cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.kb7p9b
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turbo jourdani Kiener, 1839"
 ]
}

 The dataset includes 93 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100726-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dadh6c
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rabdion forsteni Duméril, Bibron & Duméril, 1854)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042494-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fd99hw
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FBIP: One baobab species or two-morphological and molecular data to address this question"
 ]
}

 The dataset includes 172 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100700-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3b4wek
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hardella thurjii (Gray, 1831), Hardella thurgi (Gray, 1870))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 40 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042485-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8339z
title: Occurrence Download

description: A dataset containing 17688239 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Portugal"
 ]
}

 The dataset includes 17688239 records from 1640 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100708-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxsqmc
title: Occurrence Download

description: A dataset containing 38217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lepus timidus Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 38217 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001098-180925134338326/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4yfb4
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((57.97266 7.75195,117.17579 7.75195,117.17579 41.50195,57.97266 41.50195,57.97266 7.75195))",
 "HasCoordinate is true",
 "TaxonKey is Berberis napaulensis (DC.) Spreng.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001098-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guyy0l
title: Occurrence Download

description: A dataset containing 1716861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "TaxonKey is Egretta thula (Molina, 1782)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1716861 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001098-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8w59ar
title: Occurrence Download

description: A dataset containing 12393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bycanistes brevis Friedmann, 1929)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12393 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059431-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqc3gg
title: Occurrence Download

description: A dataset listing the 1021714904 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Animalia"
 ]
}

 The dataset's 1021714904 records were derived from 16865 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001098-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18096213
title: Indoor Acoustic Occupancy Dataset: Smartphone-Based FMCW Sonar in Diverse Room Geometries

description: This dataset contains active acoustic sensing data collected for the purpose of indoor occupancy estimation and human presence detection. The data was acquired using a commodity smartphone (Samsung Galaxy Z Flip6) operating in a monostatic sonar configuration. It is specifically designed to benchmark data-driven and Physics-Informed Neural Networks (PINNs) in challenging acoustic environments.

Experimental Setup

The dataset covers three distinct room geometries chosen to maximize variance in reverberation and scattering properties:





Room 1 (Standard Living Environment): ~16 m², moderate absorption (furnished).




Room 2 (Reverberant Chamber): ~12 m², sparse furnishing, hard surfaces.




Room 3 (Confined Space): ~8 m², high clutter density, short mean free path.



 

Signal Characteristics





Signal Type: Linear Frequency Modulated Continuous Wave (FMCW) chirp.




Frequency Range: 17 kHz – 22 kHz (Near-Ultrasound).




Bandwidth: 5 kHz.




Chirp Duration: 20 ms.




Sampling Rate: 48 kHz.




Hardware: Samsung Galaxy Z Flip6 (acting as both Transmitter and Receiver).



 

Data Content & Protocol

The dataset includes recordings for two primary states:





Empty (Baseline): The static acoustic signature of the unoccupied room.




Occupied (1 Person): Recordings of a single human subject. The protocol includes:





Static NLOS: Subject located in Non-Line-of-Sight zones (corners, behind furniture).




Micro-Motion: Natural breathing and slight postural shifts to induce micro-Doppler variance.





 

Data Format

The data is provided as processed Normalized Cross-Correlation (NCC) profiles (Pulse Compressed Echo Profiles).





File Format: .csv (Comma Separated Values).




Columns: Time-domain samples of the cross-correlation function.




Resolution: High-resolution echo profiles suitable for Deep Learning input.



 

Potential Applications





Indoor crowd counting and occupancy detection.




Physics-Informed Machine Learning (PINNs) for acoustics.




Low-power edge sensing and smart home automation.




Analysis of multipath propagation and human acoustic absorption.





3. Keywords

Acoustic Sensing, FMCW Sonar, Occupancy Detection, Indoor Localization, Physics-Informed Neural Networks, Smart Home, Smartphone Sensors, Active Sonar, Human Presence Detection, Deep Learning



4. Creators / Authors





Family Name, Given Name: Altinses, Diyar




ORCID: https://orcid.org/0009-0005-7928-5874





5. License

Creative Commons Attribution 4.0 International (CC-BY 4.0)



6. Version

1.0.0
DOI: 10.5281/zenodo.18096214
title: Indoor Acoustic Occupancy Dataset: Smartphone-Based FMCW Sonar in Diverse Room Geometries

description: This dataset contains active acoustic sensing data collected for the purpose of indoor occupancy estimation and human presence detection. The data was acquired using a commodity smartphone (Samsung Galaxy Z Flip6) operating in a monostatic sonar configuration. It is specifically designed to benchmark data-driven and Physics-Informed Neural Networks (PINNs) in challenging acoustic environments.

Experimental Setup

The dataset covers three distinct room geometries chosen to maximize variance in reverberation and scattering properties:





Room 1 (Standard Living Environment): ~16 m², moderate absorption (furnished).




Room 2 (Reverberant Chamber): ~12 m², sparse furnishing, hard surfaces.




Room 3 (Confined Space): ~8 m², high clutter density, short mean free path.



 

Signal Characteristics





Signal Type: Linear Frequency Modulated Continuous Wave (FMCW) chirp.




Frequency Range: 17 kHz – 22 kHz (Near-Ultrasound).




Bandwidth: 5 kHz.




Chirp Duration: 20 ms.




Sampling Rate: 48 kHz.




Hardware: Samsung Galaxy Z Flip6 (acting as both Transmitter and Receiver).



 

Data Content & Protocol

The dataset includes recordings for two primary states:





Empty (Baseline): The static acoustic signature of the unoccupied room.




Occupied (1 Person): Recordings of a single human subject. The protocol includes:





Static NLOS: Subject located in Non-Line-of-Sight zones (corners, behind furniture).




Micro-Motion: Natural breathing and slight postural shifts to induce micro-Doppler variance.





 

Data Format

The data is provided as processed Normalized Cross-Correlation (NCC) profiles (Pulse Compressed Echo Profiles).





File Format: .csv (Comma Separated Values).




Columns: Time-domain samples of the cross-correlation function.




Resolution: High-resolution echo profiles suitable for Deep Learning input.



 

Potential Applications





Indoor crowd counting and occupancy detection.




Physics-Informed Machine Learning (PINNs) for acoustics.




Low-power edge sensing and smart home automation.




Analysis of multipath propagation and human acoustic absorption.





3. Keywords

Acoustic Sensing, FMCW Sonar, Occupancy Detection, Indoor Localization, Physics-Informed Neural Networks, Smart Home, Smartphone Sensors, Active Sonar, Human Presence Detection, Deep Learning



4. Creators / Authors





Family Name, Given Name: Altinses, Diyar




ORCID: https://orcid.org/0009-0005-7928-5874





5. License

Creative Commons Attribution 4.0 International (CC-BY 4.0)



6. Version

1.0.0
DOI: 10.5281/zenodo.18096294
title: Poly(sarcosine) Lipid Synthesis from CO2-based Sarcosine-N-carboxyanhydride

description: This dataset is supplement to "Poly(sarcosine) Lipid Synthesis from CO2-based Sarcosine-N-carboxyanhydride". The dataset contains nuclear magnetic resonance (NMR), size exclusion chromatography (SEC), dynamic light scattering (DLS) and matrix-assisted laser desorption ionization (MALDI) mass spectrometry data that are presented in the article. The data of capillary electrophoresis experiments was added in this update.
DOI: 10.5281/zenodo.16993306
title: Poly(sarcosine) Lipid Synthesis from CO2-based Sarcosine-N-carboxyanhydride

description: This dataset is supplement to "Poly(sarcosine) Lipid Synthesis from CO2-based Sarcosine-N-carboxyanhydride". The dataset contains nuclear magnetic resonance (NMR), size exclusion chromatography (SEC), dynamic light scattering (DLS) and matrix-assisted laser desorption ionization (MALDI) mass spectrometry data that are presented in the article. The data of capillary electrophoresis experiments was added in this update.
DOI: 10.17617/3.r5sapb
title: d2Smell - Grass_lawn

description: Data collected as part of the D2Smell project. The data includes the following fields&lt;br&gt;Collection method: Sample in glass vial&lt;br&gt;Collection volume: 20 ml&lt;br&gt;Sampling method: vacuum_assisted_sorbent_sampling&lt;br&gt;TDU type: Centri
DOI: 10.5281/zenodo.18095745
title: congolapia_crassa_spades_01.fasta.gz
DOI: 10.5281/zenodo.18095746
title: congolapia_crassa_spades_01.fasta.gz
DOI: 10.5281/zenodo.18095541
title: calloselasma_rhodostoma_spades_01.fasta.gz
DOI: 10.5281/zenodo.18095542
title: calloselasma_rhodostoma_spades_01.fasta.gz
DOI: 10.17909/fynv-ba75
title: Data for CAPERS-39810

description: JWST NIRCam Imaging (#1727, COSMOS-Web) and NIRSpec MSA/PRISM (#6368, CAPERS) Data for CAPERS-39810.
DOI: 10.5281/zenodo.18095608
title: coscoroba_coscoroba_spades_01.fasta.gz
DOI: 10.5281/zenodo.18095609
title: coscoroba_coscoroba_spades_01.fasta.gz
DOI: 10.5281/zenodo.18095768
title: boiga_cyanea_spades_01.fasta.gz
DOI: 10.5281/zenodo.18095767
title: boiga_cyanea_spades_01.fasta.gz
DOI: 10.5281/zenodo.18096359
title: Artificial Intelligence and Humanitarian Logistics 5.0: Strategic-Driver–Based Predictive Models for Crisis and Disaster Management

description: Data set from the article: Artificial Intelligence and Humanitarian Logistics 5.0: Strategic-Driver–Based Predictive Models for Crisis and Disaster Management
DOI: 10.5281/zenodo.18096056
title: Artificial Intelligence and Humanitarian Logistics 5.0: Strategic-Driver–Based Predictive Models for Crisis and Disaster Management

description: Data set from the article: Artificial Intelligence and Humanitarian Logistics 5.0: Strategic-Driver–Based Predictive Models for Crisis and Disaster Management
DOI: 10.15468/dl.vjqw4k
title: Occurrence Download

description: A dataset containing 170475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Algeria",
 "KingdomKey is Plantae"
 ]
}

 The dataset includes 170475 records from 358 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069251-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkzyva
title: Occurrence Download

description: A dataset containing 891440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CAN",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 891440 records from 265 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069257-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18096377
title: TAS_Tr8K_EC-Earth

description: global averaged surface air temperature during past 8ka simulated by EC-Earth climate model
DOI: 10.5281/zenodo.18096376
title: TAS_Tr8K_EC-Earth

description: global averaged surface air temperature during past 8ka simulated by EC-Earth climate model
DOI: 10.13145/bacdive16182.20241212.9.2
title: Streptomyces paromomycinus (Coffey et al. 1959) Komaki and Tamura 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16183.20241212.9.2
title: Streptomyces inusitatus Hasegawa et al. 1978

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16186.20241212.9.2
title: Streptomyces megasporus (ex Krassilnikov et al. 1968) Agre 1986 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16188.20241212.9.2
title: Streptomyces caniferus (ex Krassilnikov 1970) Preobrazhenskaya 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16189.20241212.9.2
title: Streptomyces asterosporus (ex Krassilnikov 1970) Preobrazhenskaya 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16191.20241212.9.2
title: Streptomyces glomeratus (ex Gauze and Sveshnikova 1978) Gauze and Preobrazhenskaya 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16194.20241212.9.2
title: Streptomyces hygroscopicus subsp. hygroscopicus (Jensen 1931) Yüntsen et al. 1956 emend. Komaki et al. 2017

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16195.20241212.9.2
title: Streptomyces antimycoticus Waksman 1957

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16196.20241212.9.2
title: Streptomyces spororaveus (ex Krassilnikov 1970) Preobrazhenskaya 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16197.20241212.9.2
title: Streptomyces sporoverrucosus (ex Krassilnikov 1970) Preobrazhenskaya 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16198.20241212.9.2
title: Streptomyces variegatus Sveshnikova and Timuk 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16204.20241212.9.2
title: Streptomyces coelicoflavus (ex Ryabova and Preobrazhenskaya 1957) Terekhova 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16207.20241212.9.2
title: Streptomyces lienomycini Gauze and Maximova 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16208.20241212.9.2
title: Streptomyces rubrogriseus (ex Krassilnikov 1970) Terekhova 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16209.20241212.9.2
title: Streptomyces violaceorubidus Terekhova 1986 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/w3j4qg
title: Sciaridae (Diptera, Sciaroidea) collection of the I.I. Schmalhausen Institute of Zoology NAS of Ukraine

description: The dataset includes the biodata of the sciarid specimens held in the fund collections of the I.I. Schmalhausen Institute of Zoology NAS of Ukraine. Most of the specimens were collected in Ukraine from 2012 to now and mounted on the slides in Euparal. Sciaridae collection is formed from the material collected during a number of expeditions and excursions in various habitat types both natural and anthropogenic of almost all geographic and administrative regions of Ukraine. Some specimens were collected in neighboring countries, such as Hungary and so on. Identification of all species in the dataset was verified by comparison with the voucher specimens and confirmed by the leading taxonomists of Sciaridae.
DOI: 10.13145/bacdive16210.20241212.9.2
title: Streptomyces flavovariabilis (ex Korenyako and Nikitina 1965) Sveshnikova 1986 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16211.20241212.9.2
title: Streptomyces spiralis (Falcão de Morais 1970) Goodfellow et al. 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16214.20241212.9.2
title: Streptomyces avermitilis (ex Burg et al. 1979) Kim and Goodfellow 2002

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16218.20241212.9.2
title: Streptomyces canus Heinemann et al. 1953 emend. Nouioui et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16219.20241212.9.2
title: Streptomyces tuirus Albert and Malaquias de Querioz 1963

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16220.20241212.9.2
title: Streptomyces morookaense (Locci and Schofield 1989) Witt and Stackebrandt 1991

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16229.20241212.9.2
title: Streptomyces griseus subsp. griseus (Krainsky 1914) Pridham 1970

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16239.20241212.9.2
title: Streptomyces griseus subsp. griseus (Krainsky 1914) Pridham 1970

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16243.20241212.9.2
title: Streptomyces griseus subsp. griseus (Krainsky 1914) Pridham 1970

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16298.20241212.9.2
title: Streptomyces ruber (Thirumalachar 1955) Goodfellow et al. 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16300.20241212.9.2
title: Streptomyces cacaoi subsp. asoensis Isono et al. 1965

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16301.20241212.9.2
title: Streptomyces carpinensis (Falcão de Morais et al. 1971) Goodfellow et al. 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16303.20241212.9.2
title: Streptomyces ardesiacus Komaki and Tamura 2020

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive16304.20241212.9.2
title: Streptomyces fulvorobeus Vinogradova and Preobrazhenskaya 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.