cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18607076
title: Real-World Road Lane Segmentation Dataset with Depth-Derived LiDAR and Radar Proxy Representations

description: This dataset contains real-world monocular RGB road images collected from Andhra Pradesh and Tamil Nadu, India, along with manually annotated lane segmentation masks and depth-derived proxy representations analogous to LiDAR and radar inputs. The dataset includes approximately 4,300 RGB images, of which 1,081 are annotated with binary pixel-wise masks corresponding to lane markings. The annotated subset captures diverse road conditions, including variations in illumination, road surface quality, and lane visibility.

In addition to RGB images and segmentation masks, the dataset provides depth maps generated using MiDaS monocular depth estimation. These depth maps are stored in NumPy (.npy) format and serve as simulated range cues to emulate LiDAR- and radar-like spatial information. The dataset does not contain measurements from physical LiDAR or radar sensors. The dataset is intended for research in lane detection, semantic segmentation, depth-aware feature fusion, and continual learning within vision-based autonomous driving systems.
DOI: 10.5281/zenodo.18607077
title: Real-World Road Lane Segmentation Dataset with Depth-Derived LiDAR and Radar Proxy Representations

description: This dataset contains real-world monocular RGB road images collected from Andhra Pradesh and Tamil Nadu, India, along with manually annotated lane segmentation masks and depth-derived proxy representations analogous to LiDAR and radar inputs. The dataset includes approximately 4,300 RGB images, of which 1,081 are annotated with binary pixel-wise masks corresponding to lane markings. The annotated subset captures diverse road conditions, including variations in illumination, road surface quality, and lane visibility.

In addition to RGB images and segmentation masks, the dataset provides depth maps generated using MiDaS monocular depth estimation. These depth maps are stored in NumPy (.npy) format and serve as simulated range cues to emulate LiDAR- and radar-like spatial information. The dataset does not contain measurements from physical LiDAR or radar sensors. The dataset is intended for research in lane detection, semantic segmentation, depth-aware feature fusion, and continual learning within vision-based autonomous driving systems.
DOI: 10.15468/dl.nhfdfb
title: Occurrence Download

description: A dataset containing 3146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micromelum minutum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 3146 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010783-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spdjfy
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea calcicola",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010784-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18617473
title: Ipseity Daily Data

description: At what rate do individuals say they are X?

Begining on 2025-07-08, I surveyed a small random sample of American adults on a daily cadence.  They responded to many items of the form: Does <signifier> describe you today?

The file ipseity-daily-aggregated.csv in this repository contains the aggregated results through 2025-07-28.  The columns are as follows:



signifier - a word, phrase or emoji

yes_count - the number of respondents who answered yes (aggregated all-time).

no_count - the number of respondents who answered no (aggregated all-time).

prevalence_per_10k - an estimate of the prevalence per 10,000.  If we were to survey 10,000 American adults, how many would we expect to respond yes to this signifier?  The number is calculated as yes_count / (yes_count + no_count) * 10,000.

earliest_obs_date - this date represents the first time this particular signifier was ever displayed to a respondent.  Signifiers are chosen with stochasticity from a long list; new signifiers are sometimes added, old signifiers are sometimes deleted, and a signifier may be moved higher or lower in priority for sampling.

latest_obs_date - the date closest to the present date on which signifier was most recently presented to a respondent.


Version created on 2026-02-12 — cumulative data.
DOI: 10.15468/dl.uykvxw
title: Occurrence Download

description: A dataset containing 97548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pomacentrus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 97548 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010758-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31322308
title: CLN025 Tripeptide Simulation Data

description: "tripeptide_nowater.dcd" : Exercise 1 (trajectory files of alanine tripeptide removing water molecules and ions) "tripeptide_nowater.psf": Exercise 1 (topology files of alanine tripeptide removing water molecules and ions)"tri_sin_phi_data.npz": Exercise 1, 2 (Extract the sine values of six backbone dihedral angles of tripeptide trajectory, together with the corresponding dihedral angle values (φ) and save as a npz file) "cln025_aligned.npz": Exercise 3 (Align a CLN025 dcd trajectory to a reference structure and output a npz file of aligned Cartesian coordinates) "chig_sin_rmsd_rg_data.npz": Exercise 3 (Extract and store sine-transformed dihedral angles, RMSD, and Rg data from CLN025 trajectory and output a npz file )
DOI: 10.6084/m9.figshare.31322308.v1
title: CLN025 Tripeptide Simulation Data

description: "tripeptide_nowater.dcd" : Exercise 1 (trajectory files of alanine tripeptide removing water molecules and ions) "tripeptide_nowater.psf": Exercise 1 (topology files of alanine tripeptide removing water molecules and ions)"tri_sin_phi_data.npz": Exercise 1, 2 (Extract the sine values of six backbone dihedral angles of tripeptide trajectory, together with the corresponding dihedral angle values (φ) and save as a npz file) "cln025_aligned.npz": Exercise 3 (Align a CLN025 dcd trajectory to a reference structure and output a npz file of aligned Cartesian coordinates) "chig_sin_rmsd_rg_data.npz": Exercise 3 (Extract and store sine-transformed dihedral angles, RMSD, and Rg data from CLN025 trajectory and output a npz file )
DOI: 10.3886/e245122
title: +971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.

description: +971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.
DOI: 10.15468/dl.mtgsx6
title: Occurrence Download

description: A dataset containing 14395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morinda citrifolia",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 14395 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010785-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31273957
title: Has the establishment of national parks improved nature-based tourism experiences? Evidence from social media data：Supporting datasets and analysis code

description: This dataset contains the data and code supporting the research paper, "Has the establishment of national parks improved nature-based tourism experiences? Evidence from social media data." It includes the collected social media text data, processed analytical datasets, and scripts for empirical analysis, provided to ensure the full reproducibility of the study's findings.
DOI: 10.6084/m9.figshare.31273957.v1
title: Has the establishment of national parks improved nature-based tourism experiences? Evidence from social media data：Supporting datasets and analysis code

description: This dataset contains the data and code supporting the research paper, "Has the establishment of national parks improved nature-based tourism experiences? Evidence from social media data." It includes the collected social media text data, processed analytical datasets, and scripts for empirical analysis, provided to ensure the full reproducibility of the study's findings.
DOI: 10.6084/m9.figshare.31273957.v2
title: Has the establishment of national parks improved nature-based tourism experiences? Evidence from social media data：Supporting datasets and analysis code

description: This dataset contains the data and code supporting the research paper, "Has the establishment of national parks improved nature-based tourism experiences? Evidence from social media data." It includes the collected social media text data, processed analytical datasets, and scripts for empirical analysis, provided to ensure the full reproducibility of the study's findings.
DOI: 10.6084/m9.figshare.31286365.v1
title: shuffle_pkls

description: Python pkl files for reproducing shuffling analyses. See https://github.com/GiocomoLab/Plitt_Kaganovsky_Stx3_CA1 for usage.
DOI: 10.6084/m9.figshare.31135822
title: Dataset

description: Dataset for the paper Grid Structure Reshapes Spatiotemporal Risk under High Renewable Penetration.
DOI: 10.6084/m9.figshare.31135822.v1
title: Dataset

description: Dataset for the paper Grid Structure Reshapes Spatiotemporal Risk under High Renewable Penetration.
DOI: 10.15468/dl.2h2c6x
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea caucasica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010786-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245123
title: +971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.

description: +971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.
DOI: 10.15468/dl.ac73xa
title: Occurrence Download

description: A dataset containing 4002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opilia amentacea",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4002 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010788-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/mjrypq
title: Moths in Berkshire vice-county - records verified via iRecord

description: This dataset contains species records of moths (Lepidoptera) in Berkshire (vice-county 22). Records are from datasets made available via the iRecord verification process - these records may originate from direct addition of records to iRecord, or via other datasets that have been added to iRecord for verification purposes.
DOI: 10.3886/e245124
title: +971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.

description: +971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.+971569875040 to buy Abortion Pills in Dubai & Abu Dhabi-cost of abortion pills in UAE.
DOI: 10.6084/m9.figshare.31305361
title: Research Data on Factors Influencing Data Sharing in CSOEs

description: Research Data on Factors Influencing Data Sharing in CSOEs
DOI: 10.6084/m9.figshare.31305361.v1
title: Research Data on Factors Influencing Data Sharing in CSOEs

description: Research Data on Factors Influencing Data Sharing in CSOEs
DOI: 10.15468/dl.tpcjcm
title: Occurrence Download

description: A dataset containing 2466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dioscorea villosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2466 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010789-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k6es5
title: Occurrence Download

description: A dataset containing 1937616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Passeriformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-150 60,-120 60,-120 90,-150 90,-150 60))"
 ]
}

 The dataset includes 1937616 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001077-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17306756
title: Supplementary information for manuscript: Distribution of Airborne Fungi in Vehicles and Its Association with Usage Patterns.

description: Supplementary information for the manuscript: Distribution of Airborne Fungi in Vehicles and Its Association with Usage Patterns.
DOI: 10.15468/dl.yd427n
title: Occurrence Download

description: A dataset containing 3693 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimelea ligustrina"
 ]
}

 The dataset includes 3693 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037336-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16400711
title: SEAMM Package List

description: The package list for the SEAMM environment, also complete conda environment files with and without the version pinned.
DOI: 10.15468/dl.6xr8hu
title: Occurrence Download

description: A dataset containing 1050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Bucephala clangula)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 1050 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037340-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6s42ej
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Delichon urbicum)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037337-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2ahhe
title: Occurrence Download

description: A dataset containing 15180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Bucephala clangula)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 15180 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037338-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y24qcj
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037341-250717081556266/datasets/export for details.
DOI: 10.26180/29631548
title: r9_subsets

description: R9.4.1 subset assemblies
DOI: 10.26180/29631548.v1
title: r9_subsets

description: R9.4.1 subset assemblies
DOI: 10.26180/29631692
title: r10_subsets

description: R10.4.1 subset assemblies
DOI: 10.26180/29631692.v1
title: r10_subsets

description: R10.4.1 subset assemblies
DOI: 10.26180/29631875.v1
title: r9_reads

description: R9.4.1 reads
DOI: 10.26180/29632151
title: r10_reads

description: R10.4.1 reads
DOI: 10.26180/29632151.v1
title: r10_reads

description: R10.4.1 reads
DOI: 10.26180/29623238
title: r10_ont_ska2_input

description: R10.4.1 ONT assemblies used for SKA2 variant calling
DOI: 10.26180/29623271
title: hybrid_assemblies

description: Gold standard genomes
DOI: 10.26180/29623271.v1
title: hybrid_assemblies

description: Gold standard genomes
DOI: 10.26180/29623277
title: r10_dorado_sup_medaka_max_depth

description: Best quality R10 assemblies used for MLST, cgMLST and AMR benchmarking
DOI: 10.26180/29631875
title: r9_reads

description: R9.4.1 reads
DOI: 10.26180/29623238.v1
title: r10_ont_ska2_input

description: R10.4.1 ONT assemblies used for SKA2 variant calling
DOI: 10.26180/29623277.v1
title: r10_dorado_sup_medaka_max_depth

description: Best quality R10 assemblies used for MLST, cgMLST and AMR benchmarking
DOI: 10.15468/dl.mzakwd
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentianella crispata"
 ]
}

 The dataset includes 253 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037342-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4sb62
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037344-250717081556266/datasets/export for details.
DOI: 10.15468/dl.gxw3qq
title: Occurrence Download

description: A dataset containing 15004 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pimelea humilis"
 ]
}

 The dataset includes 15004 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037345-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h37y4p
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037348-250717081556266/datasets/export for details.