cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jwtp8r
title: Occurrence Download

description: A dataset containing 73264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.44955 5.94629,-71.17785 5.94629,-71.17785 6.07745,-71.44955 6.07745,-71.44955 5.94629))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 73264 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018145-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15586401
title: Polychromatic Humanism, an emerging paradigm?

description: We are in an era of rapidly developing AI, automation and advanced technology, where marketing hype anthropomorphizes technology with terms like “intelligence”, “creativity” and “thought”. This language equivocates algorithmic processes that reductively simulate reasoning, with human cognition. This misleading characterization of AI is generating a pervasive sense of apprehension and fear. Meanwhile, the ‘deconstructive’ influences of postmodernism, and societal disintegration resulting from an adversarial environment of identity politics, are adding to a sense of instability and anxiety. There must be a path toward synergy — a sum greater than the parts — to reorient the human spirit in these times. And there must be a more balanced and creative orientation toward AI. This article explores a possible path forward called polychromatic humanism.
DOI: 10.5281/zenodo.15586402
title: Polychromatic Humanism, an emerging paradigm?

description: We are in an era of rapidly developing AI, automation and advanced technology, where marketing hype anthropomorphizes technology with terms like “intelligence”, “creativity” and “thought”. This language equivocates algorithmic processes that reductively simulate reasoning, with human cognition. This misleading characterization of AI is generating a pervasive sense of apprehension and fear. Meanwhile, the ‘deconstructive’ influences of postmodernism, and societal disintegration resulting from an adversarial environment of identity politics, are adding to a sense of instability and anxiety. There must be a path toward synergy — a sum greater than the parts — to reorient the human spirit in these times. And there must be a more balanced and creative orientation toward AI. This article explores a possible path forward called polychromatic humanism.
DOI: 10.7910/dvn/ridgww
title: Replication Files For: Scaling Up With Integrity: Valid and Efficient Narrative Policy Framework Analyses Using Large Language Models

description: Repository contains data and code necessary to replicate findings reported in "The Narrative Policy Framework at Scale: A Demonstration and Exploration of Large Language Models for NPF Analyses "
DOI: 10.15468/dl.kwntyx
title: Occurrence Download

description: A dataset containing 7422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((93.86937 -9.64833,156.52085 -9.64833,156.52085 43.43652,93.86937 43.43652,93.86937 -9.64833))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chelonia mydas (Linnaeus, 1758)"
 ]
}

 The dataset includes 7422 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018184-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a22j68580
title: Thaw depth in the International Tundra Experiment (ITEX) plots at Utqiaġvik and Atqasuk, Alaska

description: Arctic ecosystems are changing in response to arctic warming, which is proceeding more than twice as fast as the global average. The International Tundra Experiment (ITEX) was established in the early 1990s to understand the effects of warming and environmental variability on tundra vegetation properties and ecosystem function. The ITEX program has been extremely valuable for detection of changes in tundra plant and ecosystem responses to experimental warming and to background climate change across sites that span the major ecosystems of the Arctic.
 These files contain data representing the thaw depths of ITEX plots in Utqiaġvik (formerly Barrow) and Atqasuk in a text tab delimited format. The data presented are daily to seasonal thaw depths of 48 plots (24 experiment open-top chamber plots and 24 control plots) at four sites (Atqasuk Wet Meadow, Atqasuk Dry Heath, Utqiaġvik Wet Meadow, and Utqiaġvik Dry Heath).
DOI: 10.15468/dl.dc9qzp
title: Occurrence Download

description: A dataset containing 665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is South America",
 "Country is Ecuador",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Tropicos Specimens Non-MO, Tropicos MO Specimen Data, The AAU Herbarium Database, Información florística del Proyecto Mapa de Vegetación para la Clasificación de Ecosistemas del Ecuador Continental, NMNH Extant Specimen Records (USNM, US), Royal Botanic Gardens, Kew - Herbarium Specimens, HUTPL Vascular Plants, Colección plantas vasculares del Herbario Reinaldo Espinosa (Herbario LOJA) de la Universidad Nacional de Loja)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingOrg is one of (c54097e6-0972-4acb-b849-eaeba29c917d, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, 90fd6680-349f-11d8-aa2d-b8a03c50a862, 8e1a97a0-3ca8-11d9-8439-b8a03c50a862, 061b4f20-f241-11da-a328-b8a03c50a862, bc092ff0-02e4-11dc-991f-b8a03c50a862, d0e01e0c-7e8c-49aa-aeed-15fab7dfee46)",
 "TaxonKey is Baccharis genistelloides (Lam.) Pers."
 ]
}

 The dataset includes 665 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018186-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48420/28070294
title: Insights into eruption dynamics from TROPOMI/PlumeTraj-derived SO<sub>2</sub> emissions during the 2022 eruption of Mauna Loa, Hawaiʻi - Supporting data

description: <b>This is the supporting data for the article "</b><b>Insights into eruption dynamics from TROPOMI/PlumeTraj-derived SO</b><sub><strong>2</strong></sub><b> emissions during the 2022 eruption of Mauna Loa, Hawai</b><b>ʻ</b><b>i":</b><b>MaunaLoa2022_figures.ipynb </b>is the Jupyter notebook used to generate most figures in the paper. Note that zipped directories included here must be unzipped for this notebook to work (as well as downloading publicly available TROPOMI and traverse data<b>orbits_to_run.csv</b> contains a list of the TROPOMI orbits and a flag whether or not to include them in the analysis<b>fissure_times_grouped.csv</b> contains the timings of the eruption fissures<b>BT_MaunaLoa_20221128.res</b> contains the brightness temperature (in K) results from GOES (columns are Year, Month, Day, Hour, Minute, Max BT, Mean BT)<b>PlumeTraj_results.zip</b> contains all PlumeTraj results for the TROPOMI orbits analysed in netCDF format.<b>*emission.nc</b> contains the reconstructed SO2 emission results<b>*PlumeTraj_results.nc</b> contains the pixel-by-pixel results<b>*solutions.nc </b>contains the solutions found by PlumeTraj for each pixel<b>COBRA_LH.zip</b> contains The COBRA layer height data<b>GFS.zip </b>contains trajectories calculated from the radiosonde launch site throughout the eruption
DOI: 10.48420/28070294.v1
title: Insights into eruption dynamics from TROPOMI/PlumeTraj-derived SO<sub>2</sub> emissions during the 2022 eruption of Mauna Loa, Hawaiʻi - Supporting data

description: <b>This is the supporting data for the article "</b><b>Insights into eruption dynamics from TROPOMI/PlumeTraj-derived SO</b><sub><strong>2</strong></sub><b> emissions during the 2022 eruption of Mauna Loa, Hawai</b><b>ʻ</b><b>i":</b><b>MaunaLoa2022_figures.ipynb </b>is the Jupyter notebook used to generate most figures in the paper. Note that zipped directories included here must be unzipped for this notebook to work (as well as downloading publicly available TROPOMI and traverse data<b>orbits_to_run.csv</b> contains a list of the TROPOMI orbits and a flag whether or not to include them in the analysis<b>fissure_times_grouped.csv</b> contains the timings of the eruption fissures<b>BT_MaunaLoa_20221128.res</b> contains the brightness temperature (in K) results from GOES (columns are Year, Month, Day, Hour, Minute, Max BT, Mean BT)<b>PlumeTraj_results.zip</b> contains all PlumeTraj results for the TROPOMI orbits analysed in netCDF format.<b>*emission.nc</b> contains the reconstructed SO2 emission results<b>*PlumeTraj_results.nc</b> contains the pixel-by-pixel results<b>*solutions.nc </b>contains the solutions found by PlumeTraj for each pixel<b>COBRA_LH.zip</b> contains The COBRA layer height data<b>GFS.zip </b>contains trajectories calculated from the radiosonde launch site throughout the eruption
DOI: 10.15468/dl.3hfqgc
title: Occurrence Download

description: A dataset containing 43622 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Nocardioides Prauser, 1976"
 ]
}

 The dataset includes 43622 records from 475 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018185-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utrkxh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer grandidentatum Nutt. ex Torr. & A.Gray)",
 "StateProvince is one of (Arizona, Colorado, Idaho, Mexico Northeast, Mexico Northwest, Montana, Nevada, New Mexico, Oklahoma, Texas, Utah, Wyoming)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018188-250525065834625/datasets/export for details.
DOI: 10.15468/dl.j3ryfs
title: Occurrence Download

description: A dataset containing 31450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is one of (Papilionidae, Pieridae, Hesperiidae, Nymphalidae, Lycaenidae, Riodinidae)",
 "StateProvince is Wisconsin"
 ]
}

 The dataset includes 31450 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018191-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29225540
title: Lionfish activity in response to soundscapes

description: A dataset of lionfish (<i>Pterois miles</i>) activity (speed and exploration) in the day and the night in response to laboratory playbacks of healthy and degraded coral reef soundscapes.
DOI: 10.6084/m9.figshare.29225540.v1
title: Lionfish activity in response to soundscapes

description: A dataset of lionfish (<i>Pterois miles</i>) activity (speed and exploration) in the day and the night in response to laboratory playbacks of healthy and degraded coral reef soundscapes.
DOI: 10.15468/dl.vtqv8j
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Investigación y manejo para la conservación de tortugas amenazadas de los humedales llaneros"
 ]
}

 The dataset includes 152 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018193-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruxzkm
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018192-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7af2n
title: Occurrence Download

description: A dataset containing 3125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Corallus annulatus (Cope, 1875), Corallus hortulana (Linnaeus, 1758), Corallus ruschenbergerii (Cope, 1875), Corallus batesii (Gray, 1860))"
 ]
}

 The dataset includes 3125 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018195-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmyt5e
title: Occurrence Download

description: A dataset containing 22966 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microstegium vimineum (Trin.) A.Camus"
 ]
}

 The dataset includes 22966 records from 280 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018194-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.deb5zz
title: Occurrence Download

description: A dataset containing 2044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thunbergia alata Bojer ex Sims",
 "Year 1900-2025"
 ]
}

 The dataset includes 2044 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018196-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5285/4731f72a886c47739fb5990c379c91dd
title: Gridded projections of ground and surface water abstraction and discharge for England 2020-2080

description: This dataset contains projected monthly surface and groundwater abstractions and annual discharges for England at 1 km × 1 km resolution, for the years 2020 to 2080 for three future scenarios: Economic Growth (EG), Business as Usual (BaU), and Sustainable (Sus). Further details are provided in the linked Data Document.

These datasets were produced by applying future scaling factors (derived from various publicly available water demand projections) to baseline datasets available at: https://dx.doi.org/10.5285/18886f95ba84447f997efac96df456ad (Rameshwaran et al., 2025). These datasets are designed to expore the impact of anthropogenic influences on future river flows and potential future resource challenges.

This data publication is supported by the Natural Environment Research Council award number NE/X019063/1 as part of the Hydro-JULES programme delivering National Capability, and linked with the Climate Services for a Net Zero Resilient World (CS-N0W) project.
DOI: 10.6084/m9.figshare.29209109
title: Dataset for 'High-Energy Sub-cycle Electron Emission Driven by Spatio-temporally Confined THz Fields'

description: Tip-based structures offer a pathway to strong-field, optical-driven field emission, holding the potential for generating high-brightness ultrashort electron sources. While direct optical field-driven electron emission and acceleration within the single optical sub-cycle provides a straightforward solution for ultrafast electron generation, achieving precise control over the emission process to generate high-quality electron beams suitable for practical applications remains challenging. Here, we present THz-driven sub-cycle electron field emission in a ridged waveguide cavity, achieving the first practical high-energy femtosecond field emission source. This ridged cavity is engineered to spatially and temporally confine the electric field, effectively minimizing dispersion and suppressing field leakage. Through carrier-envelope phase control of the THz field, we achieve sub-cycle field emission, generating, for the first time, isolated electron bunches with a 940 fs (FWHM) duration. Using dual 24 µJ (2×24 µJ) of THz energy, we achieve a peak field strength of ~ 23 GV/m, accelerating electrons to a record energy of 46 keV with a charge of 2 pC per bunch, thereby enabling single-shot imaging. The high field strength suppresses emittance blow-up due to space-charge effects, ensuring excellent beam quality. The generated electron pulse exhibits high stability. As an initial application, we investigate transient electric field dynamics in real time and space using time-resolved schlieren radiography with this field emission electron source. These proof-of-principle results signify a critical advancement in developing compact, high-performance electron sources for user-oriented applications.
DOI: 10.6084/m9.figshare.29209109.v2
title: Dataset for 'High-Energy Sub-cycle Electron Emission Driven by Spatio-temporally Confined THz Fields'

description: Tip-based structures offer a pathway to strong-field, optical-driven field emission, holding the potential for generating high-brightness ultrashort electron sources. While direct optical field-driven electron emission and acceleration within the single optical sub-cycle provides a straightforward solution for ultrafast electron generation, achieving precise control over the emission process to generate high-quality electron beams suitable for practical applications remains challenging. Here, we present THz-driven sub-cycle electron field emission in a ridged waveguide cavity, achieving the first practical high-energy femtosecond field emission source. This ridged cavity is engineered to spatially and temporally confine the electric field, effectively minimizing dispersion and suppressing field leakage. Through carrier-envelope phase control of the THz field, we achieve sub-cycle field emission, generating, for the first time, isolated electron bunches with a 940 fs (FWHM) duration. Using dual 24 µJ (2×24 µJ) of THz energy, we achieve a peak field strength of ~ 23 GV/m, accelerating electrons to a record energy of 46 keV with a charge of 2 pC per bunch, thereby enabling single-shot imaging. The high field strength suppresses emittance blow-up due to space-charge effects, ensuring excellent beam quality. The generated electron pulse exhibits high stability. As an initial application, we investigate transient electric field dynamics in real time and space using time-resolved schlieren radiography with this field emission electron source. These proof-of-principle results signify a critical advancement in developing compact, high-performance electron sources for user-oriented applications.
DOI: 10.6084/m9.figshare.29209109.v1
title: Dataset for 'High-Energy Sub-cycle Electron Emission Driven by Spatio-temporally Confined THz Fields'

description: Tip-based structures offer a pathway to strong-field, optical-driven field emission, holding the potential for generating high-brightness ultrashort electron sources. While direct optical field-driven electron emission and acceleration within the single optical sub-cycle provides a straightforward solution for ultrafast electron generation, achieving precise control over the emission process to generate high-quality electron beams suitable for practical applications remains challenging. Here, we present THz-driven sub-cycle electron field emission in a ridged waveguide cavity, achieving the first practical high-energy femtosecond field emission source. This ridged cavity is engineered to spatially and temporally confine the electric field, effectively minimizing dispersion and suppressing field leakage. Through carrier-envelope phase control of the THz field, we achieve sub-cycle field emission, generating, for the first time, isolated electron bunches with a 940 fs (FWHM) duration. Using dual 24 µJ (2×24 µJ) of THz energy, we achieve a peak field strength of ~ 23 GV/m, accelerating electrons to a record energy of 46 keV with a charge of 2 pC per bunch, thereby enabling single-shot imaging. The high field strength suppresses emittance blow-up due to space-charge effects, ensuring excellent beam quality. The generated electron pulse exhibits high stability. As an initial application, we investigate transient electric field dynamics in real time and space using time-resolved schlieren radiography with this field emission electron source. These proof-of-principle results signify a critical advancement in developing compact, high-performance electron sources for user-oriented applications.
DOI: 10.5281/zenodo.15586434
title: Dataset for: Fault heterogeneity and Fracture energy
DOI: 10.15468/dl.8dw2k9
title: Occurrence Download

description: A dataset listing the 49 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "BasisOfRecord is one of (Machine Observation)",
 "Year is 2025",
 "Country is one of (Colombia)"
 ]
 }
 ]
}

 The dataset's 49 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018187-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3aeju
title: Occurrence Download

description: A dataset listing the 203 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Occurrence evidence, Living Specimen, Fossil, Machine Observation, Material citation)",
 "Country is Colombia",
 "DatasetKey is one of (Herbario Amazónico Colombiano Dairon Cárdenas López, Tropicos MO Specimen Data, Herbario Nacional Colombiano (COL), Colección Herbario Federico Medem Bogotá - FMB, iNaturalist Research-grade Observations, Base de Datos de Flora de la Cuenca del Río Orinoco en Colombia, ICN - Universidad Nacional de Colombia, Herbarium GB, University of Gothenburg, Tropicos Specimens Non-MO, Fauna y Flora del proyecto: Subestación Toluviejo 220 kv y líneas asociadas - Tramo 2)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EX, CR, EN, VU, NT, LC, EW, DD, NE)",
 "OccurrenceStatus is Present",
 "TaxonKey is Marantaceae"
 ]
}

 The dataset's 203 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018189-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15577920
title: Data Dummy Trouble Ticket SBU Sulawesi
DOI: 10.5281/zenodo.15577921
title: Data Dummy Trouble Ticket SBU Sulawesi
DOI: 10.15468/dl.srcya4
title: Occurrence Download

description: A dataset containing 826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles aquasalis Curry, 1932",
 "Year 1900-2025"
 ]
}

 The dataset includes 826 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018198-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.