ideal for studying the interactions between land management, climate change, and carbon fluxes, particularly in improving global estimates of GPP and RECO by addressing biases in EC measurements.

Resources



UFLUX Website: https://sites.google.com/view/uflux



Code Repository: https://github.com/soonyenju/uflux




Technical & Descriptive Publication: https://doi.org/10.1080/01431161.2024.2312266
DOI: 10.5517/cc7l4wt
title: CCDC 225986: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock, I.C.Rodriguez-Medina|2004|J.Chem.Res.|2004|664|doi:10.3184/0308234043431762
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7l4xv
title: CCDC 225987: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock, I.C.Rodriguez-Medina|2004|J.Chem.Res.|2004|664|doi:10.3184/0308234043431762
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7l4yw
title: CCDC 225988: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock, I.C.Rodriguez-Medina|2004|J.Chem.Res.|2004|664|doi:10.3184/0308234043431762
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7l510
title: CCDC 225991: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock, I.C.Rodriguez-Medina|2004|J.Chem.Res.|2004|664|doi:10.3184/0308234043431762
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7l521
title: CCDC 225992: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock, I.C.Rodriguez-Medina|2004|J.Chem.Res.|2004|664|doi:10.3184/0308234043431762
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7kwvh
title: CCDC 225737: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock, K.Yildirim|2004|J.Chem.Res.|2004|519|doi:10.3184/0308234032563830
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc80w8d
title: CCDC 239173: Experimental Crystal Structure Determination

description: Related Article: I.G.Collado, A.Deligeorgopoulou, J.R.Hanson, P.B.Hitchcock, A.J.Macias-Sanchez|2004|J.Chem.Res.|2004|527|doi:10.3184/0308234042563884
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc52kyq
title: CCDC 151433: Experimental Crystal Structure Determination

description: Related Article: O.Cakmak, S.Ide, M.Karakas, A.Onal, A.Tutar|2004|J.Chem.Res.|2004|545|doi:10.3184/0308234042564036
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7w63d
title: CCDC 234673: Experimental Crystal Structure Determination

description: Related Article: C.Uyanik, J.R.Hanson, P.B.Hitchcock|2004|J.Chem.Res.|2004|530|doi:10.3184/0308234042563974
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6g9kh
title: CCDC 192496: Experimental Crystal Structure Determination

description: Related Article: Ru-Fen Zhang, Lin-Lin Qiu, Feng Li, Chun-Lin Ma|2004|Chin.J.Chem.|22|768|doi:10.1002/cjoc.20040220731
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7sq6x
title: CCDC 232289: Experimental Crystal Structure Determination

description: Related Article: Cui-Hua Zhao, Li Liu, Yong-Jun Chen, Dong Wang|2004|J.Chem.Res.|2004|589|doi:10.3184/0308234042430485
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7kzpf
title: CCDC 225825: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock, H.Saberi|2004|J.Chem.Res.|2004|667|doi:10.3184/0308234043431672
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7kzqg
title: CCDC 225826: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock, H.Saberi|2004|J.Chem.Res.|2004|667|doi:10.3184/0308234043431672
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7l0b4
title: CCDC 225845: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock|2004|J.Chem.Res.|2004|670|doi:10.3184/0308234043431726
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7l0c5
title: CCDC 225846: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock|2004|J.Chem.Res.|2004|670|doi:10.3184/0308234043431726
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc7l0d6
title: CCDC 225847: Experimental Crystal Structure Determination

description: Related Article: J.R.Hanson, P.B.Hitchcock|2004|J.Chem.Res.|2004|670|doi:10.3184/0308234043431726
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.