cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.v2df2m
title: Occurrence Download

description: A dataset containing 2554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clanga pomarina",
 "MediaType is Image"
 ]
}

 The dataset includes 2554 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039532-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mg8k7u
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Ficus conraui",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 176 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039531-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.un4t3u
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lactuca sativa",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039529-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzj2p8
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039534-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cs59h5
title: Occurrence Download

description: A dataset containing 1841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vespa velutina"
 ]
}

 The dataset includes 1841 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039533-250717081556266/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.27139416
title: Data, scripts, functions and plots.

description: Data, scripts, functions and plots of the manuscript "Functional nestedness of anuran communities along gradients of pond area and permanence" published in Acta Oecologica 2025 and authored by Joaquim Flesch Salaberry, Mauricio Almeida-Gomes, Camila Chiamenti Both & Adriano Sanches Melo.
DOI: 10.6084/m9.figshare.27139416.v1
title: Data, scripts, functions and plots.

description: Data, scripts, functions and plots of the manuscript "Functional nestedness of anuran communities along gradients of pond area and permanence" published in Acta Oecologica 2025 and authored by Joaquim Flesch Salaberry, Mauricio Almeida-Gomes, Camila Chiamenti Both & Adriano Sanches Melo.
DOI: 10.82261/c593-ed55
title: Inscriptions of Roman Tripolitania 2021
title: IRT2021
DOI: 10.15468/dl.fwqjc6
title: Occurrence Download

description: A dataset containing 10951 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10951 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039535-250717081556266/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.29634515
title: Modulated and Coded Signals with Channel Interference & Fading Simulation Data

description: For a realistic scenario simulation, 30 classes of modulation and coding signals are generated using signal simulation devices. It includes 28 digital modulated signals and two analog modulated signals. The digital modulation signal is combined with four channel codes, namely LDPC, RS, TCM and TPC codes, and seven modulation modes, namely 2FSK, GMSK, BPSK, QPSK, 8PSK, 8APSK and 16APSK. The simulated modulated signals are without channel coding and named as AM and FM respectively. To better simulate the actual communication environment, Gaussian white noise or non-Gaussian white noise and a strong bursty interference are added to the 30 signals. The SNR ranges from -8 dB to 20 dB and is uniformly distributed over a 2 dB interval. Both time-selective and frequency-selective fading channels are used.
DOI: 10.6084/m9.figshare.29634515.v2
title: Modulated and Coded Signals with Channel Interference & Fading Simulation Data

description: For a realistic scenario simulation, 30 classes of modulation and coding signals are generated using signal simulation devices. It includes 28 digital modulated signals and two analog modulated signals. The digital modulation signal is combined with four channel codes, namely LDPC, RS, TCM and TPC codes, and seven modulation modes, namely 2FSK, GMSK, BPSK, QPSK, 8PSK, 8APSK and 16APSK. The simulated modulated signals are without channel coding and named as AM and FM respectively. To better simulate the actual communication environment, Gaussian white noise or non-Gaussian white noise and a strong bursty interference are added to the 30 signals. The SNR ranges from -8 dB to 20 dB and is uniformly distributed over a 2 dB interval. Both time-selective and frequency-selective fading channels are used.
DOI: 10.6084/m9.figshare.29634515.v1
title: Modulated and Coded Signals with Channel Interference & Fading Simulation Data

description: For a realistic scenario simulation, 30 classes of modulation and coding signals are generated using signal simulation devices. It includes 28 digital modulated signals and two analog modulated signals. The digital modulation signal is combined with four channel codes, namely LDPC, RS, TCM and TPC codes, and seven modulation modes, namely 2FSK, GMSK, BPSK, QPSK, 8PSK, 8APSK and 16APSK. The simulated modulated signals are without channel coding and named as AM and FM respectively. To better simulate the actual communication environment, Gaussian white noise or non-Gaussian white noise and a strong bursty interference are added to the 30 signals. The SNR ranges from -8 dB to 20 dB and is uniformly distributed over a 2 dB interval. Both time-selective and frequency-selective fading channels are used.
DOI: 10.15468/dl.7m9gcu
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039536-250717081556266/datasets/export for details.
DOI: 10.15468/dl.fk3yhj
title: Occurrence Download

description: A dataset containing 217 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio teneriffae"
 ]
}

 The dataset includes 217 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039539-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86vrcy
title: Occurrence Download

description: A dataset containing 4988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acridotheres tristis",
 "Country is Oman",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4988 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039542-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8jdybv
title: Occurrence Download

description: A dataset containing 769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Ficus cordata",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 769 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039544-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg4wvf
title: Occurrence Download

description: A dataset containing 5022 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio glaucus"
 ]
}

 The dataset includes 5022 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039540-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsg4s9
title: Occurrence Download

description: A dataset containing 8161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coracias garrulus",
 "MediaType is Image"
 ]
}

 The dataset includes 8161 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039543-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rpegv9
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acridotheres tristis",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 393 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039546-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yevw7j
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is Korea, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 82 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039545-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xpqnk
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Hymenaea osanigraseminae"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039547-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17037/data.117
title: Effectiveness of Seasonal Malaria Chemoprevention in children under 10 years of age in Senegal: a stepped-wedge cluster-randomized trial

description: This study was done to determine the effectiveness of Seasonal Malaria Chemoprevention in Senegalese children up to 10 years of age using a stepped-wedge design. Outcomes included mortality, malaria cases treated as outpatients, severe malaria, and the prevalence of parasitaemia and anaemia, and adverse drug reactions. 54 health posts were randomized. 9 started implementation of SMC in 2008, 18 in 2009, and a further 18 in 2010, with 9 remaining as controls. In the first year of implementation SMC was delivered to children aged 3-59 months, the age range was then extended for the latter two years of the study to include children up to 10 years of age.
DOI: 10.15468/dl.bz7fg4
title: Occurrence Download

description: A dataset containing 1327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio mohavensis"
 ]
}

 The dataset includes 1327 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039548-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96mu5h
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myocastor coypus",
 "Country is Tajikistan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039550-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4bc77
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is New Zealand",
 "TaxonKey is Sternula nereis"
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039549-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ju3yc2
title: Occurrence Download

description: A dataset containing 93981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coloeus monedula",
 "MediaType is Image"
 ]
}

 The dataset includes 93981 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039507-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13255121
title: A Dataset for Evaluating Online Anomaly Detection Approaches for Discrete Multivariate Time Series

description: The data hosted here belongs inside the 1_postsim folder, which consists of the following pickle files:



normal.pkl, which contains all nominal sequences

anomalous.pkl, which contains all anomalous sequences

control.pkl, which contains all control-counterparts to anomalous.pkl

training.pkl, which contains all pre-determined folds for training

training_clean.pkl, a version of training.pkl without anomalous sequences

testing.pkl, which contains all pre-determined folds for testing

testing_clean.pkl, a version of testing.pkl without anomalous sequences


Each pickle file is a list of several 2D NumPy arrays, each representing a multivariate time series. The name of the corresponding .mat file (and, by extension, the label) is present in the metadata. For NumPy object array, it can be read by calling array.dtype.metadata['file_name'].

The raw simulation output sequences in the 0_simulation folder are not provided due to the Zenodo file number limit of 100 files. We decided to omit the data belonging to the 2_preprocessed folder as the contents are specific to the TensorFlow data pipeline and the same data host limitations would apply.

For more information, refer to the publication (preprint): https://arxiv.org/abs/2411.13951

For access to the source code, refer to the repository on GitHub: https://github.com/lcs-crr/PATHIf you use this dataset for your research, please consider citing it through the menu on the right, or using the following bibtex entry:@misc{correiaDatasetEvaluatingOnline2024a,  title = {A {{Dataset}} for {{Evaluating Online Anomaly Detection Approaches}} for {{Discrete Multivariate Time Series}}},  author = {Correia, Lucas and Goos, Jan-Christoph and B{\"a}ck, Thomas and Kononova, Anna V.},  year = {2024},  publisher = {Zenodo},  doi = {10.5281/ZENODO.13255121},  copyright = {MIT License}}
DOI: 10.15468/dl.u8w6hp
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039551-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16411055
title: Supplementary material 5 from: Quantitative contribution of major organism groups to lake organic carbon burial since the last glacial inferred from sedimentary ancient DNA

description: This dataset presents temperature and precipitation reconstruction from pollen records of the six lakes in alsike and sibiariya. The pollen proxy data were retrieved from LegacyClimate 1.0 (https://doi.org/10.1594/PANGAEA.930512). Mean July temperature, annual mean temperature and annual precipitation were reconstructed using the full modern temperature and precipitation range, as well as using a "tailored" version, where we restricted a climate variable range to reconstruct the respective other climate variable in order to minimize the impact of co-correlation. Statistics on the used calibration sets (i.e. all samples within 1000 km distance to the fossil pollen records) are also provided, as well as results from the significance test of the reconstructions sensu Telford & Birks (2011).
DOI: 10.5281/zenodo.16411056
title: Supplementary material 5 from: Quantitative contribution of major organism groups to lake organic carbon burial since the last glacial inferred from sedimentary ancient DNA

description: This dataset presents temperature and precipitation reconstruction from pollen records of the six lakes in alsike and sibiariya. The pollen proxy data were retrieved from LegacyClimate 1.0 (https://doi.org/10.1594/PANGAEA.930512). Mean July temperature, annual mean temperature and annual precipitation were reconstructed using the full modern temperature and precipitation range, as well as using a "tailored" version, where we restricted a climate variable range to reconstruct the respective other climate variable in order to minimize the impact of co-correlation. Statistics on the used calibration sets (i.e. all samples within 1000 km distance to the fossil pollen records) are also provided, as well as results from the significance test of the reconstructions sensu Telford & Birks (2011).
DOI: 10.21220/v50m90
title: GIS Data: York County, Virginia Shoreline Inventory Report
DOI: 10.15468/dl.3jhtfs
title: Occurrence Download

description: A dataset containing 1826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bromus briziformis"
 ]
}

 The dataset includes 1826 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039552-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5v9ef
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Ficus crassicosta",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039554-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt3fhh
title: Occurrence Download

description: A dataset containing 409 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senna sulfurea"
 ]
}

 The dataset includes 409 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039555-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3f3rbg
title: Occurrence Download

description: A dataset containing 2736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acridotheres tristis",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2736 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039553-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/zld0xl
title: Respect and Corruption

description: This dataset supports the research project exploring the relationship between societal respect and corruption across 155 countries from 2006 to 2019. It includes a wide range of economic, governance, and social variables, allowing for quantitative analysis of how perceived respect influences corruption levels, operationalized through Transparency International's Corruption Perception Index (CPI).

The dataset features key independent and control variables such as average national responses to Gallup's respect metric, GDP per capita (PPP), unemployment rates, rule of law, government accountability, social and personal safety, and factionalism. It also includes derived composite indicators for governance quality and social stability, standardized on a 0–100 scale for cross-country comparability. The final panel is strongly balanced with clustered robust standard errors by country, suitable for both fixed and random effects modeling.
DOI: 10.5066/p1qly3bv
title: Data Release: Blowing in the wind: anemochory in blackbrush habitat of South Texas, 2023

description: Wind has the potential to carry seeds long-distances and could be an important consideration in the management of natural vegetation along the U.S.-Mexico Border with border barrier infrastructure. Shrubs, native grasses, the invasive Pennisetum ciliaris (buffelgrass), soil particles and pebbles dispersed in the ecosystem, especially in maximum wind and/or precipitation events. While modifications in passages through waterways and other structures have been proposed to improve the movement of species in the area that is influenced by the barrier, the restoration of native plant species along roads also might aid in the maintenance of blackbrush ecosystems along wind dispersal corridors.
DOI: 10.5066/p1fsocnv
title: Lake Ontario May-July Larval Fish Survey 2024

description: This dataset includes larval fish catches, species identifications, total length measurements, and relevant covariate data from a larval fish community survey of the U.S. waters of Lake Ontario. Sites were surveyed along a bottom depth gradient of 5 to 225 meters, covering a range of nearshore and offshore habitat between the months of May and July 2024. Vessel and gear descriptions are provided in the associated metadata.
DOI: 10.82261/v0b0-1r07
title: Inscriptions of Roman Tripolitania 2021
title: IRT2021
DOI: 10.15468/dl.t7wtbe
title: Occurrence Download

description: A dataset containing 42038 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bromus rubens"
 ]
}

 The dataset includes 42038 records from 578 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039556-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.