cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xfq2mz
title: Occurrence Download

description: A dataset containing 60764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.72578 -52.088,-71.86167 -52.08203,-71.86167 -52.16547,-71.88108 -52.9269,-71.619 -53.04961,-70.68717 -53.04377,-70.45421 -52.72749,-70.22125 -52.68044,-70.25037 -52.088,-71.72578 -52.088))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 60764 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004428-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6xydb
title: Occurrence Download

description: A dataset containing 5048 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tamarix ramosissima Ledeb."
 ]
}

 The dataset includes 5048 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005827-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dwgjnz
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sepiella ornata (Rang, 1837)"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155236-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cswlsj
title: Occurrence Download

description: A dataset containing 2899 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coreopsis lanceolata L."
 ]
}

 The dataset includes 2899 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005827-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjj2f2
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanotis pilosa Schult. & Schult.f."
 ]
}

 The dataset includes 51 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155254-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppqpey
title: Occurrence Download

description: A dataset containing 846 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "TaxonKey is Dioon Lindl."
 ]
}

 The dataset includes 846 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005827-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvsr37
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Orthotrichum dasymitrium Lewinsky",
 "Year 1970-2023"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027963-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1oebh6
title: Occurrence Download

description: A dataset containing 360284 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Colombia",
 "Country is Venezuela (Bolivarian Republic of)",
 "Country is Ecuador"
 ]
 },
 {
 "or" : [
 "TaxonKey is Gymnophthalmidae",
 "TaxonKey is Oleria Hübner, 1816",
 "TaxonKey is Espeletia Nutt., 1834",
 "TaxonKey is Mabuya",
 "TaxonKey is Cebus Erxleben, 1777",
 "TaxonKey is Sapajus Kerr, 1792",
 "TaxonKey is Pradosia Liais",
 "TaxonKey is Puma Jardine, 1834",
 "TaxonKey is Atelidae",
 "TaxonKey is Callitrichidae",
 "TaxonKey is Ceroxylon Bonpl. ex DC.",
 "TaxonKey is Aotidae",
 "TaxonKey is Dasypodaidae",
 "TaxonKey is Aromobates Myers, Paolillo-O. & Daly, 1991",
 "TaxonKey is Pristimantis Jiménez de la Espada, 1870",
 "TaxonKey is Didelphimorphia",
 "TaxonKey is Canidae",
 "TaxonKey is Trochilidae"
 ]
 }
 ]
}

 The dataset includes 360284 records from 433 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005827-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5z4up
title: Occurrence Download

description: A dataset listing the 658 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-105.2923 21.02489,-105.29088 21.02177,-105.28843 21.02077,-105.28755 21.02177,-105.28629 21.02244,-105.28629 21.02244,-105.28425 21.02316,-105.28219 21.02296,-105.2809 21.01971,-105.27928 21.01937,-105.27784 21.01905,-105.27748 21.0203,-105.27663 21.02006,-105.27525 21.01962,-105.27422 21.01959,-105.27297 21.01837,-105.27264 21.01795,-105.27063 21.01686,-105.27193 21.01257,-105.27101 21.01209,-105.2698 21.01192,-105.26843 21.01476,-105.26843 21.01476,-105.26839 21.01604,-105.26856 21.01698,-105.26659 21.02134,-105.26482 21.0225,-105.2595 21.02611,-105.25742 21.02505,-105.25674 21.02731,-105.25586 21.02737,-105.25433 21.02655,-105.25272 21.02567,-105.25202 21.02573,-105.25089 21.0255,-105.24936 21.02496,-105.2491 21.0257,-105.24939 21.02717,-105.25001 21.02802,-105.25012 21.02898,-105.24956 21.02954,-105.24995 21.03067,-105.25131 21.0305,-105.2517 21.03135,-105.2521 21.03231,-105.25329 21.03277,-105.25402 21.03361,-105.25351 21.03452,-105.25368 21.03542,-105.25408 21.03605,-105.25431 21.03701,-105.25532 21.03723,-105.256 21.03819,-105.25715 21.038,-105.2923 21.02489))"
 ]
}

 The dataset's 658 records were derived from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033616-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oku50u
title: Occurrence Download

description: A dataset containing 25128 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Royal Museum of Central Africa - Albertian Rift Butterflies (ENBI wp13)"
 ]
}

 The dataset includes 25128 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005828-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq5y9h
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "TaxonKey is Acer buergerianum Miq."
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027962-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kejps6
title: Occurrence Download

description: A dataset containing 330 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Buteo ventralis Gould, 1837"
 ]
}

 The dataset includes 330 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005828-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nh62b
title: Occurrence Download

description: A dataset containing 106385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Branta bernicla (Linnaeus, 1758)",
 "HasCoordinate is true",
 "Month is March",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 106385 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027958-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jynvv4
title: Occurrence Download

description: A dataset containing 11981 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SMNK Mantid Collection"
 ]
}

 The dataset includes 11981 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005828-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ncpjgg
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Ictiofauna presente en la ciénega Caño Negro, Medio Baudó, Chocó. 2021"
 ]
}

 The dataset includes 55 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041658-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.i6066k
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clidemia hirta (L.) D.Don",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen"
 ]
 }
 ]
}

 The dataset includes 178 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005828-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eu2ddf
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanotis ganganensis Schnell"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155238-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghvk52
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Diospyros malabarica (Desr.) Kostel."
 ]
}

 The dataset includes 63 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155234-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ljkljm
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poicephalus Swainson, 1837",
 "DatasetKey is RBINS DaRWIN"
 ]
}

 The dataset includes 116 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005828-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffacyr
title: Occurrence Download

description: A dataset containing 918089 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Royal Botanic Gardens, Kew - Herbarium Specimens"
 ]
}

 The dataset includes 918089 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005828-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uz4fmd
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Diospyros malabarica (Desr.) Kostel."
 ]
}

 The dataset includes 63 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155241-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jkbihs
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Babyrousa Perry, 1811",
 "DatasetKey is Collection Mammalia SMF"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005829-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6xw82
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanotis foecunda DC. ex Hassk."
 ]
}

 The dataset includes 277 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155237-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmdpmf
title: Occurrence Download

description: A dataset containing 5194 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SMNS Palaeontological collection - Amber and fossil insects"
 ]
}

 The dataset includes 5194 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005829-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xs3485
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanotis loureiroana (Schult. & Schult.f.) Merr."
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155247-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25argz
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 2) Absolute abundance of Contusotruncana contusa in DSDP Hole 39-356"
 ]
}

 The dataset includes 54 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005829-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e5an5
title: Occurrence Download

description: A dataset containing 1937 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanotis lanata Benth."
 ]
}

 The dataset includes 1937 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155244-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kyec9z
title: Occurrence Download

description: A dataset containing 918089 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Royal Botanic Gardens, Kew - Herbarium Specimens"
 ]
}

 The dataset includes 918089 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005829-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxdp65
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanotis karliana Hassk."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155243-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sjbunq
title: Occurrence Download

description: A dataset containing 10211 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptonycteris Lydekker, 1891"
 ]
}

 The dataset includes 10211 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005829-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sk7ge8
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanotis nyctitropa Deflers"
 ]
}

 The dataset includes 33 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155249-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srxtwh
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Puerto Rico",
 "Geometry POLYGON((-67.195129 17.921249,-67.105865 17.934315,-67.088012 18.130191,-67.195129 18.190215,-67.239074 17.961751,-67.195129 17.921249))",
 "DatasetKey is The Vascular Plant Collection at the Botanische Staatssammlung München"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005830-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cemay
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanotis polyrrhiza Hochst. ex Hassk."
 ]
}

 The dataset includes 29 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155255-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euqnvo
title: Occurrence Download

description: A dataset containing 40508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycopodiopsida",
 "HasCoordinate is TRUE",
 "BasisOfRecord is Specimen",
 "HasGeospatialIssue is FALSE",
 "DecimalLatitude is greater than or equal to -25",
 "DecimalLatitude is less than or equal to 9"
 ]
}

 The dataset includes 40508 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005830-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17189/1520365
title: VG2 URANUS IMAGING SCIENCE SUBSYSTEM EDITED EDR V1.0
DOI: 10.17632/28tmfg3rzb.2
title: CoAt-Set (Coordinated Attack Dataset) on Heterogeneous Computer Network

description: The CoAt-Set dataset is a transformed, specialized dataset designed to support collaborative anomaly detection within Collaborative Intrusion Detection Systems (CIDS). This dataset extract coordinated attack behaviors from established sources like CIC-ToN-IoT, CIC-IDS2017, CIC-UNSW-NB15, CSE-CIC-IDS2018, CIC-BoT-IoT, Distrinet-CIC-IDS2017, and NF-UQ-NIDS, refining these raw datasets into a format specifically designed for collaborative anomaly detection. CoAt-Set highlights coordinated attack situations, such as widespread, stealthy scanning, worm outbreaks, and distributed denial-of-service (DDoS) attacks, all of which mirror high-impact, realistic threats that are frequently found in today’s complex networks.

In creating CoAt-Set, the data was restructured and relabeled to represent collaborative security environments for CIDS better. This involved organizing attack behaviors in ways that offer clear annotations and insightful traffic features, which is invaluable for training and testing systems aimed at identifying anomalies across multiple networks. The focus on collaborative contexts means that CoAt-Set is well-suited for researchers and developers who need a dataset that goes beyond isolated attack patterns, instead offering a perspective on the kinds of threats that might span across different segments of a network. CoAt-Set integrates well with common neural network algorithms, allowing researchers to easily plug it into various neural network models and algorithms. The dataset also has broader uses, as it supports development of collaborative machine learning algorithms and can be used to simulate and test attacks across networks with varying configurations. 

A usage example of CoAt-Set in practice is in multi-agent CIDS setups where each agent analyzes non-IID data for distributed learning. For instance, the NF-UQ-NIDS dataset, created from multiple data sources, allows extraction of coordinated attack patterns, saved as "CoAt_NF-UQ-NIDS-V2.parquet." This version is useful for creating non-IID scenarios within a single dataset, then distributing it across agents for collaborative learning. Each agent can independently learn from its unique data, making this a powerful tool for distributed security research.

To further increase heterogeneity, each CIDS agent can be assigned a different CoAt-Set version, such as "CoAt_CIC-BoT-IoT-V2.parquet," "CoAt_CIC-IDS2017-V2.parquet," "CoAt_CIC-ToN-IoT-V2.parquet," "CoAt_CIC-UNSW-NB15_Feeded-V2.parquet," and "CoAt_CSE-CIC-IDS2018_Feeded.parquet." Each dataset represents a unique network environment, with each agent positioned in a distinct network segment to detect coordinated attacks. This diversity enables CIDS agents to capture a range of attack patterns, supporting the development of robust, flexible intrusion detection strategies across heterogeneous networks.
DOI: 10.17632/nsytmc8j2p.1
title: Ogunyele et al. Data in Brief_EMPA and LA-ICP-MS data of Al-diopside pyroxenites from Premosello mantle peridotite massif, Ivrea-Verbano Zone

description: Location, mineral assemblages and mineral geochemistry of Al-diopside pyroxenites from the Premosello mantle peridotite massif, central Ivrea-Verbano Zone, western Southern Alps. Mineral major and trace elements measurements performed by electron microprobe (EMP) and laser ablation-inductively coupled plasma mass spectrometry (LA-ICP-MS) analysis.
DOI: 10.18140/flx/1440121
title: FLUXNET2015 AT-Neu Neustift

description: This is the FLUXNET2015 version of the carbon flux data for the site AT-Neu Neustift.
DOI: 10.18715/ipgp.2024.m3ylpsqn
title: Subduction-related volcanic activity as a proxy for global subduction flux over the past billion years, and its correlation with geomagnetic superchrons

description: Tables and R software of the paper "Subduction-related volcanic activity as a proxy for global subduction flux over the past billion years, and its correlation with geomagnetic superchrons" by Jean Besse, and Yves Gallet