cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.j3jhcq
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypericum olympicum",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013658-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/df3vfd
title: Cross-sectional survey of slum dwellers and unhoused individuals in Ho Chi Minh City, Vietnam

description: Cross-sectional survey data of slum dwellers and unhoused individuals in Ho Chi Minh City, Vietnam
DOI: 10.5281/zenodo.17196353
title: Psychological Linguistic Framing

description: Psychological Linguistic Framing (PLF) introduces a first-of-its-kind cognitive–biological audit framework demonstrating that language is not passive but a direct regulator of human physiology, emotion, and behavior. PLF reveals how words, tones, and sequences act as biological levers, influencing stress responses, calming neural pathways, shaping identity, and directing social action.

 

This framework unifies insights from psychology, neuroscience, linguistics, and AI ethics into a single system that can be applied across fields. It provides tools to audit harmful framing in media, politics, workplaces, and AI systems, while also offering low-cost, non-pharmaceutical mental health interventions through reframing.

 

Key contributions include:

 



Establishing language as a physiological regulator rather than symbolic abstraction.

Demonstrating practical applications in therapy, education, crisis response, and AI safety.

Exposing how propaganda, self-talk, and chatbot dialogue operate as “biological commands.”

Offering preventive strategies that can be scaled globally to reduce anxiety, stress, and manipulation risks.


 

 

PLF represents a foundational shift in how language is understood and used. Positioned at the intersection of mental health and artificial intelligence, it offers not only a tool for resilience and prevention but also a framework for transparency in a world increasingly shaped by language-driven systems.
description: The roots of PLF are not only academic but lived. As a child, I experienced a condition known in my Tongan culture as tāmate vai — literally “taking water” — describing the buildup of fluid around the brain that required medical removal. In medical terms, this is hydrocephalus, where pressure forces the brain to adapt under unusual conditions. Recovery demanded neuroplasticity, rewiring my brain to process language, rhythm, and meaning in unique ways.

 

Later in life, during a period of both hardship and exploration, I also found myself in altered states — sometimes through struggle, sometimes through choices that expanded perception. While unconventional, these states deepened my sensitivity to language, showing me firsthand how words can shift reality, reshape trust, and even rewire emotion and physiology.

 

This personal journey left me with an unusual sensitivity to how words regulate perception, trust, and physiology — the very foundations of PLF. Just as my brain rewired itself biologically, PLF demonstrates how language rewires cognition and emotion, which in turn shapes collective behavior and social reality.
DOI: 10.15468/dl.wmj6nd
title: Occurrence Download

description: A dataset containing 7029 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthurus xanthopterus"
 ]
}

 The dataset includes 7029 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013660-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rf4ds
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013661-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qgd56r
title: Occurrence Download

description: A dataset containing 17454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.28473 -15.26348,-69.73090 -15.26348,-69.73090 -10.24409,-82.28473 -10.24409,-82.28473 -15.26348))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelecanus thagus"
 ]
}

 The dataset includes 17454 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013662-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krj6d7
title: Occurrence Download

description: A dataset containing 1834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Hydrophis platurus, Hydrophis platurus platurus, Hydrophis platurus xanthos, Pelamis platura)",
 "Year 1960-2025"
 ]
}

 The dataset includes 1834 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013663-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hk3gfy
title: Occurrence Download

description: A dataset containing 60450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tringa totanus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 60450 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013549-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z78nt7
title: Occurrence Download

description: A dataset containing 614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linum austriacum",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 614 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013664-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tw572f
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013665-250920141307145/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13163154
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.k8m5av
title: Occurrence Download

description: A dataset containing 210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linum austriacum",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 210 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013666-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17196345
title: Global Urban City Boundaries (311 Cities) — GeoPackage for "Global Weakening of Urban Vegetative Cooling"

description: This dataset provides polygon city-boundary geometries for 311 global cities used in the manuscript “Global Weakening of Urban Vegetative Cooling.” Boundaries were compiled from public sources and consolidated into a single GeoPackage (CITIES_global_veg_cooling.gpkg) to support reproducible extraction of satellite and reanalysis variables (e.g., Landsat NDVI/LST, TerraClimate, ERA5-Land, GHSL, GPW, YCEO SUHI). City boundaries are delimited to 1990 urban extents as detailed in the manuscript.

Contents





One layer per city (vector polygons); layer names follow the city name.




Geometry type: polygon/multipolygon.




Coordinate reference system (CRS): Goode Homolosine (Land), WKID: 54052




Attribute fields: minimally include a city name; additional attributes may include country/region and source notes (see layer metadata).



Intended use





Masking and zonal statistics for remote-sensing and climate products in Google Earth Engine or desktop GIS.




Reproducing the city-level medians and trends reported in the manuscript and repository.



Provenance & processing





Source shapefiles were consolidated and written to GeoPackage via ArcGIS Pro/ArcPy, preserving city-level boundaries; minor topological fixes (if required) were applied by standard GIS tools.




No simplification of geometry was performed.



Related materials





Analysis code (GEE + MATLAB), README, and workflow: see the companion GitHub repository for “Global Weakening of Urban Vegetative Cooling (1990–2024).”




Cite the original boundary sources where noted in layer metadata if you reuse the geometries independently of the manuscript.



Versioning





This is the initial release for peer review and reproduction. Future updates may add/rename layers or refine attributes; use the Zenodo concept DOI to reference the latest version.



Contact





Maintainer: Dion Kucera, University of California, Riverside (corresponding author).
DOI: 10.5281/zenodo.17196346
title: Global Urban City Boundaries (311 Cities) — GeoPackage for "Global Weakening of Urban Vegetative Cooling"

description: This dataset provides polygon city-boundary geometries for 311 global cities used in the manuscript “Global Weakening of Urban Vegetative Cooling.” Boundaries were compiled from public sources and consolidated into a single GeoPackage (CITIES_global_veg_cooling.gpkg) to support reproducible extraction of satellite and reanalysis variables (e.g., Landsat NDVI/LST, TerraClimate, ERA5-Land, GHSL, GPW, YCEO SUHI). City boundaries are delimited to 1990 urban extents as detailed in the manuscript.

Contents





One layer per city (vector polygons); layer names follow the city name.




Geometry type: polygon/multipolygon.




Coordinate reference system (CRS): Goode Homolosine (Land), WKID: 54052




Attribute fields: minimally include a city name; additional attributes may include country/region and source notes (see layer metadata).



Intended use





Masking and zonal statistics for remote-sensing and climate products in Google Earth Engine or desktop GIS.




Reproducing the city-level medians and trends reported in the manuscript and repository.



Provenance & processing





Source shapefiles were consolidated and written to GeoPackage via ArcGIS Pro/ArcPy, preserving city-level boundaries; minor topological fixes (if required) were applied by standard GIS tools.




No simplification of geometry was performed.



Related materials





Analysis code (GEE + MATLAB), README, and workflow: see the companion GitHub repository for “Global Weakening of Urban Vegetative Cooling (1990–2024).”




Cite the original boundary sources where noted in layer metadata if you reuse the geometries independently of the manuscript.



Versioning





This is the initial release for peer review and reproduction. Future updates may add/rename layers or refine attributes; use the Zenodo concept DOI to reference the latest version.



Contact





Maintainer: Dion Kucera, University of California, Riverside (corresponding author).
DOI: 10.15468/dl.hgjbem
title: Occurrence Download

description: A dataset containing 1107812 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus, Myocastor coypus)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1107812 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013636-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fa4u5e
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linum austriacum",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 130 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013668-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26ancz
title: Occurrence Download

description: A dataset containing 13383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xenus cinereus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13383 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013669-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85zzs4
title: Occurrence Download

description: A dataset containing 1529 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linum austriacum",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1529 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013667-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8u443x
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linum austriacum",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 98 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013670-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck8reu
title: Occurrence Download

description: A dataset containing 2639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Triatoma mexicana"
 ]
}

 The dataset includes 2639 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013671-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7kcbx
title: Occurrence Download

description: A dataset containing 503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Linum austriacum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 503 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013673-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7dvjp
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Trichocera maculipennis",
 "Year 2005-2025"
 ]
}

 The dataset includes 315 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013674-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqsj7j
title: Occurrence Download

description: A dataset containing 114287 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Scleranthus annuus)"
 ]
}

 The dataset includes 114287 records from 955 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013647-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/pcaupm
title: Studies on length and weight relationship of Indian snakehead Channa striatus

description: This dataset contains the digitized treatments in Plazi based on the original journal article Manikandaraja, Kumar, Ananth (2024): Studies on length and weight relationship of Indian snakehead Channa striatus. International Journal of Fisheries and Aquatic Studies 12 (2): 17-22, DOI: 10.22271/fish.2024.v12.i2a.2906, URL: http://dx.doi.org/10.22271/fish.2024.v12.i2a.2906AbstractThere has been interest in raising native predator fish species because of their enormous potential for aquaculture. A description of the length-weight relationship for 60 wild and 120 cultivated Channa striatus is also included. It is determined that the fish species did not experience weight increases greater than the cube of their total lengths if the length coefficient values in the length-weight relationship are static. There was a substantial (p &lt;0.05) difference in the length between the wild C. striatus from Nagercoil and the wild C. straitus from Melapalayam (43.3 cm). There was a remarkable (p &lt;0.05) difference found between the wild C. striatus from Melapalayam (651.5 gm) and the wild C. striatus from Nagercoil. The present study will find the baseline data on the length-weight connection for Channa striatus provided by this study relevant in the future.
DOI: 10.15468/3s8zcx
title: Sobralia fugax (Orchidaceae: Sobraliae) - a new species from Colombia described on the basis of morphological study and phylogenetic analyses

description: This dataset contains the digitized treatments in Plazi based on the original journal article Baranow, Przemyslaw, Dudek, Magdalena (2018): Sobralia fugax (Orchidaceae: Sobraliae) - a new species from Colombia described on the basis of morphological study and phylogenetic analyses. Phytotaxa 372 (4): 273-282, DOI: 10.11646/phytotaxa.372.4.4, URL: http://dx.doi.org/10.11646/phytotaxa.372.4.4AbstractA new species of Sobralia from Colombia is described and illustrated. Based on morphological and molecular evidence, it is classified under the type section of the genus. The new species is unique among the other species of the genus by its greenish, fleshy sepals and strongly recurvate ovary that determines the downward orientation of the flowers. Additionally, the sepals and petals are not reflexed, making the flower appearance much more slender and less open than in the other species of the section. As there are no other morphologically similar species within the section, the discussion is based on a comparison of the new taxon against its closest relatives according to our phylogenetic results inferred from ITS and matK regions.
DOI: 10.15468/fnyge5
title: Description of the male and the larva of IxodES CollarIS Hornok, 2016 with drawings of all stages

description: This dataset contains the digitized treatments in Plazi based on the original journal article Hornok, Sándor, Murányi, Dávid, Kontschán, Jenő, Tu, Vuong Tan (2019): Description of the male and the larva of IxodES CollarIS Hornok, 2016 with drawings of all stages. Parasites & Vectors (144) 12 (1): 1-8, DOI: 10.1186/s13071-019-3365-3, URL: http://dx.doi.org/10.1186/s13071-019-3365-3Methods: Ticks were collected from cave walls and bats in Phia Oac (Vietnam). DNA was extracted from one individual of each stage/sex, while another was morphometrically analysed. Based on two genetic markers, all ticks were identified as I. collaris.Results: The male of I. collaris has long legs (i.e. the length of Haller’s organ exceeds the maximum diameter of tarsus I), unlike the male of I. simplex Neumann, 1906, but similarly to males of I. vespertilionis Koch, 1844 and I. ariadnae Hornok, 2014. The lateral and medial edges of the palpi of male I. collaris are both convexly curved, unlike in I. ariadnae and I. simplex, but similarly to I. vespertilionis. The male of I. collaris has long palpal setae (up to 210 µm), unlike the males of I. ariadnae (30–100 µm) and I. simplex (20–80 µm), but similarly to I. vespertilionis (100–200 µm). Males of I. collaris have sparse distribution of long palpal setae (vs dense in I. vespertilionis) and posteriorly diverging, sclerotized trapezoid ridge dorsally on the basis capituli (posteriorly convergent, U-shaped and less evident in I. vespertilionis). The larva of I. collaris has long legs (unlike the larva of I. simplex, but similarly to I. vespertilionis and I. ariadnae), elongated club-shaped palpi (240 × 70 vs 200 × 90 µm in I. ariadnae, 200 × 70 µm in I. vespertilionis; and 140 × 60 µm in I. simplex:), pentagonal scutum, which is longer than broad (different from I. ariadnae and I. simplex, but similar to that of I. vespertilionis). The larva of I. collaris has strongly concave caudolateral margin of ventral basis with perpendicular angle (vs slightly concave, with obtuse angle in I. vespertilionis) and a prominent, dark sclerotized edge,“collar” (absent in I. vespertilionis).Conclusion: Several features allow to distinguish the male and the larva of I. collaris morphologically from those of other bat-associated ixodid tick species.Keywords: Ixodes collaris, Bat tick, Cave, Male, Larva, Description
DOI: 10.15468/f3byub
title: Selaginella wangpeishanii (Selaginellaceae), a new lycophyte from a limestone cave in Guizhou, China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Zhang, Li-Bing, Sun, Qing-Wen, He, Hai (2014): Selaginella wangpeishanii (Selaginellaceae), a new lycophyte from a limestone cave in Guizhou, China. Phytotaxa 164 (3): 195-199, DOI: 10.11646/phytotaxa.164.3.5, URL: http://dx.doi.org/10.11646/phytotaxa.164.3.5AbstractSelaginella wangpeishanii, a new species of the lycophyte genus Selaginella (Selaginellaceae) from a limestone cave in southern Guizhou, China is described and illustrated. The new species is different from any species in the genus known so far in China by having some ultimate branches bearing microphylls in ascending order of trophophylls, sporophylls or sporophyll-like microphylls, and trophophylls (TST arrangement of microphylls). Morphologically, S. wangpeishanii is most similar to S. gebaueriana, but is distinct by smaller plants and serrulate margins of lateral trophophylls. Selaginella wangpeishanii is currently known only from a single population and is considered to be Critically Endangered (CR), based on IUCN Red List criteria.