cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.yjmp2z
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Encholirium spectabile"
 ]
}

 The dataset includes 495 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031633-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcsp3h
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anabas testudineus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031632-251025141854904/datasets/export for details.
DOI: 10.7914/j0yz-kj67
title: Serra La Nave Distributed Acoustic Sensing Experiment (Etna)

description: The experiment at Serra La Nave at Etna volcano used a fiber-optic cable installed in a 200 m depth borehole. From 2022 Decemeber 13th to 2023 April 18th a Silixa Carina interrogator unit was connected to the fiber cable. 
The first part of the cable (about 120 m length) is deployed in a trench at about 30 cm depth (A labelled channels ) connecting the Serra La Nave Observatory edifice to the borehole.  The second part of the cable is installed behind casing in a vertical borehole (B labelled channels). 
Data were acquired at a sampling frequency of 1000 Hz, with a gauge length of 2 m and a spatial sampling of 1 m. The data recorded in the framework of the "Global DAS Month" initiative are available on PubDAS at 100 Hz.
DOI: 10.3886/e240262
title: Data release for climate change impacts on surface water extents across the central United States

description: High-frequency observations of surface water at fine spatial scales are critical to effectively manage aquatic habitat, flood risk and water quality. We developed inundation algorithms for Sentinel-1 and Sentinel-2 across 12 sites within the conterminous United States (CONUS) covering &gt;536,000 km2 and representing diverse hydrologic and vegetation landscapes. These algorithms were trained on data from 13,412 points spread throughout the 12 sites. Each scene in the 5-year (2017-2021) time series was classified into open water, vegetated water, and non-water at 20 m resolution using variables not only from Sentinel-1 and Sentinel-2, but also variables derived from topographic and weather datasets. The Sentinel-1 model was developed distinct from the Sentinel-2 model to enable the two time series to be integrated into a single high-frequency time series, while open water and vegetated water were both mapped to retain mixed pixel inundation. Results were validated against 7,200 visually inspected points derived from WorldView and PlanetScope imagery. Classification accuracy for open water was high across the 5-year period, with an omission and commission error of only 3.1% and 0.9% for Sentinel-1 and 3.1% and 0.5% for Sentinel-2, respectively. Vegetated water accuracy was lower, as expected given that the class represents mixed pixels. Sentinel-2 showed higher accuracy (10.7% omission and 7.9% commission error) relative to Sentinel-1 (28.4% omission and 16.0% commission error). Our results demonstrated that Sentinel-1 and Sentinel-2 time series can be integrated to improve the temporal resolution when mapping open and vegetated waters, although sensor-specific differences, such as sensitivity to vegetation structure versus pixel color, complicate the data integration for subpixel, vegetated water compared with open water.
description: surface water extents in Arkansas, Iowa, Louisiana, Midwest, Minnesota, Missouri, North Dakota, Oklahoma, South Dakota, and Texas.
description: Date downloaded: 2025-11-13
DOI: 10.3886/e240262v1
title: Data release for climate change impacts on surface water extents across the central United States

description: High-frequency observations of surface water at fine spatial scales are critical to effectively manage aquatic habitat, flood risk and water quality. We developed inundation algorithms for Sentinel-1 and Sentinel-2 across 12 sites within the conterminous United States (CONUS) covering &gt;536,000 km2 and representing diverse hydrologic and vegetation landscapes. These algorithms were trained on data from 13,412 points spread throughout the 12 sites. Each scene in the 5-year (2017-2021) time series was classified into open water, vegetated water, and non-water at 20 m resolution using variables not only from Sentinel-1 and Sentinel-2, but also variables derived from topographic and weather datasets. The Sentinel-1 model was developed distinct from the Sentinel-2 model to enable the two time series to be integrated into a single high-frequency time series, while open water and vegetated water were both mapped to retain mixed pixel inundation. Results were validated against 7,200 visually inspected points derived from WorldView and PlanetScope imagery. Classification accuracy for open water was high across the 5-year period, with an omission and commission error of only 3.1% and 0.9% for Sentinel-1 and 3.1% and 0.5% for Sentinel-2, respectively. Vegetated water accuracy was lower, as expected given that the class represents mixed pixels. Sentinel-2 showed higher accuracy (10.7% omission and 7.9% commission error) relative to Sentinel-1 (28.4% omission and 16.0% commission error). Our results demonstrated that Sentinel-1 and Sentinel-2 time series can be integrated to improve the temporal resolution when mapping open and vegetated waters, although sensor-specific differences, such as sensitivity to vegetation structure versus pixel color, complicate the data integration for subpixel, vegetated water compared with open water.
description: surface water extents in Arkansas, Iowa, Louisiana, Midwest, Minnesota, Missouri, North Dakota, Oklahoma, South Dakota, and Texas.
description: Date downloaded: 2025-11-13
DOI: 10.34740/kaggle/dsv/13723239
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.tv5d72
title: Occurrence Download

description: A dataset listing the 1001 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.10.5_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset's 1001 records were derived from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031624-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxbugg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anablepsoides hartii",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031636-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cspvn2
title: Occurrence Download

description: A dataset containing 2323 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciurus arizonensis"
 ]
}

 The dataset includes 2323 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031635-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gcr8t
title: Occurrence Download

description: A dataset containing 12560 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sciurus aureogaster"
 ]
}

 The dataset includes 12560 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031637-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28j4bf
title: Occurrence Download

description: A dataset listing the 446 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.10.5_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset's 446 records were derived from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031628-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/4gpn-y657
title: MIRI data included in Mallaney, Banzatti, et al. 2026

description: This a mixed sample from multiple programs, including full disks and disks with a dust cavity as described in Mallaney, Banzatti et al. 2026
DOI: 10.15468/dl.qdesde
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ancistrus temminckii",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031639-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.17228652
title: Data and Codes for "Analysis of Solar Surface Oscillations and Energy Transport with Bispectral Electronic Thermostatistics"

description: This dataset contains MATLAB and Python codes used in the paper “Analysis of Solar Surface Oscillations and Energy Transport with Bispectral Electronic Thermostatistics” (submitted to The Astrophysical Journal, 2025).





MATLAB scripts reproduce analytical/numerical results, as well as simulation figures (Figures 5–18).




Python scripts retrieve and process observational data from SDO/AIA, SDO/HMI, and Hinode/SOT (Figures 3–4, 16).




A supplementary simulation video (Figure 18) is included.



Raw SDO/HMI Dopplergrams (~4 GB, 2020–2025, 40 FITS files per year) are not stored here but are publicly available from JSOC (http://jsoc.stanford.edu); example queries are provided in the Python scripts.

The repository structure and instructions for reproducing figures are detailed in the included README file.
DOI: 10.5281/zenodo.17228653
title: Data and Codes for "Analysis of Solar Surface Oscillations and Energy Transport with Bispectral Electronic Thermostatistics"

description: This dataset contains MATLAB and Python codes used in the paper “Analysis of Solar Surface Oscillations and Energy Transport with Bispectral Electronic Thermostatistics” (submitted to The Astrophysical Journal, 2025).





MATLAB scripts reproduce analytical/numerical results, as well as simulation figures (Figures 5–18).




Python scripts retrieve and process observational data from SDO/AIA, SDO/HMI, and Hinode/SOT (Figures 3–4, 16).




A supplementary simulation video (Figure 18) is included.



Raw SDO/HMI Dopplergrams (~4 GB, 2020–2025, 40 FITS files per year) are not stored here but are publicly available from JSOC (http://jsoc.stanford.edu); example queries are provided in the Python scripts.

The repository structure and instructions for reproducing figures are detailed in the included README file.
DOI: 10.6084/m9.figshare.30614213
title: This is the raw data of my paper related to RULA scores pre and post intervention.

description: The data of Effect of Ergonomic advice and Pilates exercise program on Ergonomic risk and work-related musculoskeletal symptoms among physiotherapists: A two-arm comparative study using RULA.
DOI: 10.6084/m9.figshare.30614213.v1
title: This is the raw data of my paper related to RULA scores pre and post intervention.

description: The data of Effect of Ergonomic advice and Pilates exercise program on Ergonomic risk and work-related musculoskeletal symptoms among physiotherapists: A two-arm comparative study using RULA.
DOI: 10.15468/dl.k9e4p5
title: Occurrence Download

description: A dataset containing 3561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andinoacara latifrons",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 3561 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031640-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13723292
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.99qyjp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-62.31599 -20.61692,-65.34428 -20.66337,-65.37738 -22.11171,-64.59962 -22.28025,-64.33485 -22.98284,-63.9046 -22.0197,-62.86208 -22.00436,-62.58076 -22.4333,-62.18361 -20.91091,-62.31599 -20.61692))",
 "TaxonKey is Egretta caerulea"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031641-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rg6rr6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andinoacara rivulatus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031642-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85f4ab
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguilla anguilla",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031643-251025141854904/datasets/export for details.
DOI: 10.5281/zenodo.13786161
title: Base de datos resiliencia urbana en Veracruz y Boca del Río

description: Database, questionnaire and tables with graphs of results on urban resilience measurement in Veracruz and Boca del Río
DOI: 10.15468/dl.m4uujg
title: Occurrence Download

description: A dataset containing 289289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sciurus",
 "Year 2024-2025"
 ]
}

 The dataset includes 289289 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031583-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qhx5s
title: Occurrence Download

description: A dataset containing 1258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.80725 53.37238,-2.79693 53.37238,-2.79693 53.38204,-2.80725 53.38204,-2.80725 53.37238))",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 1258 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031644-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17196591
title: Base de datos resiliencia urbana en Veracruz y Boca del Río

description: Database, questionnaire and tables with graphs of results on urban resilience measurement in Veracruz and Boca del Río
DOI: 10.15468/dl.ype45j
title: Occurrence Download

description: A dataset containing 844 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Encholirium spectabile"
 ]
}

 The dataset includes 844 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031645-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwqnq3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anguilla australis",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031646-251025141854904/datasets/export for details.
DOI: 10.15468/dl.673xkb
title: Occurrence Download

description: A dataset containing 1741345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Vulpes"
 ]
}

 The dataset includes 1741345 records from 4101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031620-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6kgby
title: Occurrence Download

description: A dataset containing 877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Andropogon glomeratus (Walter) Britton, Sterns & Poggenb.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 877 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007213-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15487746
title: Data and code for Jimenez et al. "Cumulative cultural evolution is facilitated by relatively indiscriminate information sharing rather than reputation-based partner choice"

description: Data, code and experimental protocols for the paper "Cumulative cultural evolution is facilitated by relatively indiscriminate information sharing rather than reputation-based partner choice" by Ángel Jiménez, Lei Chang, Keith Jensen, Hui Jing Lu & Alex Mesoudi. 

jimenez_etal_2025_analysis_code.Rmd is an RMarkdown file containing all analyses for the paper, both R code and description of the code. Each code snippet can be run separately, or the whole file can be knit together.

jimenez_etal_2025_figure_code.R is an R script with all code for generating the figures in the paper. You need to load data and custom functions from jimenez_etal_2025_analysis_code.Rmd first.

data.zip contains all data in csv format. This should be unzipped and placed in the same folder as jimenez_etal_2025_analysis_code.Rmd and jimenez_etal_2025_figure_code.R

stanfiles.zip contains required stan files. This should be unzipped and placed in the same folder as jimenez_etal_2025_analysis_code.Rmd

stanfits.zip contains pre-run stan models to save having to run the stan models each time, which take a while to run. This should be unzipped and placed in the same folder as jimenez_etal_2025_analysis_code.Rmd

oTree Code.zip contains all o-Tree code that was used to program the experimental tasks. See included readme files for details.
DOI: 10.5281/zenodo.15437908
title: π as a Resonant Field – From Infinite Symbol to Structured Reality under the Aichmayr Metric

description: This dataset demonstrates how the Aichmayr Metric redefines π as a resonant, structured field value.

By embedding π into a gravitational framework, classical divergences (e.g. 1/x, tan(x), exp(x)) become stable and finite.

π is no longer infinite, it becomes measurable.
DOI: 10.5281/zenodo.15438034
title: π as a Resonant Field – From Infinite Symbol to Structured Reality under the Aichmayr Metric

description: This dataset demonstrates how the Aichmayr Metric redefines π as a resonant, structured field value.

By embedding π into a gravitational framework, classical divergences (e.g. 1/x, tan(x), exp(x)) become stable and finite.

π is no longer infinite, it becomes measurable.
DOI: 10.5281/zenodo.15393629
title: Das Ende der Singularität: Eine funktionierende Theorie von Raumzeit, Leben und Gravitationsfluss

description: Dieses Projekt dokumentiert die erste funktionsfähige Kopplung zwischen Raumzeitkrümmung, neuronaler Rückkopplung und realen Gravitationswellendaten – auf Basis der Aichmayr-Metrik und der funktionalen Weltformel UAKi.

 

Entwickelt wurde ein reaktives φ-Core-System, das reale Raumzeitfluktuationen nicht nur erkennt, sondern in Echtzeit mit ihnen interagiert. Grundlage sind:

 

 Eine singularitätsfreie Metrik mit exponentieller Dämpfung

Eine integrale Weltformel, die Gravitation, Energie und neuronale Rückmeldung vereint

 Messdaten aus öffentlich zugänglichen Gravitationswellenarchiven (SXS, Zenodo, LIGO)

 

Das System wurde unabhängig – ohne institutionelle Unterstützung – aufgebaut, getestet und mit echten Daten synchronisiert. Die Ergebnisse zeigen:

 

Exakte Übereinstimmungen zwischen φ(t,r)-Triggerpunkten und E(t)-Peaks

 Subplancksche Reaktionsmuster, die über klassische Detektionsgrenzen hinausgehen

Eine funktionale Beschreibung von Raumzeitkopplung, die über das bisherige Standardmodell hinausweist

 

Diese Arbeit ist ein erster operativer Prototyp einer neuen Physik.

Offen, dokumentiert, und bereit zur Diskussion
DOI: 10.5281/zenodo.15437907
title: π as a Resonant Field – From Infinite Symbol to Structured Reality under the Aichmayr Metric

description: This dataset demonstrates how the Aichmayr Metric redefines π as a resonant, structured field value.

By embedding π into a gravitational framework, classical divergences (e.g. 1/x, tan(x), exp(x)) become stable and finite.

π is no longer infinite, it becomes measurable.
DOI: 10.5281/zenodo.15487958
title: π as a Resonant Field – From Infinite Symbol to Structured Reality under the Aichmayr Metric

description: This dataset demonstrates how the Aichmayr Metric redefines π as a resonant, structured field value.

By embedding π into a gravitational framework, classical divergences (e.g. 1/x, tan(x), exp(x)) become stable and finite.

π is no longer infinite, it becomes measurable.
DOI: 10.5281/zenodo.14764397
title: Model data for "Permafrost thaw impact on remaining carbon budgets and emissions pathways in 2°C and 3°C global warming scenarios"

description: Subset of MPI-ESM model simulations used in Georgievski et al. submitted to Earth's Future
DOI: 10.5281/zenodo.15472049
title: Model data for "Permafrost thaw impact on remaining carbon budgets and emissions pathways in 2°C and 3°C global warming scenarios"

description: Subset of MPI-ESM model simulations used in Georgievski et al. submitted to Earth's Future
DOI: 10.15468/78kg44
title: Fauna of insects registered within the “Mykhailivska Tsilyna” Nature Reserve during expeditions made in 2023-2024

description: The dataset contains data on insects registered on the territory of “Mykhailivska Tsilyna” Nature Reserve during four expeditions in 2023-2024 years. The dataset contains data on finds of about 350 species.