cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/znc9-9v91
title: Ussurisky Nature Reserve ostracode surface sample dataset

description: Raw data for the Ussurisky Nature Reserve ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q0vk-9c44
title: Mill Lake diatom surface sample dataset

description: Raw data for the Mill Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/rx0y-r413
title: LDDsite1991 water chemistry dataset

description: Raw data for the LDDsite1991 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.3f6b5p
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euonymus melananthus Franch. & Sav.",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 253 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023666-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/7c87-g305
title: Caskey Lake diatom surface sample dataset

description: Raw data for the Caskey Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/t9s7-jb02
title: Vladivostok ostracode surface sample dataset

description: Raw data for the Vladivostok ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7yz6-jm66
title: LDDsite4302 water chemistry dataset

description: Raw data for the LDDsite4302 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15269922
title: Global Maps of Aboveground Biomass, Canopy Height and Cover for 2023 at 10 m Resolution from Multi-Sensor Satellite Imagery

description: This repository contains the global datasets of aboveground biomass, canopy height and cover accompanying the publication:

Weber, M.; Beneke, C.; Wheeler, C. Unified Deep Learning Model for Global Prediction of Aboveground Biomass, Canopy Height, and Cover from High-Resolution, Multi-Sensor Satellite Imagery. Remote Sens. 2025, 17, 1594. https://doi.org/10.3390/rs17091594

The dataset consists of GeoTIFF files covering a latitude range from 57° S to 67° N in splits of 3° x 3° per file. Each file contains 6 bands corresponding to the model outputs with the following order:



aboveground biomass density (Mg/ha), AGBD

canopy height (cm), CH

canopy cover (%), CC

standard error of AGBD

standard error of CH

standard error of CC


In addition, an alpha band is included indicating the valid pixels. Non-valid pixels are masked based on the following conditions:



is water or

is urban build up


Due to the storage limit on Zenodo, we provide a sub-sample of 9 globally distributed files (48 GB) of the full dataset (5 TB) in this repository.

The files have the following naming convention: earthdaily_agbd_{lon}_{lat}-[data, alpha].tifWe provide the full list of files contained in this dataset in filelist.txt. The sub-sample of files contained in this repository are listed in filelist_sample.txt.

The full dataset can be retrieved from a public S3 bucket on AWS as a Requester-Pays service. Note that no transfer costs are incurred if downloading to an AWS resource within the same region (us-west-2). For further details on data transfer costs we refer to the AWS documentation. We encourage users to create their own AWS account (if not already existing) and transfer individual files within the same region by:

aws s3 cp s3://eda-appsci-open-access/biomass/earthdaily_agbd_{lon}_{lat}-[data, alpha].tif DESTINATION_PATH --request-payer requester

or the full dataset by:

aws s3 sync s3://eda-appsci-open-access/biomass/ DESTINATION_PATH --request-payer requester

For access without an AWS account, please contact the corresponding author (Manuel Weber).

Files in this repository:



AGBD_CH_CC_sample_2023.zip; archive of 9 globally distributed sample GeoTIFFs

filelist_sample.txt; S3 paths of the sample files

filelist.txt; S3 paths of the full dataset
DOI: 10.5281/zenodo.15269923
title: Global Maps of Aboveground Biomass, Canopy Height and Cover for 2023 at 10 m Resolution from Multi-Sensor Satellite Imagery

description: This repository contains the global datasets of aboveground biomass, canopy height and cover accompanying the publication:

Weber, M.; Beneke, C.; Wheeler, C. Unified Deep Learning Model for Global Prediction of Aboveground Biomass, Canopy Height, and Cover from High-Resolution, Multi-Sensor Satellite Imagery. Remote Sens. 2025, 17, 1594. https://doi.org/10.3390/rs17091594

The dataset consists of GeoTIFF files covering a latitude range from 57° S to 67° N in splits of 3° x 3° per file. Each file contains 6 bands corresponding to the model outputs with the following order:



aboveground biomass density (Mg/ha), AGBD

canopy height (cm), CH

canopy cover (%), CC

standard error of AGBD

standard error of CH

standard error of CC


In addition, an alpha band is included indicating the valid pixels. Non-valid pixels are masked based on the following conditions:



is water or

is urban build up


Due to the storage limit on Zenodo, we provide a sub-sample of 9 globally distributed files (48 GB) of the full dataset (5 TB) in this repository.

The files have the following naming convention: earthdaily_agbd_{lon}_{lat}-[data, alpha].tifWe provide the full list of files contained in this dataset in filelist.txt. The sub-sample of files contained in this repository are listed in filelist_sample.txt.

The full dataset can be retrieved from a public S3 bucket on AWS as a Requester-Pays service. Note that no transfer costs are incurred if downloading to an AWS resource within the same region (us-west-2). For further details on data transfer costs we refer to the AWS documentation. We encourage users to create their own AWS account (if not already existing) and transfer individual files within the same region by:

aws s3 cp s3://eda-appsci-open-access/biomass/earthdaily_agbd_{lon}_{lat}-[data, alpha].tif DESTINATION_PATH --request-payer requester

or the full dataset by:

aws s3 sync s3://eda-appsci-open-access/biomass/ DESTINATION_PATH --request-payer requester

For access without an AWS account, please contact the corresponding author (Manuel Weber).

Files in this repository:



AGBD_CH_CC_sample_2023.zip; archive of 9 globally distributed sample GeoTIFFs

filelist_sample.txt; S3 paths of the sample files

filelist.txt; S3 paths of the full dataset
DOI: 10.21233/jakd-7m57
title: Hannaberry Lake diatom dataset

description: Raw data for the Hannaberry Lake diatom dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/vjr5-qy64
title: Souris River water chemistry dataset

description: Raw data for the Souris River water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.zs7bua
title: Occurrence Download

description: A dataset containing 25227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Instituto de Botánica Darwinion",
 "InstitutionKey is 1eeead7c-9721-4319-8c20-41b4e5837262"
 ]
}

 The dataset includes 25227 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023667-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15375940
title: TABLE 2 in Taxonomic assessment of the shrimp Macrobrachium denticulatum Ostrovski, da Fonseca & da Silva-Ferreira, 1996 (Decapoda: Palaemonidae) using molecular and morphological data: a comparison with M. olfersii (Wiegmann, 1836)

description: TABLE 2. Comparison of the diagnostic characters between Macrobrachium denticulatum Ostrovski, da Fonseca & da Silva-Ferreira, 1996 and Macrobrachium olfersii (Wiegmann, 1836).
CharactersM. denticulatumM. olfersiiRostrumLength of 1st pereiopodfrom ½ to the entire carpus extending beyond the scaphoceritefrom ½ of the carpus to ½ of the merus extending beyond the scaphoceriteCutting edge of the fixed finger of larger 2nd pereiopod Fingers of 2nd pereiopod Palm of 2nd pereiopod2–5 small teeth followed by one large proximal tooth Fingers with a gap between them Strong spines with setae and pubescence. Palm larger than the dactylus, slightly or greatly inflated2–4 small teeth followed by one large proximal tooth Fingers with a gap between them Strong spines with setae and pubescence. Palm larger or smaller than the dactylus, slightly or greatly inflatedLength of 2nd pereiopodFrom ½ of the merus to ½ of the carpus extending beyond the scaphoceriteFrom ½ of the carpus to ⅓ of the merus extending beyond the scaphocerite
* Teeth on the upper margin of the rostrum (post-orbital teeth) / number of teeth on the lower margin of the rostrum.
description: Published as part of Cardim, Robert Wagner Dos Santos, Mota, Thaís Arrais & Carvalho, Fabrício Lopes, 2025, Taxonomic assessment of the shrimp Macrobrachium denticulatum Ostrovski, da Fonseca & da Silva-Ferreira, 1996 (Decapoda: Palaemonidae) using molecular and morphological data: a comparison with M. olfersii (Wiegmann, 1836), pp. 484 in Zootaxa 5631 (3) on page 484, DOI: 10.11646/zootaxa.5631.3.3, http://zenodo.org/record/15370835
DOI: 10.5281/zenodo.15375941
title: TABLE 2 in Taxonomic assessment of the shrimp Macrobrachium denticulatum Ostrovski, da Fonseca & da Silva-Ferreira, 1996 (Decapoda: Palaemonidae) using molecular and morphological data: a comparison with M. olfersii (Wiegmann, 1836)

description: TABLE 2. Comparison of the diagnostic characters between Macrobrachium denticulatum Ostrovski, da Fonseca & da Silva-Ferreira, 1996 and Macrobrachium olfersii (Wiegmann, 1836).
CharactersM. denticulatumM. olfersiiRostrumLength of 1st pereiopodfrom ½ to the entire carpus extending beyond the scaphoceritefrom ½ of the carpus to ½ of the merus extending beyond the scaphoceriteCutting edge of the fixed finger of larger 2nd pereiopod Fingers of 2nd pereiopod Palm of 2nd pereiopod2–5 small teeth followed by one large proximal tooth Fingers with a gap between them Strong spines with setae and pubescence. Palm larger than the dactylus, slightly or greatly inflated2–4 small teeth followed by one large proximal tooth Fingers with a gap between them Strong spines with setae and pubescence. Palm larger or smaller than the dactylus, slightly or greatly inflatedLength of 2nd pereiopodFrom ½ of the merus to ½ of the carpus extending beyond the scaphoceriteFrom ½ of the carpus to ⅓ of the merus extending beyond the scaphocerite
* Teeth on the upper margin of the rostrum (post-orbital teeth) / number of teeth on the lower margin of the rostrum.
description: Published as part of Cardim, Robert Wagner Dos Santos, Mota, Thaís Arrais & Carvalho, Fabrício Lopes, 2025, Taxonomic assessment of the shrimp Macrobrachium denticulatum Ostrovski, da Fonseca & da Silva-Ferreira, 1996 (Decapoda: Palaemonidae) using molecular and morphological data: a comparison with M. olfersii (Wiegmann, 1836), pp. 484 in Zootaxa 5631 (3) on page 484, DOI: 10.11646/zootaxa.5631.3.3, http://zenodo.org/record/15370835
DOI: 10.21233/j3rx-wg28
title: Lac du Bonnet water chemistry dataset

description: Raw data for the Lac du Bonnet water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/a0fx-4445
title: Loch Maasaig pollen surface sample dataset

description: Raw data for the Loch Maasaig pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/b4h0-p062
title: LDDsite259 ostracode surface sample dataset

description: Raw data for the LDDsite259 ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.wddzrj
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Daphne miyabeana Makino",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 91 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023668-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/ex71-yt22
title: Young [3BA20] vertebrate fauna dataset

description: Raw data for the Young [3BA20] vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/f5h3-mp96
title: NLA06608-0414 diatom surface sample dataset

description: Raw data for the NLA06608-0414 diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/m842-ax83
title: MALB 14-1 vertebrate fauna dataset

description: Raw data for the MALB 14-1 vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/mvpt-ax26
title: 20 [HFL20] diatom surface sample dataset

description: Raw data for the 20 [HFL20] diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/901k-ba19
title: Melody Lake diatom surface sample dataset

description: Raw data for the Melody Lake diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/xtcz-3s14
title: Union Lake pollen dataset

description: Raw data for the Union Lake pollen dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.15035944
title: Checklist of Vascular Plants, CWRs and WHPs of Lithuania

description: In the face of global climate change, biodiversity loss, and increasing risk of crop genetic erosion, the conservation of crop wild relatives (CWRs) and wild harvested plants (WHPs) has become urgent. As the first step towards preparing the Lithuanian national strategy for conservation of CWRs and WHPs, a preliminary checklist of vascular plants of Lithuania has been compiled. Out of this, an annotated CWR and WHP checklist was generated, containing plant taxa that are related to crops or are harvested in the wild for food, forage, medicinal, aromatic, industrial and other uses. As a result, an inventory of 147 CWR/WHP priority taxa for food and agriculture has been created by using several criteria including species relatedness to crops, socio-economic and cultural importance of species, and threat status of species. Our study offers a de novo assessment of CWR and WHP diversity in Lithuania and provides valuable insights regarding enhancement of conservation and sustainable use of the target taxa.
DOI: 10.5281/zenodo.15347616
title: Supplementary material for 'Crop Wild Relatives and Wild Harvested Plants in Lithuania: New Insights into their Diversity and Conservation'

description: In the face of global climate change, biodiversity loss, and increasing risk of crop genetic erosion, the conservation of crop wild relatives (CWR) and wild harvested plants (WHP) has become urgent. As the first step towards preparing the Lithuanian national strategy for conservation of CWR and WHP, a preliminary checklist of vascular plants of Lithuania has been compiled. Out of this, an annotated CWR and WHP checklist was generated, containing plant taxa that are related to crops or are harvested in the wild for food, forage, medicinal, aromatic, industrial, and other uses. As a result, an inventory of 147 CWR and WHP priority taxa for food and agriculture has been created by using several criteria including species relatedness to crops, socio-economic and cultural importance of species, and threat status of species. Our study offers a de novo assessment of CWR and WHP diversity in Lithuania and provides valuable insights regarding enhancement of conservation and sustainable use of the target taxa.
DOI: 10.5281/zenodo.14989322
title: Supplementary material for 'Crop Wild Relatives and Wild Harvested Plants in Lithuania: New Insights into their Diversity and Conservation'

description: In the face of global climate change, biodiversity loss, and increasing risk of crop genetic erosion, the conservation of crop wild relatives (CWR) and wild harvested plants (WHP) has become urgent. As the first step towards preparing the Lithuanian national strategy for conservation of CWR and WHP, a preliminary checklist of vascular plants of Lithuania has been compiled. Out of this, an annotated CWR and WHP checklist was generated, containing plant taxa that are related to crops or are harvested in the wild for food, forage, medicinal, aromatic, industrial, and other uses. As a result, an inventory of 147 CWR and WHP priority taxa for food and agriculture has been created by using several criteria including species relatedness to crops, socio-economic and cultural importance of species, and threat status of species. Our study offers a de novo assessment of CWR and WHP diversity in Lithuania and provides valuable insights regarding enhancement of conservation and sustainable use of the target taxa.
DOI: 10.5281/zenodo.14989323
title: Checklist of Vascular Plants, CWRs and WHPs of Lithuania

description: In the face of global climate change, biodiversity loss, and increasing risk of crop genetic erosion, the conservation of crop wild relatives (CWRs) and wild harvested plants (WHPs) has become urgent. As the first step towards preparing the Lithuanian national strategy for conservation of CWRs and WHPs, a preliminary checklist of vascular plants of Lithuania has been compiled. Out of this, an annotated CWR and WHP checklist was generated, containing plant taxa that are related to crops or are harvested in the wild for food, forage, medicinal, aromatic, industrial and other uses. As a result, an inventory of 147 CWR/WHP priority taxa for food and agriculture has been created by using several criteria including species relatedness to crops, socio-economic and cultural importance of species, and threat status of species. Our study offers a de novo assessment of CWR and WHP diversity in Lithuania and provides valuable insights regarding enhancement of conservation and sustainable use of the target taxa.
DOI: 10.21233/zjzq-4z50
title: Lille Vildmose testate amoebae surface sample dataset

description: Raw data for the Lille Vildmose testate amoebae surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.3886/e197121
title: Code for: How Do Entrants Build Market Share? The Role of Demand Frictions

description: We construct a new data set to show that successful entrants in
the consumer food sector build market share by adding new customers. Entrants reach new customers by entering more geographical markets, placing their product in more stores in these markets,
and for a positively selected subset of firms, by advertising direct
to customers. These activities are costly and are associated with
persistent increases in quantities, but there are no differences in
markups between new and mature markets. This confirms a central role for marketing and advertising in overcoming demand-side
frictions that slow firm growth.