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

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tsuga dumosa",
 "Country is Nepal",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 62 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026208-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxzx8p
title: Occurrence Download

description: A dataset containing 7884 species occurrences available in GBIF matching the query:
{
 "VerbatimScientificName" : [
 "is Linyphia triangularis"
 ]
}

 The dataset includes 7884 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026207-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcynsg
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecilia hispaniolana)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 22 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026209-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qdqthx
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026210-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym6seu
title: Occurrence Download

description: A dataset containing 97979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-07-26",
 "EventDate is less than or equal to 2025-08-25",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 97979 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026191-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyxs4z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maconellicoccus hirsutus",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026211-250811113504898/datasets/export for details.
DOI: 10.15468/dl.879jzc
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026213-250811113504898/datasets/export for details.
DOI: 10.15468/dl.8pgnhr
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hypomasticus despaxi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 87 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026214-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvr3hw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maconellicoccus hirsutus",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026215-250811113504898/datasets/export for details.
DOI: 10.25345/c5h41k07b
title: MassIVE MSV000098893 - Set 2 NEG Protein identification with my library in Ph. vulgaris
title: Analysis of peptides generated by enzymatic digestion with alcalase in Chilean beans proteins.
DOI: 10.15468/dl.e3rnwa
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maconellicoccus hirsutus",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026219-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fcs9mg
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anodus elongatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 152 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026221-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rurf9r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maconellicoccus hirsutus",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026220-250811113504898/datasets/export for details.
DOI: 10.6084/m9.figshare.29952272.v1
title: Aggregated Descriptive Data on Inclusive and Sustainability-Inclusive Education Literature (2015–2025)

description: This dataset contains aggregated descriptive statistics derived from a systematic review of 2,729 articles on inclusive education (IE) published between 2015 and 2025. This included 357 studies that specifically addressed sustainable inclusive education (SIE). The dataset shows the methods, trends, and gaps in this literature. The data is organized by various dimensions, including:Year of publication: distribution of articles over the entire study period (2015–2025), with partial data for 2025 (through May 19, 2025).Geographic distribution: distribution of publications at country and region level, with a focus on the top 10 countries and aggregated data for "other" countries grouped into five regions (North America, Oceania, Europe, Africa, Asia) to reduce cell sparsity.Research methods: distribution of quantitative, qualitative, and mixed methods.Sample groups: Categorization of study participants into five common groups: Educators, students, students with special needs, school staff, and community stakeholders.Research areas: Distribution across academic disciplines, with the top 10 areas listed. Note that a single publication may belong to multiple research areas.Sustainable Development Goals (SDGs): Classification of articles based on their primary SDG focus, grouped into four clusters: SDG4 (Good Education), Social SDGs (SDG1, 2, 3, 5, 6, 10, 16), Environmental SDGs (SDG12, 13, 14, 15), and Economic SDGs (SDG7, 8, 9, 11, 17).Keywords: The 10 most frequently recurring keywords are listed. Note that keywords may be associated with multiple publications.This dataset serves as a complementary resource to the main research article, and provides detailed descriptive results that support the binomial GLM (logit linkage) analyzes conducted in the study.File information: The dataset is provided in an Excel file named "Aggregated Data.xls".The primary data tables are located on the sheet named "Data".Detailed notes, definitions, and explanations for each category and dimension can be found on the "ReadMe" sheet in the Excel file.
DOI: 10.15468/dl.97dm2s
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026223-250811113504898/datasets/export for details.
DOI: 10.15468/dl.rneyq3
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026224-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16915081
title: Through the Eyes of Emotion - NOT USED DATA 2

description: NOT USED DATA BACKUP.
DOI: 10.5281/zenodo.16915080
title: Through the Eyes of Emotion - NOT USED DATA 2

description: NOT USED DATA BACKUP.
DOI: 10.15468/dl.6cujta
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chanodichthys dabryi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026225-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cecnzs
title: Occurrence Download

description: A dataset containing 442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-108.16421 31.27844,-106.87318 29.72639,-106.51289 28.25579,-105.85236 27.16603,-103.48047 25.0634,-102.27951 22.84109,-101.73908 22.06415,-100.86839 21.86924,-100.32796 22.61955,-100.74829 24.16265,-101.07856 25.33507,-101.55894 26.46937,-103.03011 28.80971,-104.38119 29.20358,-105.10176 30.47964,-106.63298 31.4835,-107.6538 31.66255,-108.16421 31.27844))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Agave lechuguilla",
 "Year 2015-2025"
 ]
}

 The dataset includes 442 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026226-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16818110
title: Code and Data for "Cross Survey Evidence for a Polar Radio Dipole"

description: This repository contains the full Google Colab notebook and supporting scripts used to produce all results, figures, and tables in Cross-Survey Evidence for a Polar Radio Dipole (Morton, 2025).

The analysis implements a fully reproducible counts–in–cells dipole measurement of three public radio surveys:





NVSS (1.4 GHz)




TGSS ADR1 (150 MHz)




LoTSS DR2 (144 MHz)



via live VizieR queries. It evaluates the dipole amplitude vs. the kinematic expectation as a function of flux threshold, applies jackknife errors and Poisson nulls, and reports isotropy p-values.

Key features:





Cross-survey validation across independent frequencies and footprints




Flux-sweep tests showing a smooth approach from excess dipole amplitude at faint thresholds toward the kinematic baseline at bright cuts




Mask sweeps and patchwise clustering diagnostics for systematic control




Transparent reproducibility: running the notebook regenerates Figures 1–2 and Tables 1–2 exactly as presented in the paper.



All parameters, cuts, and query settings match those in the manuscript. LoTSS DR2 provides a modern, deeper complement to the NVSS and TGSS results, demonstrating stability of the flux-dependent dipole pattern in contemporary data.
DOI: 10.5281/zenodo.16915171
title: Code and Data for "Cross Survey Evidence for a Polar Radio Dipole"

description: This repository contains the full Google Colab notebook and supporting scripts used to produce all results, figures, and tables in Cross-Survey Evidence for a Polar Radio Dipole (Morton, 2025).

The analysis implements a fully reproducible counts–in–cells dipole measurement of three public radio surveys:





NVSS (1.4 GHz)




TGSS ADR1 (150 MHz)




LoTSS DR2 (144 MHz)



via live VizieR queries. It evaluates the dipole amplitude vs. the kinematic expectation as a function of flux threshold, applies jackknife errors and Poisson nulls, and reports isotropy p-values.

Key features:





Cross-survey validation across independent frequencies and footprints




Flux-sweep tests showing a smooth approach from excess dipole amplitude at faint thresholds toward the kinematic baseline at bright cuts




Mask sweeps and patchwise clustering diagnostics for systematic control




Transparent reproducibility: running the notebook regenerates Figures 1–2 and Tables 1–2 exactly as presented in the paper.



All parameters, cuts, and query settings match those in the manuscript. LoTSS DR2 provides a modern, deeper complement to the NVSS and TGSS results, demonstrating stability of the flux-dependent dipole pattern in contemporary data.
DOI: 10.25573/serc.29847683
title: Dataset: Sediment organic carbon of the Cape Dwarf-Eelgrass <i>Zostera capensis</i> in six South African estuaries

description: This dataset comprises sediment organic samples from seagrass meadows of the Cape dwarf-eelgrass (<i>Zostera capensis</i>), collected from six South African estuaries—Olifants, Berg, Breede, Knysna, Swartkops, and Mngazana—spanning approximately 1,800 km of coastline. At each estuary, two plots were sampled, and four sediment cores were collected using a Russian peat corer (50 cm depth, 5 cm diameter). Each core was sectioned into five intervals: 0–5 cm, 5–10 cm, 10–20 cm, 20–30 cm, and 30–50 cm. Samples were acidified with hydrochloric acid to remove inorganic carbon, and organic carbon content was measured using an Elementar Vario EL Cube CHNS analyzer.
DOI: 10.25573/serc.29847683.v1
title: Dataset: Sediment organic carbon of the Cape Dwarf-Eelgrass <i>Zostera capensis</i> in six South African estuaries

description: This dataset comprises sediment organic samples from seagrass meadows of the Cape dwarf-eelgrass (<i>Zostera capensis</i>), collected from six South African estuaries—Olifants, Berg, Breede, Knysna, Swartkops, and Mngazana—spanning approximately 1,800 km of coastline. At each estuary, two plots were sampled, and four sediment cores were collected using a Russian peat corer (50 cm depth, 5 cm diameter). Each core was sectioned into five intervals: 0–5 cm, 5–10 cm, 10–20 cm, 20–30 cm, and 30–50 cm. Samples were acidified with hydrochloric acid to remove inorganic carbon, and organic carbon content was measured using an Elementar Vario EL Cube CHNS analyzer.
DOI: 10.15468/dl.cx52jd
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026227-250811113504898/datasets/export for details.
DOI: 10.15468/dl.afk7hh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026228-250811113504898/datasets/export for details.
DOI: 10.25573/serc.29852861
title: Dataset: <i>Zostera capensis </i>sedimentary carbon content of the Berg and Breede estuaries

description: Understanding the drivers of organic carbon (Corg) stock variability is key to improving the accuracy of seagrass blue carbon assessments and emphasizing their role as nature-based solutions to mitigate climate change. Using sediment coring (15 cm depth), we investigated Corg variability at fine spatial scales (&lt; 110 m) and large spatial scales (~17 km) between the distributional limits of Zostera capensis at the upper and lower extents of South Africa’s Berg and Breede River Estuaries. Sediment cores were extracted by manually inserting an open-barrel PVC pipe (30 cm in length and 5 cm in diameter) into the seagrass meadow sediments to a depth of 20 cm and subsequently using natural vacuum-induced suction to draw out the sediment, where compaction was minimal (&lt; 10%), and, as such, no compaction correction was conducted. Sediment cores were longitudinally sliced with a Bosch (230 mm) angle grinder. Once the halves were split, a permanent marker and ruler were used to mark the depth intervals (0–3 cm, 3–6 cm, 6–10 cm, and 10–15 cm), a small trowel (cleaned between use) was used to slice and extract the sediment depth interval samples. These sub-samples were acidified with 1N hydrochloric acid and rinsed to remove the inorganic carbon before the organic carbon content was quantified using an Elementar Vario EL Cube CHNS analyzer.
DOI: 10.25573/serc.29852861.v1
title: Dataset: <i>Zostera capensis </i>sedimentary carbon content of the Berg and Breede estuaries

description: Understanding the drivers of organic carbon (Corg) stock variability is key to improving the accuracy of seagrass blue carbon assessments and emphasizing their role as nature-based solutions to mitigate climate change. Using sediment coring (15 cm depth), we investigated Corg variability at fine spatial scales (&lt; 110 m) and large spatial scales (~17 km) between the distributional limits of Zostera capensis at the upper and lower extents of South Africa’s Berg and Breede River Estuaries. Sediment cores were extracted by manually inserting an open-barrel PVC pipe (30 cm in length and 5 cm in diameter) into the seagrass meadow sediments to a depth of 20 cm and subsequently using natural vacuum-induced suction to draw out the sediment, where compaction was minimal (&lt; 10%), and, as such, no compaction correction was conducted. Sediment cores were longitudinally sliced with a Bosch (230 mm) angle grinder. Once the halves were split, a permanent marker and ruler were used to mark the depth intervals (0–3 cm, 3–6 cm, 6–10 cm, and 10–15 cm), a small trowel (cleaned between use) was used to slice and extract the sediment depth interval samples. These sub-samples were acidified with 1N hydrochloric acid and rinsed to remove the inorganic carbon before the organic carbon content was quantified using an Elementar Vario EL Cube CHNS analyzer.
DOI: 10.15468/dl.xnfqt7
title: Occurrence Download

description: A dataset containing 3201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brycon henni)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3201 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026229-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.528uqm
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026230-250811113504898/datasets/export for details.
DOI: 10.15468/dl.umkxw6
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((50.53544 -10.84984,47.43938 -10.90831,45.35548 -13.75811,42.97389 -15.54375,42.02126 -18.10808,40.77092 -22.29764,42.49757 -26.20513,45.71272 -27.26859,49.34465 -26.41862,51.60716 -17.48449,52.2621 -13.98932,50.53544 -10.84984))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brachyura"
 ]
}

 The dataset includes 141 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026231-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfqsux
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026232-250811113504898/datasets/export for details.
DOI: 10.25573/serc.29868626
title: Dataset: Estimating seagrass carbon stocks to inform NetZero targets: Spatiotemporal insights from a protected tidal lagoon

description: Conserving and managing seagrass ecosystems for their sedimentary organic carbon (SOC) stock in climate change mitigation and other ecosystem services is an increasingly important strategy in the face of increasing anthropogenic threats. In South Africa, there is limited data on how seagrass SOC stocks vary spatially and temporally. Langebaan Lagoon, South Africa’s only estuarine lagoon and a marine protected area (MPA), provides a unique natural laboratory for addressing knowledge gaps, while contributing to regional and global seagrass SOC data. To measure SOC to a depth of 50 cm, we collected 70 sediment cores across continuous and patchy (as well as some cores from unvegetated sediments) mono-specific meadows of the seagrass <i>Zostera capensis</i> across five sites, spanning the extent of the lagoon system and its seagrass cover. Cores were collected using a stainless steel Russian peat corer (5 cm diameter x 50 cm length). Cores were sub-sectioned into five depth intervals (0–5, 5–10, 10–20, 20–30 and 30–50 cm) in the field using a metal ruler and spatula. These sub-samples were acidified with 1N hydrochloric acid and rinsed to remove the inorganic carbon before the organic carbon content was quantified using an Elementar Vario EL Cube CHNS analyzer.