cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/30d-h5c-hby
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9fa-skk-242
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0af-cwn-5sn
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7fm-ymc-k59
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bke-tzw-c7y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4bg-gbx-c1h
title: Peneroplis planatus (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l6d-ts4-wj1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zqb-cwz-rax
title: †Pseudogavelinella clementiana (d'Orbigny, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bbp-szd-k2k
title: Bulimina spicata Phleger & Parker, 1951

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2e-bsm-t3a
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hxb-fw1-mbg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yqf-g70-638
title: Textularia gramen d'Orbigny, 1846

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0vb-enb-5k9
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cnr-d4p-7k2
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bea-bbh-rhq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/271-csc-akw
title: Cythereis Jones, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tx2-6jn-rv5
title: Hyperammina distorta Cushman, 1918

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qh7-s2f-dal
title: Dorothia scabra (Brady, 1884)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z8l-bln-vbd
title: †Procytherura Whatley, 1970

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/21e-7xn-vef
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x8l-0r3-hgm
title: Lenticulina cultrata (Montfort, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p4c-jwj-t4q
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vh3-sxl-0eh
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eme-a7j-5dh
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f94-eqv-809
title: Pseudononion japonicum Asano, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8rg-mxa-3zs
title: Eponides repandus (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.v6uyhr
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macaca mulatta",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 246 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017145-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwaamu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eichhornia crassipes",
 "Country is Mozambique",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017147-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17866/rd.salford.6834419
title: Making Sense of Sounds: data (nature)

description: Data and scripts for the nature taxonomy, category formation analysis, and plots
DOI: 10.17866/rd.salford.6834419.v1
title: Making Sense of Sounds: data (nature)

description: Data and scripts for the nature taxonomy, category formation analysis, and plots
DOI: 10.15468/dl.rgd3vf
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xerodraba lycopodioides"
 ]
}

 The dataset includes 73 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017148-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjgtg7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acipenser baerii",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017150-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1133983
title: Data from a Magnetometer Survey at Mannington Recreation Ground, Swindon, Wiltshire, December 2023

description: This collection includes geophysics, vector and GIS data from a magnetometer survey carried out by Archaeological Surveys Ltd at Mannington Recreation Ground, Swindon, Wiltshire on 14th December 2023.
DOI: 10.18150/quyq0i
title: Raw data of microparticles diffusion in 30% water solution of Sunset Yellow (E110) dye

description: Movies and particle center trajectories of microparticles with radius R=1.25 micron in 30% water solution of Sunset yellow dye forming continues nematic phase of lyotropic chromonic liquid crystal with planar alignment. Movies obtained in Nikon Ti-2 inverted microscope with 60x objective. Data of experiment: 08.08.2024Pixel size = 0.1156 micronFrame Rate = 1000 fpsFiles:1-37 refer to illumination with light from halogen lamp passes through 335 - 610 nm Bandpass filter,1-610 refer to illumination with light from halogen lamp passes through 610 nm Longpass filter.
DOI: 10.5281/zenodo.15914988
title: GIS EBA Towers Oman and UAE

description: UTM coordinates of all Early Bronze Age monumental structures (so-called towers) published in Döpper, S. (2024), Landmarks of Identity - Bronze Age Towers of the Oman Peninsula. Oxford: Archaeopress.
DOI: 10.5281/zenodo.15914989
title: GIS EBA Towers Oman and UAE

description: UTM coordinates of all Early Bronze Age monumental structures (so-called towers) published in Döpper, S. (2024), Landmarks of Identity - Bronze Age Towers of the Oman Peninsula. Oxford: Archaeopress.
DOI: 10.15468/dl.kw9ayg
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017151-250711103210423/datasets/export for details.
DOI: 10.15468/dl.9zpzmv
title: Occurrence Download

description: A dataset containing 10146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mahonia bealei"
 ]
}

 The dataset includes 10146 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017149-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvrc7c
title: Occurrence Download

description: A dataset containing 1796963474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1990-2020"
 ]
}

 The dataset includes 1796963474 records from 45497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016976-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iahs7h
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003721-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1380371.10fu
title: SH1380371.10FU

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/sh1380372.10fu
title: SH1380372.10FU

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/sh1380373.10fu
title: SH1380373.10FU

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/sh1380375.10fu
title: SH1380375.10FU

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/sh1380376.10fu
title: SH1380376.10FU

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: 10.5281/zenodo.8266461
title: Animal Crossing WiFi CSI

description: This dataset is shared as part of the paper Detection and classification of animal crossings on roads using IoT based WiFi sensing, submitted to the IEEE LATINCOM 2023 conference. It is distributed under the Creative Commons license Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0).

An expanded version of this dataset is available at IEEE Dataport.

General description

Each sample from the dataset contains 500 frames of WiFi Channel State Information data, captured during a 5-second window (100 Hz sampling rate). Each frame contains the amplitude information from the 52 Wi-Fi subcarriers that transmit a data. This amounts to 26,000 features per sample.

The non-zero amplitude values are converted to decibels, while null values are set to zero after the decibel function application to prevent negative infinite values. Subsequently, a running mean filter is applied to each frame to mitigate noise and outlier interference, ensuring a more stable representation of the signal.  Additionally, we disregard zero-valued amplitudes, as these result from errors in the original signal capture process, leading to subcarriers without meaningful amplitude. Thus, zero values are not included in the running mean computation.

We collected the CSI data using ESP32 boards, which were placed at a height of 70 cm and 12 meters apart from each other. To avoid bias towards a single environment, we collected data in four different locations, including paved and unpaved rural roads, a pasture and a gravel road. 

The parquet files can be easily read and manipulated with python libraries such as pandas.

 

Data labels

As it is intended to allow replication of the work presented, we uploaded the same separated test and training datasets used for the machine learning model. The data labels represent the following classes:

0 - Background noise

1 - Person

2 - Car

3 - Dog

4 - Cow
DOI: 10.5281/zenodo.8266462
title: Animal Crossing WiFi CSI

description: This dataset is shared as part of the paper Detection and classification of animal crossings on roads using IoT based WiFi sensing, submitted to the IEEE LATINCOM 2023 conference. It is distributed under the Creative Commons license Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0).

An expanded version of this dataset is available at IEEE Dataport.

General description

Each sample from the dataset contains 500 frames of WiFi Channel State Information data, captured during a 5-second window (100 Hz sampling rate). Each frame contains the amplitude information from the 52 Wi-Fi subcarriers that transmit a data. This amounts to 26,000 features per sample.

The non-zero amplitude values are converted to decibels, while null values are set to zero after the decibel function application to prevent negative infinite values. Subsequently, a running mean filter is applied to each frame to mitigate noise and outlier interference, ensuring a more stable representation of the signal.  Additionally, we disregard zero-valued amplitudes, as these result from errors in the original signal capture process, leading to subcarriers without meaningful amplitude. Thus, zero values are not included in the running mean computation.

We collected the CSI data using ESP32 boards, which were placed at a height of 70 cm and 12 meters apart from each other. To avoid bias towards a single environment, we collected data in four different locations, including paved and unpaved rural roads, a pasture and a gravel road. 

The parquet files can be easily read and manipulated with python libraries such as pandas.

 

Data labels

As it is intended to allow replication of the work presented, we uploaded the same separated test and training datasets used for the machine learning model. The data labels represent the following classes:

0 - Background noise

1 - Person

2 - Car

3 - Dog

4 - Cow
DOI: 10.15468/dl.xeadjn
title: Occurrence Download

description: A dataset listing the 3895093 species recorded in GBIF matching the query:
{ }

 The dataset's 3895093 records were derived from 59174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004005-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/mqw-kff-sw4
title: Potamogeton pusillus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wes-s6x-tdq
title: Gypsophila elegans M. Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.zzsyuw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tradescantia zebrina",
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066932-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/an2-sma-deh
title: Stuckenia filiformis (Pers.) Börner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ar2-v8s-ga6
title: Astragalus saadatabadensis Podlech

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8tf-a8r-t3x
title: Stuckenia filiformis (Pers.) Börner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xkj-9zk-mnp
title: Linaria mazandaranensis Hamdi & Assadi

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dn1-l2r-hjx
title: Erysimum vitekii Polatschek

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9bd-2ls-11a
title: Arthrocaulon macrostachyum (Moric.) Piirainen & G. Kadereit

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vgg-snc-nhs
title: Stuckenia pectinata (L.) Börner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l19-9dg-x6h
title: Stuckenia pectinata (L.) Börner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/md5-fc5-0z5
title: Clitoria guianensis var. guianensis

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hnw-rf3-ntb
title: Ancistrotropis firmula (Mart. ex Benth.) A.Delgado

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tbp-yq5-hrd
title: Ruppia maritima L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.xabtbd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Corumbataia britskii)",
 "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 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066930-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/tdh-glf-c9l
title: Potamogeton berchtoldii Fieber

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/058-mgs-5hk
title: Astragalus leptus subsp. leptus

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/day-l8v-vxn
title: Teucrium stocksianum subsp. patulum (Hedge & Lamond) Rech.f.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c8a-x29-wkl
title: Clinopodium creticum (L.) Kuntze

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xnt-zgn-txy
title: Ferula xanthocarpa Rech. fil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/14n-mjp-0ba
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at University of Graz.