cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.escf7y
title: Occurrence Download

description: A dataset containing 25994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex intermedia, Carex sabuletorum, Carex sabuletorum, Carex schreberi, Carex spadicea, Carex witheringii, Vignea arenaria, Carex brunnescens, Carex canescens brunnescens, Carex canescens brunnescens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 25994 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042838-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/28120
title: Chandra X-ray Observatory ObsId 28120

description: PHANGS-Chandra: A Legacy Survey for Detailing the First Billion Years of X-ray Evolution in Galaxies
DOI: 10.15468/dl.dyh9x5
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042840-250811113504898/datasets/export for details.
DOI: 10.15468/dl.gktwsd
title: Occurrence Download

description: A dataset containing 2022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Month is August",
 "TaxonKey is Lepidoptera",
 "Year 2025-2025"
 ]
}

 The dataset includes 2022 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042841-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/28538
title: Chandra X-ray Observatory ObsId 28538

description: PHANGS-Chandra: A Legacy Survey for Detailing the First Billion Years of X-ray Evolution in Galaxies
DOI: 10.25574/28539
title: Chandra X-ray Observatory ObsId 28539

description: PHANGS-Chandra: A Legacy Survey for Detailing the First Billion Years of X-ray Evolution in Galaxies
DOI: 10.25574/28540
title: Chandra X-ray Observatory ObsId 28540

description: PHANGS-Chandra: A Legacy Survey for Detailing the First Billion Years of X-ray Evolution in Galaxies
DOI: 10.25574/28541
title: Chandra X-ray Observatory ObsId 28541

description: PHANGS-Chandra: A Legacy Survey for Detailing the First Billion Years of X-ray Evolution in Galaxies
DOI: 10.15468/dl.5zcudw
title: Occurrence Download

description: A dataset containing 1075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca major",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1075 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042843-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfuhm8
title: Occurrence Download

description: A dataset containing 82957 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is IBGE herbarium - Herbário IBGE - Herbário Virtual REFLORA"
 ]
}

 The dataset includes 82957 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042825-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16929490
title: Processed scRNAseq datasets for Wardenburg_McNehlen_et_al_2026

description: Processed scRNAseq datasets from Wardenburg, McNehlen et al. 2026 used for analyses and machine learning approaches. Includes custom processed datasets for model training from DOI: 10.1126/sciimmunol.abj5761 and 10.1038/s41467-023-44421-6.

Associated code can be found on github: https://github.com/StallingsLab/Wardenburg_McNehlen_et_al_2026
DOI: 10.5281/zenodo.16929491
title: Processed scRNAseq datasets for Wardenburg_McNehlen_et_al_2026

description: Processed scRNAseq datasets from Wardenburg, McNehlen et al. 2026 used for analyses and machine learning approaches. Includes custom processed datasets for model training from DOI: 10.1126/sciimmunol.abj5761 and 10.1038/s41467-023-44421-6.

Associated code can be found on github: https://github.com/StallingsLab/Wardenburg_McNehlen_et_al_2026
DOI: 10.6073/pasta/9f8d47eb08a5f236cc17181b75f5ae05
title: SBC LTER: Settlement of urchins and other invertebrates, ongoing since 1990

description: The dataset comprises weekly to biweekly data on invertebrate
 settlement on artificial substrates at six sites in Southern
 California, and one site in Northern California. The study began
 in early 1990 and is ongoing. The study’s main focus is on urchins
 (Strongylocentrotus purpuratus and
 Mesocentrotus franciscanus), but was expanded
 to include selected bivalves, gastropods and crabs during the
 period 1994-1997.
 
 
 The purpose of the study is to compare and contrast patterns of
 settlement supply across a large geographical gradient to explore
 the possible influence of oceanographic features on these
 patterns. Both of these goals are facilitated by the long duration
 of the dataset, its large geographical range and the high temporal
 frequency of collection.
 
 
 See Methods for more information.
DOI: 10.15468/dl.bxgq4w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Agrostis alba maritima, Agrostis alba narbonensis, Agrostis alba natans, Agrostis alba pallens, Agrostis alba pallida, Agrostis alba palustris, Agrostis alba patula, Agrostis alba patula, Agrostis alba prorepens, Agrostis alba pseudopungens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042842-250811113504898/datasets/export for details.
DOI: 10.15468/dl.6zw5du
title: Occurrence Download

description: A dataset containing 6745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca major",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6745 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042844-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z23vru
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca major",
 "Country is Bhutan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042845-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cea8xk
title: Occurrence Download

description: A dataset containing 72365784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1899-2025"
 ]
}

 The dataset includes 72365784 records from 4026 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042799-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60635/c3061c
title: Yearly Reports_AVA Tower

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program Barro Colorado Island, AVA tower. Established in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project. The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°). In 2018 this tower was struck by a tree fall and rendered unusable. In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
 Historical datasets can be located here: https://smithsonian.figshare.com/articles/dataset/Yearly_Reports_AVA_Tower/18610646
DOI: 10.60635/c3vg9x
title: Yearly Reports_Barro Colorado Island

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program 'Clearing' and Lutz and Conrad Catchment stations on Barro Colorado Island, located in the middle of Gatun Lake, in the Rep. of Panama. This report summarises data taken from two locations: a 48 m walk-up tower located within the Lutz catchment, and a small clearing (‘El Claro’) located among several laboratory buildings. The tower, with sensors at 10 m intervals, provides a vertical meteorological transect through the forest canopy. The Lutz catchment, located on the Northeast lope of BCI, and is probably typical of many small catchment areas on the island. The catchment encompasses 9.73 ha. The Lutz catchment is located immediately southwest of the laboratory clearing and dormitory area. The Clearing is a grass-covered area located near several laboratory buildings. The station is located in the northwest corner of the Clearing in a fenced in area measuring approximately 189cm x 183cm.Historical reports can be located here: https://smithsonian.figshare.com/articles/dataset/Yearly_Reports_Barro_Colorado_Island/11799111
DOI: 10.60635/c3qp6m
title: Yearly Reports_San Lorenzo Crane

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program Sherman/San Lorenzo (FTS) Canopy Access Crane Station. Established in 1997, the San Lorenzo canopy crane (9.281031°,
 -79.974518°) is located approximately 11 km South West from the city of Colon, in the middle the Parque Natural San Lorenzo (formerly known as Fort Sherman) and is surrounded by 300-year old, low-land tropical rainforest.
 The crane stands in a 6-hectare plot where all 22,400 trees with a bole size of 1 cm in dbh or greater have been identified, measured and mapped.
 Structurally, the forest can be characterized as including 3,338 stems per hectare (greater than 1 cm dbh) and a total basal area of almost 32 m2 per hectare with the tallest trees being 45 m tall. The base of the crane is approximately 175 mmsl. 
 Historical datasets can be located here: https://smithsonian.figshare.com/articles/dataset/Yearly_Reports_San_Lorenzo_Crane/11799309
DOI: 10.5281/zenodo.18269577
title: SCIENCE IS THE MOST IMPORTANT RESOURCE FOR THE ECONOMIC AND SOCIAL DEVELOPMENT OF THE STATE
DOI: 10.5281/zenodo.18269578
title: SCIENCE IS THE MOST IMPORTANT RESOURCE FOR THE ECONOMIC AND SOCIAL DEVELOPMENT OF THE STATE
DOI: 10.5281/zenodo.18269587
title: Cucurbita maxima Duchesne. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18269588
title: Cucurbita maxima Duchesne. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.60635/c3m041
title: Yearly Reports_Parque Natural Metropolitano Crane

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program Parque Natural Metropolitano (PNM) Crane Station. Established in 1995, the PNM canopy crane (8.994410°, - 79.543000°) is located at the North Western edge of Panama City, at the eastern edge of the Parque Natural Metropolitano (Metropolitan Nature Park) and is surrounded by 80-year old, lowland semi-deciduous forest. The crane is 42 meters tall with a radius of 51 meters. In 2021 the original crane was dismantled and replaced with a new, 68m crane in Jan. 2022. The temperature and humidity were moved to the top of the crane. An anemometer was mounted near just below the crane boom.Historical Datasets can be located here: https://smithsonian.figshare.com/articles/dataset/Yearly_Reports_Parque_Natural_Metropolitano_Crane/11799348
DOI: 10.15468/dl.qx8s9f
title: Occurrence Download

description: A dataset containing 34899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carpobrotus edulis"
 ]
}

 The dataset includes 34899 records from 371 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014353-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18135288
title: Experimental Validation of the Universal Scaling Law of Emergent Causality on IBM Quantum Hardware

description: This research presents a pioneering validation of the Universal Scaling Law of Emergent Causality within non-linear spacetime structures. Proposed and directed by Ahmed Ait Zaouit, this study employs a novel "Human-AI Co-creation" methodology, where conceptual physical frameworks are translated into quantum computational models.

Key Results:



Hardware Validation: The theory was rigorously tested on three IBM Quantum processors: Torino, Marrakesh, and Fez.

Precision: Achieved a deterministic correlation coefficient of R^2 = 1.000 on the IBM Torino backend, proving the existence of a non-linear scaling law for light and causality.

Emergence Theory: The data confirms that causal structures are not fundamental but emerge as a statistical result of quantum network complexity.


This paper serves as a foundational proof for a new era of independent, AI-assisted physics research.
DOI: 10.5281/zenodo.18135289
title: Experimental Validation of the Universal Scaling Law of Emergent Causality on IBM Quantum Hardware

description: This research presents a pioneering validation of the Universal Scaling Law of Emergent Causality within non-linear spacetime structures. Proposed and directed by Ahmed Ait Zaouit, this study employs a novel "Human-AI Co-creation" methodology, where conceptual physical frameworks are translated into quantum computational models.

Key Results:



Hardware Validation: The theory was rigorously tested on three IBM Quantum processors: Torino, Marrakesh, and Fez.

Precision: Achieved a deterministic correlation coefficient of R^2 = 1.000 on the IBM Torino backend, proving the existence of a non-linear scaling law for light and causality.

Emergence Theory: The data confirms that causal structures are not fundamental but emerge as a statistical result of quantum network complexity.


This paper serves as a foundational proof for a new era of independent, AI-assisted physics research.
DOI: 10.60635/c3g61q
title: Yearly Reports_Galeta

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program Galeta Island Marine Laboratory Station. Installed in 1974, the Galeta Island Marine Laboratory physical monitoring station (9.402742°, -79.860837°) is located approximately 6 km North East of the city of Colon. Established in the 1960’s, The Galeta Island Marine Laboratory was the first marine laboratory established by STRI on the Caribbean coast of Panama. It was the site of an extensive study of the biological effects of a major oil spill All data are collected using electronic sensors. Sensors exist (or have existed) at five locations: Upstream, DownStream, and MidReef sensor platforms, on top of the laboratory building and a small tower on the pier.Historical datasets can be located here: https://smithsonian.figshare.com/articles/dataset/Yearly_Reports_Galeta/11799333
DOI: 10.60635/c3bg98
title: Yearly Reports_Celestino Tower

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program Celestino Research Station, located in the Agua Salud research zone in the Rep. of Panama. This report summarizes data for the Celestino Tower. The meteorological station was established in 2015 and is located at the eastern edge of the Soberania Nation Park, in an area of pastures and forest patches. The tower is 40ft (12.2m) tall. 
 Historical reports can be located here: https://smithsonian.figshare.com/articles/dataset/Yearly_Reports_Celestino_Tower/11799255
DOI: 10.5281/zenodo.18269596
title: Cucurbita maxima subsp. andreana (Naudin) Filov. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18269595
title: Cucurbita maxima subsp. andreana (Naudin) Filov. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.60635/c36p7b
title: Yearly Reports_Bocas del Toro

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program Bocas del Toro Research Station, located on San Juan Island in the Rep. of Panama. This report summarizes data for the Bocas del Toro Research Station. The station was established in 2002. Located near the western end of Isla Colon (9.351553°, -82.256565°); part of the Bocas del Toro Archipelago. The archipelago is a complex region of islands, mainland bays, rivers and forested mountain slopes on the Caribbean side of the Panamanian isthmus. Summaries include the climate data collected from the meteorological station located on a platform located approximately 200m from the shore, as well as oceanographic data collected from numerous sampling sites located in the surrounding area.Historical reports can be located here: https://smithsonian.figshare.com/articles/dataset/Yearly_Reports_Bocas_del_Toro/11799201
DOI: 10.15468/dl.6seaqt
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Castanopsis concinna"
 ]
}

 The dataset includes 98 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014354-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17047057
title: Data & Code for Elastic-plastic flexure on icy moons

description: This archive contains a python code to solve the elastic-plastic flexural equation as discussed in Broquet (2026), Elastic-plastic flexure on icy moons. 

Requirements: numpy, scipy, and matplotlib.

Archive content:

Calc_Elastic_Plastic.py: Python script to solve the elastic-plastic flexural problem

utils.py: Utility function to build the moment-curvature relationship. This function is from Adrien Broquet. AB-Ares/Te_HF_Conversion: 0.2.3 (Version 0.2.3). Zenodo. http://doi.org/10.5281/zenodo.4973893.

YSE_DombMcKinnon.txt: Yield strength envelope based on data from Dombard & McKinnon (2006) https://doi.org/10.1016/j.jsg.2005.12.003.

Ariel_Peterson2015.csv: Elevation data digitized from Peterson+2015 and used in the study. https://doi.org/10.1016/j.icarus.2014.11.007

Ganymede_Nimmo2002.csv: Elevation data digitized from Nimmo+2002 and used in the study. https://doi.org/10.1029/2001GL013976
DOI: 10.5281/zenodo.18269549
title: Data & Code for Elastic-plastic flexure on icy moons

description: This archive contains a python code to solve the elastic-plastic flexural equation as discussed in Broquet (2026), Elastic-plastic flexure on icy moons. 

Requirements: numpy, scipy, and matplotlib.

Archive content:

Calc_Elastic_Plastic.py: Python script to solve the elastic-plastic flexural problem

utils.py: Utility function to build the moment-curvature relationship. This function is from Adrien Broquet. AB-Ares/Te_HF_Conversion: 0.2.3 (Version 0.2.3). Zenodo. http://doi.org/10.5281/zenodo.4973893.

YSE_DombMcKinnon.txt: Yield strength envelope based on data from Dombard & McKinnon (2006) https://doi.org/10.1016/j.jsg.2005.12.003.

Ariel_Peterson2015.csv: Elevation data digitized from Peterson+2015 and used in the study. https://doi.org/10.1016/j.icarus.2014.11.007

Ganymede_Nimmo2002.csv: Elevation data digitized from Nimmo+2002 and used in the study. https://doi.org/10.1029/2001GL013976
DOI: 10.15468/dl.uznng7
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium resupinatum, Trifolium resupinatum, Trifolium resupinatum)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 338 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014355-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pk69tr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistia stratiotes",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014356-260108223611665/datasets/export for details.
DOI: 10.15468/dl.k6umzw
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pistia stratiotes",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014357-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.