cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13852482
title: Reference Spectra, Laboratory Mixture Spectra, list of NIMS cubes used in this study and the manual corrections to these NIMS cubes for better alignment.

description: Reflectance spectra for the endmember library, including both the public data and data made in this study. Reflectance spectra for the 100% SAO, 10% SAO, 25% SAO, 80% SAO, and 100% Water ice mixtures.Text File of the PDS IDs of NIMS data cubes analyzed in this study.

(X,Y) offsets applied to each data cube for better alignment between NIMS data and the Global Mosaic.
DOI: 10.5281/zenodo.13852483
title: Reference Spectra, Laboratory Mixture Spectra, list of NIMS cubes used in this study and the manual corrections to these NIMS cubes for better alignment.

description: Reflectance spectra for the endmember library, including both the public data and data made in this study. Reflectance spectra for the 100% SAO, 10% SAO, 25% SAO, 80% SAO, and 100% Water ice mixtures.Text File of the PDS IDs of NIMS data cubes analyzed in this study.

(X,Y) offsets applied to each data cube for better alignment between NIMS data and the Global Mosaic.
DOI: 10.5281/zenodo.11169781
title: Codecfake dataset - test set (part 1 of 2)

description: This dataset is the test set (part 1 of 2) of the Codecfake dataset , corresponding to the manuscript "The Codecfake Dataset and Countermeasures for Universal Deepfake Audio Detection".

Abstract

With the proliferation of Audio Language Model (ALM) based deepfake audio, there is an urgent need for effective detection methods. Unlike traditional deepfake audio generation, which often involves multi-step processes culminating in vocoder usage, ALM directly utilizes neural codec methods to decode discrete codes into audio. Moreover, driven by large-scale data, ALMs exhibit remarkable robustness and versatility, posing a significant challenge to current audio deepfake detection (ADD)models. To effectively detect ALM-based deepfake audio, we focus on the mechanism of the ALM-based audio generation method, the conversion from neural codec to waveform. We initially construct the Codecfake dataset, an open-source large-scale dataset, including two languages, millions of audio samples, and various test conditions, tailored for ALM-based audio detection. Additionally, to achieve universal detection of deepfake audio and tackle domain ascent bias issue of original SAM, we proposethe CSAM strategy to learn a domain balanced and generalized minima. Experiment results demonstrate that co-training on Codecfake dataset and vocoded dataset with CSAM strategy yield the lowest average Equal Error Rate (EER) of 0.616% across all test conditions compared to baseline models.

Codecfake Dataset

Due to platform restrictions on the size of zenodo repositories, we have divided the Codecfake dataset into various subsets as shown in the table below:




Codecfake dataset
description
link


training set (part 1 of 3) & label
train_split.zip & train_split.z01 - train_split.z06
https://zenodo.org/records/11171708


training set (part 2 of 3)
train_split.z07 - train_split.z14
https://zenodo.org/records/11171720


training set (part 3 of 3)
train_split.z15 - train_split.z19
https://zenodo.org/records/11171724


development set
dev_split.zip & dev_split.z01 - dev_split.z02
https://zenodo.org/records/11169872


test set (part 1 of 2)
Codec test: C1.zip - C6.cip & ALM test: A1.zip - A3.zip
https://zenodo.org/records/11169781


test set (part 2 of 2)
Codec unseen test: C7.zip
https://zenodo.org/records/11125029




Countermeasure

The source code of the countermeasure and pre-trained model are available on GitHub https://github.com/xieyuankun/Codecfake.

 

The Codecfake dataset and pre-trained model are licensed with CC BY-NC-ND 4.0 license.
DOI: 10.15468/dl.n34a53
title: Occurrence Download

description: A dataset containing 934554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2024-08-02",
 "EventDate is less than or equal to 2024-09-01",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 934554 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033410-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uum7zb
title: Occurrence Download

description: A dataset containing 133534 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-116.6504 31.81018, -116.5468 31.81018, -116.5468 31.92206, -116.6504 31.92206, -116.6504 31.81018))",
 "Year is greater than or equal to 2010",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 133534 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033411-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.775124
title: Multibeam survey (latitude, longitude, depth) from Helmer Hanssen cruise HH11-ECO2 (area2)
DOI: 10.1594/pangaea.775123
title: Multibeam survey (latitude, longitude, depth) from cruise HH11-ECO2 (area1)
DOI: 10.1594/pangaea.780188
title: Physical oceanography at CTD station HH11-ECO2-CTD294 from HelmerHanssen2011003
DOI: 10.1594/pangaea.971263
title: Mg/Ca ratios of Globigerinoides ruber and Globorotalia hirsuta from IODP Site 306-U1313 during the early Late Pliocene

description: To reconstruct temperature records from both surface and subsurface depths in the mid-latitude North Atlantic during the early Late Pliocene, Mg/Ca ratios were measured in two species of planktonic foraminifera: Globigerinoides ruber (white) and Globorotalia hirsuta. Approximately 30 individual tests of G. ruber and 20 of G. hirsuta were selected from the 250 to 350 μm size fraction. Mg-cleaning method were used (i.e. without using reductive step). Measurements of Mg and Ca were conducted using an ICP-MS (Bruker Aurora M90) at Peking University.
DOI: 10.1594/pangaea.968893
title: Zooplankton abundance from Ring net samples during the MOSAiC expedition (PS122) in the Central Arctic Ocean

description: Abundance (ind. m-3) of zooplankton taxa was calculated from samples of Polarstern cruise PS122 (MOSAiC). Samples were taken with a Ring net with an opening area of 0.79 m2 and a mesh size of 1000 µm. Samples were analysed via image-based ZooScan analysis. The classified images are available at the web application EcoTaxa: https://ecotaxa.obs-vlfr.fr/prj/9966.
DOI: 10.1594/pangaea.968895
title: Zooplankton biovolume from Ring net samples during the MOSAiC expedition (PS122) in the Central Arctic Ocean

description: Biovolume (mm3 m-3) of zooplankton taxa was calculated as described in Cornils et al. (2022) from samples of Polarstern cruise PS122 (MOSAiC). Samples were taken with a Ring net with an opening area of 0.79 m2 and a mesh size of 150 µm. Samples were analysed via image-based ZooScan analysis. The classified images are available at the web application EcoTaxa: https://ecotaxa.obs-vlfr.fr/prj/9966.
DOI: 10.1594/pangaea.968954
title: Zooplankton abundance from ROV net samples during the MOSAiC expedition (PS122) in the Central Arctic Ocean

description: Abundance (ind. m-3) of zooplankton taxa was calculated from samples of Polarstern cruise PS122 (MOSAiC). Samples were taken with the ROV net (Katlein et al. 2017, Wollenburg et al. 2002) with a mesh size of 150 µm. Samples were analysed via image-based ZooScan analysis. The classified images are available at the web application EcoTaxa: https://ecotaxa.obs-vlfr.fr/prj/9968.
DOI: 10.1594/pangaea.968968
title: Zooplankton biovolume from ROV net samples during the MOSAiC expedition (PS122) in the Central Arctic Ocean

description: Biovolume (mm3 m-3) of zooplankton taxa was calculated as described in Cornils et al. (2022) from samples of Polarstern cruise PS122 (MOSAiC). Samples were taken with the ROV net (Katlein et al. 2017, Wollenburg et al. 2002) with a mesh size of 150 µm. Samples were analysed via image-based ZooScan analysis. The classified images are available at the web application EcoTaxa: https://ecotaxa.obs-vlfr.fr/prj/9968.
DOI: 10.1594/pangaea.955693
title: Otolith images of Centrolophus niger collected south of Iceland in July 2017 and July 2021

description: This data set has biological measurements and stomach content analysis for fourteen specimens of Centrolophus niger which were frozen whole at sea during the Icelandic part of the International Ecosystem Summer Survey in Nordic Seas (IESSNS) in July 2017 and July 2021. In 2017, three specimens were collected to confirm species identification by a specialist at home institute. In 2021, all caught specimens were collected for detailed biological study. The C. niger were by-catch in a scientific pelagic ecosystem survey which includes trawling, cod-end mesh size 50 mm, in the surface layer, trawl headline visible in surface and foot rope at approximately 35 m depth. Four images are provided for each specimen, proximal and distal side of both left and right otolith. For detailed information about the surveys see the cruise reports attached to the campaigns. The data is provided by the Marine and Freshwater Research Institute (MFRI) in Iceland.
DOI: 10.1594/pangaea.960035
title: Multibeam bathymetry raw data (Atlas Hydrosweep DS 2 echo sounder entire dataset) of RV METEOR during cruise M62/3

description: Raw multibeam bathymetry data were recorded on RV Meteor during M62/3 using an Atlas Hydrosweep DS2 multibeam echosounder. The cruise took place between 03.09.2004 - 27.09.2004 (Recife, Bazil - Mindelo, Cape Verde) in the Southern Atlantic. Data were recorded international waters outside EEZs and within the Cape Verde EEZ with an approximate average depth of around 1500m.M62/3 is aimed to study the impact of hotspot volcanism on the structure and properties of the Earth's surface, crust, and lithosphere.There is no information about sound velocity correction made.There are no extra SVP files provided in this publication.Data are unprocessed and can therefore contain incorrect depth measurements (artifacts) if not further processed. Note that refraction errors can be expected due to the lack of proper SVP.The data are archived at the Federal Maritime and Hydrographic Agency of Germany (Bundesamt für Seeschifffahrt und Hydrographie, BSH) and provided to PANGAEA database for data curation and publication.Data publication is accomplished within work package 2 of the EU Horizon 2020 project iAtlantic- Integrated Assessment of Atlantic Marine Ecosystem in Space and Time (https://www.iatlantic.eu/).
description: These data should not be used for navigational purposes. Data publishing was realized by Mia Schumacher, GEOMAR.
DOI: 10.1594/pangaea.946690
title: Shapefile of Atlantic Seabed Areas - Results of a basin-wide cluster analysis of the Atlantic near seafloor environment

description: This data set presents the results of an automated cluster analysis using Gaussian mixture models of the entire Atlantic seafloor environment. The analysis was based on eight global datasets and their derivatives: Bathymetry, slope, terrain ruggedness index, topographic position index, sediment thickness, POC flux, salinity, dissolved oxygen, temperature, current velocity, and phytoplankton abundance in surface waters along with seasonal variabilities (see Source data set). We obtained nine seabed areas (SBAs) that portray the Atlantic seafloor that are shown as polygons in the data set. The attribute table holds short descriptions of each SBA as well as about the colours used in the accompanying paper publication. Data sets like this can be used for further analysis like e.g. for landscape ecology metrics to identify regions of interest. The compressed file further contains a style file that can be used to directly load the correct style in the QGIS software package.
description: This publication contains a shapefile of the Atlantic Seabed Areas as found by a Gaussian mixture model analysis. The attribute table gives information about the nature of each SBA. Also contained is a style file to assign the colour coding to each SBA as in the accomanying paper publication.
DOI: 10.1594/pangaea.971413
title: Benthic foraminiferal oxygen isotope values in the Ono River section from the upper part of the Kiwada Formation

description: Benthic foraminiferal oxygen isotope values in the Ono River section from the upper part of the Kiwada Formation
DOI: 10.1594/pangaea.971414
title: Improved age tie points based on the benthic δ18O records in the upper part of the Kiwada Formation

description: The improved age tie points based on the benthic δ18O records in the upper part of the Kiwada Formation. The age of Sample A0926-02 was modified from Kuwano et al. (2021).
DOI: 10.1594/pangaea.971415
title: Counts of calcareous nannofossil subordinate taxa in the upper part of the Kiwada Formation

description: Counts of calcareous nannofossils in the upper part of the Kiwada Formation. The symbol "+" shows present but not counted.
DOI: 10.1594/pangaea.971416
title: Counts of calcareous nannofossils in the upper part of the Kiwada Formation

description: Counts of calcareous nannofossil subordinate taxa in the upper part of the Kiwada Formation. The symbol "+" shows present but not counted.
DOI: 10.1594/pangaea.972000
title: Wet chemical surface ozone measurements during POLARSTERN cruise ANT-IX/1 and ANT-IX/2 (PS18) in 1990

description: On the first leg of the journey, the northern hemisphere showed higher ozone mixing ratios than the southern hemisphere. Slightly increased ozone mixing ratios were observed in the ITCZ, however, with an ozone minimum to the south. The latter can be caused by photochemical ozone destruction at conditions with of intense radiation and low vertical mixing. During the return journey, the ozone mixing ratio was low at all latitudes and there were no differences between the northern and southern hemispheres. In the ITCZ, the measurements were disturbed by ship exhaust.
description: Please note, that the positions might be approximate.
DOI: 10.1594/pangaea.972006
title: Wet chemical surface ozone measurements during POLARSTERN cruise ARK-VII/1 (PS17) in 1990

description: The north-south profiles show the decrease in ozone mixing ratios towards the north in high geographical latitudes, which was also found on other trips. The mean latitudinal distribution of the ozone mixing ratio appears not to run through the cluster of datapoints, because the ship stayed at several stations for longer periods and frequently encountered higher ozone mixing ratios there. During the voyage, oceanographic, marine biological and geoscientific questions were investigated.
description: Please note, that the positions were taken from the Mastertrack of the respective cruise.
DOI: 10.1594/pangaea.972007
title: Wet chemical surface ozone measurements during POLARSTERN cruise ARK-VII/2 (PS17) in 1990

description: The north-south profiles show the decrease in ozone mixing ratios towards the north in high geographical latitudes, which was also found on other trips. The mean latitudinal distribution of the ozone mixing ratio appears not to run through the cluster of datapoints, because the ship stayed at several stations for longer periods and frequently encountered higher ozone mixing ratios there. During the voyage, oceanographic, marine biological and geoscientific questions were investigated.
description: Please note, that the positions were taken from the Mastertrack of the respective cruise.
DOI: 10.1594/pangaea.972008
title: Wet chemical surface ozone measurements during POLARSTERN cruise ARK-VII/3 (PS17) in 1990

description: The north-south profiles show the decrease in ozone mixing ratios towards the north in high geographical latitudes, which was also found on other trips. The mean latitudinal distribution of the ozone mixing ratio appears not to run through the cluster of datapoints, because the ship stayed at several stations for longer periods and frequently encountered higher ozone mixing ratios there. During the voyage, oceanographic, marine biological and geoscientific questions were investigated.
description: Please note, that the positions were taken from the Mastertrack of the respective cruise.
DOI: 10.1594/pangaea.972081
title: Track of SVP surface drifter M158_114-1

description: Quality flag labels 0: no data, 1: good data and 2: bad data
DOI: 10.1594/pangaea.972085
title: Track of SVP surface drifter M158_147-1

description: Quality flag labels 0: no data, 1: good data and 2: bad data
DOI: 10.1594/pangaea.972086
title: Track of SVP surface drifter M158_175-1

description: Quality flag labels 0: no data, 1: good data and 2: bad data
DOI: 10.1594/pangaea.972087
title: Track of SVP surface drifter M158_208-1

description: Quality flag labels 0: no data, 1: good data and 2: bad data
DOI: 10.1594/pangaea.972088
title: Track of SVP surface drifter M158_229-1

description: Quality flag labels 0: no data, 1: good data and 2: bad data
DOI: 10.5281/zenodo.13852513
title: Mapping The Landscape of Organizational Support Research in Education: A Bibliometric Analysis
DOI: 10.5281/zenodo.13852514
title: Mapping The Landscape of Organizational Support Research in Education: A Bibliometric Analysis
DOI: 10.6084/m9.figshare.27110653
title: Collected Data of the HeadTeachers_Assistant Teachers_Students FGD_Diversity Research.docx

description: In order to ensure a beautiful and peaceful environment in society, people of different religions, castes, classes and cultures need to live together. As the school is a miniature version of society, this diversity must also be preserved here. To make teaching and learning effective in school, the practice of diversity means that teachers and students of different religions, castes, classes and cultures must live together. In this case, the role of the head teacher is vital. So we are researching <b>“Exploring the head teachers’ role to promote diversity in secondary schools of Bangladesh”</b>. The data file is about the diversity.
DOI: 10.15468/dl.vktvc9
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heloderma alvarezi Bogert & Martin Del Campo, 1956"
 ]
}

 The dataset includes 87 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033414-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxyp7p
title: Occurrence Download

description: A dataset containing 906855 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-122.1588 37.8527, -121.9188 37.8527, -121.9188 38.03855, -122.1588 38.03855, -122.1588 37.8527))",
 "Year is greater than or equal to 2010",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 906855 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033413-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64mx8y
title: Occurrence Download

description: A dataset containing 3242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coeligena R.Lesson, 1833",
 "HasCoordinate is true",
 "Country is one of (Colombia, Venezuela (Bolivarian Republic of), Peru, Ecuador, Bolivia (Plurinational State of))",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 3242 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033417-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzxaev
title: Occurrence Download

description: A dataset containing 4488 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Rhopalosiphum rufiabdominalis (Sasaki, 1899), Lispe cotidiana Snyder, 1954, Bos javanicus d'Alton, 1823, Uroleucon erigeronensis (Thomas, 1878), Wahlgreniella arbuti (Davidson, 1910), Amphichaeta leydigi Tauber, 1879, Archeuptychia cluena Drury, 1782, Mycophila speyeri (Barnes, 1926), Swartschewskia khanaevi Bukshuk & Maikova, 2020, Rezinkovia echinata Efremova, 2004, Baikalospongia recta Efremova, 2004)"
 ]
}

 The dataset includes 4488 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033418-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uyzu96
title: Occurrence Download

description: A dataset containing 504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Davidia involucrata Baill."
 ]
}

 The dataset includes 504 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033419-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qr7zt7
title: Occurrence Download

description: A dataset containing 386967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2024-09-02",
 "EventDate is less than or equal to 2024-10-02",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 386967 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033412-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r7yvgg
title: Occurrence Download

description: A dataset containing 4673314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-117.2957 32.43048, -116.7902 32.43048, -116.7902 32.88811, -117.2957 32.88811, -117.2957 32.43048))",
 "Year is greater than or equal to 2010",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 4673314 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033416-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/9498790
title: Layline Shareholder activism dataset