cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qzg2a2
title: Occurrence Download

description: A dataset containing 7297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megachile centuncularis",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7297 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039227-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2nyp2
title: Occurrence Download

description: A dataset containing 38706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sardina pilchardus"
 ]
}

 The dataset includes 38706 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039228-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5mkdn
title: Occurrence Download

description: A dataset containing 1424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Benin",
 "OccurrenceStatus is Present",
 "TaxonKey is Borassus aethiopum",
 "Year 2010-2025"
 ]
}

 The dataset includes 1424 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039229-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9bks3j
title: Occurrence Download

description: A dataset containing 1539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bat occurrences from Bulgaria",
 "TaxonKey is Rhinolophus ferrumequinum"
 ]
}

 The dataset includes 1539 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039232-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhtjkh
title: Occurrence Download

description: A dataset containing 3401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aizoon canariense",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3401 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039231-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxbbfn
title: Occurrence Download

description: A dataset containing 1707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "OccurrenceStatus is Present",
 "TaxonKey is Nyssa sylvatica",
 "Year 1899-1950"
 ]
}

 The dataset includes 1707 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039233-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15412114
title: Global Mangrove Land-Sea Migration Patterns

description: This dataset supports the study “Global Mangrove Land-Sea Migration Patterns Extraction” and contains two shapefiles representing land-sea migration metrics of global mangroves across two spatial scales: national and 1°×1° grid. The migration patterns were extracted for three time points (1996, 2008, and 2020), and for two phases (Phase 1: 1996–2008; Phase 2: 2008–2020), using a transect-based method. 

Please refer to the included README file for detailed field explanations and file usage instructions.
DOI: 10.5281/zenodo.15412113
title: Global Mangrove Land-Sea Migration Patterns

description: This dataset supports the study “Global Mangrove Land-Sea Migration Patterns Extraction” and contains two shapefiles representing land-sea migration metrics of global mangroves across two spatial scales: national and 1°×1° grid. The migration patterns were extracted for three time points (1996, 2008, and 2020), and for two phases (Phase 1: 1996–2008; Phase 2: 2008–2020), using a transect-based method. 

Please refer to the included README file for detailed field explanations and file usage instructions.
DOI: 10.15468/dl.3cpym2
title: Occurrence Download

description: A dataset containing 401856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agrimonia eupatoria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 401856 records from 2452 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039201-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/h4g-naz-s3h
title: Amphicoryna hirsuta (d'Orbigny, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9y8-d8n-kkg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kjv-gwq-qce
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4pw-zax-4k2
title: Ephedraceae Dumort.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/asa-f3c-s4r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/agz-vcz-z2z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j54-h5a-7tb
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0gh-gly-lfl
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/871-ap5-557
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a1q-rx5-mt1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1t2-2e1-bmp
title: Miliolinella Wiesner, 1931

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4q8-q3q-faj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lsj-qms-2tq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n56-md6-atp
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lcf-j22-s3p
title: †Tritaxia Reuss, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r4x-sbp-mk8
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/20q-s8m-kvm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c52-8ee-hpa
title: Sahulia Loeblich & Tappan, 1985

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q1s-5ga-dkj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tm4-nkk-qwx
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lff-v3y-2aw
title: Bolivina d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pj9-7yd-5tg
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4nq-ktf-afz
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ekb-n6n-slb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8na-le7-ew0
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4n-8rw-642
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8gr-40e-a5n
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bxc-ags-1z2
title: †Palaeostylus Mansuy, 1914

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eym-mx1-vnj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34894/8c38xp
title: Opening Ceremony: Does Preregistration Improve the Interpretability and Credibility of Research Findings?

description: It has been proposed that preregistration improves the interpretability 
and credibility of research findings. This talk presents a critical view
 of this proposal, focusing on the proposed benefits of preregistration 
vis-à-vis confirmatory and exploratory analyses; HARKing; motivated 
reasoning; overfitting; deviations from planned analyses; undisclosed 
multiple testing; p-hacking; the garden of forking paths; optional 
stopping; test severity; reporting null results; publication bias; and 
replication rates. In conclusion, preregistration does not improve the 
interpretability and credibility of research findings when other open 
science practices are in place, including: (a) rationales for current 
hypotheses and analytical approaches; (b) publicly available research 
data, materials, and code; and (c) demonstrations of the robustness of 
research conclusions to alternative interpretations and analytical 
approaches
description: This entry is a one-file data package totaling 2.9 MB, containing a file in .pptx format.If you use this dataset, please cite: Rubin, Mark (2022). Opening Ceremony: Does Preregistration Improve the Interpretability and Credibility of Research Findings?. Erasmus University Rotterdam (EUR). Presentation. https://doi.org/10.25397/eur.19278692
DOI: 10.3535/ft0-w52-qyv
title: Discorbinella Cushman & Martin, 1935

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zdc-vg0-7tw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1zg-se0-prq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ygm-sf6-9qw
title: Chamyna Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0zw-5ba-4nk
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mff-5ef-rsk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2kq-nkv-xhv
title: †Reophax multicameratus Kaiho, 1984

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b87-k9y-bhz
title: Chamyna Hübner, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f3f-3cx-abh
title: Cibicides Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/82c-kc6-jkg
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8e3-nvz-gq1
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/24m-c2e-v0a
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4k5-w2t-l4q
title: †Lepidocyclina (Eulepidina) fovelata Zuffardi-Comerci, 1929

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.34740/kaggle/dsv/11886200
title: Brain CT Medical Imaging Colorized Dataset
DOI: 10.15468/dl.3j5hh7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sporobolus pyramidatus (Lam.) Hitchc."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011523-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mmjx8
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037972-250811113504898/datasets/export for details.
DOI: 10.15468/dl.gwwcq7
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tolpis webbii"
 ]
}

 The dataset includes 374 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037973-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rauucf
title: Occurrence Download

description: A dataset containing 2033 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heptranchias perlo"
 ]
}

 The dataset includes 2033 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037974-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3mdxkz
title: Occurrence Download

description: A dataset containing 2875 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tolpis virgata"
 ]
}

 The dataset includes 2875 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037975-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6wdft
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037977-250811113504898/datasets/export for details.
DOI: 10.5281/zenodo.16762192
title: Eaton Fire Resident's United: Pre-Remediation Indoor Contamination Test Results

description: Scope of this Dataset

The Eaton Fire in Southern California contaminated homes across Altadena, Pasadena, and Sierra Madre with hazardous ash and soot. Residents feared serious health risks prompting Eaton Fire Residents United (EFRU), a grassroots coalition of community members, to begin collecting, compiling, and publicly sharing residential contamination testing data taken by professional industrial hygienists. 

This dataset contains anonymized, professionally collected contamination test results from over 200 affected homes. Researchers and advocates can leverage this dataset to study contamination patterns and support evidence-based policy improvements related to wildfire recovery and public health.

More information about EFRU as well as a live version of this information is available at www.efru.la

Contents

Datasheet for Dataset

The included Datasheet for Dataset provides comprehensive details about the dataset's contents, methods of collection, data anonymization practices, and suggested use-cases.

Standard Operating Procedures

The SOP document contains detailed procedures for processing the original resident-provided test reports to anonymize and compile the data.

Code Examples

A basic Python Notebook is included for loading, exploring, and visualizing the dataset. This script should facilitate researchers getting started with the dataset.

Data

The dataset includes contaminant levels measured inside 201 homes in CSV format. Each row in the CSV provides:



Anonymized location (nearest cross-street)

Peak measured concentrations of contaminants and other elements, including wildfire debris (ash, soot, char), asbestos, lead, arsenic, antimony, barium, beryllium, cadmium, chromium, cobalt, copper, mercury, molybdenum, nickel, selenium, silver, thallium, vanadium, and zinc.

User-reported proximity to burned structures

Damage and remediation status at testing time


Updates

The dataset will be updated periodically as additional residential testing results become available. Further releases as well as minor corrections are expected as this is an ongoing effort by community volunteers.

Acknowledgements

We express our profound gratitude to community members who have voluntarily shared their reports and helped us compile this dataset, all in pursuit of rebuilding a healthier, safer community. We also acknowledge Jennifer Cotton, Jordan Boye, and Dawn Fanning for their contributions as well as the entire EFRU community.
DOI: 10.5281/zenodo.16762191
title: Eaton Fire Resident's United: Pre-Remediation Indoor Contamination Test Results

description: Scope of this Dataset

The Eaton Fire in Southern California contaminated homes across Altadena, Pasadena, and Sierra Madre with hazardous ash and soot. Residents feared serious health risks prompting Eaton Fire Residents United (EFRU), a grassroots coalition of community members, to begin collecting, compiling, and publicly sharing residential contamination testing data taken by professional industrial hygienists. 

This dataset contains anonymized, professionally collected contamination test results from over 200 affected homes. Researchers and advocates can leverage this dataset to study contamination patterns and support evidence-based policy improvements related to wildfire recovery and public health.

More information about EFRU as well as a live version of this information is available at www.efru.la

Contents

Datasheet for Dataset

The included Datasheet for Dataset provides comprehensive details about the dataset's contents, methods of collection, data anonymization practices, and suggested use-cases.

Standard Operating Procedures

The SOP document contains detailed procedures for processing the original resident-provided test reports to anonymize and compile the data.

Code Examples

A basic Python Notebook is included for loading, exploring, and visualizing the dataset. This script should facilitate researchers getting started with the dataset.

Data

The dataset includes contaminant levels measured inside 201 homes in CSV format. Each row in the CSV provides:



Anonymized location (nearest cross-street)

Peak measured concentrations of contaminants and other elements, including wildfire debris (ash, soot, char), asbestos, lead, arsenic, antimony, barium, beryllium, cadmium, chromium, cobalt, copper, mercury, molybdenum, nickel, selenium, silver, thallium, vanadium, and zinc.

User-reported proximity to burned structures

Damage and remediation status at testing time


Updates

The dataset will be updated periodically as additional residential testing results become available. Further releases as well as minor corrections are expected as this is an ongoing effort by community volunteers.

Acknowledgements

We express our profound gratitude to community members who have voluntarily shared their reports and helped us compile this dataset, all in pursuit of rebuilding a healthier, safer community. We also acknowledge Jennifer Cotton, Jordan Boye, and Dawn Fanning for their contributions as well as the entire EFRU community.
DOI: 10.15468/dl.aeext7
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tolpis laciniata"
 ]
}

 The dataset includes 535 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037978-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9rnj6
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geum cockaynei"
 ]
}

 The dataset includes 450 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037979-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r847zn
title: Occurrence Download

description: A dataset containing 32430 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geum macrophyllum"
 ]
}

 The dataset includes 32430 records from 325 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037976-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26g9ec
title: Occurrence Download

description: A dataset containing 641 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gilia laciniata"
 ]
}

 The dataset includes 641 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037980-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qupb7g
title: Occurrence Download

description: A dataset containing 3920 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artemisia absinthium",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3920 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037981-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zubu8x
title: Occurrence Download

description: A dataset containing 2807 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paris tetraphylla"
 ]
}

 The dataset includes 2807 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037982-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v23rdy
title: Occurrence Download

description: A dataset containing 1928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Artemisia absinthium",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1928 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037983-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.