cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34808/3d72-5t57
title: MODALITY corpus - SPEAKER 10 - SEQUENCE S5

description: The MODALITY corpus is one of the multimodal database of word recordings in English. It consists of over 30 hours of multimodal recordings. The database contains high-resolution, high-framerate stereoscopic video streams and audio signals obtained from a microphone array and a laptop microphone. The corpus can be employed to develop an AVSR system, as every utterance was labelled. Recordings in noisy conditions can be used to test the robustness of speech recognition systems.
The language material was based on a remote control scenario and it includes 231 words -numbers, names of months and days, a set of verbs and nouns related to a computer device control. They were read by speakers as separated words and sequences resulting in a set of 12 recording sessions per speaker. Half of the sessions were recorded in quiet conditions, the other half contained three kinds of intrusive signals (traffic, babble and factory noise).
The corpus includes recordings of 42 speakers (33 male, 9 female). The participants include 20 students and staff of Multimedia Systems Department of the Gdańsk University of Technology, 5 students of the Institute of English and American Studies of the University of Gdańsk, and 17 native English speakers.
The dataset consist of recordings and visual features for SPEAKER 10:
sex: man
native speaker: no
age: 26
The language material: SEQUENCE S5
All recordings for all speakers are available at http://www.modality-corpus.org/  Sample still from the corpus(SPEAKER 10) Due to the size of the corpus (approx. 2.5 TB of data), every speaker’s recording was placed in a separate zip file of the size approx. 4-7 GB each.
The recordings were organized according to the speakers’ language skills. The group A (17 speakers) consists of native-speakers. Non-native speakers recordings (Polish nationals) were placed in the Group B (25 speakers).
The audio files use the Waveform Audio File Format (.wav), and contain a single PCM audio stream sampled at 44.1 kSa/s with 16-bit depth. The video files utilize the Matroska Multimedia Container Format (.mkv) in which a video stream in 1080p resolution, captured at 100 fps was placed after being compressed with h.265 codec (using High 4:4:4 profile). The ‘.lab’ files are text files containing the information on word positions in audio files, and follow the HTK label format. Each line of a ‘.lab’ file contains the actual label preceded by start and end times (in 100 ns units) e.g. : 1239620000 1244790000 FIVE which denotes the word “five”, occurring between the 123.962 s and 124.479 s of audio.Word-accurate SNR values calculated for every recording are also included in the ZIP file.
DOI: 10.34808/fn9w-yy65
title: Thermographic imaging of electrochemical double layer capacitors during cycling charging - discharging 0 - 3,2 V at 562 mA. Sample 71.

description: Dataset contains thermal images of prototype electrochemical double layer capacitor taken during cyclic charging - discharging. The sample was charged to 3,2 V and discharged to 10 mV by constant current 562 mA.  Sample 71.The images were taken with thermographic camera VigoCAM V50. The sample was covered by black graphite paint to ensure uniform surface emission. For sample charging and discharging the ATLAS 1361 MPG&T was used.The sample is in a form of triplex envelope (6 cm x 7 cm) with active structure (2,5 cm x 4 cm) inside and electrodes contacts at one of envelope edge.The ASCII text data file consists of images acquired within a fixed period of measurement, T = 60 sec. The recorded image is a matrix containing 388 x 288 temperature data. Each image is preceded with header with image number, date and time of acquisition.
DOI: 10.34808/peyd-c377
title: MODALITY corpus - SPEAKER 10 - SEQUENCE S3

description: The MODALITY corpus is one of the multimodal database of word recordings in English. It consists of over 30 hours of multimodal recordings. The database contains high-resolution, high-framerate stereoscopic video streams and audio signals obtained from a microphone array and a laptop microphone. The corpus can be employed to develop an AVSR system, as every utterance was labelled. Recordings in noisy conditions can be used to test the robustness of speech recognition systems.
The language material was based on a remote control scenario and it includes 231 words -numbers, names of months and days, a set of verbs and nouns related to a computer device control. They were read by speakers as separated words and sequences resulting in a set of 12 recording sessions per speaker. Half of the sessions were recorded in quiet conditions, the other half contained three kinds of intrusive signals (traffic, babble and factory noise).
The corpus includes recordings of 42 speakers (33 male, 9 female). The participants include 20 students and staff of Multimedia Systems Department of the Gdańsk University of Technology, 5 students of the Institute of English and American Studies of the University of Gdańsk, and 17 native English speakers.
The dataset consist of recordings and visual features for SPEAKER 10:
sex: man
native speaker: no
age: 26
The language material: SEQUENCE S3
All recordings for all speakers are available at http://www.modality-corpus.org/  Sample still from the corpus(SPEAKER 10) Due to the size of the corpus (approx. 2.5 TB of data), every speaker’s recording was placed in a separate zip file of the size approx. 4-7 GB each.
The recordings were organized according to the speakers’ language skills. The group A (17 speakers) consists of native-speakers. Non-native speakers recordings (Polish nationals) were placed in the Group B (25 speakers).
The audio files use the Waveform Audio File Format (.wav), and contain a single PCM audio stream sampled at 44.1 kSa/s with 16-bit depth. The video files utilize the Matroska Multimedia Container Format (.mkv) in which a video stream in 1080p resolution, captured at 100 fps was placed after being compressed with h.265 codec (using High 4:4:4 profile). The ‘.lab’ files are text files containing the information on word positions in audio files, and follow the HTK label format. Each line of a ‘.lab’ file contains the actual label preceded by start and end times (in 100 ns units) e.g. : 1239620000 1244790000 FIVE which denotes the word “five”, occurring between the 123.962 s and 124.479 s of audio.Word-accurate SNR values calculated for every recording are also included in the ZIP file.
DOI: 10.34808/x0mq-c742
title: Inventory of the eastern wall of the presbytery of the former Dominican church - St. Mary's Church in Elbląg, stage from 2015.

description: The drawing presents an inventory of the eastern wall of the presbytery of the former Dominican church - St. Mary's Church in Elbląg (now Art Gallery: Galeria EL), stage from 2015.The drawing also indicates the original, not overfolded during subsequent conservation and construction works, fragments of walls from 3 medieval stages of construction.
DOI: 10.34808/evbs-sw61
title: MODALITY corpus - SPEAKER 10 - COMMANDS C5

description: The MODALITY corpus is one of the multimodal database of word recordings in English. It consists of over 30 hours of multimodal recordings. The database contains high-resolution, high-framerate stereoscopic video streams and audio signals obtained from a microphone array and a laptop microphone. The corpus can be employed to develop an AVSR system, as every utterance was labelled. Recordings in noisy conditions can be used to test the robustness of speech recognition systems.
The language material was based on a remote control scenario and it includes 231 words -numbers, names of months and days, a set of verbs and nouns related to a computer device control. They were read by speakers as separated words and sequences resulting in a set of 12 recording sessions per speaker. Half of the sessions were recorded in quiet conditions, the other half contained three kinds of intrusive signals (traffic, babble and factory noise).
The corpus includes recordings of 42 speakers (33 male, 9 female). The participants include 20 students and staff of Multimedia Systems Department of the Gdańsk University of Technology, 5 students of the Institute of English and American Studies of the University of Gdańsk, and 17 native English speakers.
The dataset consist of recordings and visual features for SPEAKER 10:
sex: man
native speaker: no
age: 26
The test material: COMMANDS C5
All recordings for all speakers are available at http://www.modality-corpus.org/
 
   Sample still from the corpus(SPEAKER 10) Due to the size of the corpus (approx. 2.5 TB of data), every speaker’s recording was placed in a separate zip file of the size approx. 4-7 GB each.
The recordings were organized according to the speakers’ language skills. The group A (17 speakers) consists of native-speakers. Non-native speakers recordings (Polish nationals) were placed in the Group B (25 speakers).
The audio files use the Waveform Audio File Format (.wav), and contain a single PCM audio stream sampled at 44.1 kSa/s with 16-bit depth. The video files utilize the Matroska Multimedia Container Format (.mkv) in which a video stream in 1080p resolution, captured at 100 fps was placed after being compressed with h.265 codec (using High 4:4:4 profile). The ‘.lab’ files are text files containing the information on word positions in audio files, and follow the HTK label format. Each line of a ‘.lab’ file contains the actual label preceded by start and end times (in 100 ns units) e.g. : 1239620000 1244790000 FIVE which denotes the word “five”, occurring between the 123.962 s and 124.479 s of audio.Word-accurate SNR values calculated for every recording are also included in the ZIP file.
DOI: 10.5281/zenodo.18316478
title: Tussilago exscapa Pers. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.5281/zenodo.18316477
title: Tussilago exscapa Pers. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:56
DOI: 10.15468/dl.b7c454
title: Occurrence Download

description: A dataset containing 273241314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((15 -35,150 -35,150 30,15 30,15 -35))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 273241314 records from 14275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000002-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17630/d2ae8b55-4ac5-487d-bcfc-ea68ce3e1833
title: Data underpinning Dheirya Kalpesh Sonecha's thesis (part 1)

description: The data files are embargoed until 19/05/2027
DOI: 10.15468/dl.bddbdu
title: Occurrence Download

description: A dataset containing 316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Mimon bennettii (Gray, 1838)"
 ]
}

 The dataset includes 316 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011716-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15176272
title: Relative Merits of Data for Ionospheric Data Assimilation

description: These materials support a paper that is currently under review. Once published, we will link it here. The materials fall into N classes:

Truth Model: the file is tm_2.5deg_15min_2018_EQN_for2022_04_01_highAlt.nc. This is a netCDF file that has electron density as a function of latititude, longitude, altitude, and time. This truth model was created using the methods described in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2022RS007508

Measurements: There are three files good_ionosonde_data_2020-04-01.nc, gps_data_2020-04-01.nc, occ_data_2020-04-01.nc, each file contains simulated measurements for the instrument types of ionosondes, ground GNSS TEC sensors, and Radio Occultation satellites respectively. These measurements were simulated using the methods described in https://www.frontiersin.org/journals/astronomy-and-space-sciences/articles/10.3389/fspas.2024.1387941/full using the above truth model

Analyses: These are the compressed folders run1 through run11. Inside each folder are output files for each of the 15 minute timestep. Files of the type eden_output_*.nc files contain the assimilator output.

Code: There is a single python script: makePaperFigs_rm.py which makes all the figures in the manuscript.
DOI: 10.5281/zenodo.15176273
title: Relative Merits of Data for Ionospheric Data Assimilation

description: These materials support a paper that is currently under review. Once published, we will link it here. The materials fall into N classes:

Truth Model: the file is tm_2.5deg_15min_2018_EQN_for2022_04_01_highAlt.nc. This is a netCDF file that has electron density as a function of latititude, longitude, altitude, and time. This truth model was created using the methods described in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2022RS007508

Measurements: There are three files good_ionosonde_data_2020-04-01.nc, gps_data_2020-04-01.nc, occ_data_2020-04-01.nc, each file contains simulated measurements for the instrument types of ionosondes, ground GNSS TEC sensors, and Radio Occultation satellites respectively. These measurements were simulated using the methods described in https://www.frontiersin.org/journals/astronomy-and-space-sciences/articles/10.3389/fspas.2024.1387941/full using the above truth model

Analyses: These are the compressed folders run1 through run11. Inside each folder are output files for each of the 15 minute timestep. Files of the type eden_output_*.nc files contain the assimilator output.

Code: There is a single python script: makePaperFigs_rm.py which makes all the figures in the manuscript.
DOI: 10.15468/dl.saq24h
title: Occurrence Download

description: A dataset containing 473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, India, Nepal, Pakistan, Bhutan, Afghanistan, Bangladesh, Myanmar)",
 "TaxonKey is Parnara guttatus"
 ]
}

 The dataset includes 473 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048954-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yz5u5
title: Occurrence Download

description: A dataset containing 1427 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachioteuthis"
 ]
}

 The dataset includes 1427 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048955-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkpbtb
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silene chalcedonica",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048956-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15556338
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250530r Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250530r Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15556339
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250530r Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250530r Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.by727y
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis (Lour.) Clayton",
 "Country is Namibia"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009617-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/usctheses-ouc11399kiau
title: REBUILDING HUMAN INTIMACY IN AN ERA OF DIGITAL DISCONNECTION THE PRODUCT DESIGN OF NEARONE
DOI: 10.15468/dl.6yr32h
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rottboellia cochinchinensis (Lour.) Clayton",
 "Country is Nigeria"
 ]
}

 The dataset includes 45 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009618-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/usctheses-ouc11399kiay
title: Manipulation of Light Degrees of Freedom for Applications in Communications and Spatiotemporal Phenomena
DOI: 10.15468/dl.3cprcs
title: Occurrence Download

description: A dataset containing 8593562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Charadrius vociferus Linnaeus, 1758"
 ]
}

 The dataset includes 8593562 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000964-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5ck96
title: Occurrence Download

description: A dataset containing 73497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Citrus sinensis, Pseudomonas savastanoi, Canis lupus familiaris, Nymphalis io)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 73497 records from 619 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024418-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110813190
title: Middle Corinthian Body Sherd, BMC P.2962

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.2962 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 11/16 x 9/16 x 1/16 in. (1.7 x 1.4 x 0.2 cm)
DOI: 10.25549/inscriptifact-ouc110813061
title: Late Corinthian Kotyle/Skyphos (Cup) Body Sherd with Lotus Chain, BMC P.2960

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.2960 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Kotyle/Skyphos (Cup) Body Sherd ❧ [Physical Object Note:] 1 15/16 in. x 2 1/16 in. x 3/16 in. (4.9 cm x 5.3 cm x 0.5 cm) ❧ [Physical Object Note:] Skyphoi
DOI: 10.25549/inscriptifact-ouc110813162
title: Middle Corinthian Body Sherd, BMC P.2962

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.2962 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 11/16 x 9/16 x 1/16 in. (1.7 x 1.4 x 0.2 cm)
DOI: 10.25549/inscriptifact-ouc110813173
title: Middle Corinthian Body Sherd, BMC P.2962

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.2962 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 11/16 x 9/16 x 1/16 in. (1.7 x 1.4 x 0.2 cm)
DOI: 10.25549/inscriptifact-ouc110813024
title: Late Corinthian Kotyle/Skyphos (Cup) Body Sherd with Lotus Chain, BMC P.2960

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.2960 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Kotyle/Skyphos (Cup) Body Sherd ❧ [Physical Object Note:] 1 15/16 in. x 2 1/16 in. x 3/16 in. (4.9 cm x 5.3 cm x 0.5 cm) ❧ [Physical Object Note:] Skyphoi
DOI: 10.25549/inscriptifact-ouc110811745
title: Attic Black-Figure Hydria (Water Jar) with Mythological Scene, BMC P.87

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.87 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Black-Figure Hydria (Water Jar) ❧ [Physical Object Note:] 13 x 8 3/4 x 11 1/2 in. (33 x 22.3 x 29.2 cm) ❧ [Physical Object Note:] Hydriae
DOI: 10.25549/inscriptifact-ouc110811677
title: Laconian Black-Figure Kylix (Drinking Cup) with Two Warriors, BMC P.81

description: [Text Description:] Hoplite Painter, Archaic ❧ [Text or Publication Number Note:] BMC P.81 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Black-Figure Kylix (Drinking Cup) ❧ [Physical Object Note:] 2 1/16 in. x 7 1/2 in. x 5 1/2 in. (5.3 cm x 19.05 cm x 13.97 cm) ❧ [Physical Object Note:] Kylikes
DOI: 10.15468/dl.24x9rt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "ScientificName" : [
 "is Picumnus exilis"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009046-250515123054153/datasets/export for details.
DOI: 10.15468/dl.fm9znr
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Grus nigricollis Prjevalsky, 1876",
 "Year 1988-2011"
 ]
}

 The dataset includes 214 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013490-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xd58de
title: Occurrence Download

description: A dataset containing 689557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Acidobacteriota"
 ]
}

 The dataset includes 689557 records from 634 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015419-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18061153
title: Supplemental Mode Data: "A time-continuous model of the 3D ionospheric current system and associated magnetic fields in the diurnal variation band"

description: This dataset contains the spatial and temporal mode data used in the paper "A time-continuous model of the 3D ionospheric current system and associated magnetic fields in the diurnal variation band". A README file inside the archive contains further information.

More detail on the temporal modes can be found in the paper:

Egbert, G.D., Alken, P., Maute, A. and Zhang, H., 2021. Modelling diurnal variation magnetic fields due to ionospheric currents. Geophysical Journal International, 225(2), pp.1086-1109.