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

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-121.9133812999999975 37.3322751999999980, -121.9133812999999975 37.3333728200000010, -121.9133812999999975 37.3345161700000006, -121.9133812999999975 37.3351564399999987, -121.9133812999999975 37.3360253900000032, -121.9133812999999975 37.3368486000000033, -121.9122390899999999 37.3368486000000033, -121.9114167299999991 37.3368486000000033, -121.9107771200000059 37.3368486000000033, -121.9099090800000056 37.3368486000000033, -121.9092694699999981 37.3368486000000033, -121.9084928000000048 37.3368486000000033, -121.9074877000000043 37.3368486000000033, -121.9067110299999968 37.3368486000000033, -121.9060257299999961 37.3368486000000033, -121.9052490600000027 37.3368486000000033, -121.9046093999999982 37.3368486000000033, -121.9046093999999982 37.3362540600000017, -121.9046093999999982 37.3355680499999991, -121.9046093999999982 37.3343789600000022, -121.9046093999999982 37.3335557500000021, -121.9046093999999982 37.3329612100000006, -121.9046093999999982 37.3322751999999980, -121.9055688600000025 37.3322751999999980, -121.9064825899999960 37.3322751999999980, -121.9074420099999969 37.3322751999999980, -121.9085384899999980 37.3322751999999980, -121.9099090800000056 37.3322751999999980, -121.9111883000000063 37.3322751999999980, -121.9121934000000067 37.3322751999999980, -121.9133812999999975 37.3322751999999980))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 43 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092256-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111145379
title: Incription in Kawi Script

description: [Text Description:] Incription in Kawi Script ❧ [Excavation Description:] Incription in Kawi Script ❧ [Medium:] Metal ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Foil ❧ [Physical Object Note:] Metal
DOI: 10.25549/inscriptifact-ouc1sto1633184
title: InscriptiFact -- an image database of inscriptions and artifacts
DOI: 10.15468/dl.jnkc87
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocnerostoma piniariella Zeller, 1847",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132070-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111145416
title: Incription in Kawi Script

description: [Text Description:] Incription in Kawi Script ❧ [Excavation Description:] Incription in Kawi Script ❧ [Medium:] Metal ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Foil ❧ [Physical Object Note:] Metal
DOI: 10.15468/dl.4tzx3b
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocnerostoma strobivorum Freeman, 1961",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132071-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111145417
title: Incription in Kawi Script

description: [Text Description:] Incription in Kawi Script ❧ [Excavation Description:] Incription in Kawi Script ❧ [Medium:] Metal ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Foil ❧ [Physical Object Note:] Metal
DOI: 10.25549/inscriptifact-ouc111145415
title: Incription in Kawi Script

description: [Text Description:] Incription in Kawi Script ❧ [Excavation Description:] Incription in Kawi Script ❧ [Medium:] Metal ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Foil ❧ [Physical Object Note:] Metal
DOI: 10.15468/dl.528nb8
title: Occurrence Download

description: A dataset containing 16717 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhizophora mangle L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16717 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0425532-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111145299
title: Incription in Kawi Script

description: [Text Description:] Incription in Kawi Script ❧ [Excavation Description:] Incription in Kawi Script ❧ [Medium:] Metal ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Foil ❧ [Physical Object Note:] Metal
DOI: 10.25549/inscriptifact-ouc111147012
title: Pyu and Sanskrit Inscription, PYU 16

description: [Text Description:] Pyu and Northern Brahmi script ❧ [Text or Publication Number Note:] PYU16 ❧ [Excavation Description:] Kan Wet Khaung mound ❧ [Medium:] Stone ❧ [Script Note:] Pyu, Northern Brahmi ❧ [Physical Object Description:] Socle of Buddha sculpture; height 55 cm ❧ [Physical Object Note:] Stone
DOI: 10.15468/dl.p8guqg
title: Occurrence Download

description: A dataset containing 2321 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhizophora mucronata Lam."
 ]
}

 The dataset includes 2321 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0425540-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc1sto1633311
title: InscriptiFact -- an image database of inscriptions and artifacts
DOI: 10.25549/inscriptifact-ouc1sto1633312
title: InscriptiFact -- an image database of inscriptions and artifacts
DOI: 10.15468/dl.5kj5zq
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoebe zhennan S.K.Lee & F.N.Wei"
 ]
}

 The dataset includes 94 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0417781-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111143635
title: Rambahan inscription II, MNI D6469

description: [Text Description:] Rambahan inscription II ❧ [Text or Publication Number Note:] MNI D6469 ❧ [Excavation Description:] Sanskrit Inscription ❧ [Medium:] Stone ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Base of sculpture in high relief ❧ [Physical Object Note:] Stone
DOI: 10.25549/inscriptifact-ouc111143918
title: Rambahan inscription II, MNI D6469

description: [Text Description:] Rambahan inscription II ❧ [Text or Publication Number Note:] MNI D6469 ❧ [Excavation Description:] Sanskrit Inscription ❧ [Medium:] Stone ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Base of sculpture in high relief ❧ [Physical Object Note:] Stone
DOI: 10.15468/dl.mj26ns
title: Occurrence Download

description: A dataset containing 129314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amazilia rutila (Delattre, 1843)"
 ]
}

 The dataset includes 129314 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0279187-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc1sto1633086
title: InscriptiFact -- an image database of inscriptions and artifacts
DOI: 10.25549/inscriptifact-ouc111143867
title: Rambahan inscription II, MNI D6469

description: [Text Description:] Rambahan inscription II ❧ [Text or Publication Number Note:] MNI D6469 ❧ [Excavation Description:] Sanskrit Inscription ❧ [Medium:] Stone ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Base of sculpture in high relief ❧ [Physical Object Note:] Stone
DOI: 10.15468/dl.llq0ny
title: Occurrence Download

description: A dataset containing 1134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abelmoschus manihot (L.) Medik.",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 1134 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010623-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111143868
title: Rambahan inscription II, MNI D6469

description: [Text Description:] Rambahan inscription II ❧ [Text or Publication Number Note:] MNI D6469 ❧ [Excavation Description:] Sanskrit Inscription ❧ [Medium:] Stone ❧ [Script Note:] Kawi ❧ [Physical Object Description:] Base of sculpture in high relief ❧ [Physical Object Note:] Stone
DOI: 10.15468/dl.mxkhtx
title: Occurrence Download

description: A dataset containing 8346 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Month is December",
 "Month is November",
 "Month is October"
 ]
 },
 "TaxonKey is Passer domesticus (Linnaeus, 1758)",
 "Year 2021-2022"
 ]
}

 The dataset includes 8346 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092276-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc1sto1633186
title: InscriptiFact -- an image database of inscriptions and artifacts
DOI: 10.25549/inscriptifact-ouc111145521
title: Rajkumar inscription (version A), PYU 07

description: [Text Description:] Pyu face of Rajkumar inscription (version A) ❧ [Text or Publication Number Note:] PYU07 ❧ [Excavation Description:] Myazedi pagoda ❧ [Medium:] Stone ❧ [Script Note:] Pyu ❧ [Physical Object Description:] one face of pillar inscribed on four faces; height 142 cm, width 36 cm and depth 36 cm ❧ [Physical Object Note:] Stone
DOI: 10.15468/dl.4kktz2
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apomys camiguinensis Heaney & Tabaranza Jr., 2006"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0350723-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111145439
title: Rajkumar inscription (version A), PYU 07

description: [Text Description:] Pyu face of Rajkumar inscription (version A) ❧ [Text or Publication Number Note:] PYU07 ❧ [Excavation Description:] Myazedi pagoda ❧ [Medium:] Stone ❧ [Script Note:] Pyu ❧ [Physical Object Description:] one face of pillar inscribed on four faces; height 142 cm, width 36 cm and depth 36 cm ❧ [Physical Object Note:] Stone
DOI: 10.25549/inscriptifact-ouc1sto1633314
title: InscriptiFact -- an image database of inscriptions and artifacts
DOI: 10.15468/dl.2zhm62
title: Occurrence Download

description: A dataset containing 3235 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urotrichus talpoides Temminck, 1841"
 ]
}

 The dataset includes 3235 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0350735-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111147006
title: Pyu and Sanskrit Inscription, PYU 16

description: [Text Description:] Pyu and Northern Brahmi script ❧ [Text or Publication Number Note:] PYU16 ❧ [Excavation Description:] Kan Wet Khaung mound ❧ [Medium:] Stone ❧ [Script Note:] Pyu, Northern Brahmi ❧ [Physical Object Description:] Socle of Buddha sculpture; height 55 cm ❧ [Physical Object Note:] Stone
DOI: 10.25549/inscriptifact-ouc111143725
title: Telaga Batu or Sabokingking inscription, MNI D155

description: [Text Description:] Telaga Batu or Sabokingking inscription; snake hoods at top and outlet for liquid at bottom ❧ [Text or Publication Number Note:] MNI D155 ❧ [Medium:] Stone ❧ [Script Note:] Southern Brahmi ❧ [Physical Object Description:] Stela ❧ [Physical Object Note:] Stone
DOI: 10.15468/dl.eucn7d
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Platyrrhinus ismaeli Velazco, 2005",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 45 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001621-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111143860
title: Telaga Batu or Sabokingking inscription, MNI D155

description: [Text Description:] Telaga Batu or Sabokingking inscription; snake hoods at top and outlet for liquid at bottom ❧ [Text or Publication Number Note:] MNI D155 ❧ [Medium:] Stone ❧ [Script Note:] Southern Brahmi ❧ [Physical Object Description:] Stela ❧ [Physical Object Note:] Stone
DOI: 10.15468/dl.7gqp9n
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zelleria haimbachi Busck, 1915",
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 244 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132073-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10491819
title: UFLUX 100m daily photosynthesis fluxes in northeastern UK 2022

description: UFLUX Ensemble UK100mdaily (UK 100 Daily) in northeastern UK 2022

OverviewThe UFLUX ensemble dataset offers European fluxes at 100 m spatial resolution, generated using machine learning models. It integrates satellite-based Sentinel-1 backscatters and Sentinel-2 vegetation proxies NIRv with ERA5 climate reanalysis, and is trained against ICOS eddy covariance observations. It  includes five core flux components:





Gross Primary Production (GPP) [open access]




Ecosystem Respiration (RECO) [in progress]




Net Ecosystem Exchange (NEE) [in progress]




Sensible Heat Flux (H) [in progress]




Latent Energy Flux (LE) [in progress]



Background and MethodologyThe Unified FLUXes (UFLUX) initiative is a data-driven, machine learning-based platform designed to upscale eddy covariance (EC) flux measurements from tower sites to the global scale. It aims to answer pressing questions about how effectively terrestrial ecosystems are managed under climate change.

Key innovations of UFLUX include:





Consistent Upscaling Framework: Harmonizes flux upscaling across spatial/temporal scales and multiple flux types (GPP, RECO, etc.) using deep decision tree-based methods, better suited than conventional neural networks for EC flux data.




Hybrid Explainable ML: Combines black-box ML with ecological interpretability through residual learning, offering both predictive power and new scientific insight (UFLUXv2).




Uncertainty Quantification: Employs sampling space completeness to assess model uncertainty in a transparent, robust manner.




Multisource Integration: Leverages complementary strengths of vegetation proxies (e.g., NIRv, SIF) and climate data (e.g., ERA5) to represent carbon dynamics more comprehensively than single-source approaches.




Superior Gap-Filling: Originally developed as a global EC flux gap-filling tool, UFLUX improves accuracy by up to 30% and reduces uncertainty by as much as 70% compared to traditional methods.




High Performance: Achieves strong predictive accuracy, with global-scale R² > 0.8 for RECO and ≈0.9 for GPP, while being computationally efficient enough to run on a standard laptop.




Community Adoption: Already used by other global upscaling projects, highlighting its reliability and impact.



ApplicationsUFLUX is ideal for studying the interactions between land management, climate change, and carbon fluxes, particularly in improving global estimates of GPP and RECO by addressing biases in EC measurements.

Resources



UFLUX Website: https://sites.google.com/view/uflux



Code Repository: https://github.com/soonyenju/uflux




Technical & Descriptive Publication: https://doi.org/10.1080/01431161.2024.2312266
DOI: 10.5281/zenodo.10491820
title: UFLUX 100m daily photosynthesis fluxes in northeastern UK 2022

description: UFLUX Ensemble UK100mdaily (UK 100 Daily) in northeastern UK 2022

OverviewThe UFLUX ensemble dataset offers European fluxes at 100 m spatial resolution, generated using machine learning models. It integrates satellite-based Sentinel-1 backscatters and Sentinel-2 vegetation proxies NIRv with ERA5 climate reanalysis, and is trained against ICOS eddy covariance observations. It  includes five core flux components:





Gross Primary Production (GPP) [open access]




Ecosystem Respiration (RECO) [in progress]




Net Ecosystem Exchange (NEE) [in progress]




Sensible Heat Flux (H) [in progress]




Latent Energy Flux (LE) [in progress]



Background and MethodologyThe Unified FLUXes (UFLUX) initiative is a data-driven, machine learning-based platform designed to upscale eddy covariance (EC) flux measurements from tower sites to the global scale. It aims to answer pressing questions about how effectively terrestrial ecosystems are managed under climate change.

Key innovations of UFLUX include:





Consistent Upscaling Framework: Harmonizes flux upscaling across spatial/temporal scales and multiple flux types (GPP, RECO, etc.) using deep decision tree-based methods, better suited than conventional neural networks for EC flux data.




Hybrid Explainable ML: Combines black-box ML with ecological interpretability through residual learning, offering both predictive power and new scientific insight (UFLUXv2).




Uncertainty Quantification: Employs sampling space completeness to assess model uncertainty in a transparent, robust manner.




Multisource Integration: Leverages complementary strengths of vegetation proxies (e.g., NIRv, SIF) and climate data (e.g., ERA5) to represent carbon dynamics more comprehensively than single-source approaches.




Superior Gap-Filling: Originally developed as a global EC flux gap-filling tool, UFLUX improves accuracy by up to 30% and reduces uncertainty by as much as 70% compared to traditional methods.




High Performance: Achieves strong predictive accuracy, with global-scale R² > 0.8 for RECO and ≈0.9 for GPP, while being computationally efficient enough to run on a standard laptop.




Community Adoption: Already used by other global upscaling projects, highlighting its reliability and impact.



ApplicationsUFLUX is ideal for studying the interactions between land management, climate change, and carbon fluxes, particularly in improving global estimates of GPP and RECO by addressing biases in EC measurements.

Resources



UFLUX Website: https://sites.google.com/view/uflux



Code Repository: https://github.com/soonyenju/uflux




Technical & Descriptive Publication: https://doi.org/10.1080/01431161.2024.2312266
DOI: 10.18712/nsd-nsd0572-4-v2
title: Labour Force Sample Survey 1986, 4.quarter

description: Statistics Norway (SSB) has conducted official quarterly labor force surveys (AKU) since the first quarter of 1972. The purpose is to provide labor market authorities and other interested parties with insights into the occupational structure of the population and its development over time. The surveys aim to serve as a foundation and statistical material for occupational forecasts and labor market research. In the AKU, a respondent is interviewed in two consecutive quarters, then there is a break for two quarters, followed by another two consecutive quarters of interviews. The sample size was approximately 10,000–11,000 respondents each quarter until 1988. The Labor Force Survey of 1976 is the fifth complete annual survey of the AKU. Initially, the intention was for the AKU to serve as an analytical supplement to the monthly employment statistics, which were based on the membership registry of the social insurance offices. However, the social insurance-based statistics were discontinued when health insurance was incorporated into the National Insurance Scheme on January 1, 1971. Over time, the AKU has evolved into the most important source of knowledge about the state and development of the labor market.

In 1975, SSB revised the sampling plan for interview surveys, as detailed in Article 37: On the Use of Samples at the Office for Interview Surveys, SSB (Steinar Tamsfoss), and SØS 33: Principles and Methods for Statistics Norway's Sample Surveys (Ib Thomsen). At the same time, the estimation method for extrapolating to national figures was changed, enabling reliable regional data from 1975 onward. The 1975 revision also introduced a different approach to interviewing in batches compared to before and after this period. This resulted in a break in the panel system of the AKU.

In the 1976 Labor Force Survey, a slightly revised questionnaire was introduced, and the original six-quarter rotation plan was reinstated. The new questionnaire allowed for better identification of individuals in the categories of family workers and those temporarily absent from income-generating work. This led to approximately 30,000–35,000 more individuals being classified as employed. The category of job seekers without income was also expanded to include those who were involuntarily laid off. Questions regarding underemployment and overemployment from the original questionnaire were removed.