cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.z0iz0y
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Saisie de données naturalistes d'observateurs indépendants sur la plateforme de l'Observatoire FAUNA-Données naturalistes de Severine GUYOT"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013465-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umjp8p
title: Occurrence Download

description: A dataset containing 16288 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cocos nucifera L."
 ]
}

 The dataset includes 16288 records from 398 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032894-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzd1fb
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brontispa longissima (Gestro, 1885)"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028317-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mk1smm
title: Occurrence Download

description: A dataset containing 13167 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Xavier JAPIOT"
 ]
}

 The dataset includes 13167 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013490-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6mbtj
title: Occurrence Download

description: A dataset containing 662 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crotalaria longirostrata Hook. & Arn."
 ]
}

 The dataset includes 662 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032925-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ncdpr
title: Occurrence Download

description: A dataset containing 602 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus tigris Kennicott, 1859"
 ]
}

 The dataset includes 602 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028317-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dj2bq
title: Occurrence Download

description: A dataset containing 267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crassula capitella Thunb."
 ]
}

 The dataset includes 267 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206468-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x63n9r
title: Occurrence Download

description: A dataset containing 97795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaethornis guy (R.Lesson, 1833)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 97795 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032893-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aasskq
title: Occurrence Download

description: A dataset containing 27961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Opuntia stricta (Haw.) Haw."
 ]
}

 The dataset includes 27961 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0144898-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1117196
title: Data from an Excavation at Little Martin's Field, Brightwell-cum-Sotwell, Oxfordshire 2018.

description: This collection comprises images, plans, site records and spreadsheets from the excavation carried out by Oxford Archaeology at Little Martin's Field, Brightwell-cum-Sotwell, Oxfordshire during January and February 2018. Two middle Bronze Age Deverel-Rimbury urns that had been buried in purpose-dug pit were uncovered.
DOI: 10.5281/zenodo.13890886
title: Ransomware Dataset 2024

description: The dataset we have created is focused on malware analysis and consists of 26 different malware families, categorized into four main categories. It includes both malicious and benign samples, providing a balanced total of 21,752 samples, with 10,876 malicious and 10,876 benign files.

Key Aspects of the Dataset:





Total Samples: 21,752 files (10,876 malicious and 10,876 benign).




Malware Families: The dataset contains 26 distinct malware families, with a strong focus on ransomware, which includes:



Cerber

DarkSide

Dharma

GandCrab

LockBit

Maze

Phobos

REvil

Ragnar Locker

Ryuk

Shade

WannaCry


These 11 ransomware families represent some of the most notorious strains responsible for large-scale attacks in recent years.




Categories: The dataset is divided into four categories, although you haven’t specified the exact categorization scheme (it could be based on behavior, type of attack, or other malware features). Typical categories could include Trojan, Ransomware, Spyware, and Adware.



Significance of the Dataset:



Balanced Distribution: The dataset is evenly distributed between malicious and benign files, making it ideal for machine learning models that can differentiate between malware and benign software.

Ransomware Focus: By including major ransomware families, this dataset allows for specialized research in ransomware detection, mitigation, and family classification.

Diversity in Malware Types: The inclusion of 26 malware families ensures a wide spectrum of malware behavior and characteristics, making the dataset versatile for research in various malware categories.


Applications:



Machine Learning and AI: This dataset can be used to train models for malware classification, detection, and family identification.

Cybersecurity Research: It supports analysis and countermeasure development against ransomware and other forms of malware.

Forensic Analysis: Researchers can use it to investigate attack patterns, signature generation, and the impact of ransomware on different systems.


This dataset is valuable for advancing malware analysis, specifically in understanding ransomware behavior, and for building robust defenses against increasingly sophisticated attacks.
DOI: 10.5281/zenodo.13890887
title: Ransomware Dataset 2024

description: The dataset we have created is focused on malware analysis and consists of 26 different malware families, categorized into four main categories. It includes both malicious and benign samples, providing a balanced total of 21,752 samples, with 10,876 malicious and 10,876 benign files.

Key Aspects of the Dataset:





Total Samples: 21,752 files (10,876 malicious and 10,876 benign).




Malware Families: The dataset contains 26 distinct malware families, with a strong focus on ransomware, which includes:



Cerber

DarkSide

Dharma

GandCrab

LockBit

Maze

Phobos

REvil

Ragnar Locker

Ryuk

Shade

WannaCry


These 11 ransomware families represent some of the most notorious strains responsible for large-scale attacks in recent years.




Categories: The dataset is divided into four categories, although you haven’t specified the exact categorization scheme (it could be based on behavior, type of attack, or other malware features). Typical categories could include Trojan, Ransomware, Spyware, and Adware.



Significance of the Dataset:



Balanced Distribution: The dataset is evenly distributed between malicious and benign files, making it ideal for machine learning models that can differentiate between malware and benign software.

Ransomware Focus: By including major ransomware families, this dataset allows for specialized research in ransomware detection, mitigation, and family classification.

Diversity in Malware Types: The inclusion of 26 malware families ensures a wide spectrum of malware behavior and characteristics, making the dataset versatile for research in various malware categories.


Applications:



Machine Learning and AI: This dataset can be used to train models for malware classification, detection, and family identification.

Cybersecurity Research: It supports analysis and countermeasure development against ransomware and other forms of malware.

Forensic Analysis: Researchers can use it to investigate attack patterns, signature generation, and the impact of ransomware on different systems.


This dataset is valuable for advancing malware analysis, specifically in understanding ransomware behavior, and for building robust defenses against increasingly sophisticated attacks.
DOI: 10.15468/dl.x344bg
title: Occurrence Download

description: A dataset containing 349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Eragrostis lappula Nees",
 "Continent is Africa"
 ]
}

 The dataset includes 349 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041020-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drd859
title: Occurrence Download

description: A dataset containing 3197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-122.354 31.92965,-111.7602 31.92965,-111.7602 35.42277,-122.354 35.42277,-122.354 31.92965))",
 "HasGeospatialIssue is false",
 "TaxonKey is Didelphis virginiana Kerr, 1792"
 ]
}

 The dataset includes 3197 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041021-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dcvuzs
title: Occurrence Download

description: A dataset containing 969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycia ursaria (Walker, 1860)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 969 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041024-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av4egv
title: Occurrence Download

description: A dataset containing 1111 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Aniba perutilis Hemsl.)"
 ]
}

 The dataset includes 1111 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041023-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3v26pv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oligocentria semirufescens Walker, 1865",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is one of (United States of America, Canada)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041025-240906103802322/datasets/export for details.
DOI: 10.15468/dl.nh6fmy
title: Occurrence Download

description: A dataset containing 55567 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Panicum maximum Nees, 1841, Paspalum distichum L., Cenchrus purpureus (Schumach.) Morrone, Cannabis sativa L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 55567 records from 1207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041022-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcqpda
title: Occurrence Download

description: A dataset containing 868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Eragrostis lehmanniana Nees",
 "Continent is Africa"
 ]
}

 The dataset includes 868 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041026-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmftsx
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schizodon vittatus (Valenciennes, 1850)"
 ]
}

 The dataset includes 225 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041027-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjbzcy
title: Occurrence Download

description: A dataset containing 5611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Canada",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-122.71378 49.01441,-106.31198 49.01441,-106.31198 54.54729,-122.71378 54.54729,-122.71378 49.01441))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Odocoileus hemionus (Rafinesque, 1817)",
 "Year 2014-2024"
 ]
}

 The dataset includes 5611 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041028-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhu4w8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycia ursaria (Walker, 1860)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is one of (United States of America, Canada)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041030-240906103802322/datasets/export for details.
DOI: 10.15468/dl.ghv97a
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oligonychus milleri (McGregor, 1950)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041031-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9j3p7sn
title: Wadeable stream habitat data integrated from multiple monitoring programs for the US from 2000-2022

description: Wadeable stream habitat data from four long-term monitoring programs (AIM, AREMP, NRSA, PIBO MP) were obtained, pre-processed, transformed, and combined using R code following the Stream Habitat Metrics Integration (SHMI) Data Exchange Standard. The dataset includes 26 stream habitat metrics collected between 2000 and 2022 across the United States at ~12,000 locations from ~19,000 data collection events for a total of ~200,000 measurements.

Measurements include reach characteristics (sampled reach length, channel gradient, sinuosity), channel dimensions (bankfull width and height, average bankfull width to depth ratio, mean thalweg depth, average wetted width), channel substrate particle sizes (percent fines, percent bedrock, fine sediment percentiles), pools (residual pool depth, pool tail fines), bank characterizations (angle), and water quality/chemistry (specific conductance, pH, specific conductance, turbidity, total nitrogen, total phosphorous).

The dataset consists of 4 csv files: 'RecordLevel.csv', 'Location.csv', 'Event.csv', and 'MeasurementOrFact.csv'. The 4 csv data tables may be linked in a database structure using the 'entity relationship diagram.jpg' or by linking the following: Join RecordLevel primary key 'datasetID' to Location foreign key 'datasetID'. Join Location primary key 'locationID to Event foreign key 'locationID'. Join Event primary key 'eventID' to MeasurementOrFact foreign key 'eventID'. An analysis-ready file ('AnalysisStreamHabitatMonitoringMetricDataset.csv') is also published for user conveinience.
DOI: 10.15468/dl.c796fc
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Eragrostis macilenta (A.Rich.) Steud.",
 "Continent is Africa"
 ]
}

 The dataset includes 94 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041032-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eat2p3
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Eragrostis membranacea Hack. ex Schinz",
 "Continent is Africa"
 ]
}

 The dataset includes 20 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041033-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fd6ybk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oligonychus milleri (McGregor, 1950)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is one of (United States of America, Canada)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041035-240906103802322/datasets/export for details.