cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15282628
title: PyWAsP tutorial data

description: Sample data (sites) for working with the WAsP Software and the WindKit and PyWAsP Python packages
DOI: 10.5281/zenodo.15282645
title: PyWAsP tutorial data

description: Sample data (sites) for working with the WAsP Software and the WindKit and PyWAsP Python packages
DOI: 10.5281/zenodo.15294720
title: PyWAsP tutorial data

description: Sample data (sites) for working with the WAsP Software and the WindKit and PyWAsP Python packages
DOI: 10.5281/zenodo.15294752
title: PyWAsP tutorial data

description: Sample data (sites) for working with the WAsP Software and the WindKit and PyWAsP Python packages
DOI: 10.5281/zenodo.15294898
title: PyWAsP tutorial data

description: Sample data (sites) for working with the WAsP Software and the WindKit and PyWAsP Python packages
DOI: 10.5285/77bef4103ec2426281a5e74ccc0ba5c7
title: Met Office Cardington: vertical wind profiles and backscatter measurements from Halo Doppler Lidar unit 35, 2012-2024

description: The Met Office Observation-based research Boundary Layer Facility, at the semi-rural field site (18 Ha) of Cardington (52° 06′ N, 00° 25′ W, 29 m ± 1 m amsl) in central-southern England between 2004 and 2024, operated three Halo Photonics Streamline Doppler lidars, denoted by unit numbers 01, 30 and 35. This dataset covers data from unit 35.

All three Halo systems were based on a 1565 nm laser emitting linearly polarized pulsed light through an 8 cm diameter lens with a heterodyne detector. Laser beam returns from the atmosphere are range-gated velocity and back-scattered power. The Halo systems are capable of full hemispheric scanning of the backscatter coefficient and radial velocity as a function of beam range.

The usual operation at Cardington was vertical stares (zenith angle=0°) with periodic wind scans that invoked various options of off-axis views. Wind profiles performed every 30 min was the default operation for wind scans. Most profiles of horizontal wind within the dataset are based on DBS (Doppler beam swinging) scans which use a tri-axis azimuthally orthogonal technique using the single lidar beam to retrieve horizontal mean wind components. This scan was chosen for the bulk of the time because it only takes about 21 s to complete, which leaves 98% of the available time to vertical stares if one wind scan is completed every 30 min. More recent scans in the dataset have used multi-axis VAD (velocity azimuth display) scans, which are a more involved version of the DBS scans and use 6 or 12 point off-zenith views. The vertical stares, DBS and VAD wind scans produced separate archived netCDF files.

Although depolarisation capability was possible with #35, this was only switched on occasionally during certain weather conditions.

A full list of NetCDF variables can be found in “A continuous hydrometeorological record (2004–2024) at the Met Office surface site of Cardington, UK.” Osborne et al. (2025). This paper should be referenced in any research/publications pertaining to this dataset.

To ensure optimal traceability and transparency of data, comprehensive metadata is included.
DOI: 10.17632/xzg5hf286n.1
title: Human Rights Violence during July-August 2024 Mass Uprising in Bangladesh

description: In June 2024, an anti-discrimination student led movement erupted in response to the High Court's declaration of the government's 2018 directive to abolish quotas as illegal. The government responded the protest with extensive crackdowns during July and August, resulting in thousands of injuries and deaths among students and civilians. Incidents of baton charges, tear gas, sound grenades, water cannons, shootings, enforced disappearances, killings, arrests, false charges, and harassment became daily occurrences. 
 
Furthermore, during the protests, the past government imposed an internet blackout and declared a state of emergency, leading to widespread massacres. Members of the ruling Awami League and its affiliate organizations, including its youth and student wings, joined state forces in these violent attacks. Amidst the unrest, public outrage culminated in a mass uprising. On August 5, after the student coordinator called for March to Dhaka, the autocratic Prime Minister Sheikh Hasina fled the country. 

Regarding the anti-discrimination student-people movement, HRSS gathered information from victims' families, eyewitnesses, hospitals, and national newspapers confirms the deaths of 1,013 individuals so far. Furthermore, based on credible data from media, hospitals, and other sources, it is estimated that the death toll is at least 1,200. Among the deceased are students, laborers, journalists, professionals, law enforcement members, children, women, and supporters or activists of various political parties. At least 136 children and 13 girls or women have lost their lives in the movement. The nationwide uprising has resulted in at least 30,000 injuries. Thousands of students and civilians have lost limbs or eyes, with over 600 people losing vision in one or both eyes. There are allegations of enforced disappearances involving at least 13 coordinators and individuals associated with the movement, as well as numerous cases of unlawful detention. 
In connection with the movement, at least 270 journalists were injured, threatened, arrested, or harassed while carrying out their professional duties, and 6 journalists were killed. From July 17 to August 4, over 950 cases were filed nationwide, accusing more than 600,000 people, with at least 12,000 individuals arrested. Following Sheikh Hasina's departure from the country, more than 500 police stations, outposts, and government infrastructure were attacked, vandalized, or set on fire. Additionally, at least 1,000 houses, vehicles, and businesses were attacked, vandalized, set on fire, or looted. During this period, at least 65 attacks on minority communities were reported, resulting in injuries to at least 61 individuals. Furthermore, 15 temples, 228 homes, and 240 shops or businesses were vandalized, looted, or set on fire.
DOI: 10.48597/zx6a-7rxt
title: Measurement of Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.48597/9b9f-2qte
title: Measurement of Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.48597/e6gg-mpy3
title: Measurement of Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.48597/mcnf-b8bm
title: Measurement of Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.48597/p77g-zfnh
title: Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.48597/v6fm-bggh
title: Measurement of Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.48597/xwk5-hgw4
title: Measurement of Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.48597/pdya-jj6n
title: Measurement of Ozone at SIRTA Atmospheric Research Observatory

description: Measurement of Ozone at SIRTA Atmospheric Research Observatory
DOI: 10.34740/kaggle/dsv/11599661
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.34740/kaggle/dsv/11599673
title: UNET Lung Segmentation Weights for Chest X Rays
DOI: 10.48573/58yv-8p82
title: Surface Groups Belize 1984-2023
DOI: 10.48573/mahr-0q06
title: Surface Groups Belize 1984-2023
DOI: 10.15468/dl.8vy7as
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "DatasetKey is one of (Coleção de Aves do Museu Nacional / UFRJ, Aves MZS, FNJV - Fonoteca Neotropical Jacques Vielliard, Naturalis Biodiversity Center (NL) - Aves, LACM Vertebrate Collection, Macaulay Library Audio and Video Collection, Collection Aves (bird skins) SMF, Field Museum of Natural History (Zoology) Bird Collection, NMNH Extant Specimen Records (USNM, US))",
 "TaxonKey is Aratinga solstitialis (Linnaeus, 1758)"
 ]
}

 The dataset includes 89 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002565-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wq8sbv
title: Occurrence Download

description: A dataset containing 2025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Labichea Gaudich. ex DC."
 ]
}

 The dataset includes 2025 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004397-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gksj5t
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Masdevallia purpurina Schltr."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004399-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gy797
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrobates monorhis (Swinhoe, 1867)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 155 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004401-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15455567
title: Data analysis steel beam in fire
DOI: 10.15468/dl.u3sfth
title: Occurrence Download

description: A dataset containing 4163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Lablab Adans."
 ]
}

 The dataset includes 4163 records from 205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004403-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cetzhg
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrobates monteiroi (Bolton, Smith, AL, Gómez-Díaz, Friesen, Medeiros, Bried, Roscales & Furness, 2008)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004404-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a525sq
title: Occurrence Download

description: A dataset containing 16306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrobates pelagicus (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 16306 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004405-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.879ggt
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((88 31,103 31,103 38,88 38,88 31))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pantholops hodgsonii (Abel, 1826)"
 ]
}

 The dataset includes 45 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004407-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/vgpn-a872
title: "License plate detection and recognition in rainy and snowy weather based on image restoration"

description: "Rain and snow significantly degrade the quality of license plate images, adversely affecting the performance of intelligent transportation systems. This paper addresses the challenge of license plate detection and recognition in adverse weather conditions by proposing a strategy based on image restoration. Initially, a method for constructing a mixed rain and snow weather license plate dataset is introduced to simulate real-world scenarios. The ResNet101 network is employed to classify images and perform weather-specific image restoration, effectively mitigating weather-induced impairments. Subsequently, a lightweight license plate detection network, PlatesNet, and a license plate recognition network, CRNN, are proposed to enhance detection accuracy and character recognition precision. The experimental results based on the CCPD dataset demonstrate that our proposed strategy achieves a detection recall rate of 99.98% and a recognition accuracy of 98.50% on license plate images captured in rainy and snowy conditions. This work presents a promising solution for improving the reliability of license plate recognition systems under adverse weather conditions."
DOI: 10.15468/dl.wu88ke
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sao Tome and Principe",
 "OccurrenceStatus is Present",
 "TaxonKey is Palhinhaea cernua (L.) Vasc. & Franco"
 ]
}

 The dataset includes 43 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004409-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.42zxph
title: Occurrence Download

description: A dataset containing 248850 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chelonia mydas (Linnaeus, 1758)"
 ]
}

 The dataset includes 248850 records from 497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004400-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11856130
title: Health Workforce Shortage Areas
DOI: 10.5281/zenodo.15455548
title: test
DOI: 10.5281/zenodo.15455549
title: test
DOI: 10.5281/zenodo.15455560
title: test
DOI: 10.5281/zenodo.15455598
title: test
DOI: 10.15468/dl.2dpgwc
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((88 31,103 31,103 38,88 38,88 31))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Equus kiang Moorcroft, 1841"
 ]
}

 The dataset includes 78 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004410-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.awcjct
title: Occurrence Download

description: A dataset containing 64514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Laburnum Fabr."
 ]
}

 The dataset includes 64514 records from 759 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004406-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tmewzr
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Saint Helena, Ascension and Tristan da Cunha",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 1886-1891"
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004412-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kxkyzz
title: Occurrence Download

description: A dataset containing 186099 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrocoloeus minutus (Pallas, 1776)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 186099 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004408-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9pe-hbx-lrg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9tl-nkr-j55
title: Crisiona Canu & Bassler, 1928

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cwt-pcx-wea
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zs3-1p3-9xb
title: Crisia aculeata Hassall, 1841

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8aq-tmg-4yj
title: Cupuladria Canu & Bassler, 1919

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e9x-v3a-a41
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nnb-qem-lh8
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zfk-9fw-zrh
title: Metrarabdotos Canu, 1914

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mrg-ht5-r42
title: Aetea Lamouroux, 1812

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p58-70k-6cl
title: Sorex Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vmk-8c1-3c7
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p9a-kdd-s1l
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sth-fnd-t0j
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3yn-p6k-kgb
title: Cidaris Leske, 1778

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/czn-nnb-amg
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2na-qf1-6y4
title: Crisia denticulata (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ejk-xz2-rbc
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l0t-t9z-ck4
title: Dendrobeania birostrata (Yanagi & Okada, 1918)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0w7-dgn-85q
title: Cellaria immersa (Tenison-Woods, 1880)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/myb-kv8-eam
title: Desmana Güldenstädt, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ncc-67q-edh
title: Discoporella d'Orbigny, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yca-cvr-7jt
title: Gen. indet. sp. indet.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qag-nv2-xpt
title: Sorex (Sorex) minutus Linnaeus, 1766

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.86pwaq
title: Occurrence Download

description: A dataset containing 2453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Castilleja miniata"
 ]
}

 The dataset includes 2453 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023692-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/21a-ghv-51f
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m0w-2xs-jy0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8rz-lmb-sax
title: Cupuladria canariensis (Busk, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d12-lnz-5v4
title: Thalamoporella Hincks, 1887

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwx-spg-3qs
title: Terebratula Müller, 1776

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y9l-ls1-9le
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2cw-zce-qlh
title: Catenicella de Blainville, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/09n-a7l-9w3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5fy-a5e-k5k
title: Conopeum Gray, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.v25539
title: Occurrence Download

description: A dataset containing 1069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bidens pilosa",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1069 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023694-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.