cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.u2bfgb
title: Occurrence Download

description: A dataset containing 10744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium subterraneum L.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 10744 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009042-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fk29w
title: Occurrence Download

description: A dataset containing 168270 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 Cisticola fulvicapilla (Vieillot, 1817)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 168270 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065782-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29386604
title: Radoslaw Janusz Walkowiak - Expert Identification Card

description: (c) Radoslaw J. Walkowiak - Expert Identification Card / I cordially invite all interested parties to contact me and cooperate.
DOI: 10.6084/m9.figshare.29386604.v1
title: Radoslaw Janusz Walkowiak - Expert Identification Card

description: (c) Radoslaw J. Walkowiak - Expert Identification Card / I cordially invite all interested parties to contact me and cooperate.
DOI: 10.15468/dl.aqgvfd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria parasitica (W.Smith) Heiberg, 1863",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((15.4784 -23.4046,15.4933 -24.0715,20.509 -24.0715,20.509 -24.0455,20.0952 -23.5072,19.9968 -23.017,19.7843 -22.5405,19.1988 -21.8785,18.5972 -21.5447,17.8859 -21.3993,17.1626 -21.4805,16.5332 -21.7596,16.1257 -22.0882,15.8234 -22.4662,15.606 -22.8993,15.4784 -23.4046))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065792-250525065834625/datasets/export for details.
DOI: 10.15468/dl.8hp52m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria parasitica (W.Smith) Heiberg, 1863",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -28.5786,20.509 -28.5786,20.509 -32.9007,25.5395 -32.9007,25.5395 -28.5786))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065793-250525065834625/datasets/export for details.
DOI: 10.15468/dl.9vgqm6
title: Occurrence Download

description: A dataset containing 6808 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 Cisticola galactotes (Temminck, 1821)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 6808 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065794-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96tct7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria parasitica (W.Smith) Heiberg, 1863",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065795-250525065834625/datasets/export for details.
DOI: 10.34943/884ba3f8-0030-44dd-a10e-1e1f0eb2f2d1
title: Tsawwassen - Duke Point Ferry Route Turbidity, Chlorophyll and Fluorescence Deployed 2024-08-01

description: The WET Labs ECO Triplet BBFL2 1285 was deployed on 2024-08-01 on Tsawwassen - Duke Point Ferry Route. This ferry route goes between Tsawwassen terminal in Vancouver, BC and the Duke Point terminal, Nanaimo BC. This device is a Turbidity, Chlorophyll and Fluorescence. Turbidity, chlorophyll and fluorescence instruments detect light scattered by particles suspended in water, generating an output voltage proportional to turbidity or suspended solids. Scaling factors are used to convert the voltage readings to values representing chlorophyll concentration and turbidity. It was deployed on a mobile platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/4470d7e0-49a1-4ea5-9a95-5131aa18b600
title: Tsawwassen - Swartz Bay Ferry Route Turbidity, Chlorophyll and Fluorescence Deployed 2024-07-26

description: The WET Labs ECO Triplet BBFL2 1053 was deployed on 2024-07-26 on Tsawwassen - Swartz Bay Ferry Route. This ferry route goes between Tsawwassen terminal in Vancouver, BC and the Swartz Bay terminal, Victoria BC. This device is a Turbidity, Chlorophyll and Fluorescence. Turbidity, chlorophyll and fluorescence instruments detect light scattered by particles suspended in water, generating an output voltage proportional to turbidity or suspended solids. Scaling factors are used to convert the voltage readings to values representing chlorophyll concentration and turbidity. It was deployed on a mobile platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/a6cade0b-2f5d-4081-9d1c-4c3f9640d48b
title: Tsawwassen - Swartz Bay Ferry Route Turbidity, Chlorophyll and Fluorescence Deployed 2024-07-26

description: The WET Labs ECO Triplet BBFL2 1053 was deployed on 2024-07-26 on Tsawwassen - Swartz Bay Ferry Route. This ferry route goes between Tsawwassen terminal in Vancouver, BC and the Swartz Bay terminal, Victoria BC. This device is a Turbidity, Chlorophyll and Fluorescence. Turbidity, chlorophyll and fluorescence instruments detect light scattered by particles suspended in water, generating an output voltage proportional to turbidity or suspended solids. Scaling factors are used to convert the voltage readings to values representing chlorophyll concentration and turbidity. It was deployed on a mobile platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.15468/dl.a37cfw
title: Occurrence Download

description: A dataset containing 948 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 Cisticola guinea Lynes, 1930",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 948 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065796-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/5m3n-6r51
title: Data from paper "The Calibration of Short Wavelength Polycyclic Aromatic Hydrocarbon Emission as Star Formation Rate Indicators with JWST"
DOI: 10.15468/dl.kba2zf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria parasitica (W.Smith) Heiberg, 1863",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065798-250525065834625/datasets/export for details.
DOI: 10.15468/dl.vgqr4y
title: Occurrence Download

description: A dataset containing 132642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Issue is one of (Coordinate rounded, Continent derived from country, Continent derived from coordinates, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, Elevation min max swapped)",
 "OccurrenceStatus is Present",
 "TaxonKey is Cathartes burrovianus Cassin, 1845",
 "Year 1970-2025"
 ]
}

 The dataset includes 132642 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065788-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evbtxx
title: Occurrence Download

description: A dataset containing 1419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "DatasetKey is one of (Pl@ntNet automatically identified occurrences, iNaturalist Research-grade Observations, Wikiplantbase #Sardegna, Pl@ntNet observations, Wikiplantbase #Liguria, Wikiplantbase #Toscana, Wikiplantbase Sicilia, Observation.org, Nature data from around the World, NABU|naturgucker, Herbario de la Universidad de Sevilla)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chamaerops humilis L."
 ]
}

 The dataset includes 1419 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065800-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ezvp7m
title: Occurrence Download

description: A dataset containing 5723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Retama raetam (Forssk.) Webb & Berthel."
 ]
}

 The dataset includes 5723 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065799-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15502556
title: HoneyMal-VirusTotal

description: This dataset was collected from a honeypot server designed to capture and record malicious network traffic. The honeypot actively interacts with potential attackers, logging the details of incoming network traffic and generating data from various attack attempts. The dataset comprises 100 rows and 12 feature columns, with each entry representing a unique network interaction captured by the honeypot.

Data Collection and Integration with VirusTotal:

The data collection process involved monitoring and recording network traffic from the honeypot, including both benign and malicious interactions. Each network connection was logged with essential features such as source and destination IP addresses, ports, hash values, and data content.

To enhance the accuracy of malicious traffic classification, the dataset was integrated with VirusTotal's API. Each IP address present in the dataset was checked against VirusTotal's threat intelligence to label it as either "malicious" or "benign." The VirusTotal analysis provided additional context for classification by identifying whether any associated files, IP addresses, or URLs were flagged by multiple antivirus engines. This integration helps ensure that the dataset contains accurately labeled examples of malicious and benign network traffic.

Dataset Features:

The dataset contains 100 rows and 12 columns of data, with the following features:





Protocol: The network protocol used in the connection (e.g., TCP, UDP).




Remote IP: The IP address of the external system initiating the connection.




Remote Port: The port number on the remote system used for the connection.




Local IP: The IP address of the honeypot system receiving the connection.




Local Port: The port number on the honeypot system accepting the connection.




MD5 Hash: The MD5 hash of the data packet, used for identifying files or data blocks in the network traffic.




SHA512 Hash: The SHA512 hash of the data packet, providing a cryptographic fingerprint for integrity checking.




Length: The length of the data packet.




Data Hex: The hexadecimal representation of the packet’s data, used for analyzing the contents of network traffic.




Class_with_IP: The classification label indicating whether the source IP address is deemed malicious or benign, based on VirusTotal analysis.



Classification and Labeling:

The Class_with_IP column contains the classification label for each entry, which was determined by integrating VirusTotal’s analysis of the remote IP address. If the IP address was flagged as malicious by one or more antivirus engines in VirusTotal, it was labeled as "malicious"; otherwise, it was classified as "benign." This classification process ensures that the dataset is ready for use in machine learning models for malware detection or network traffic analysis.
DOI: 10.5281/zenodo.15723910
title: HoneyMal-VirusTotal

description: This dataset was collected from a honeypot server designed to capture and record malicious network traffic. The honeypot actively interacts with potential attackers, logging the details of incoming network traffic and generating data from various attack attempts. The dataset comprises 100 rows and 12 feature columns, with each entry representing a unique network interaction captured by the honeypot.

Data Collection and Integration with VirusTotal:

The data collection process involved monitoring and recording network traffic from the honeypot, including both benign and malicious interactions. Each network connection was logged with essential features such as source and destination IP addresses, ports, hash values, and data content.

To enhance the accuracy of malicious traffic classification, the dataset was integrated with VirusTotal's API. Each IP address present in the dataset was checked against VirusTotal's threat intelligence to label it as either "malicious" or "benign." The VirusTotal analysis provided additional context for classification by identifying whether any associated files, IP addresses, or URLs were flagged by multiple antivirus engines. This integration helps ensure that the dataset contains accurately labeled examples of malicious and benign network traffic.

Dataset Features:

The dataset contains 100 rows and 12 columns of data, with the following features:





Protocol: The network protocol used in the connection (e.g., TCP, UDP).




Remote IP: The IP address of the external system initiating the connection.




Remote Port: The port number on the remote system used for the connection.




Local IP: The IP address of the honeypot system receiving the connection.




Local Port: The port number on the honeypot system accepting the connection.




MD5 Hash: The MD5 hash of the data packet, used for identifying files or data blocks in the network traffic.




SHA512 Hash: The SHA512 hash of the data packet, providing a cryptographic fingerprint for integrity checking.




Length: The length of the data packet.




Data Hex: The hexadecimal representation of the packet’s data, used for analyzing the contents of network traffic.




Class_with_IP: The classification label indicating whether the source IP address is deemed malicious or benign, based on VirusTotal analysis.



Classification and Labeling:

The Class_with_IP column contains the classification label for each entry, which was determined by integrating VirusTotal’s analysis of the remote IP address. If the IP address was flagged as malicious by one or more antivirus engines in VirusTotal, it was labeled as "malicious"; otherwise, it was classified as "benign." This classification process ensures that the dataset is ready for use in machine learning models for malware detection or network traffic analysis.
DOI: 10.15468/dl.dzugwa
title: Occurrence Download

description: A dataset containing 1853 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 Cisticola haematocephalus Cabanis, 1868",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1853 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065804-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxftk5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria parasitica (W.Smith) Heiberg, 1863",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065802-250525065834625/datasets/export for details.
DOI: 10.15468/dl.j5m2wf
title: Occurrence Download

description: A dataset containing 5723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Retama raetam (Forssk.) Webb & Berthel."
 ]
}

 The dataset includes 5723 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065803-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exk9hm
title: Occurrence Download

description: A dataset containing 6596 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 Cisticola hunteri Shelley, 1889",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 6596 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065805-250525065834625/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/12260800
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.kj5jx8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria parasitica (W.Smith) Heiberg, 1863",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.2855 -34.7533,20.509 -34.5676,20.509 -32.9007,17.7723 -32.9007,17.8156 -33.0786,18.3471 -33.7176,18.3748 -33.8287,18.2181 -34.0492,18.3197 -34.3408,18.4452 -34.429,18.5435 -34.4213,18.5872 -34.3667,18.5363 -34.167,18.7345 -34.1508,18.7216 -34.3637,18.7808 -34.4521,19.0289 -34.4206,19.0831 -34.4835,19.2655 -34.5017,19.2032 -34.6157,19.2394 -34.6926,19.375 -34.6963,19.6091 -34.8524,19.8251 -34.8396,19.9798 -34.9064,20.1081 -34.8731,20.1517 -34.7847,20.2855 -34.7533))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065806-250525065834625/datasets/export for details.
DOI: 10.15468/dl.5a3zsb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria parasitica (W.Smith) Heiberg, 1863",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065808-250525065834625/datasets/export for details.
DOI: 10.15468/dl.mehps9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragilaria parasitica (W.Smith) Heiberg, 1863",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065812-250525065834625/datasets/export for details.
DOI: 10.15468/dl.tst2za
title: Occurrence Download

description: A dataset containing 5463828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Country derived from coordinates, Continent derived from coordinates, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, Elevation min max swapped)",
 "OccurrenceStatus is Present",
 "TaxonKey is Coragyps atratus (Bechstein, 1793)",
 "Year 1970-2025"
 ]
}

 The dataset includes 5463828 records from 342 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065791-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.