cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25505/fiz.icsd.cc2byfsj
title: CSD 2173248: Experimental Crystal Structure Determination

description: Related Article: Shangjun Cheng, Yu Chen, Haizheng Zhong|2022|Cryst.Growth Des.|22|4025|doi:10.1021/acs.cgd.2c00526
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2bzjmh
title: CSD 2174297: Experimental Crystal Structure Determination

description: Related Article: Ruiqi Wang, Fei Liang, Xian Zhang, Yunjia Yang, Fuqiang Huang|2022|Inorg.Chem.Front.|9|4768|doi:10.1039/D2QI01160C
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2bzjnj
title: CSD 2174298: Experimental Crystal Structure Determination

description: Related Article: Ruiqi Wang, Fei Liang, Xian Zhang, Yunjia Yang, Fuqiang Huang|2022|Inorg.Chem.Front.|9|4768|doi:10.1039/D2QI01160C
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2bzjpk
title: CSD 2174299: Experimental Crystal Structure Determination

description: Related Article: Ruiqi Wang, Fei Liang, Xian Zhang, Yunjia Yang, Fuqiang Huang|2022|Inorg.Chem.Front.|9|4768|doi:10.1039/D2QI01160C
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2bzjql
title: CSD 2174300: Experimental Crystal Structure Determination

description: Related Article: Ruiqi Wang, Fei Liang, Xian Zhang, Yunjia Yang, Fuqiang Huang|2022|Inorg.Chem.Front.|9|4768|doi:10.1039/D2QI01160C
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.zmmx3m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breviceps macrops Boulenger, 1907",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031707-250525065834625/datasets/export for details.
DOI: 10.15468/dl.8gwznu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breviceps macrops Boulenger, 1907",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031708-250525065834625/datasets/export for details.
DOI: 10.15468/dl.zej87v
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((20.246219014340145 35.171917481377946,24.246219014340145 35.171917481377946,24.246219014340145 39.171917481377946,20.246219014340145 39.171917481377946,20.246219014340145 35.171917481377946))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Polyommatus iphigenia (Herrich-Schäffer, 1847)"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031709-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15627499
title: TABLE 1 in Taxonomic review of three species of the genus Pseudococcus Westwood, 1840 (Hemiptera: Coccomorpha: Pseudococcidae) found in Okinawa Island, Japan, with description of a new species

description: TABLE 1. Samples used in molecular analysis, with their GenBank accession numbers.
SpeciesCOI18S rRNAReferencePseudococcus comstockiMW881831MW541979Choi & Lee, 2022Pseudococcus cryptusPP054049 MW881832PP053501 MW541980This study Choi & Lee, 2022Pseudococcus odermattiPP054052PP053504This studyPseudococcus okinawaensis sp. nov.PP054048 PP054050 PP054051PP053500 PP053502 PP053503This study This study This studyCrisicoccus pini (outgroup)MW881803MW541951Choi & Lee, 2022Planococcus citri (outgroup)MW881828MW541976Choi & Lee, 2022
description: Published as part of Tanaka, Hirotaka, Choi, Jinyeong & Kamitani, Satoshi, 2025, Taxonomic review of three species of the genus Pseudococcus Westwood, 1840 (Hemiptera: Coccomorpha: Pseudococcidae) found in Okinawa Island, Japan, with description of a new species, pp. 580 in Zootaxa 5637 (3) on page 580, DOI: 10.11646/zootaxa.5637.3.6, http://zenodo.org/record/15562876
DOI: 10.5281/zenodo.15627500
title: TABLE 1 in Taxonomic review of three species of the genus Pseudococcus Westwood, 1840 (Hemiptera: Coccomorpha: Pseudococcidae) found in Okinawa Island, Japan, with description of a new species

description: TABLE 1. Samples used in molecular analysis, with their GenBank accession numbers.
SpeciesCOI18S rRNAReferencePseudococcus comstockiMW881831MW541979Choi & Lee, 2022Pseudococcus cryptusPP054049 MW881832PP053501 MW541980This study Choi & Lee, 2022Pseudococcus odermattiPP054052PP053504This studyPseudococcus okinawaensis sp. nov.PP054048 PP054050 PP054051PP053500 PP053502 PP053503This study This study This studyCrisicoccus pini (outgroup)MW881803MW541951Choi & Lee, 2022Planococcus citri (outgroup)MW881828MW541976Choi & Lee, 2022
description: Published as part of Tanaka, Hirotaka, Choi, Jinyeong & Kamitani, Satoshi, 2025, Taxonomic review of three species of the genus Pseudococcus Westwood, 1840 (Hemiptera: Coccomorpha: Pseudococcidae) found in Okinawa Island, Japan, with description of a new species, pp. 580 in Zootaxa 5637 (3) on page 580, DOI: 10.11646/zootaxa.5637.3.6, http://zenodo.org/record/15562876
DOI: 10.15468/dl.sgynvx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breviceps macrops Boulenger, 1907",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031710-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15627484
title: Dataset

description: The preprocessed GEOM-QM9 and GEOM-Drugs dataset
DOI: 10.5281/zenodo.15627485
title: Dataset

description: The preprocessed GEOM-QM9 and GEOM-Drugs dataset
DOI: 10.15468/dl.vyd68e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breviceps macrops Boulenger, 1907",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031711-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ny8dxd
title: Occurrence Download

description: A dataset containing 6646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Manihot esculenta Crantz",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Machine Observation, Unknown evidence)"
 ]
 }
 }
 ]
}

 The dataset includes 6646 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031712-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/kvqufg
title: araqode-archive

description: Araqode-Archive is a curated, multi-modal dataset designed for AI model training. It integrates diverse data formats, including text, images, blogs, and websites. This versatile collection supports the development of advanced AI applications across natural language processing, computer vision, and multi-modal learning.
DOI: 10.15468/dl.b9fqqh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breviceps montanus Power, 1926",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031714-250525065834625/datasets/export for details.
DOI: 10.15468/dl.dg5hvm
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((20.246219014340145 35.171917481377946,24.246219014340145 35.171917481377946,24.246219014340145 39.171917481377946,20.246219014340145 39.171917481377946,20.246219014340145 35.171917481377946))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Polyommatus iphigenia (Herrich-Schäffer, 1847)"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031715-250525065834625/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.29275175
title: analytical models

description: This study investigates the application of Organic Rankine Cycle (ORC) technology for recovering waste energy from the intercooler in the Siemens SGT-A65 gas turbine. ORC demonstrates high energy recovery potential for mid-grade waste heat within the 100–200°C range, which aligns with the temperature range available from the intercooler. Using EES software for thermodynamic modeling and analysis to evaluate various working fluids and operating conditions, comparing the performance of the standard gas turbine cycle with modified configurations. Findings indicate that ORC integration significantly enhances energy recovery efficiency, achieving an improvement of up to 6.65% in overall thermal performance beside achieving a decrement of 3.34 $/MWh compared to stock LCOE Furthermore, environmental analysis reveals a 15.6% reduction in carbon emissions (0.35 kg CO₂/kWh), contributing to a cleaner system. Economic feasibility is also examined, emphasizing the potential for sustainable energy management. Recommendations focus on optimizing performance and minimizing environmental impact to encourage broader adoption.
DOI: 10.6084/m9.figshare.29275175.v1
title: analytical models

description: This study investigates the application of Organic Rankine Cycle (ORC) technology for recovering waste energy from the intercooler in the Siemens SGT-A65 gas turbine. ORC demonstrates high energy recovery potential for mid-grade waste heat within the 100–200°C range, which aligns with the temperature range available from the intercooler. Using EES software for thermodynamic modeling and analysis to evaluate various working fluids and operating conditions, comparing the performance of the standard gas turbine cycle with modified configurations. Findings indicate that ORC integration significantly enhances energy recovery efficiency, achieving an improvement of up to 6.65% in overall thermal performance beside achieving a decrement of 3.34 $/MWh compared to stock LCOE Furthermore, environmental analysis reveals a 15.6% reduction in carbon emissions (0.35 kg CO₂/kWh), contributing to a cleaner system. Economic feasibility is also examined, emphasizing the potential for sustainable energy management. Recommendations focus on optimizing performance and minimizing environmental impact to encourage broader adoption.
DOI: 10.15468/dl.cdqfzn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breviceps montanus Power, 1926",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031716-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15368483
title: Common DNA sequence variation influences epigenetic aging in African populations

description: Code and source data to create main text figures for Common DNA sequence variation influences epigenetic aging in African populations (Communications Biology, 2025) 

There are 7 *ipynb files, one for each main text figure
DOI: 10.5281/zenodo.15627490
title: Common DNA sequence variation influences epigenetic aging in African populations

description: Code and source data to create main text figures for Common DNA sequence variation influences epigenetic aging in African populations (Communications Biology, 2025) 

There are 7 *ipynb files, one for each main text figure
DOI: 10.6084/m9.figshare.25791978
title: <i>Wolfset: A High-Quality Underwater Acoustic Dataset for Algorithm Development and Analysis</i>

description: As data becomes increasingly available, relying on quality datasets for algorithm analysis and development is essential. However, data gathering can be expensive and time-consuming, and this process must be optimized to allow others to reuse data with simplicity and accuracy. The Wolfset is an acoustic dataset gathered using a Bruel & Kjaer type 8104 hydrophone in an anechoic tank usually used for ships' sonar calibration. The name Wolfset is inspired by the Seawolf submarine class, renowned for its advanced sound source detection and classification capabilities. Using an anechoic tank, we can obtain a high-quality dataset representing acoustic sources without undesired external perturbations. In many operating conditions, several outboard motors and an electric motor from a basic remotely controlled ship model were used as sound sources, usually called targets. Then, external transients and noise sources were added to approximate the dataset to the sounds present in real-world conditions. This dataset uses a systematic approach to demonstrate the diversity and accuracy needed for effective algorithm development.
DOI: 10.6084/m9.figshare.25791978.v1
title: <i>Wolfset: A High-Quality Underwater Acoustic Dataset for Algorithm Development and Analysis</i>

description: As data becomes increasingly available, relying on quality datasets for algorithm analysis and development is essential. However, data gathering can be expensive and time-consuming, and this process must be optimized to allow others to reuse data with simplicity and accuracy. The Wolfset is an acoustic dataset gathered using a Bruel & Kjaer type 8104 hydrophone in an anechoic tank usually used for ships' sonar calibration. The name Wolfset is inspired by the Seawolf submarine class, renowned for its advanced sound source detection and classification capabilities. Using an anechoic tank, we can obtain a high-quality dataset representing acoustic sources without undesired external perturbations. In many operating conditions, several outboard motors and an electric motor from a basic remotely controlled ship model were used as sound sources, usually called targets. Then, external transients and noise sources were added to approximate the dataset to the sounds present in real-world conditions. This dataset uses a systematic approach to demonstrate the diversity and accuracy needed for effective algorithm development.
DOI: 10.15468/dl.97t3p7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breviceps montanus Power, 1926",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031718-250525065834625/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12112772
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15537950
title: PopulationDensityAfrica: Geospatial Dataset of Population Density Patches

description: The PopulationDensityAfrica dataset organizes high-resolution population counts into a simple, per-country folder structure. Each country directory contains one or more CSV files—typically named by region or grid tile—that list individual “patches” with their centroid latitude and longitude, an alphanumeric patch ID, and the estimated population in that cell. All values are derived from Meta’s Data for Good population density rasters, reprojected and aggregated into vector patches for easy joining with other geospatial layers. This layout makes it straightforward to load just the countries or sub-regions you need, filter by coordinates or population thresholds, and integrate seamlessly into GIS workflows or machine-learning pipelines focused on demographic and infrastructure analysis.
DOI: 10.5281/zenodo.15537951
title: PopulationDensityAfrica: Geospatial Dataset of Population Density Patches

description: The PopulationDensityAfrica dataset organizes high-resolution population counts into a simple, per-country folder structure. Each country directory contains one or more CSV files—typically named by region or grid tile—that list individual “patches” with their centroid latitude and longitude, an alphanumeric patch ID, and the estimated population in that cell. All values are derived from Meta’s Data for Good population density rasters, reprojected and aggregated into vector patches for easy joining with other geospatial layers. This layout makes it straightforward to load just the countries or sub-regions you need, filter by coordinates or population thresholds, and integrate seamlessly into GIS workflows or machine-learning pipelines focused on demographic and infrastructure analysis.
DOI: 10.5281/zenodo.15627297
title: PopulationDensityAfrica: Geospatial Dataset of Population Density Patches

description: The PopulationDensityAfrica dataset organizes high-resolution population counts into a simple, per-country folder structure. Each country directory contains one or more CSV files—typically named by region or grid tile—that list individual “patches” with their centroid latitude and longitude, an alphanumeric patch ID, and the estimated population in that cell. All values are derived from Meta’s Data for Good population density rasters, reprojected and aggregated into vector patches for easy joining with other geospatial layers. This layout makes it straightforward to load just the countries or sub-regions you need, filter by coordinates or population thresholds, and integrate seamlessly into GIS workflows or machine-learning pipelines focused on demographic and infrastructure analysis.
DOI: 10.15468/dl.d4sjur
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breviceps montanus Power, 1926",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031720-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.