cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8s22c8
title: Occurrence Download

description: A dataset containing 1141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenomera marmorata Steindachner, 1867"
 ]
}

 The dataset includes 1141 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011998-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227503
title: VA All Employee Survey (AES) 2021

description: VA All Employee Survey (AES) data from the 2020 & 2021 AES administrations. Scores are provided at the station level and up, and the occupation level within hospitals.<br><br>The All VA Survey was launched in 1997, rebranded as the All Employee Survey (AES) in 2001, and VA has administered the AES every year since 2006.<br><br>The AES 2021 consists of the following:<br><b>Aggregate Public Release AES Data File</b> - These files have average scores for all core AES items at the following levels of VA (availability begins in 2020):Administration - Functional groupings of VA by serviceVISN/District - Geographic groupings of VHA, VBA, and NCA service providersSite/Office - Specific VA groups (e.g., hospitals, administrative offices)Occupation - For VHA hospitals, data are available at the occupation group level (e.g., physicians, nurses)<b>Deidentified Individual-level Public Release AES Data File</b> - In 2018, VA merged the AES and the Federal Employee Viewpoint Survey (FEVS), which is a government-wide employee-perception survey conducted by the Office of Personnel Management (OPM). The merge means the included FEVS items are offered to all employees and benefit from the AES's high response rate, and we can quickly share results down to the small-team level where they're most actionable. These files have deidentified individual responses for all FEVS items.<b>AES-FEVS Percents Public Data Report</b> - These files have FEVS items reported as percents (as required by Federal statute).
description: Veterans Affairs employees.
DOI: 10.3886/e227503v1
title: VA All Employee Survey (AES) 2021

description: VA All Employee Survey (AES) data from the 2020 & 2021 AES administrations. Scores are provided at the station level and up, and the occupation level within hospitals.<br><br>The All VA Survey was launched in 1997, rebranded as the All Employee Survey (AES) in 2001, and VA has administered the AES every year since 2006.<br><br>The AES 2021 consists of the following:<br><b>Aggregate Public Release AES Data File</b> - These files have average scores for all core AES items at the following levels of VA (availability begins in 2020):Administration - Functional groupings of VA by serviceVISN/District - Geographic groupings of VHA, VBA, and NCA service providersSite/Office - Specific VA groups (e.g., hospitals, administrative offices)Occupation - For VHA hospitals, data are available at the occupation group level (e.g., physicians, nurses)<b>Deidentified Individual-level Public Release AES Data File</b> - In 2018, VA merged the AES and the Federal Employee Viewpoint Survey (FEVS), which is a government-wide employee-perception survey conducted by the Office of Personnel Management (OPM). The merge means the included FEVS items are offered to all employees and benefit from the AES's high response rate, and we can quickly share results down to the small-team level where they're most actionable. These files have deidentified individual responses for all FEVS items.<b>AES-FEVS Percents Public Data Report</b> - These files have FEVS items reported as percents (as required by Federal statute).
description: Veterans Affairs employees.
DOI: 10.15468/dl.43pz9r
title: Occurrence Download

description: A dataset containing 1016925 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate reprojected, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, Continent derived from coordinates, The scientific name ID was not used in backbone matching, Coordinate rounded)",
 "OccurrenceStatus is Present",
 "TaxonKey is Coragyps atratus (Bechstein, 1793)",
 "Year 1970-2015"
 ]
}

 The dataset includes 1016925 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011976-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbs355
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apium graveolens",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 124 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023467-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9qh-w5r-gr2
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h9x-ggy-193
title: †Hemicidaris L. Agassiz, 1838

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7cr-tzm-nvb
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8cw-nnt-0zs
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h8j-bd4-47k
title: †Euphemites Warthin, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hyw-2vg-s19
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kdv-08e-pea
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fxm-kxc-523
title: †Cythereis thoerenensis Triebel, 1940

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gr0-35n-a75
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ptyfyb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apium graveolens",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023468-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dkg-sje-00t
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t2k-p0n-08l
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/50f-jcg-sn4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y0g-f2f-mk1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/45a-b6g-d0f
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vvy-w1l-8hx
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2tw-lmh-r4p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/351-tky-dv1
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pyn-b9m-68c
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b6d-a6l-an4
title: Artiodactyla Owen, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5ys-3pw-50p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vy3-afr-bf9
title: †Lichenopora stellata

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jr3-5yb-j5c
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s6t-h2e-vlc
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nlb-ysm-mmt
title: †Stomechinus bigranularis Desor, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/scl-j2b-2wt
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r0c-kky-arn
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7nx-r15-40p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q8a-6yz-9rn
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tkj-6l4-040
title: Micromys Dehne, 1841

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tt7-bcb-bn6
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s9v-x08-mky
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vg9-vhy-f5t
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/94c-8wm-k5p
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ky6-nsx-fv8
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9xr-4pw-8s6
title: Balclutha Kirkaldy, 1900

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9j4-d8m-h6g
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l52-pd6-95y
title: Crioceratites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j53-a0p-fxh
title: Hibolithes

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kf5-flv-1qq
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wd3-re7-1q2
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.uw93vr
title: Occurrence Download

description: A dataset containing 259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bunocephalus colombianus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 259 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085647-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15125/bath-01493
title: Dataset for "Does independent regulation of MPs’ pay and expenses improve political trust? Evidence from a survey experiment"

description: The data was collected as part of a political science research project on political trust. 

The two data files contain the raw data from two online survey experiments which sought to test the effect of pay and expenses information on political trust.  The surveys together received 1957 responses.

The R code used to analyse the data files is also made available.
description: The experiments were pre-registered with the Open Science Framework, where they are explained in full.

Briefly, in each survey, participants were randomly allocated into one of four groups: a control group and 3 treatment conditions, which received varying levels of information about pay or expenses. Participants were also asked a battery of questions about political trust, their views on whether pay/expenses were set at the right level, and questions about their level of interest in politics and party allegiance. Additional demographic information, such as age, was provided by the survey platform (Prolific) and is also included in the spreadsheet.
description: Participants were recruited through Prolific. Survey data was collected via QuestionPro. The data can be viewed in MS Excel. The code was written in R Studio using R version 4.2.2.
description: See documents attached.
description: Further relevant documentation may be found in the following resources.

   Bramah, H.,  2024.   How does information about MPs’ pay and expenses affect citizens’ trust judgements?         OSF Registries.  Available from: https://doi.org/10.17605/OSF.IO/M783F.
DOI: 10.15468/dl.m7cwf7
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monomorium destructor",
 "Country is Yemen",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085646-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/7sbzsf
title: Survey records for Plantlife Nature Reserves from 1980-2016 in Great Britain

description: This dataset of 14,921 species records gives distribution and abundance data of vascular plants, non-vascular plants, fungi, lichens and moulds at 21 of Plantlife’s Nature Reserves (Munsary Peatlands, Augill Pasture, Moaney and Crawyn’s Meadows, Winskill Stones, Thompson Meadow, Deep Dale, Side Farm Meadows, Caeau Tan y Bwlch, Seaton Meadows, Stockwood Meadows, Cae Blaen-dyffryn, Davies Meadow, Lugg Meadow, Joan’s Hill Farm, Long Herdon and Grange Meadows, Ranscombe Farm, Queendown Warren, Skylark Meadows, Furnace Meadow and Brick Kiln Rough, Ryewater Farm, and Green Moor), it collates information collected at sites by Plantlife staff and contracted botanists over a 36 year period
See: https://www.plantlife.org.uk/protecting-plants-fungi/nature-reserves/
DOI: 10.15468/dl.v7ruaq
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cattleya trianae Linden & Rchb.f.",
 "Year 2010-2025"
 ]
}

 The dataset includes 191 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006116-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26131/irsa647
title: PTF Lightcurve Table

description: Palomar Transient Factory (PTF) is a fully-automated, wide-field survey aimed at a systematic exploration of the optical transient sky. 
The PTF Lightcurve table contains the individual lightcurves, i.e., that associates each object (target) in the Objects Table to all epochal apparitions (detections) of that object in the Sources Catalog. It combines all columns and metadata from both the Objects and Sources Catalog tables.
This dataset or service is made available by the Infrared Science Archive (IRSA) at IPAC, which is operated by the California Institute of Technology under contract with the National Aeronautics and Space Administration.
DOI: 10.15468/dl.p4skrv
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brugmansia suaveolens",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 118 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029702-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3c2599
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brugmansia suaveolens",
 "Country is Saint Vincent and the Grenadines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029701-250811113504898/datasets/export for details.
DOI: 10.26131/irsa648
title: PTF Sources Catalog

description: Palomar Transient Factory (PTF) is a fully-automated, wide-field survey aimed at a systematic exploration of the optical transient sky. 
The PTF Sources catalog is a table containing all the epoch-based source photometry and metadata extracted from the epochal images (SExtractor-based), specifically to support lightcurve construction for DR3.
This dataset or service is made available by the Infrared Science Archive (IRSA) at IPAC, which is operated by the California Institute of Technology under contract with the National Aeronautics and Space Administration.
DOI: 10.15468/dl.3gza6p
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudopolydora kempi",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 215 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029705-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgxc66
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudopolydora kempi",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 126 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029703-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mw2j2h
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudopolydora kempi",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 46 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029704-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26131/irsa649
title: PTF Objects List

description: Palomar Transient Factory (PTF) is a fully-automated, wide-field survey aimed at a systematic exploration of the optical transient sky. 
The PTF Objects catalog is a list of the targets that label each individual lightcurve with "collapsed-lightcurve" metrics. For objects with transient_flag = 0, the object is tied to a reference-image (coadd) detection. If so, metadata characterizing the extracted reference-image source is also given. Such objects may be associated with time-variable sources that "survived" the co-addition process. For objects with transient_flag = 1, the object is transient at one or more epochs and would have been flagged as an outlier (hence omitted) during co-addition. If so, no associated reference-image metadata exists, although collapsed-lightcurve metrics are still given.
This dataset or service is made available by the Infrared Science Archive (IRSA) at IPAC, which is operated by the California Institute of Technology under contract with the National Aeronautics and Space Administration.
DOI: 10.5281/zenodo.16922916
title: AwarenessAI EnterpriseWorld 7D AI Whitepapers

description: This repository houses the official EnyerpriseWorld 7D AI whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7D AI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.15468/dl.kcnzn5
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029706-250811113504898/datasets/export for details.
DOI: 10.15468/dl.uxpwb8
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brugmansia suaveolens",
 "Country is Uganda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029707-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdknfk
title: Occurrence Download

description: A dataset containing 7373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Elanoides forficatus"
 ]
}

 The dataset includes 7373 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029708-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.