cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zx6upm
title: Occurrence Download

description: A dataset containing 24975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Bidens"
 ]
}

 The dataset includes 24975 records from 242 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041008-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyw3zc
title: Occurrence Download

description: A dataset containing 1629 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespidae",
 "Year is 1957",
 "Continent is North America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1629 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041009-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/3ttw-mj1c-vk11
title: ASOS 5-minute Data. Version 1.0

description: This data set contains the 5-minute resolution observations from the Automated Surface Observing System (ASOS) network of ~860 stations in the contiguous United States. These data were collected and archived by the National Centers for Environmental Information (NCEI; formerly the National Climatic Data Center). These data are provided as is, NCAR/EOL has conducted no processing or quality control on these data.
DOI: 10.15468/dl.es2vk7
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria arvensis",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041012-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2xhzyr
title: Occurrence Download

description: A dataset containing 1057 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pourouma cecropiifolia"
 ]
}

 The dataset includes 1057 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041010-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ygwkg7
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria arvensis",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041011-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6tytep
title: Occurrence Download

description: A dataset containing 408870 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tangara"
 ]
}

 The dataset includes 408870 records from 330 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040947-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/35hz-2w5g-z20h
title: PECAN: FP1 ARM Central Facility Radiosonde Data. Version 1.0

description: The Atmospheric Radiation Measurement (ARM) program routinely releases radiosondes at 00, 06, 12, and 18 UTC from its Central Facility located near Lamont, Oklahoma and during PECAN they also did a number of special releases typically at 15 and 21 UTC. This data set includes the quality controlled PECAN Fixed PISA 1 ARM Central Facility soundings released for the PECAN field phase (1 June to 16 July 2015). A total of 221 quality-controlled, high vertical resolution (2-second) soundings are contained in the final PECAN data set.
DOI: 10.15468/dl.rht6jk
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation",
 "Country is one of (Gabon)",
 "TaxonKey is one of (Crocidura goliath, Crocidura hildegardeae, Crocidura poensis, Lemniscomys striatus, Lophuromys sikapusi, Mus musculus, Rattus rattus, Sylvisorex ollula, Mus minutoides, Praomys misonnei, Lophuromys sabunii, Hybomys univittatus, Oenomys hypoxanthus, Stochomys longicaudatus, Atherurus africanus, Cricetomys emini)"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041013-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60707/5yqq-bj68
title: BSE images of filter OREX-103001-46
DOI: 10.26023/y9mf-0c7p-2x07
title: FASTEX Navigation, State Parameter, and Microphysics LRT Data -. Version 1.0

description: This data set includes airborne measurements obtained from the NCAR Research Aviation Facility (RAF) Electra aircraft (Tail Number: N308D) during the Fronts and Atlantic Storm Tracks Experiment (FASTEX) project. This dataset contains low rate navigation, state parameter, and microphysics flight-level data in NetCDF format.
DOI: 10.15468/dl.h4p43z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria arvensis",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041014-250920141307145/datasets/export for details.
DOI: 10.26023/md6c-cphf-4e0s
title: Holographic Detector for Clouds (HOLODEC) IOP1. Version 1.0

description: This dataset contains measurements of cloud particle size distributions collected during the ACE-ENA (IOP1) project using an airborne holographic instrument mounted on the DOE G1. The HOLODEC-II is a second-generation version of a holographic detecter designed to determine the size, two-dimensional shape, and three-dimensional position of hydrometeors via digital in-line holography. Advantages vs other hydrometeor detectors are that the sample volume is not size dependent, relative positions of hydrometeors in the sample volume can be determined in three dimensions, and effects produced by shattering from the aperture edges can be identified and eliminated. Automated analysis programs have been developed to process the holograms collected and produce size distributions. HOLODEC-II has sufficient resolution to determine the sizes and locations of cloud droplets as well as ice crystals. A separate dataset (562.001) has been created for IOP2. Please see the link below to access the ACE-ENA IOP2 dataset page.
DOI: 10.15468/dl.b3z33h
title: Occurrence Download

description: A dataset containing 1468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation",
 "Country is one of (India)",
 "TaxonKey is one of (Rattus rattus, Mus musculus, Suncus murinus, Millardia meltada, Tatera indica, Madromys blanfordi, Funambulus tristriatus, Hystrix indica)"
 ]
}

 The dataset includes 1468 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041019-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kmdhz
title: Occurrence Download

description: A dataset containing 9044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Smilax glyciphylla)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9044 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041017-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aaeraz
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "TaxonKey is Blumea"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041016-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdacvg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.70551 40.35136,-3.69275 40.35136,-3.69275 40.35936,-3.70551 40.35936,-3.70551 40.35136))",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041018-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r8tjca
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespidae",
 "Year is 1958",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 334 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041020-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/71c9-6nhq-nb0s
title: MP4 NCAR/EOL QC Radiosonde Skew-T Plots. Version 1.0

description: This dataset contains skew-T plots of quality-controlled radiosonde data from the PECAN field campaign. These data were collected by the EOL Mobile GPS Atmospheric Upper-Air Sounding System (MGAUS), which was generally collocated with the Mobile Integrated Souning System (MISS). These systems were collectively known as Mobile PECAN Integrated Sounding Array 4 (MP4) during the project. These plots were generated based on a plotting script developed by Russ Schumacher of Colorado State University.
DOI: 10.7303/syn69694420.2
title: Trehalose Expanded Access Protocol Dataset
DOI: 10.26023/bwr3-8f1s-az09
title: FP4 NCAR/EOL QC Radiosonde Skew-T Plots. Version 1.0

description: This dataset contains skew-T plots of quality-controlled radiosonde data from the PECAN field campaign. These data were collected at the fixed Integrated Souning System (ISS) site in Minden, NE. This site was known as Fixed PECAN Integrated Sounding Array 4 (FP4) during the project. These plots were generated by a script based off of a plotting script developed by Russ Schumacher of Colorado State University.
DOI: 10.15468/dl.gd5f7v
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linaria arvensis",
 "Country is Switzerland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041021-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/dvgh-rjkc-hv08
title: FP5 NCAR/EOL QC Radiosonde Skew-T Plots. Version 1.0

description: This dataset contains skew-T plots of quality-controlled radiosonde data from the PECAN field campaign. These data were collected at the fixed Integrated Souning System (ISS) site in Brewster, KS. This site was known as Fixed PECAN Integrated Sounding Array 5 (FP5) during the project. These plots were generated by a script based off of a plotting script developed by Russ Schumacher of Colorado State University.
DOI: 10.5281/zenodo.17238359
title: Manufacturing Operations Synthetic Data Set for Anomaly/Cyberattack Detections

description: Cybersecurity has become increasingly crucial in manufacturing as factories and industrial systems become more interconnected and digitized.  High-profile incidents like Stuxnet have underscored the vulnerability of critical infrastructure to cyberattacks.  While machine learning (ML) has been successfully used for cyberattack detection in information technology (IT) environments, its application in operational technology (OT) environments, such as manufacturing, remains underexplored due to a lack of AI-ready datasets reflecting cyberattacks.  The lack of demonstration of ML application in OT environment limits our ability to quantify benefits of ML in OT environments and makes it challenging to justify investing in sensing capabilities to collect AI-ready OT datasets for experimentation and algorithm evaluation. To address this gap, we developed a generalizable OT data simulator to synthesize temporal manufacturing operations (MO) datasets under various cyberattack scenarios.

The "Manufacturing Operations Synthetic Data Set for Anomaly/Cyberattack Detections"  consists of simulations of a generic manufacutring process with statistical models consistent with nominal production (including production system degradation) and malicious attack data.   Please consult with README.md for the structure and dictionary of the data set.
DOI: 10.5281/zenodo.17238360
title: Manufacturing Operations Synthetic Data Set for Anomaly/Cyberattack Detections

description: Cybersecurity has become increasingly crucial in manufacturing as factories and industrial systems become more interconnected and digitized.  High-profile incidents like Stuxnet have underscored the vulnerability of critical infrastructure to cyberattacks.  While machine learning (ML) has been successfully used for cyberattack detection in information technology (IT) environments, its application in operational technology (OT) environments, such as manufacturing, remains underexplored due to a lack of AI-ready datasets reflecting cyberattacks.  The lack of demonstration of ML application in OT environment limits our ability to quantify benefits of ML in OT environments and makes it challenging to justify investing in sensing capabilities to collect AI-ready OT datasets for experimentation and algorithm evaluation. To address this gap, we developed a generalizable OT data simulator to synthesize temporal manufacturing operations (MO) datasets under various cyberattack scenarios.

The "Manufacturing Operations Synthetic Data Set for Anomaly/Cyberattack Detections"  consists of simulations of a generic manufacutring process with statistical models consistent with nominal production (including production system degradation) and malicious attack data.   Please consult with README.md for the structure and dictionary of the data set.
DOI: 10.5281/zenodo.17253443
title: Foundations of Cell Behavior Science: A Predictive Framework Bridging Quantum Biology and Non-Equilibrium Thermodynamics for Unveiling Cellular Dynamics

description: Cell Behavior Science (CBS) establishes a comprehensive, predictive theoretical framework that unifies quantum biology, non-equilibrium thermodynamics, and interdisciplinary principles from physics, chemistry, engineering, computation, and artificial intelligence to elucidate the holistic dynamics of cellular behavior. Spanning cellular ontogenesis, proliferation, adaptation, and senescence, CBS transcends traditional cell biology's compartmentalized approaches by positing falsifiable hypotheses, such as the Quantum Entangled Protein Network (QEPN) for non-local signaling via short-range quantum coherence and Holographic Cellular Memory (HCM) for evolutionary motif retention through tensegrity-encoded spatiotemporal architectures. The framework delineates physical foundations via dissipative structures and entropic cascade models (ECM), chemical mechanisms incorporating quantum yields in reaction cascades, synthetic paradigms like Directed Evolutionary Lithography (DEL) for cellular fabrication, technological enablers including Quantum-Enhanced Microscopy (QEM), engineering designs for Modular Cellular Architectures (MCA), mathematical scaffolds employing stochastic quantum field theory (SQFT), agent-based simulations augmented by deep reinforcement learning, Monte Carlo quantum walks, AI-driven predictive orchestration, implementation roadmaps, economic projections within a $20T bioeconomy by 2030, ethical and safety protocols, and ISO-compliant manufacturing standards. CBS offers transformative applications: accelerated drug discovery through quantum simulations of oncogenic mutations (e.g., KRAS), enhanced regenerative medicine via tensegrity-informed morphogenesis, and sub-molecular insights into disease pathogenesis, fostering breakthroughs in precision therapeutics, sustainable bioengineering, and bio-centric futures through empirical validation.
DOI: 10.15468/dl.emtm9u
title: Occurrence Download

description: A dataset containing 1055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-120.38243 -31.07716,17.38243 -31.07716,17.38243 24.07716,-120.38243 24.07716,-120.38243 -31.07716))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Passiflora nitida"
 ]
}

 The dataset includes 1055 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041024-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/pdsb-nyhj-ry0n
title: GOES-14 Imager 1 km Channel 1 (Visible) Data. Version 1.0

description: This dataset contains 1-km resolution GOES-14 visible channel satellite data collected during the PECAN project. GOES-14 was brought out of storage during the first part of PECAN (1-12 June) for Super Rapid Scan Operations for GOES-R. These data are in McIDAS AREA file format and were provided by CIRA at Colorado State University. During this period SRSO would be called daily and the regional focus may vary from day to day depending on the weather. During SRSOR operations data are available every minute. NCAR/EOL collected and archived these data. During PECAN, GOES-14 was stationed at 105W. All files are combined into hourly tar files to minimize size and download time. Each filename contains the UTC date/time stamp at which the sector was broadcast.
DOI: 10.15468/dl.w3hrw9
title: Occurrence Download

description: A dataset containing 9617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Solidago nemoralis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9617 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041025-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p1l97u2i
title: Metabolic Rate, Body Composition, Diet, Behavior, Blood Chemistry, Stable Isotope, Tri-axial Accelerometer, and GPS Locations of Grizzly Bears (Ursus arctos) on the North Slope of Alaska, USA, 2023

description: This data release includes 4 child items with data regarding metabolic rate, body composition, diet, behavior, blood chemistry, stable isotope, tri-axial accelerometer, and GPS locations of grizzly bears (Ursus arctos) on the North Slope of Alaska, 2023.
Child Item 1: "GPS Location Data from Grizzly Bears (Ursus arctos) Instrumented on the North Slope of Alaska, USA, 2023"
Child Item 2: "Metabolic Rate, Body Composition, Stable Isotope, and Blood Biochemistry Data from Grizzly Bears (Ursus arctos) on the North Slope of Alaska, USA, 2023"
Child Item 3: "Tri-axial Accelerometer and Temperature Data from Grizzly Bears (Ursus arctos) Instrumented on the North Slope of Alaska, USA, 2023"
Child Item 4: "Behavior and Diet Data Derived from Video Camera Collars on Grizzly Bears (Ursus arctos) Instrumented on the North Slope of Alaska, USA, 2023"
DOI: 10.5281/zenodo.10259965
title: Mabisi microbiome dataset

description: The dataset contains the 16S sequencing data from in vivo and in vitro microbiome samples of the human gut exposed to mabisi, a traditional fermented drink from Zambia. The dataset is composed of sequence data (Result_X201SC21101747-Z01-F047_16Sv34.zip) and short chain fatty acid measurements. Subsets of this dataset for analysis are available on gitlab.wur.
DOI: 10.5281/zenodo.10259966
title: Mabisi microbiome dataset

description: The dataset contains the 16S sequencing data from in vivo and in vitro microbiome samples of the human gut exposed to mabisi, a traditional fermented drink from Zambia. The dataset is composed of sequence data (Result_X201SC21101747-Z01-F047_16Sv34.zip) and short chain fatty acid measurements. Subsets of this dataset for analysis are available on gitlab.wur.
DOI: 10.5517/ccstwr6
title: CCDC 739869: Experimental Crystal Structure Determination

description: Related Article: M.Candy, G.Audran, H.Bienayme, C.Bressy, J.-M.Pons|2009|Org.Lett.|11|4950|doi:10.1021/ol902107g
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: 10.13140/rg.2.2.14758.19524
title: Tasa Real y Combinada
DOI: 10.5517/ccsm5sb
title: CCDC 733422: Experimental Crystal Structure Determination

description: Related Article: Jie Yu, Long He, Xiao-Hua Chen, Jin Song, Wei-Jie Chen, Liu-Zhu Gong|2009|Org.Lett.|11|4946|doi:10.1021/ol9020964
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/ccsjgpf
title: CCDC 730815: Experimental Crystal Structure Determination

description: Related Article: G.Hernandez-Torres, A.Urbano, M.C.Carreno, F.Colobert|2009|Org.Lett.|11|4930|doi:10.1021/ol9020783
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/ccsz2yr
title: CCDC 743905: Experimental Crystal Structure Determination

description: Related Article: T.Hampel, R.Bruckner|2009|Org.Lett.|11|4842|doi:10.1021/ol9018979
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.