cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14974386
title: mmGait10 - Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds

description: The adoption of mmWave radar for human sensing has gained significant attention due to its efficiency, robustness to environmental conditions, and privacy-preserving nature. In particular, gait recognition using radar point clouds presents new opportunities for unobtrusive and resilient biometric authentication and activity analysis. Unlike more traditional representations employed in the radar sensing literature (e.g. micro-Doppler signatures), point cloud data is well-suited for edge computing applications due to its compactness, but pose new challenges due to their noisy and sparse nature.

This dataset was collected to build and validate an original neural network model for open-set gait recognition (OSGR) from sparse radar point clouds. 

The dataset comprises approximately 5 hours of radar point cloud measurements collected from 10 subjects with diverse physical characteristics (sex, height, and weight) to ensure a realistic variety of walking patterns. The captures were recorded in a 7.81 × 7.26 m indoor environment, where each participant was instructed to walk freely along random trajectories.

To enhance diversity and realism, gait recordings were performed with three different walking manners:



Walking freely

Walking while holding a smartphone

Walking with hands in pockets


Each subject was recorded for approximately 30 minutes, with 10 minutes per walking condition, providing a rich and balanced variability in gait patterns.

All the measurements were collected with a commercial Texas Instruments MMWCAS-RF-EVM FMCW Radar, operating in the 77-81 GHz frequency band at a frame rate of 10 Hz. 

For additional details and information about the dataset, the user is redirected to our paper "Open-Set Gait Recognition from Sparse mmWave Radar Point Clouds", available at this link.

This dataset is intended to support research in gait analysis, human activity recognition, and radar-based sensing applications.
description: The dataset follows this simple folder structure:

dataset_dir/<subject_X>/<walking_pattern>/<sequence_X.obj>

Each .obj file is a serialized Python object, loadable with the pickle module, containing a point cloud sequence capture of approximately 1 minute in the form of a list of dictionaries, each of which containing details about each point cloud.

For detailed code examples on how to handle the dataset, the user is redirected to the official code repository of our paper, available at this link.
DOI: 10.15468/dl.upb94g
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Elysia chlorotica A.Gould, 1870"
 ]
}

 The dataset includes 86 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008021-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4bja2
title: Occurrence Download

description: A dataset containing 468 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Romerolagus diazi (Ferrari-Pérez, 1893)"
 ]
}

 The dataset includes 468 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008114-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xg8b74
title: Occurrence Download

description: A dataset containing 21587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "TaxonKey is Apodemus sylvaticus (Linnaeus, 1758)",
 "Year 2015-2025"
 ]
}

 The dataset includes 21587 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008113-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7x47r
title: Occurrence Download

description: A dataset containing 18375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nasua narica (Linnaeus, 1766)"
 ]
}

 The dataset includes 18375 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008024-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvna9a
title: Occurrence Download

description: A dataset containing 7646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is Observation.org, Nature data from around the World",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Parnassius apollo (Linnaeus, 1758)",
 "Year 2010-2025"
 ]
}

 The dataset includes 7646 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008025-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14989851
title: Supporting information for the article: Evolving strain partitioning driven by multiple plate interaction – Paleotectonic reconstruction of Northwestern South America

description: Supporting information for the article: "Evolving strain partitioning driven by multiple plate interaction – Paleotectonic reconstruction of Northwestern South America during the Cenozoic" by González Román; Sabrina Metzger, Eline Le Breton, Germán Bayona, Andrés Mora, Josué Alejandro Mora-Bohórquez, Iván Camilo Higuera, Claudio Faccenna and Onno Oncken. The dataset Contains a PDF file and GPlates output-files.
DOI: 10.5281/zenodo.14989951
title: Meta-Dataset
DOI: 10.5281/zenodo.14989952
title: Meta-Dataset
DOI: 10.25345/c5st7f86f
title: MassIVE MSV000097267 - Brefeldin A affects MBSCs features by inducing CD133 proteolytic cleavage
title: In this study we explored the effects of Brefeldin A on Medulloblastoma stem cells derived from patients. G3MBSCs with a focus on cell death and stemness properties impairment. D283Med and D341Med cells were grown according to the recommended conditions and treated with BrefA 0.3 uM or with DMSO as vehicle control. Total cell extracts were obtained by treating cells with RIPA buffer containing protease and phosphatase inhibitor cocktails and the total protein content was measured using the Pierce BCA Protein Assay Kit. A volume corresponding to 50 ug of proteins was loaded into a Nanosep 10-kDa-cutoff filter and digested according to our protocol. Each digested protein sample was analyzed in technical triplicate by LC-MSMS. Raw data were processed using PEAKS studio using the correct precursor only option. Spectra were matched against the UniProt SwissProt database restricted to Homo sapiens taxonomy, to which a list of common contaminants was appended.
DOI: 10.15468/dl.d78pks
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Romerolagus diazi (Ferrari-Pérez, 1893)"
 ]
}

 The dataset includes 441 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008115-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b6r34h
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "StateProvince is Sao Paulo",
 "TaxonKey is Philodryas aestiva (Duméril, Bibron & Duméril, 1854)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008027-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tb97t
title: Occurrence Download

description: A dataset containing 7566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fragaria ×ananassa (Weston) Rozier)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 7566 records from 249 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008026-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t6gvva
title: Occurrence Download

description: A dataset listing the 3652 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix L."
 ]
}

 The dataset's 3652 records were derived from 5071 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008016-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-43423
title: Disposition summaries - City Attorney's Office, 1986

description: Christopher Commission - Collection of City Attorney's case disposition reports, 1986. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.ybmbd9
title: Occurrence Download

description: A dataset containing 1471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grylloblattodea",
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico",
 "Country is Canada"
 ]
 }
 ]
}

 The dataset includes 1471 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002130-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1056247.10fu
title: SH1056247.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1056248.10fu
title: SH1056248.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1056252.10fu
title: SH1056252.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.ja8ej9
title: Occurrence Download

description: A dataset containing 186881 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Costa Rica",
 "Geometry POLYGON((-84.19718 10.00044,-84.19947 9.97595,-84.19292 9.96482,-84.18397 9.95972,-84.17014 9.95341,-84.16088 9.94664,-84.13271 9.94271,-84.11635 9.9495,-84.10538 9.96244,-84.10652 9.9775,-84.117 9.98733,-84.13109 10.00092,-84.15335 10.0143,-84.16495 10.0166,-84.19047 10.01059,-84.19718 10.00044))",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 186881 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052102-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykqxef
title: Occurrence Download

description: A dataset containing 3075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lonicera fragrantissima",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3075 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052153-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yjqr9
title: Occurrence Download

description: A dataset containing 4922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harmonia axyridis",
 "HasCoordinate is true",
 "Country is Italy"
 ]
}

 The dataset includes 4922 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052154-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzcm24
title: Occurrence Download

description: A dataset containing 4125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harmonia axyridis",
 "HasCoordinate is true",
 "Country is Poland"
 ]
}

 The dataset includes 4125 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052155-251009101135966/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.30426523
title: <b>Dataset for Fuel Generator Usage in Nigeria</b>

description: This dataset presents electricity generation and use from 500 fuel generators in the North-Central of Nigeria, as part of the Zero Emission Generation (ZE-Gen) Accelerator Initiative, implemented by the Access to Energy Institute (A2EI). Data collection was distributed across several customer end-use categories. Key data such as power distribution dynamics, energy distribution and usage patterns were recorded from the fuel generators. Each generator was equipped with smart energy meters that recorded directly to Prospect platform through an Application Programming Interface (API). Data are logged every 5 minutes covering a period of 18 months for each customer category.
DOI: 10.6084/m9.figshare.30426523.v1
title: <b>Dataset for Fuel Generator Usage in Nigeria</b>

description: This dataset presents electricity generation and use from 500 fuel generators in the North-Central of Nigeria, as part of the Zero Emission Generation (ZE-Gen) Accelerator Initiative, implemented by the Access to Energy Institute (A2EI). Data collection was distributed across several customer end-use categories. Key data such as power distribution dynamics, energy distribution and usage patterns were recorded from the fuel generators. Each generator was equipped with smart energy meters that recorded directly to Prospect platform through an Application Programming Interface (API). Data are logged every 5 minutes covering a period of 18 months for each customer category.
DOI: 10.5281/zenodo.17405390
title: Resources for VarLand and datasets used in the paper

description: The `resources.tar.gz` file contains data from the following sources:



AlphaFold Protein Structure Database

Panther

UniProt

VEP


The `data.tar.gz` file contains data from the following sources:



AlphaMissense

ClinVar

gnomAD


Every dataset is subject to its own license.
DOI: 10.5281/zenodo.17405391
title: Resources for VarLand and datasets used in the paper

description: The `resources.tar.gz` file contains data from the following sources:



AlphaFold Protein Structure Database

Panther

UniProt

VEP


The `data.tar.gz` file contains data from the following sources:



AlphaMissense

ClinVar

gnomAD


Every dataset is subject to its own license.
DOI: 10.15468/dl.57a43b
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.28_1",
 "TaxonKey is Suaeda kossinskyi"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052156-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e239102
title: HIFLD OPEN EPA Disaster Debris Recovery Data

description: The US EPA Disaster Debris Recovery Tool is a dataset that promotes the proper recovery, recycling, and disposal of disaster debris management for planners and emergency responders at the federal, state, tribal and local levels. The dataset include point vector data for over 20,000 composting facilities, demolition contractors, transfer stations, three types of landfills, and recycling facilities for construction and demolition materials, electronics, household hazardous waste, metals, tires, and vehicles in all 50 states as well as Puerto Rico and the U.S. Virgin Islands.<br>
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025 <br><br>
DOI: 10.3886/e239102v1
title: HIFLD OPEN EPA Disaster Debris Recovery Data

description: The US EPA Disaster Debris Recovery Tool is a dataset that promotes the proper recovery, recycling, and disposal of disaster debris management for planners and emergency responders at the federal, state, tribal and local levels. The dataset include point vector data for over 20,000 composting facilities, demolition contractors, transfer stations, three types of landfills, and recycling facilities for construction and demolition materials, electronics, household hazardous waste, metals, tires, and vehicles in all 50 states as well as Puerto Rico and the U.S. Virgin Islands.<br>
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025 <br><br>
DOI: 10.15468/dl.cdmsnh
title: Occurrence Download

description: A dataset containing 8820839 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 8820839 records from 724 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052135-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7807/microm:kinder:suf:v7:1
title: Sozioökonomische Daten auf Rasterebene (SUF 7.1). Kinder
title: Socio-economic data on grid level (SUF 7.1). Children

description: Die Daten für die Variable Kinder stammen vor allem aus den Quellen ZDdesign sowie aus der Datei der Privatkonsumenten des Verbandes der Vereine Creditreform. Ausgewiesen wird diese Variable als Anteil von Kindern an allen Personen in einem Privathaushalt (microm 2016, S. 29).  
description: Microm receives the data basis for the variable children from ZDdesign Media Services and from the file on private consumers by the Creditrefom Group. The variable specifies the average share of children in a household (microm 2016, p. 29).
description: RWI-GEO-GRID
description: RWI-GEO-GRID
DOI: 10.6084/m9.figshare.30426283
title: Dataset_Jianping Sun_Ambient climate exceeds the effects of warming and precipitation treatment on leaf senescence phenology of community in an alpine meadow

description: Understanding the responses of leaf senescence phenology (LSP) to climate change is critical for predicting ecosystem carbon and nutrient cycles. While numerous studies have focused on spring phenology, the mechanisms regulation autumn phenology, particularly under the interactive effects of warming and precipitation changes, remain poorly understood. We also noticed that previous studies based on manipulative experiments have often overlooked the influence of ambient climate (e.g., air temperature, total precipitation and precipitation frequency) to plant autumn phenology, thereby hampering a comprehensive understanding of the mechanisms governing autumn phenological responses. In this study, we conducted a 7-year (2015-2021) field manipulative experiment (including warming (+2 ºC) using infrared heater, decreased precipitation (-50%), increased precipitation (+100% in 2015 and +50% in 2016-2021) and their interactions) on the Qinghai-Xizang Plateau to investigate how warming, precipitation alterations, and ambient climate jointly influence LSP in an alpine meadow.