cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5255/ukda-sn-855316
title: Rethinking Impact, Evaluation and Accountability in Youth Work, 2018-2021

description: The data collection included 87 qualitative interviews / focus groups (semi-structured and/or flexible / conversational / creative) with 143 people: 58 young people who engage in youth work, 59 youth workers and managers, and 26 policy makers, influencers and informants. The data focuses primarily on the value of youth work and its evaluation. The young people, youth workers and managers were from eight open youth work settings around England, selected to represent the diversity of open youth work (youth clubs in purpose built centres and shared spaces; detached / street based youth work; and open youth work with specific groups: trans young people, girls, and boys). The policy makers, influencers and informants were mostly from England. One was from Scotland and five from the USA; these perspectives were sought for comparative and international learning purposes. In addition, the researchers engaged in 73 sessions of participant observation. 63 of these were in the eight youth work settings mentioned above. The remaining ten were policy-related events. The fieldnotes and a small number of interview / focus group transcripts are not included in the shared dataset, either for ethical reasons (e.g. if it was not feasible to anonymise them or to redact sensitive data), or because participants opted out of data sharing.
DOI: 10.15468/dl.2hhshc
title: Occurrence Download

description: A dataset containing 43801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa humilis Ehrh. ex Hoffm."
 ]
}

 The dataset includes 43801 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077930-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbg376
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycerium madagascariense Baker"
 ]
}

 The dataset includes 79 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077932-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6nt4h
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycerium quadridichotomum (Bonap.) Tardieu"
 ]
}

 The dataset includes 114 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077933-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kvuytj
title: Occurrence Download

description: A dataset containing 2536 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa hybrida Gaudin"
 ]
}

 The dataset includes 2536 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077934-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnfvnz
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycerium ridleyi Christ"
 ]
}

 The dataset includes 86 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077935-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rysxs6
title: Occurrence Download

description: A dataset containing 689 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hypolimnas bolina (Linnaeus, 1758)"
 ]
}

 The dataset includes 689 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077936-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2w950q14
title: Cabled geophone array raw data for the Sea Ice Dynamics Experiment (SIDEx) Field Campaign 2021, Beaufort Sea

description: ### Access 

Dataset and extensive metadata can be accessed and downloaded from the 'geophone_dataset' directory via: [https://arcticdata.io/data/10.18739/A2W950Q14/](https://arcticdata.io/data/10.18739/A2W950Q14/) 

### Overview

The Sea Ice Dynamics Experiment was a field campaign in the Beaufort Sea during February to April 2021. The field experiment was designed to investigate the interaction of ice stress, strain, and fracture over meter-to-kilometer (m-km) spatial scales as ice fractured and subsequently deformed. Observations were collected in situ at an ice camp, using autonomous buoys, and with remote sensing. Observations were collected over a variety of scales, including scales larger than the target m-km scale. This dataset is one facet of the multi-modal data package collected together in this parent archive.

This dataset contains the geophone recordings from a cabled system with 18 hydrophones in five subarrays and four three-axis geophones spanning a diamond with minor axis of 60 m and a major axis of 90 m. The cabled array was part of a larger network of seismo-acoustic sensors deployed at a multiyear/first-year ice boundary, with hydrophones under and geophones on top of the ice of thicknesses ranging from one meter to five meter thickness. The cabled system recorded near-continuous data from March 5 to April 7.
DOI: 10.15468/dl.9bsjn3
title: Occurrence Download

description: A dataset containing 745 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycerium stemaria (P.Beauv.) Desv."
 ]
}

 The dataset includes 745 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077938-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ytgspq
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa hylobates Bor"
 ]
}

 The dataset includes 141 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077937-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x393yk
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylica amoena Pillans"
 ]
}

 The dataset includes 28 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077939-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbata6
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycerium wallichii Hook."
 ]
}

 The dataset includes 124 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077940-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrrn3p
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Manis javanica Desmarest, 1822"
 ]
}

 The dataset includes 59 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077941-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2rj48w8v
title: Cabled hydrophone array raw data for the Sea Ice Dynamics Experiment (SIDEx) Field Campaign 2021, Beaufort Sea

description: ### Access 

Dataset and extensive metadata can be accessed and downloaded from the 'hydrophone' directory via: [https://arcticdata.io/data/10.18739/A2RJ48W8V/](https://arcticdata.io/data/10.18739/A2RJ48W8V/) 

### Overview

The Sea Ice Dynamics Experiment was a field campaign in the Beaufort Sea during February to April 2021. The field experiment was designed to investigate the interaction of ice stress, strain, and fracture over meter-to-kilometer (m-km) spatial scales as ice fractured and subsequently deformed. Observations were collected in situ at an ice camp, using autonomous buoys, and with remote sensing. Observations were collected over a variety of scales, including scales larger than the target m-km scale. This dataset is one facet of the multi-modal data package collected together in this parent archive.

This dataset contains the hydrophone recordings from a cabled system with 18 hydrophones in five subarrays and four three-axis geophones spanning a diamond with minor axis of 60 m and a major axis of 90 m. The cabled array was part of a larger network of seismo-acoustic sensors deployed at a multiyear/first-year ice boundary, with hydrophones under and geophones on top of the ice of thicknesses ranging from one meter to five meter thickness. The cabled system recorded near-continuous data from March 5 to April 7.
DOI: 10.15468/dl.x72fe8
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylica ampliata Pillans"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077943-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8754r
title: Occurrence Download

description: A dataset containing 1281 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala wattersii Hance"
 ]
}

 The dataset includes 1281 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077945-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.895trc
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycerium wandae Racib."
 ]
}

 The dataset includes 162 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077944-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p901e9c2
title: Temperature and Discharge Data of Selected Springs at Fort Irwin National Training Center, San Bernardino County, California

description: The characteristics, discharge, and water quality of springs and seeps, at the Fort Irwin National Training Center (NTC) were evaluated during 2015 and 2016. Geophysical, hydrological, and water-quality data were used to help characterize and document a baseline of current (2016) hydrologic conditions and water quality of springs and seeps located on the NTC. Hydrologic methods used in this study included discrete discharge measurements to evaluate surface flow from the springs, and temperature measurements to trace groundwater movement beneath the springs. This data release contains discharge measurements and temperature data at four springs: Garlic, Bitter, Jack Spring East, and Jack Spring West.
DOI: 10.15468/dl.gyptwd
title: Occurrence Download

description: A dataset containing 85 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa iberica Fisch., C.A.Mey. & Avé-Lall."
 ]
}

 The dataset includes 85 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077946-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuacc7
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phylica anomala Pillans"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077947-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8u5b6
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygala welwitschii Chodat"
 ]
}

 The dataset includes 146 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077950-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m58wnx
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malaysia",
 "TaxonKey is Aidia densiflora (Wall.) Masam."
 ]
}

 The dataset includes 245 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077948-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqge3b
title: Occurrence Download

description: A dataset containing 8213 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platycladus orientalis (L.) Franco"
 ]
}

 The dataset includes 8213 records from 497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077949-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jc5h8y
title: Occurrence Download

description: A dataset containing 2571661765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2571661765 records from 61897 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077681-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc261xbj
title: CCDC 2027627: Experimental Crystal Structure Determination

description: Related Article: Hong-Guang Yu, Bo Li, Shan Liu, Chong Jiang, Yong-Shuang Li, Ya-Pan Wu, Jun Zhao, Dong-Sheng Li|2021|J.Solid State Chem.|294|121860|doi:10.1016/j.jssc.2020.121860
description: Related Article: Hong-Guang Yu, Bo Li, Shan Liu, Chong Jiang, Yong-Shuang Li, Ya-Pan Wu, Jun Zhao, Dong-Sheng Li|2020|J.Solid State Chem.|294|121860|doi:10.1016/j.jssc.2020.121860
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/ccdc.csd.cc261xck
title: CCDC 2027628: Experimental Crystal Structure Determination

description: Related Article: Hong-Guang Yu, Bo Li, Shan Liu, Chong Jiang, Yong-Shuang Li, Ya-Pan Wu, Jun Zhao, Dong-Sheng Li|2021|J.Solid State Chem.|294|121860|doi:10.1016/j.jssc.2020.121860
description: Related Article: Hong-Guang Yu, Bo Li, Shan Liu, Chong Jiang, Yong-Shuang Li, Ya-Pan Wu, Jun Zhao, Dong-Sheng Li|2020|J.Solid State Chem.|294|121860|doi:10.1016/j.jssc.2020.121860
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/ccdc.csd.cc26grl1
title: CCDC 2039973: Experimental Crystal Structure Determination

description: Related Article: Wei-Hui Fang, Hui Li, Yao-Kang Lv, Dominic S. Wright|2021|J.Solid State Chem.|294|121852|doi:10.1016/j.jssc.2020.121852
description: Related Article: Wei-Hui Fang, Hui- Li, Yao-Kang Lv, Dominic S. Wright|2020|J.Solid State Chem.|294|121852|doi:10.1016/j.jssc.2020.121852
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: 10.5281/zenodo.7427094
title: MS2Query results 20-fold cross validation

description: The zip file contains the raw results of the 20-fold cross validation, the raw data downloaded from GNPS on 01-11-2022 and all the test data splits made. The raw results are stored in JSON format. The results of MS2Query and the benchmarking methods (cosine, modified cosine and MS2Deepscore) are stored. For each test spectrum three values are stored. The first value is the predicted score, the second value the tanimoto score between the correct annotation and the prediction and the last value is a boolean showing if the predicted spectrum was an exact 2D structure match. The figures in the MS2Query paper can be reproduced using the functions in https://github.com/iomega/ms2query/blob/main/ms2query/benchmarking/create_accuracy_vs_recall_plot.py
DOI: 10.5281/zenodo.7427093
title: MS2Query results 20-fold cross validation

description: The zip file contains the raw results of the 20-fold cross validation, the raw data downloaded from GNPS on 01-11-2022 and all the test data splits made. The raw results are stored in JSON format. The results of MS2Query and the benchmarking methods (cosine, modified cosine and MS2Deepscore) are stored. For each test spectrum three values are stored. The first value is the predicted score, the second value the tanimoto score between the correct annotation and the prediction and the last value is a boolean showing if the predicted spectrum was an exact 2D structure match. The figures in the MS2Query paper can be reproduced using the functions in https://github.com/iomega/ms2query/blob/main/ms2query/benchmarking/create_accuracy_vs_recall_plot.py
DOI: 10.5281/zenodo.7404167
title: CyL_GHI

description: This repository contains a solar irradiance dataset for solar forecasting with research propose. <br> The goal with this release is to provide a dataset, that allows other authors to use it with their models, without having to make the effort we have made in its elaboration and cleaning, and comparisons can be established between models using the same dataset. In addition can be used with emerging trends (deep learning) in data science. The dataset have 18 years between January 1st, 2002 and December 31, 2019 with a temporal resolution of 30 minutes of global horizontal irradiance, astronomical variables and ground measurements in Castile and Leon Community, Spain. “CyL_raw.zip” contains the original data in raw format. “CyL_GHI_ast.csv" contains refined data of the Global Horizontal Irradiance (GHI) and the following astronomical variables for each station: Top of Atmosphere Radiation (“toa”), solar elevation angle (“sun_elev”), and azimuth angle (“sun_azim”). The label of a variable is represented by the union of its name with the code of the station (e.g. “GHI_AV01”, “sun_elev_AV01”, “sun_azim_AV01”). “CyL_meteo.csv” contains refined data of the following meteorological variables: temperature (“air_temp”), humidity, wind speed (“wind_sp”), wind direction (“wind_dir”) and precipitation for each station and applies the same procedure for naming variables as the “CyL_GHI_ast.csv” file (e.g. “air_temp_AV01”, “wind_dir_AV01”, “wind_sp_AV01”, etc.). “CyL_geo.csv” contains geographic variables and information related to the stations, namely the code (“station_code”), the name, the coordinates, and the altitude of each station. “CyL_by_stations.zip” contains refined data separated (grouped) by stations—for each station, there is a csv file containing astronomical, meteorological, and geographic variables.
description: dataset files as in CSV (comma separated values) and in zip (compressed file format) All time stamps are in UTC (YYYY-MM-DD HH:MM:SS). All irradiance and weather data are in SI units. Although every effort was made to ensure the quality of the data, no guarantees or liabilities are implied by the authors or publishers of the data.
DOI: 10.5281/zenodo.7404166
title: CyL_GHI

description: This repository contains a solar irradiance dataset for solar forecasting with research propose. <br> The goal with this release is to provide a dataset, that allows other authors to use it with their models, without having to make the effort we have made in its elaboration and cleaning, and comparisons can be established between models using the same dataset. In addition can be used with emerging trends (deep learning) in data science. The dataset have 18 years between January 1st, 2002 and December 31, 2019 with a temporal resolution of 30 minutes of global horizontal irradiance, astronomical variables and ground measurements in Castile and Leon Community, Spain. “CyL_raw.zip” contains the original data in raw format. “CyL_GHI_ast.csv" contains refined data of the Global Horizontal Irradiance (GHI) and the following astronomical variables for each station: Top of Atmosphere Radiation (“toa”), solar elevation angle (“sun_elev”), and azimuth angle (“sun_azim”). The label of a variable is represented by the union of its name with the code of the station (e.g. “GHI_AV01”, “sun_elev_AV01”, “sun_azim_AV01”). “CyL_meteo.csv” contains refined data of the following meteorological variables: temperature (“air_temp”), humidity, wind speed (“wind_sp”), wind direction (“wind_dir”) and precipitation for each station and applies the same procedure for naming variables as the “CyL_GHI_ast.csv” file (e.g. “air_temp_AV01”, “wind_dir_AV01”, “wind_sp_AV01”, etc.). “CyL_geo.csv” contains geographic variables and information related to the stations, namely the code (“station_code”), the name, the coordinates, and the altitude of each station. “CyL_by_stations.zip” contains refined data separated (grouped) by stations—for each station, there is a csv file containing astronomical, meteorological, and geographic variables.
description: dataset files as in CSV (comma separated values) and in zip (compressed file format) All time stamps are in UTC (YYYY-MM-DD HH:MM:SS). All irradiance and weather data are in SI units. Although every effort was made to ensure the quality of the data, no guarantees or liabilities are implied by the authors or publishers of the data.
DOI: 10.34740/kaggle/dsv/4712158
title: YouTube Trending Video Dataset (updated daily)
DOI: 10.6084/m9.figshare.21710717
title: Towards Innovation Measurement in the Software Industry

description: Supplement materials for "Towards Innovation Measurement in the Software Industry". The main article can be accessed at https://doi.org/10.1016/j.jss.2013.01.013.