cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qr258b
title: Occurrence Download

description: A dataset containing 3760 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Ecuador",
 "Country is Colombia",
 "Country is Brazil",
 "Country is Peru",
 "Country is Bolivia (Plurinational State of)",
 "Country is Venezuela (Bolivarian Republic of)"
 ]
 },
 "TaxonKey is Podocnemis expansa (Schweigger, 1812)"
 ]
}

 The dataset includes 3760 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183710-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rddthk
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Puma yagouaroundi (É.Geoffroy Saint-Hilaire, 1803)",
 "TaxonKey is Herpailurus yagouaroundi (É.Geoffroy Saint-Hilaire, 1803)"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 112 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019528-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck25d2
title: Occurrence Download

description: A dataset containing 2297 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is England Otter Survey Database"
 ]
}

 The dataset includes 2297 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0178807-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuvo31
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atrophacanthus japonicus (Kamohara, 1941)"
 ]
}

 The dataset includes 31 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019529-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nu53k
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gossypium stocksii Mast.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 34 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262064-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i5my4n
title: Occurrence Download

description: A dataset containing 790 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Sagittaria subulata (L.) Buchenau",
 "TaxonKey is Saissetia coffeae (Walker, 1852)",
 "TaxonKey is Saissetia oleae (Olivier, 1791)",
 "TaxonKey is Salicornia bigelovii Torr.",
 "TaxonKey is Salicornia depressa Standl.",
 "TaxonKey is Salix ×alopecuroides Tausch"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 790 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019529-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxhvnh
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "PublishingOrg is b8323864-602a-4a7d-9127-bb903054e97d",
 "TaxonKey is Cryptolestes ferrugineus (Stephens, 1831)"
 ]
}

 The dataset includes 123 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153943-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk6wd2
title: Occurrence Download

description: A dataset containing 2046 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Salix ×dasyclados Wimm."
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2046 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019530-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ck7m9
title: Occurrence Download

description: A dataset containing 7932 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Anas strepera Linnaeus, 1758"
 ]
}

 The dataset includes 7932 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0187894-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r68bds
title: Occurrence Download

description: A dataset containing 329917 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Insect Species Occurrence Data from Multiple Projects Worldwide with Focus on Bees and Wasps in North America"
 ]
}

 The dataset includes 329917 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019530-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuas6m
title: Occurrence Download

description: A dataset containing 1461137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Picea abies (L.) H.Karst., Impatiens glandulifera Royle, Senecio inaequidens DC., Veronica persica Poir.)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Specimen, Unknown evidence)"
 ]
}

 The dataset includes 1461137 records from 3341 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048756-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdawua
title: Occurrence Download

description: A dataset containing 4012 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Festuca auquieri Kerguélen"
 ]
}

 The dataset includes 4012 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009826-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n9mz6
title: Occurrence Download

description: A dataset containing 13403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helianthus annuus L.",
 "Country is one of (United States of America, Canada)",
 "Year is greater than or equal to 1979"
 ]
}

 The dataset includes 13403 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192742-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwo2wm
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenophyllum buchtienii Rosenst."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028577-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezvhaz
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagittaria engelmanniana J.G.Sm.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 26 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162180-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcjv5k
title: Occurrence Download

description: A dataset containing 7877 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 Taccocua leschenaultii Lesson, 1830"
 ]
}

 The dataset includes 7877 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011858-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2imb24
title: Occurrence Download

description: A dataset containing 1579 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chionanthus virginicus L."
 ]
}

 The dataset includes 1579 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028578-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wsmeh
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Genianthus bicoronatus Klack."
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011861-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7hxaa
title: Occurrence Download

description: A dataset containing 4092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is DEU.2_1",
 "InstitutionCode is inaturalist",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Nymphalidae",
 "TaxonKey is Lycaenidae",
 "TaxonKey is Hesperiidae",
 "TaxonKey is Papilionidae",
 "TaxonKey is Pieridae",
 "TaxonKey is Zygaenidae"
 ]
 }
 ]
}

 The dataset includes 4092 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149760-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j26gno
title: Occurrence Download

description: A dataset containing 177996 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "not" : {
 "PublishingCountry" : [
 "is Norway"
 ]
 }
 },
 "Country is Svalbard and Jan Mayen"
 ]
}

 The dataset includes 177996 records from 459 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028578-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sx8tx
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Colombia",
 "Country is Panama",
 "Country is Ecuador"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Inga portobellensis Beurl."
 ]
}

 The dataset includes 28 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0174455-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s439cp
title: Occurrence Download

description: A dataset containing 432 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geranium yeoi Aedo & Muñoz Garm."
 ]
}

 The dataset includes 432 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011866-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/mc9n3gpw38.1
title: BD-FakeDetect: A Bangla Misinformation Dataset

description: BD-FakeDetect is a manually curated Bangla misinformation dataset of 5,929 news/posts from trusted fact-checkers (Rumor Scanner, FactWatch, BOOM Bangladesh, Jachai) with rich text+image metadata. Each entry provides title/content/source/date/claim-type/context/final-decision/summary, an 8-class label (False, Misleading, Altered, Scam, Satire, True, Partially True/False), and image paths for multimodal research.
DOI: 10.17632/7hjtd9f779
title: Acid Mine Drainage Impoundments in the Nkangala District South Africa

description: Hypothesis: Temporally stable mine-site impoundments (pit lakes, tailings, return, and seepage ponds) accumulate acid mine drainage (AMD) with higher rare-earth element (REE) concentrations than natural waters which are contaminated by AMD. These can be systematically mapped, screened, and quantified to prioritise recovery and remediation.
What the data are: A spatial inventory of AMD impoundments across the Nkangala District, South Africa. The core product is a polygon layer of 2,886 AMD-containing waterbodies, with a detailed attribute table including geometry, morphometrics, monthly Sentinel-2 reflectance statistics (2024), and screening variables for AMD/REE potential.
Key fields: Geometry; area (area_m2, area_km2); coordinates; reflectance statistics (mean, min, max, stdDev, selected indices); estimated depth and volume (m³, L) from DEM-based shoreline proxy; water type label (pit lake, tailings, seepage, return pond); monthly reflectance band stats (Jan–Dec 2024) for B1–B12 and B8A.
How it was built: Mining boundaries were refined in QGIS by reconciling multiple datasets. In Google Earth Engine, Sentinel-2 L2A imagery (cloud/shadow masked) was processed; the AWEI index was selected after testing and applied with a threshold &gt; −0.35. Features ≥ 4 pixels (~400 m²) and present in ≥ 50 % of 2024 monthly composites were retained. Polygons were vectorised, some were visually classified, and linked to morphometric data derived from Copernicus GLO30 DEM shoreline buffers. Temporal medians informed conservative depth proxies; volume = area × depth. Monthly reflectance values were computed per polygon across B1–B12 and B8A (± 7 days). 2023 field sampling inside vs outside mining boundaries confirmed higher sulfate, lower pH, and measurable REEs within mine sites compared to bodies sampled within a 10km radius of a mine.
What the data show: AWEI combined with temporal persistence filters delineated 2,886 AMD impoundments across the study area. DEM benchmarking reproduced approximately 78–80 % of known capacities, supporting the reliability of the volumetric estimates. Indicative ∑REE concentrations derived from reflectance-based comparisons suggest an average of 419 mg/L in these AMD waters, with lows of 89 mg/L.
How to interpret: Best used as a screening layer to: map AMD extent, target high-priority ponds for sampling, treatment, or REE recovery, and support techno-economic scoping. Volumes are lower-bound estimates (based on 30 m DEM); concentrations are indicative, not assay results. Users should pair this layer with site visits, water chemistry, and high-resolution elevation data.
Format: GeoJSON (EPSG:4326) 
Software: QGIS, Google Earth Engine.
Limitations: DEM resolution, empirical thresholds, sparse paired reflectance–chemistry samples, and no flow or residence-time data. Volumes are conservative; REE values are screening outputs.
DOI: 10.17632/7hjtd9f779.1
title: Acid Mine Drainage Impoundments in the Nkangala District South Africa

description: Hypothesis: Temporally stable mine-site impoundments (pit lakes, tailings, return, and seepage ponds) accumulate acid mine drainage (AMD) with higher rare-earth element (REE) concentrations than natural waters which are contaminated by AMD. These can be systematically mapped, screened, and quantified to prioritise recovery and remediation.
What the data are: A spatial inventory of AMD impoundments across the Nkangala District, South Africa. The core product is a polygon layer of 2,886 AMD-containing waterbodies, with a detailed attribute table including geometry, morphometrics, monthly Sentinel-2 reflectance statistics (2024), and screening variables for AMD/REE potential.
Key fields: Geometry; area (area_m2, area_km2); coordinates; reflectance statistics (mean, min, max, stdDev, selected indices); estimated depth and volume (m³, L) from DEM-based shoreline proxy; water type label (pit lake, tailings, seepage, return pond); monthly reflectance band stats (Jan–Dec 2024) for B1–B12 and B8A.
How it was built: Mining boundaries were refined in QGIS by reconciling multiple datasets. In Google Earth Engine, Sentinel-2 L2A imagery (cloud/shadow masked) was processed; the AWEI index was selected after testing and applied with a threshold &gt; −0.35. Features ≥ 4 pixels (~400 m²) and present in ≥ 50 % of 2024 monthly composites were retained. Polygons were vectorised, some were visually classified, and linked to morphometric data derived from Copernicus GLO30 DEM shoreline buffers. Temporal medians informed conservative depth proxies; volume = area × depth. Monthly reflectance values were computed per polygon across B1–B12 and B8A (± 7 days). 2023 field sampling inside vs outside mining boundaries confirmed higher sulfate, lower pH, and measurable REEs within mine sites compared to bodies sampled within a 10km radius of a mine.
What the data show: AWEI combined with temporal persistence filters delineated 2,886 AMD impoundments across the study area. DEM benchmarking reproduced approximately 78–80 % of known capacities, supporting the reliability of the volumetric estimates. Indicative ∑REE concentrations derived from reflectance-based comparisons suggest an average of 419 mg/L in these AMD waters, with lows of 89 mg/L.
How to interpret: Best used as a screening layer to: map AMD extent, target high-priority ponds for sampling, treatment, or REE recovery, and support techno-economic scoping. Volumes are lower-bound estimates (based on 30 m DEM); concentrations are indicative, not assay results. Users should pair this layer with site visits, water chemistry, and high-resolution elevation data.
Format: GeoJSON (EPSG:4326) 
Software: QGIS, Google Earth Engine.
Limitations: DEM resolution, empirical thresholds, sparse paired reflectance–chemistry samples, and no flow or residence-time data. Volumes are conservative; REE values are screening outputs.
DOI: 10.17632/rv36nm4wy8.1
title: Dataset for IoT-Enabled Smart Ward Environments Supporting Patient Recovery

description: The Dataset for IoT-Enabled Smart Ward Environments Supporting Patient Recovery contains information from 928 inpatients admitted to the Digital Hospital in Pabna, Bangladesh, between April and August 2025. This dataset combines patient demographic information, ward environmental conditions recorded by IoT sensors, physiological measurements, and recovery outcomes to study how smart ward factors affect patient health and recovery.

The dataset includes 12 key features:

- Demographics: Patient_ID, Age, Gender

- Environment (IoT sensors): Room_Temperature (°C), Humidity (%), Noise_Level (dB), Air_Quality_Index (AQI), Light_Intensity (Lux)

- Physiological: Heart_Rate (bpm), Blood_Pressure (mmHg), Sleep_Quality (scale 1–5)

- Outcome: Recovery_Speed (days to discharge)

Data for this dataset was collected from IoT devices and hospital records, then carefully preprocessed to remove duplicates, standardize units, and handle missing values. It enables the study of how ward conditions affect patient vitals, sleep quality, and recovery speed, supporting research in machine learning, deep learning, and statistical modeling. Potential applications include predicting recovery speed, assessing patient risks, optimizing ward environments, and designing smart hospital management systems, offering valuable insights for enhancing patient care and advancing digital health innovation.
DOI: 10.3535/z34-9ab-jlc
title: Watsonalla binaria (Hufnagel, 1769)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5519/qd.8zoqjj4i
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (98 records)
DOI: 10.17026/dans-xxd-4hff
title: PAN-00002149 - Knickfibel Almgren 20

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00002149&lt;/p&gt;
description: Modified: 2019-04-18T08:45:58+02:00
DOI: 10.3535/0cr-pvb-aca
title: Falcaria lacertinaria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ft-s05-6dv
title: Drepana curvatula (Borkhausen, 1790)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q22-4x1-jpn
title: Habrosyne pyritoides (Hufnagel, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xxd-5386
title: Bureauonderzoek en Inventariserend Veldonderzoek, karterende fase, Varenstraat te Hunsel

description: &lt;p&gt;Archeologisch onderzoeksbureau Archeodienst BV heeft een bureauonderzoek en Inventariserend Veldonderzoek, karterende fase (IVO-O(verig); booronderzoek) uitgevoerd in het plangebied aan de Varenstraat te Hunsel (gemeente Leudal). Er worden geen vindplaatsen verwacht, waardoor de voorgenomen graafwerkzaamheden geen bedreiging vormenvoor het archeologische bodemarchief.&lt;/p&gt;
DOI: 10.3535/l39-b3p-nv2
title: Lymantria (Lymantria) monacha (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mk7-6cm-j7v
title: Watsonalla binaria (Hufnagel, 1769)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rv4-g49-wg1
title: Watsonalla binaria (Hufnagel, 1769)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tl5-0ke-kn1
title: Arctornis l-nigrum (Müller, 1794)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xxd-5seb
title: PAN-00056656 - pipkin (metal)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00056656&lt;/p&gt;
description: Modified: 2020-06-18T10:16:23+02:00
DOI: 10.3535/l4y-f4h-9p0
title: Amata phegea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ybz-cdw-12k
title: Watsonalla cultraria (Fabricius, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/prj-j8b-lkp
title: Euproctis chrysorrhoea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-xxd-5ykv
title: Bureauonderzoek en Inventariserend archeologisch veldonderzoek Burgh en Westlandpolder te Westenschouwen

description: &lt;p&gt;Betreft: booronderzoek op terrein afgegraven motte (AAI-2) en op 2 gebiedjes ten W ervan (AAI-1 en -2). Kaartblad: 64G Coordinaten:039265 / 410575 Toponiem: Westerseweg Gemeente: Schouwen-Duiveland Onderzoekers: M. de Koning / M. van Dasselaar Aanvang: 02-01-2003 Duur: 2 weken Motief: Bouwwerkzaamheden Complextype: Motte Periode: VME-LME&lt;/p&gt;
description: Date: 2002-01-02 (veldwerk)