cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13271524
title: Cadenza Challenge (CAD1): Submission audio samples for listening to music over the headphones challenge

description: Cadenza

This is the submission data for the listening over headphones task from the First Cadenza Machine Learning Challenge (CAD1).

The Cadenza Challenges are improving music production and processing for people with a hearing loss. According to The World Health Organization, 430 million people worldwide have a disabling hearing loss. Studies show that not being able to understand lyrics is an important problem to tackle for those with hearing loss. Consequently, this task is about improving the intelligibility of lyrics when listening to pop/rock over headphones. But this needs to be done without losing too much audio quality - you can't improve intelligibility just by turning off the rest of the band! We will be using one metric for intelligibility and another metric for audio quality, and giving you different targets to explore the balance between these metrics.

Please see the Cadenza website for a full description of the data
description: This dataset contains the submission audio signals for the CAD1 task1. The signals correspond to 30-second segments of 49 tracks of the MUSDB18-HQ test split.  The signals were processed according the CAD1 requirements. Please refer to the Cadenza challenge website and to the paper for details.

Total number of audio samples: 25,971.

Description of files:



CAD1_data.zip: package containing the audio signals

listeners.json: JSON file with the anonimized listeners' audiograms.

musdb18.test.json: JSON file with the 49 MUSDB18-HQ tracks included.

musdb18.segments.json: JSON file with details of the 30-second segments used.

HAAQI_scores.csv: CSV file with HAAQI scores


The audio signals are organised as:

<TEAM_ID>/<Listener_ID>/<Listener_ID>_<Track_ID>_remix.flac

where:



TEAM_ID:  9 unique ids to identify each Team.

Listener_ID:  53 unique ids to identify each listener.


##########################################

Listener Panel Data

The data from the listener panel is contained in two files:



CAD1_anon_listener_panel_data.csv:  anonimized  listener panel scores 

CAD1_anon_audiogram_data.xlsx: anonimized audiograms organised for listener panel analysis
description: Cite as:

G. Roa-Dabike, M. A. Akeroyd, S. Bannister, J. P. Barker, T. J. Cox, B. Fazenda, J. Firth, S. Graetzer, A. Greasley, R. R. Vos and W. M. Whitmer, "The First Cadenza Challenges: Using Machine Learning Competitions to Improve Music for Listeners With a Hearing Loss," in IEEE Open Journal of Signal Processing. doi: 10.1109/OJSP.2025.3578299
DOI: 10.6084/m9.figshare.29402104.v1
title: S4: Palaeoproterozoic intrusive and sedimentary rocks of the Sidi Ifni Inlier (Anti-Atlas Mountains, Morocco) and their correlatives in West Africa–Amazonia

description: Supplementary Table 3. SHRIMP U–Th–Pb zircon results for a Taghdout–Lkest Group quartzite (sample B97: 29.53642°N, 9.88534°W)
DOI: 10.6084/m9.figshare.29402107
title: S3: Palaeoproterozoic intrusive and sedimentary rocks of the Sidi Ifni Inlier (Anti-Atlas Mountains, Morocco) and their correlatives in West Africa–Amazonia

description: Supplementary Table 2. SHRIMP U–Th–Pb zircon results for the Sahel Monzogranite (sample F22: 29.60967°N, 9.92464°W)
DOI: 10.6084/m9.figshare.29402107.v1
title: S3: Palaeoproterozoic intrusive and sedimentary rocks of the Sidi Ifni Inlier (Anti-Atlas Mountains, Morocco) and their correlatives in West Africa–Amazonia

description: Supplementary Table 2. SHRIMP U–Th–Pb zircon results for the Sahel Monzogranite (sample F22: 29.60967°N, 9.92464°W)
DOI: 10.15468/dl.kv63se
title: Occurrence Download

description: A dataset containing 250434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Living Specimen",
 "NetworkKey is 17abcf75-2f1e-46dd-bf75-a5b21dd02655"
 ]
}

 The dataset includes 250434 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068787-250525065834625/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.29402110
title: S5: Palaeoproterozoic intrusive and sedimentary rocks of the Sidi Ifni Inlier (Anti-Atlas Mountains, Morocco) and their correlatives in West Africa–Amazonia

description: Supplementary Table 4. Major and trace element geochemical data for the Palaeoproterozoic rocks from Sidi Ifni
DOI: 10.6084/m9.figshare.29402110.v1
title: S5: Palaeoproterozoic intrusive and sedimentary rocks of the Sidi Ifni Inlier (Anti-Atlas Mountains, Morocco) and their correlatives in West Africa–Amazonia

description: Supplementary Table 4. Major and trace element geochemical data for the Palaeoproterozoic rocks from Sidi Ifni
DOI: 10.5284/1132562
title: Digital Archive of an Archaeological Evaluation and Excavation at Stowupland High School, Stowupland, Suffolk, 2019 to 2020

description: This collection consists of images, databases and GIS data from an archaeological evaluation and excavation by Cotswold Archaeology. Work occurred within the grounds of Stowupland High School, Church Road, Stowupland, Suffolk, between 2019 and 2020.The evaluation revealed no archaeological features in two of the areas, but ditches and a pit, all of a probable medieval date, were recorded in the third area. The excavation identified part of what may have been a single field system. Ceramic dating evidence suggests a 12th-14th century date and what may be continuous occupation through the early to high medieval period.
DOI: 10.15468/dl.3spqcp
title: Occurrence Download

description: A dataset containing 484 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arenaria bryophylla Fernald"
 ]
}

 The dataset includes 484 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068792-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15738570
title: Data for "Sensitivity of Antarctic Bottom Water Formation and Export to Horizontal Model Resolution"

description: This repository contains data to reproduce the figures in




Schmidt, C., Morrison, A. K., England, M. H., Aguiar, W., & Gibson., A. (2025). Sensitivity of Antarctic Bottom Water formation and export to horizontal model resolution. Journal of Advances in Modeling Earth Systems.
DOI: 10.5281/zenodo.15738569
title: Data for "Sensitivity of Antarctic Bottom Water Formation and Export to Horizontal Model Resolution"

description: This repository contains data to reproduce the figures in




Schmidt, C., Morrison, A. K., England, M. H., Aguiar, W., & Gibson., A. (2025). Sensitivity of Antarctic Bottom Water formation and export to horizontal model resolution. Journal of Advances in Modeling Earth Systems.
DOI: 10.15468/dl.uerz9j
title: Occurrence Download

description: A dataset containing 38785 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea batatas (L.) Lam."
 ]
}

 The dataset includes 38785 records from 508 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068793-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.88vega
title: Occurrence Download

description: A dataset containing 21059 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Adenanthera pavonina L., Afzelia xylocarpa (Kurz) Craib, Agathis borneensis Warb., Ailanthus excelsa Roxb., Albizia lebbeck (L.) Benth., Alstonia scholaris (L.) R.Br., Anisoptera costata Korth., Aquilaria crassna Pierre, Aquilaria malaccensis Lam., Azadirachta indica A.Juss., Cinnamomum parthenoxylon (Jack) Meisn., Cyrtophyllum fragrans (Roxb.) DC., Dalbergia cochinchinensis Pierre, Dalbergia cultrata T.S.Ralph, Dalbergia latifolia Roxb., Dalbergia oliveri Gamble ex Prain, Dalbergia sissoo Roxb. ex DC., Diospyros cauliflora Blume, Diospyros mollis Griff., Dipterocarpus alatus Roxb., Dipterocarpus grandiflorus (Blanco) Blanco, Dipterocarpus turbinatus C.F.Gaertn., Dryobalanops aromatica C.F.Gaertn., Durio zibethinus Murray, Dyera costulata (Miq.) Hook.fil., Eurycoma longifolia Jack, Eusideroxylon zwageri Teijsm. & Binn., Garcinia indica (Thouars) Choisy, Gluta usitata (Wall.) Ding Hou, Gonystylus bancanus (Miq.) Kurz, Hopea odorata Roxb., Intsia bijuga (Colebr.) Kuntze, Intsia palembanica Miq., Koompassia malaccensis Maingay, Melaleuca cajuputi Powell, Myristica malabarica Lam., Neolamarckia cadamba (Roxb.) Bosser, Palaquium rostratum (Miq.) Burck, Parkia speciosa Hassk., Pericopsis mooniana Thwaites, Phyllanthus emblica L., Pinus kesiya Royle ex Gordon, Podocarpus neriifolius D.Don, Pometia pinnata J.R.Forst. & G.Forst., Pongamia pinnata (L.) Pierre, Pterocarpus indicus Willd., Pterocarpus macrocarpus Kurz, Rhizophora apiculata Blume, Santalum album L., Scaphium macropodum (Miq.) Beumée ex K.Heyne, Shorea leprosula Miq., Shorea macrophylla (De Vriese) P.S.Ashton, Shorea ovalis (Korth.) Blume, Shorea parvifolia Dyer, Shorea pinanga Scheff., Shorea roxburghii G.Don, Sindora siamensis Teijsm. ex Miq., Styrax tonkinensis (Pierre) Craib ex Hartwich, Syzygium grande (Wight) N.P.Balakr., Tectona grandis L.f., Terminalia chebula Retz., Vatica mangachapoi Blanco, Xylia xylocarpa (Roxb.) W.Theob.)",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2000",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21059 records from 306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068795-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pewj6j
title: Occurrence Download

description: A dataset containing 3662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lymantriidae"
 ]
}

 The dataset includes 3662 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068796-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.shjb68
title: Occurrence Download

description: A dataset containing 399 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Angiopteris fokiensis Hieron."
 ]
}

 The dataset includes 399 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068797-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24b2mj
title: Occurrence Download

description: A dataset containing 265024 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocodylia"
 ]
}

 The dataset includes 265024 records from 614 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068785-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjzq4b
title: Occurrence Download

description: A dataset containing 817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus bicolor Willd.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 817 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270305-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr7b8f
title: Occurrence Download

description: A dataset containing 2981 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Nanorana parkeri (Stejneger, 1927)"
 ]
}

 The dataset includes 2981 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043171-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2019-10.1859523/2366030
title: Data for EMSL Project 48666 from October 2019
DOI: 10.6084/m9.figshare.26592200
title: Additional file 3 of Further development in measuring communicative participation: identifying items to extend the applicability of the communicative participation item bank

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.26592200.v1
title: Additional file 3 of Further development in measuring communicative participation: identifying items to extend the applicability of the communicative participation item bank

description: Supplementary Material 3
DOI: 10.15468/dl.3utcwx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((144.818894 -36.701379, 144.818894 -36.708117, 144.816648 -36.708117, 144.816648 -36.705871, 144.814402 -36.705871, 144.814402 -36.710362, 144.807665 -36.710362, 144.807665 -36.712608, 144.803173 -36.712608, 144.803173 -36.714854, 144.800927 -36.714854, 144.800927 -36.7171, 144.807665 -36.7171, 144.807665 -36.721591, 144.796436 -36.721591, 144.796436 -36.723837, 144.818894 -36.723837, 144.818894 -36.721591, 144.823385 -36.721591, 144.823385 -36.714854, 144.818894 -36.714854, 144.818894 -36.712608, 144.823385 -36.712608, 144.823385 -36.708117, 144.825631 -36.708117, 144.825631 -36.705871, 144.823385 -36.705871, 144.823385 -36.701379, 144.818894 -36.701379))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066046-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26654035
title: Additional file 2 of A time-resolved meta-analysis of consensus gene expression profiles during human T-cell activation

description: Additional file 2. Overview of all genes of the consensus signatures and their temporal expression as an interactive HTML document. In addition, the signaling pathways of the enrichment analyses for the consensus signatures are shown.
DOI: 10.6084/m9.figshare.26654035.v1
title: Additional file 2 of A time-resolved meta-analysis of consensus gene expression profiles during human T-cell activation

description: Additional file 2. Overview of all genes of the consensus signatures and their temporal expression as an interactive HTML document. In addition, the signaling pathways of the enrichment analyses for the consensus signatures are shown.
DOI: 10.6084/m9.figshare.26654038
title: Additional file 3 of A time-resolved meta-analysis of consensus gene expression profiles during human T-cell activation

description: Additional file 3. Configuration files for the workflow-manager uap. These contain a detailed description of all processing steps from FASTQ files to gene quantification.
DOI: 10.6084/m9.figshare.26654038.v1
title: Additional file 3 of A time-resolved meta-analysis of consensus gene expression profiles during human T-cell activation

description: Additional file 3. Configuration files for the workflow-manager uap. These contain a detailed description of all processing steps from FASTQ files to gene quantification.
DOI: 10.14278/rodare.1843
title: Data for: Bubble formation from sub-millimeter orifices under variable gas flow conditions

description: This is the data for the publication ID 32653.
DOI: 10.14278/rodare.987
title: Data for: Bubble formation from sub-millimeter orifices under variable gas flow conditions

description: This is the data for the publication ID 32653.
DOI: 10.14278/rodare.925
title: Dataset for: Chemical absorption measurements in a lab scale bubble column

description: This data set contains gas phase hydrodynamic data obtained from ultrafast X-ray tomography measurements in a bubble column. Global and local gas holdups, as well as bubble size distributions are given for I) non reactive conditions with nitrogen (gas) and sodium hydroxide solution (liquid) and II) reactive conditions with carbon dioxide (gas) and sodium hydroxide solution (liquid). Additionally the data set contains the corresponding consumption rates obtained from wire-mesh sensor measurements.

Furhter details on the experiments are explained in the corresponding journal paper.
description: Financial support from the German Research Council (Deutsche Forschungsgemeinschaft) within the Priority Research Program SPP-1740 "Reactive Bubbly Flows" under contract number HA 3088/8-2 is gratefully acknowledged.
DOI: 10.14278/rodare.924
title: Dataset for: Chemical absorption measurements in a lab scale bubble column

description: This data set contains gas phase hydrodynamic data obtained from ultrafast X-ray tomography measurements in a bubble column. Global and local gas holdups, as well as bubble size distributions are given for I) non reactive conditions with nitrogen (gas) and sodium hydroxide solution (liquid) and II) reactive conditions with carbon dioxide (gas) and sodium hydroxide solution (liquid). Additionally the data set contains the corresponding consumption rates obtained from wire-mesh sensor measurements.

Furhter details on the experiments are explained in the corresponding journal paper.
description: Financial support from the German Research Council (Deutsche Forschungsgemeinschaft) within the Priority Research Program SPP-1740 "Reactive Bubbly Flows" under contract number HA 3088/8-2 is gratefully acknowledged.
DOI: 10.57892/100-75
title: Iberian Copper Age Idols

description: A collection of Iberian Idols of the Neolithic and Copper Age. The Data collection includes a large variety of shapes from simple conical types to heavily ornamented so called "plaques". Additional 14C-dates for a chronological determination were collected. The collection was done only from the literature and contains around 850 entries.
DOI: 10.6084/m9.figshare.26654053
title: Additional file 3 of Mapping restricted introgression across the genomes of admixed indigenous African cattle breeds

description: Additional file 3: Table S3. Regions of restricted introgression. Regions of restricted introgression for the European taurine S1 approach (a) and for the African taurine S1 approach (b).
DOI: 10.6084/m9.figshare.26654053.v1
title: Additional file 3 of Mapping restricted introgression across the genomes of admixed indigenous African cattle breeds

description: Additional file 3: Table S3. Regions of restricted introgression. Regions of restricted introgression for the European taurine S1 approach (a) and for the African taurine S1 approach (b).
DOI: 10.6084/m9.figshare.26654059
title: Additional file 5 of Mapping restricted introgression across the genomes of admixed indigenous African cattle breeds

description: Additional file 5: Table S5. Regions of restricted introgression grouped by cline centre cluster. Regions of restricted introgression grouped by cline centre cluster for the European Bos taurus S1 approach (a) and for the African Bos taurus S1 approach (b).
DOI: 10.6084/m9.figshare.26654059.v1
title: Additional file 5 of Mapping restricted introgression across the genomes of admixed indigenous African cattle breeds

description: Additional file 5: Table S5. Regions of restricted introgression grouped by cline centre cluster. Regions of restricted introgression grouped by cline centre cluster for the European Bos taurus S1 approach (a) and for the African Bos taurus S1 approach (b).
DOI: 10.15468/dl.c2kfy5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((149.094895 -32.358004, 149.094895 -32.36025, 149.101632 -32.36025, 149.101632 -32.358004, 149.094895 -32.358004))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066047-240626123714530/datasets/export for details.
DOI: 10.14278/rodare.917
title: Data for: Bubble formation from a microscale submerged orifice- A numerical approach

description: <pre>We developed a mechanistic model for calculation of bubble volume from orifices in the range from 0.03 mm to 0.193 mm under the constant gas flow conditions in a quiescent liquid. It is known that for such small orifices, the mechanism of bubble formation is highly dependent on the gas momentum force and the liquid inertia force. Accordingly, the model incorporates these forces to calculate the bubble volume in three consecutive stages. Moreover, the model includes the influence of the bubble base expansion and bubble rising induced liquid velocity on the formation of bubbles. Eventually the model is validated with own experimental data using air and deionized water. Experimental validation of the model confirms that the maximum deviation of the model is less than 10%.</pre>
DOI: 10.14278/rodare.916
title: Data for: Bubble formation from a microscale submerged orifice- A numerical approach

description: <pre>We developed a mechanistic model for calculation of bubble volume from orifices in the range from 0.03 mm to 0.193 mm under the constant gas flow conditions in a quiescent liquid. It is known that for such small orifices, the mechanism of bubble formation is highly dependent on the gas momentum force and the liquid inertia force. Accordingly, the model incorporates these forces to calculate the bubble volume in three consecutive stages. Moreover, the model includes the influence of the bubble base expansion and bubble rising induced liquid velocity on the formation of bubbles. Eventually the model is validated with own experimental data using air and deionized water. Experimental validation of the model confirms that the maximum deviation of the model is less than 10%.</pre>
DOI: 10.14278/rodare.818
title: Microfocus X-ray Computed Tomography of a Plastic Toy ("HIPPO"): Projection Data

description: Raw and preprocessed projection data from a microfocus X-ray CT of a plastic toy ("HIPPO"). To be used as demo dataset for the PARIS reconstruction framework.
DOI: 10.14278/rodare.817
title: Microfocus X-ray Computed Tomography of a Plastic Toy ("HIPPO"): Projection Data

description: Raw and preprocessed projection data from a microfocus X-ray CT of a plastic toy ("HIPPO"). To be used as demo dataset for the PARIS reconstruction framework.
DOI: 10.6084/m9.figshare.26565905
title: Additional file 2 of Quantification of the three-dimensional root system architecture using an automated rotating imaging system

description: Additional file 2: Table S1. Information on the five growth stages.
DOI: 10.15468/dl.e88myd
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((143.761122 -36.737312, 143.765614 -36.737312, 143.765614 -36.741804, 143.770105 -36.741804, 143.770105 -36.737312, 143.76786 -36.737312, 143.76786 -36.730575, 143.772351 -36.730575, 143.772351 -36.737312, 143.774597 -36.737312, 143.774597 -36.726083, 143.779089 -36.726083, 143.779089 -36.714854, 143.774597 -36.714854, 143.774597 -36.7171, 143.770105 -36.7171, 143.770105 -36.714854, 143.761122 -36.714854, 143.761122 -36.737312)), ((143.761122 -36.737312, 143.758876 -36.737312, 143.758876 -36.739558, 143.761122 -36.739558, 143.761122 -36.737312)))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066048-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.