cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57830/2314550
title: Field data for the Vegetation Mapping Inventory Project of Fredericksburg and Spotsylvania County Battlefields Memorial National Military Park - Open Format Data Package

description: These data were converted from the originally delivered Microsoft Access PLOTs database from the Vegetation Mapping Inventory Project of Fredericksburg and Spotsylvania County Battlefields Memorial National Military Park.  These comma-delimited data tables contain(s) vegetation mapping plot classification and accuracy assessment data, as well as summary information about the data itself. If a table is empty, then it was empty in the original database.
DOI: 10.15468/dl.47mvsr
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cornus sericea",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 115 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049131-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg3nx9
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cornus sericea",
 "Country is Finland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 108 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049132-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29125724
title: Genome annotation data of Qiancha 1 (QC1) tea cultivar

description: The genome annotation data of Qiancha 1 (QC1) tea cultivar. The genome sequencing data of this cultivar has been made available in the National Genomics Data Center (https://ngdc.cncb.ac.cn/) under project number PRJCA028918. Related papers have been published in Horticultural Research (DOI:10.1093/hr/uhaf064).
DOI: 10.5281/zenodo.15469971
title: High-Resolution Soil Moisture Product for India, 1981-2024

description: This dataset provides daily root-zone soil moisture (RZSM) estimates over India at 0.05° (~5 km) spatial resolution for the period 1981–2024. The data were generated using a machine learning approach that combines outputs from the calibrated H08 land surface model with SMAP satellite observations. A grid-wise Random Forest model was trained using data from 2016–2024, with input features including H08-simulated soil moisture, evapotranspiration, precipitation, and temperature. The resulting dataset offers high-resolution, long-term soil moisture estimates tailored for hydrological and agricultural studies across India.
DOI: 10.5281/zenodo.15469972
title: High-Resolution Soil Moisture Product for India, 1981-2024

description: This dataset provides daily root-zone soil moisture (RZSM) estimates over India at 0.05° (~5 km) spatial resolution for the period 1981–2024. The data were generated using a machine learning approach that combines outputs from the calibrated H08 land surface model with SMAP satellite observations. A grid-wise Random Forest model was trained using data from 2016–2024, with input features including H08-simulated soil moisture, evapotranspiration, precipitation, and temperature. The resulting dataset offers high-resolution, long-term soil moisture estimates tailored for hydrological and agricultural studies across India.
DOI: 10.5281/zenodo.15428722
title: DiffPharma: Dataset, Generated Molecules, and Pre-trained Model

description: This repository contains data and model files for DiffPharma. It includes:



dataset.zip - Training and test datasets used for model development

generated_molecules.zip - Molecular structures generated by the model as presented in our paper

DiffPharma_best.ckpt - Pre-trained model checkpoint file
DOI: 10.5281/zenodo.15428723
title: DiffPharma: Dataset, Generated Molecules, and Pre-trained Model

description: This repository contains data and model files for DiffPharma. It includes:



dataset.zip - Training and test datasets used for model development

generated_molecules.zip - Molecular structures generated by the model as presented in our paper

DiffPharma_best.ckpt - Pre-trained model checkpoint file
DOI: 10.15493/dea.mims.111072024
title: Short-term observations of daily bottom temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location RiB02 (April 2009 - September 2009)

description: Short-term observations of daily bottom temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location RiB02 (April 2009 - September 2009)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present processed daily bottom temperatures (573m) from an coustic Doppler Current Profiler (ADCP) at location RiB02 (29.02°S; 32.26°E) on the continental slope off Richards Bay, between April 2009 - September 2009.
description: A bottom-mounted, upward-looking, 75kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 16m and a blanking distance of 5m, and deployed at location RiB02 (29.02°S; 32.26°E), on the continental slope of Richards Bay. The instrument measured hourly bottom temperatures (573m) between 01 April 2009 and  29 September 2009. These hourly values were then averaged to daily means, and daily values were only generated for days on which there were 75% or more hourly readings.
DOI: 10.15493/dea.mims.124072024
title: Short-term observations of hourly bottom temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location RiB02 (September 2009 - February 2010)

description: Short-term observations of hourly bottom temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location RiB02 (September 2009 - February 2010)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present processed hourly bottom temperatures (573m) from an Acoustic Doppler Current Profiler (ADCP) at location RiB02 (29.02°S; 32.26°E) on the continental slope off Richards Bay, between September 2009 - February 2010.
description: A bottom-mounted, upward-looking, 75kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 16m and a blanking distance of 5m, and deployed at location RiB02 (29.02°S; 32.26°E), on the continental slope of Richards Bay. The instrument measured hourly bottom temperatures (573m) between 30 September 2009 and 25 February 2010.
DOI: 10.15493/dea.mims.128072024
title: Short-term observations of daily thermistor string temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location Dbn02 (December 2009 - August 2010)

description: Short-term observations of daily thermistor string temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location Dbn02 (December 2009 - August 2010)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present processed daily temperatures throughout the water column (70m-420m) from temperature sensors at location Dbn02 (30.024°S; 31.209°E) on the continental slope off Durban, between December 2009 and August 2010.
description: Self-contained temperature sensors (Star-Oddi; Starmon mini underwater temperature sensors) mounted at known distances apart on the mooring, were depth corrected using data from a RBR TWR-2050 pressure sensor mounted on the mooring and deployed at location Dbn02 (30.024°S; 31.209°E), on the continental slope of Durban. The instruments measured hourly temperatures throughout the water column (76m - 420m) between 06 December 2009 and 05 August 2010. These hourly values were then averaged to daily means, and daily values were only generated for days on which there were 75% or more hourly readings.
DOI: 10.15493/dea.mims.141072024
title: Raw Acoustic Doppler Current Profiler (ADCP) data for short-term observations of currents on the continental slope off Natal Bight, along the east coast of South Africa at location RiB02 (April 2009 - September 2009)

description: Raw Acoustic Doppler Current Profiler (ADCP) data for short-term observations of currents on the continental slope off Natal Bight, along the east coast of South Africa at location RiB02 (April 2009 - September 2009)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present raw data from an Acoustic Doppler Current Profiler (ADCP), deployed at a depth of 573m, at location RiB02 (29.02°S; 32.26°E) on the continental slope off Richards Bay, between April 2009 and September 2009.
description: The raw data was collected using a bottom-mounted, upward-looking, 75kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 16m and a blanking distance of 5m, and deployed at location RiB02 (29.02°S; 32.26°E), on the continental slope of Richards Bay. The instrument measured hourly magnitude and direction throughout the water column between 1 April 2009 and 29 September 2009.
DOI: 10.15493/dea.mims.131072024
title: Raw Acoustic Doppler Current Profiler (ADCP) data for short-term observations of currents on the continental shelf off Natal Bight, along the east coast of South Africa at location Dbn01 (March 2009 - December 2009)

description: Raw Acoustic Doppler Current Profiler (ADCP) data for short-term observations of currents on the continental shelf off Natal Bight, along the east coast of South Africa at location Dbn01 (March 2009 - December 2009)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present raw data from an Acoustic Doppler Current Profiler (ADCP), deployed at a depth of 44.6m, at location Dbn01 (29.90°S; 31.07°E) on the continental shelf off Durban, between March 2009 and December 2009.
description: The raw data was collected using a bottom-mounted, upward-looking, 300kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 2m and a blanking distance of 2m, and deployed at location Dbn01 (29.90°S; 31.07°E), on the continental shelf of Durban. The instrument measured hourly magnitude and direction throughout the water column between 24 March 2009 and 7 December 2009.
DOI: 10.15493/dea.mims.138072024
title: Raw Acoustic Doppler Current Profiler (ADCP) data for short-term observations of currents on the continental slope off Natal Bight, along the east coast of South Africa at location Dbn03 (February 2010 - September 2010)

description: Raw Acoustic Doppler Current Profiler (ADCP) data for short-term observations of currents on the continental slope off Natal Bight, along the east coast of South Africa at location Dbn03 (February 2010 - September 2010)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present raw data from an Acoustic Doppler Current Profiler (ADCP), deployed at a depth of 562m, at location Dbn03 (29.99°S; 31.49°E) on the continental slope off Durban, between February 2010 and September 2010.
description: The raw data was collected using a bottom-mounted, upward-looking, 75kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 16m and a blanking distance of 5m, and deployed at location Dbn03 (29.99°S; 31.49°E), on the continental slope of Durban. The instrument measured hourly magnitude and direction throughout the water column between 28 February 2010 and 5 September 2010.
DOI: 10.15493/dea.mims.135072024
title: Raw temperature data for short-term observations of  thermistor string temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location Dbn02 (December 2009 - August 2010)

description: Raw temperature data for short-term observations of  thermistor string temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location Dbn02 (December 2009 - August 2010)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present raw temperature data throughout the water column (76m-420m) from temperature sensors at location Dbn02 (30.024°S; 31.209°E) on the continental slope off Durban, between December 2009 and August 2010.
description: Raw data was collected from self-contained temperature sensors (Star-Oddi; Starmon mini underwater temperature sensors) mounted at known distances apart on the mooring and deployed at location Dbn02 (30.024°S; 31.209°E), on the continental slope of Durban. The instruments measured hourly temperatures throughout the water column (76m - 420m) between 6 December 2009 and 5 August 2010.
DOI: 10.15493/dea.mims.108072024
title: Short-term observations of daily bottom temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location Dbn03 (February 2010 - September 2010)

description: Short-term observations of daily bottom temperatures on the continental slope off Natal Bight, along the east coast of South Africa at location Dbn03 (February 2010 - September 2010)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present processed daily bottom temperatures (561.80m) from an Acoustic Doppler Current Profiler (ADCP) at location Dbn03 (29.99°S; 31.49°E) on the continental slope off Durban, between February 2010 - September 2010.
description: A bottom-mounted, upward-looking, 75kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 16m and a blanking distance of 5m, and deployed at location Dbn03 (29.99°S; 31.49°E), on the continental slope of Durban. The instrument measured hourly bottom temperatures (561.80m) between 28 February 2010 and 05 September 2010. These hourly values were then averaged to daily means, and daily values were only generated for days on which there were 75% or more hourly readings.
DOI: 10.15468/dl.cfq5sg
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Felis bieti"
 ]
}

 The dataset includes 35 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002402-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15493/dea.mims.101072024
title: Short-term observations of hourly currents on the continental slope off Natal Bight, along the east coast of South Africa at location RiB02 (February 2010 - September 2010)

description: Short-term observations of hourly currents on the continental slope off Natal Bight, along the east coast of South Africa at location RiB02 (February 2010 - September 2010)
description: Between 2009 and 2013, multiple short-term mooring deployments were conducted to determine the oceanographic characteristics and variability along the KwaZulu-Natal (KZN) Bight, along the east coast of South Africa. One mooring (Sez01) was deployed off Sezela, about 79km south of Durban, at a depth of 30m, between June 2009 and July 2010. Three moorings (Dbn01, Dbn02, and Dbn03) were deployed off Durban at depths of 50m, 420m, and 570m, respectively, between January 2009 and September 2010, and two moorings (RiB01 and RiB02) were deployed off Richards Bay at depths of 30m and 580m, respectively, between February 2009 and September 2010. These moorings measured currents, as well as sub-surface and bottom temperatures across the continental shelf and along the continental slope of the KZN Bight. Here we present processed magnitude and direction of hourly currents throughout the water column (47.10 - 543.10m) from an Acoustic Doppler Current Profiler (ADCP) at location RiB02 (29.02°S; 32.26°E) on the continental slope off Richards Bay, between February 2010 - September 2010.
description: A bottom-mounted, upward-looking, 75kHz RD Instruments Acoustic Doppler Current Profiler (ADCP) was configured with a bin size of 16m and a blanking distance of 5m, and deployed at location RiB02 (29.02°S; 32.26°E), on the continental slope of Richards Bay. The instrument measured hourly magnitude and direction throughout the water column (47.10 - 543.10m) between 25 February 2010 and 08 September 2010. These hourly values were corrected for magnetic declination. Only hourly values which showed ≥ 75% good beam data were used.