cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16967029
title: Madrid urban heat islands

description: This dataset contains the SUHI layer assesses the UHI effect for the city of Madrid, highlighting areas that become warmer than surrounding rural areas due to human activities like urbanization and transportation. By analyzing ground temperature data, an index from 0 to 100 is generated, where higher values indicate greater UHI exposure, pinpointing critical zones.

Include

Suhi difference from rural - Temperature difference between urban areas and surrounding rural reference areasSuhi whole day - Normalized SUHI index (range 0–1) representing heat island intensity over the full daySuhi whole day visual - Three-band tif file for visualization purposesSuhi whole day visual image - Three-band png file for visualization purposes
DOI: 10.15468/dl.7s253h
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca minor",
 "Country is Latvia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 45 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000367-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zkhwn5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cobitis fasciola)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000362-250827131500795/datasets/export for details.
DOI: 10.15468/dl.cawtxh
title: Occurrence Download

description: A dataset containing 634370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schizoporella japonica, Schizoporella unicornis, Sciaphilus asperatus, Scirtothrips perseae, Sciurus carolinensis, Sciurus granatensis, Sciurus niger, Scolytus schevyrewi, Selenothrips rubrocinctus, Selitrichodes globulus, Semimytilus algosus, Sericinus montela, Seriola fasciata, Serrasalmus gibbus, Serrasalmus marginatus, Serrasalmus rhombeus, Serrasalmus sanchezi, Serrasalmus serrulatus, Serrasalmus spilopleura, Shablogammarus subnudus)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 634370 records from 501 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000328-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdkcpj
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Uroteuthis chinensis"
 ]
}

 The dataset includes 319 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000368-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49dxw2
title: Occurrence Download

description: A dataset containing 21906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "Geometry POLYGON((121.93262 24.84591,121.93769 24.83912,121.94421 24.83463,121.9572 24.83555,121.96058 24.83438,121.96496 24.83531,121.9659 24.8397,121.96348 24.84524,121.96046 24.85057,121.94985 24.85193,121.93262 24.84591))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 21906 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000366-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9mahe
title: Occurrence Download

description: A dataset containing 1539 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SWFSC Marine Mammal Survey, STAR 2003, Cruise 1624"
 ]
}

 The dataset includes 1539 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000369-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16966940
title: Leuven urban heat islands

description: This dataset contains the SUHI layer assesses the UHI effect for the city of Leuven, highlighting areas that become warmer than surrounding rural areas due to human activities like urbanization and transportation. By analyzing ground temperature data, an index from 0 to 100 is generated, where higher values indicate greater UHI exposure, pinpointing critical zones.

Include

Suhi difference from rural - Temperature difference between urban areas and surrounding rural reference areasSuhi whole day - Normalized SUHI index (range 0–1) representing heat island intensity over the full daySuhi whole day visual - Three-band tif file for visualization purposesSuhi whole day visual image - Three-band png file for visualization purposes
DOI: 10.5281/zenodo.16966941
title: Leuven urban heat islands

description: This dataset contains the SUHI layer assesses the UHI effect for the city of Leuven, highlighting areas that become warmer than surrounding rural areas due to human activities like urbanization and transportation. By analyzing ground temperature data, an index from 0 to 100 is generated, where higher values indicate greater UHI exposure, pinpointing critical zones.

Include

Suhi difference from rural - Temperature difference between urban areas and surrounding rural reference areasSuhi whole day - Normalized SUHI index (range 0–1) representing heat island intensity over the full daySuhi whole day visual - Three-band tif file for visualization purposesSuhi whole day visual image - Three-band png file for visualization purposes
DOI: 10.5281/zenodo.12812761
title: Dry ECG Dataset: Normal and Interference-Affected Records (NSIR Dataset)

description: The dataset consists of 149 ECG signals that were sampled at a frequency of 500 Hz using a single lead. 

The main objective is to identify and differentiate normal-recorded ECG signals from those affected by two common types of interference:



50/60 Hz power line interference .

 electrode contact noise caused by unstable movement.


The data was recorded at the LINS Laboratory within the University of USTHB in Algeria using the Orbital 90 dry electrode, which has a 25 mm conductive area diameter based on the three electrodes configurations to measure the potential difference between the two arms, with the right leg serving as the reference. In order to improve signal quality, a fourth-order Butterworth low-pass filter was utilized for its smooth frequency response and minimal phase distortion, followed by a notch filter to eliminate 50 Hz power line noise. These filtering processes significantly enhanced the ECG signal quality by reducing noise and interference while preserving important cardiac information. The recorded data was stored in CSV format using UART communication via a USB connected to a computer.



Dataset Summary





Type of Record 
Number of Records


well-recorded ECG
42


50/60 Hz power line interference
44


electrode contact noise
63


Total
149




 

Note :



You can find in the attachment a set of scalogram representations of the data with different wavelets, converted using the CWT technique.

These data were used in transfer learning and gave a remarkable result, highlighting the unnecessary need for a huge dataset to train a transfer learning algorithm when the data is well recorded and the classes are distinguished.


 



For more details please feel free to contact us :




Kharziwisseme@hotmail.com

kerdjidjoussama@gmail.com

malikakedir@gmail.com

nac.meziane@gmail.com
DOI: 10.5281/zenodo.13147251
title: Dry ECG Dataset: Normal and Interference-Affected Records (NSIR Dataset)

description: The dataset consists of 149 ECG signals that were sampled at a frequency of 500 Hz using a single lead. 

The main objective is to identify and differentiate normal-recorded ECG signals from those affected by two common types of interference:



50/60 Hz power line interference .

 electrode contact noise caused by unstable movement.


The data was recorded at the LINS Laboratory within the University of USTHB in Algeria using the Orbital 90 dry electrode, which has a 25 mm conductive area diameter based on the three electrodes configurations to measure the potential difference between the two arms, with the right leg serving as the reference. In order to improve signal quality, a fourth-order Butterworth low-pass filter was utilized for its smooth frequency response and minimal phase distortion, followed by a notch filter to eliminate 50 Hz power line noise. These filtering processes significantly enhanced the ECG signal quality by reducing noise and interference while preserving important cardiac information. The recorded data was stored in CSV format using UART communication via a USB connected to a computer.



Dataset Summary





Type of Record 
Number of Records


well-recorded ECG
42


50/60 Hz power line interference
44


electrode contact noise
63


Total
149




 

Note :



You can find in the attachment a set of scalogram representations of the data with different wavelets, converted using the CWT technique.

These data were used in transfer learning and gave a remarkable result, highlighting the unnecessary need for a huge dataset to train a transfer learning algorithm when the data is well recorded and the classes are distinguished.


 



For more details please feel free to contact us :




Kharziwisseme@hotmail.com

kerdjidjoussama@gmail.com

malikakedir@gmail.com

nac.meziane@gmail.com
DOI: 10.17909/chzv-p290
title: Sculptor epochs - Vitral et al. 2025

description: Epochs used to construct proper motions for the Sculptor dwarf galaxy in Vitral et al. 2025.
DOI: 10.34740/kaggle/dsv/12887782
title: Mahanagar Yatayat Transport Dataset
DOI: 10.15468/dl.uwpgjj
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalius orpheus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000370-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zd82a5
title: Occurrence Download

description: A dataset containing 1263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-176.41599 -88.2312,184.9121 -88.2312,184.9121 88.34374,-176.41599 88.34374,-176.41599 55.72085,-176.41599 -88.2312))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhodophyta"
 ]
}

 The dataset includes 1263 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018429-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a72bb9
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dussumieria elopsoides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 52 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000374-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10562704
title: Transcriptions of Focus Groups with Family Farmers and Qualitative Data Analysis

description: A total of four (4) transcribed Focus Groups with family farmers.
DOI: 10.15468/dl.kuwpfy
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca minor",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000373-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukqhtm
title: Occurrence Download

description: A dataset containing 3543 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca minor",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3543 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000376-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8bgjb
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fulvetta cinereiceps",
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000371-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.twjrc8
title: Occurrence Download

description: A dataset containing 206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca minor",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 206 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000372-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10562588
title: Transcriptions of Focus Groups with Family Farmers and Qualitative Data Analysis

description: A total of four (4) transcribed Focus Groups with family farmers.
DOI: 10.15468/dl.ua7cbx
title: Occurrence Download

description: A dataset containing 1043 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (South America, North America)",
 "EarliestEpochOrLowestSeries is Pleistocene",
 "PublishingOrg is ff418020-1d67-11d9-8435-b8a03c50a862",
 "TaxonKey is Proboscidea"
 ]
}

 The dataset includes 1043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000378-250827131500795/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.29605430
title: Supplementary Tables

description: Supplementary Tables
DOI: 10.6084/m9.figshare.29605430.v1
title: Supplementary Tables

description: Supplementary Tables
DOI: 10.6084/m9.figshare.29605430.v2
title: Supplementary Tables

description: Supplementary Tables
DOI: 10.15468/dl.dys6ky
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Astyanax hastatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 110 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000379-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u3a3g7
title: Occurrence Download

description: A dataset containing 321512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pinus pinea"
 ]
}

 The dataset includes 321512 records from 335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000323-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aep24e
title: Occurrence Download

description: A dataset containing 12624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fulvetta formosana",
 "Country is Chinese Taipei",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12624 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000380-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wtm9bv
title: Occurrence Download

description: A dataset containing 107337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material citation, Specimen)",
 "Continent is South America",
 "Country is Colombia",
 "DatasetKey is one of (Pesquería Artesanal de la Ciénaga Grande de Santa Marta - SIPEIN, Colección de Ictiología del Instituto de Ciencias Naturales (ICN-MHN-Ic), Colección Zoológica de la Universidad del Tolima (CZUT)- Ictiología, iNaturalist Research-grade Observations, Colección de Ictiología de la Universidad de Antioquia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is VU",
 "OccurrenceStatus is Present",
 "TaxonKey is Cathorops mapale"
 ]
}

 The dataset includes 107337 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000330-250827131500795/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.29900843
title: Supplemental methods and data necessary to reproduce results from "mGem: how many fungal secondary metabolites are produced by filamentous fungi? conservatively, at least 1.4 million" Riedling and Rokas 2025

description: Supplemental methods and data necessary to reproduce analyses estimating the number of secondary metabolites across the Pezizomycotina subphylum. Methods can be found in the supplemental material and methods document. Genome accessions, antismash v7.1 list of biosynthetic gene clusters, and the presence-absence matrix of gene cluster families can be found in the supplemental tables spreadsheet.
DOI: 10.6084/m9.figshare.29900843.v1
title: Supplemental methods and data necessary to reproduce results from "mGem: how many fungal secondary metabolites are produced by filamentous fungi? conservatively, at least 1.4 million" Riedling and Rokas 2025

description: Supplemental methods and data necessary to reproduce analyses estimating the number of secondary metabolites across the Pezizomycotina subphylum. Methods can be found in the supplemental material and methods document. Genome accessions, antismash v7.1 list of biosynthetic gene clusters, and the presence-absence matrix of gene cluster families can be found in the supplemental tables spreadsheet.
DOI: 10.15468/dl.g24dne
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysonephos lewisii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000381-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqrzdp
title: Occurrence Download

description: A dataset containing 3030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca minor",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3030 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000383-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsbwbw
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca minor",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000382-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9urmfe
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squalius peloponensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000384-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3kwhd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vinca minor",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000385-250827131500795/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.28449167.v1
title: ADP-SPH

description: The respiratory provides the data and codes for generating the results in:<b>An Adaptive SPH Method (ADP-SPH) for Simulating Solute Transport in Heterogeneous Aquifers</b>, 2025.
DOI: 10.15468/dl.s3vmmf
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telestes beoticus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000386-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.