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

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea maroccana Ball"
 ]
}

 The dataset includes 228 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092409-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsfdhr
title: Occurrence Download

description: A dataset containing 1758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Costus pulverulentus C.Presl"
 ]
}

 The dataset includes 1758 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009504-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wphpbr
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Liolaemus valdesianus Hellmich, 1950"
 ]
}

 The dataset includes 56 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092345-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11095700
title: Android Malware Dataset with VirusTotal Labels

description: This dataset contains labels of 2.47 million Android apk hashes extracted from VirusTotal reports.

The dataset was used in the experiments of our publication titled An Analysis of Android Malware Classification ServicesThe csv of the labels that was extracted from the VirusTotal reports is provided in labeling_dataset.csv.gz . A cell's value of -1 is used whenever there was no result from theengine for the given apk file hash value. The column names are provided in cols_labeling_dataset.csv.

Note

-1 is a string and not an integer

If you use information from this repo, please cite our paper

Rashed M, Suarez-Tangil G. An Analysis of Android Malware Classification Services. Sensors. 2021; 21(16):5671. https://doi.org/10.3390/s21165671

BibTeX

@Article{s21165671,AUTHOR = {Rashed, Mohammed and Suarez-Tangil, Guillermo},TITLE = {An Analysis of Android Malware Classification Services},JOURNAL = {Sensors},VOLUME = {21},YEAR = {2021},NUMBER = {16},ARTICLE-NUMBER = {5671},URL = {https://www.mdpi.com/1424-8220/21/16/5671},\ISSN = {1424-8220},DOI = {10.3390/s21165671}}

Required Software

gzip



Debian-based Linux: you may install it using the following command apt-get install gzip

MacOS: gzip is pre-installed

Windows: you may download gzip from http://gnuwin32.sourceforge.net/packages/gzip.htm


How to use the file?

There are two ways to use the file:



Extract the gzip file and then you will have a csv output file. For that you need to install gzip and then extracting .csv.gz. The user may use the command gunzip labelingDataset.csv.gz

Extract information from the zipped file directly (following the same logic of AndroZoo's csv):To extract the first column and save to a file called list_of_selected_sha256, run the following command:zcat labelingDataset.csv.gz | cut -d',' -f1 > list_of_selected_sha256To obtain rows of apk hashes that were first seen after the 1st of May, 2016, run this command:zcat labeling_dataset.csv.gz | grep -v ',snaggamea' | awk -F, '{if ( $2 >= "2016-05" ) {print} }'
DOI: 10.15468/dl.pact25
title: Occurrence Download

description: A dataset containing 2929 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaerhodos Bunge"
 ]
}

 The dataset includes 2929 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0210763-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11095699
title: Android Malware Dataset with VirusTotal Labels

description: This dataset contains labels of 2.47 million Android apk hashes extracted from VirusTotal reports.

The dataset was used in the experiments of our publication titled An Analysis of Android Malware Classification ServicesThe csv of the labels that was extracted from the VirusTotal reports is provided in labeling_dataset.csv.gz . A cell's value of -1 is used whenever there was no result from theengine for the given apk file hash value. The column names are provided in cols_labeling_dataset.csv.

Note

-1 is a string and not an integer

If you use information from this repo, please cite our paper

Rashed M, Suarez-Tangil G. An Analysis of Android Malware Classification Services. Sensors. 2021; 21(16):5671. https://doi.org/10.3390/s21165671

BibTeX

@Article{s21165671,AUTHOR = {Rashed, Mohammed and Suarez-Tangil, Guillermo},TITLE = {An Analysis of Android Malware Classification Services},JOURNAL = {Sensors},VOLUME = {21},YEAR = {2021},NUMBER = {16},ARTICLE-NUMBER = {5671},URL = {https://www.mdpi.com/1424-8220/21/16/5671},\ISSN = {1424-8220},DOI = {10.3390/s21165671}}

Required Software

gzip



Debian-based Linux: you may install it using the following command apt-get install gzip

MacOS: gzip is pre-installed

Windows: you may download gzip from http://gnuwin32.sourceforge.net/packages/gzip.htm


How to use the file?

There are two ways to use the file:



Extract the gzip file and then you will have a csv output file. For that you need to install gzip and then extracting .csv.gz. The user may use the command gunzip labelingDataset.csv.gz

Extract information from the zipped file directly (following the same logic of AndroZoo's csv):To extract the first column and save to a file called list_of_selected_sha256, run the following command:zcat labelingDataset.csv.gz | cut -d',' -f1 > list_of_selected_sha256To obtain rows of apk hashes that were first seen after the 1st of May, 2016, run this command:zcat labeling_dataset.csv.gz | grep -v ',snaggamea' | awk -F, '{if ( $2 >= "2016-05" ) {print} }'
DOI: 10.15468/dl.qazbm2
title: Occurrence Download

description: A dataset containing 204442490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 2000-2023"
 ]
}

 The dataset includes 204442490 records from 9594 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013546-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mus8zc
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cephalothrix filiformis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 47 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012432-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hx3uuk
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum arenarium",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 131 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012435-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21947/2305462
title: RHOD Site - PNNL Surface Flux Station at 4m / Raw Data

description: This dataset contains raw time series of fast response wind and virtual sonic temperature data (nominal 20Hz) for calculation of the turbulent fluxes; measured at 4 mAGL.
DOI: 10.5281/zenodo.17148424
title: Feathers, Hair, and Beaks: A Hypothesis on the Evolution of Lightweight Structures in Birds
DOI: 10.5281/zenodo.17148425
title: Feathers, Hair, and Beaks: A Hypothesis on the Evolution of Lightweight Structures in Birds
DOI: 10.15468/dl.vxa2ax
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012433-250914085247600/datasets/export for details.
DOI: 10.15468/dl.9wemuk
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum arenarium",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012434-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hx2bvd
title: Occurrence Download

description: A dataset containing 138710 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-64.6229 -28.18907,-62.31621 -29.00973,-61.77276 -27.75703,-62.00303 -26.84514,-64.66501 -27.62808,-64.6229 -28.18907))"
 ]
}

 The dataset includes 138710 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012375-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7he6v
title: Occurrence Download

description: A dataset containing 583447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is one of (COL.7_2, COL.7.8_2)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Amphibia, Aves, Reptilia, Reptilia, Reptilia, Mammalia)"
 ]
}

 The dataset includes 583447 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012376-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21947/2305485
title: RHOD Site - PNNL Surface Flux Station at 4m / Reviewed Data

description: This dataset contains preliminary processed turbulent fluxes and relevant statistics; 30-minute estimates
DOI: 10.15468/dl.637784
title: Occurrence Download

description: A dataset containing 1003 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenostigma eriostachys",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1003 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012436-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.px7pyj
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum arenarium",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012438-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6f4wt6
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum arenarium",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 234 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012439-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gj6am5
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012437-250914085247600/datasets/export for details.
DOI: 10.21947/2228951
title:  CACO Site - PNNL Surface Flux Station at 4m / Derived Data

description: This dataset contains a compilation of 30-minute estimates of preliminary processed turbulent fluxes for one day.
DOI: 10.15468/dl.k3a4hp
title: Occurrence Download

description: A dataset containing 591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-171.93304 -64.62985,-44.68292 -64.62985,-44.68292 70.39029,-171.93304 70.39029,-171.93304 -64.62985))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hippocampus ingens"
 ]
}

 The dataset includes 591 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012441-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21947/2307824
title: RHOD Site - PNNL Surface Flux Station at 4m / Derived Data

description: This dataset contains a compilation of 30-minute estimates of preliminary processed turbulent fluxes for one day.
DOI: 10.15468/dl.juq4ty
title: Occurrence Download

description: A dataset containing 50423204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "MediaType is Image",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 50423204 records from 681 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012401-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmkte3
title: Occurrence Download

description: A dataset containing 676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenostigma gaumeri",
 "HasCoordinate is true"
 ]
}

 The dataset includes 676 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012442-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21947/2228949
title: CACO Site - PNNL Surface Flux Station at 4m / Reviewed Data

description: This dataset contains 30-minute estimates of preliminary processed turbulent fluxes and relevant statistics.
DOI: 10.15468/dl.b35uy5
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum arenarium",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 100 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012443-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpzc2u
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum arenarium",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012444-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21947/2228947
title: CACO Site - PNNL Surface Flux Station at 4m / Raw Data

description: This dataset contains raw time series of fast response wind and virtual sonic temperature data (nominal 20Hz) for calculation of the turbulent fluxes; measured at 4 mAGL.
DOI: 10.21947/2375595
title: CACO Site - PNNL Surface Flux Station at 10m / Reviewed Data Reformatted

description: This dataset contains standardized 30-minute estimates of preliminary processed turbulent fluxes and relevant statistics.
DOI: 10.15468/dl.2mbfpq
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloroleucon extortum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 65 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012446-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57830/2311297
title: IMD Water Quality Portal Archive (May 2025)

description: Backups of all Inventory and Monitoring Network discrete water quality data uploaded to the EPA Water Quality Exchange/STORET (v. 2.0) as of May 2025.
DOI: 10.21947/2375596
title: CACO Site - PNNL Surface Flux Station at 4m / Reviewed Data Reformatted

description: This dataset contains standardized 30-minute estimates of preliminary processed turbulent fluxes and relevant statistics.
DOI: 10.15468/dl.pure83
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012447-250914085247600/datasets/export for details.
DOI: 10.15468/dl.679hwe
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012449-250914085247600/datasets/export for details.
DOI: 10.15468/dl.wswyvq
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012448-250914085247600/datasets/export for details.
DOI: 10.5519/qd.0ij0lot2
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (442 records)
DOI: 10.15468/dl.etrv6e
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Brazil, Colombia, Ecuador, Peru)",
 "Geometry POLYGON((-78.83115 -3.22784,-78.16896 -5.33466,-77.21039 -5.69747,-75.64916 -6.62002,-72.81055 -7.61353,-67.84298 -7.4716,-62.0948 -6.40712,-58.97233 -5.27168,-59.25619 -2.22017,-63.01735 -1.86535,-65.3592 1.18616,-67.34623 4.52152,-72.66944 4.71554,-75.24305 2.94069,-77.32492 0.84604,-78.83115 -3.22784))",
 "HasCoordinate is true",
 "TaxonKey is one of (Cyclopes, Cyclopes ida)"
 ]
}

 The dataset includes 67 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012452-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yf3kjq
title: Occurrence Download

description: A dataset containing 9352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloroleucon mangense",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9352 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012451-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a26fuh
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus recurvus"
 ]
}

 The dataset includes 92 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012453-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnf2qb
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "TaxonKey is Colletotrichum acutatum",
 "Year 1990-2025"
 ]
}

 The dataset includes 262 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012454-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs3e5k
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygonum cognatum",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012455-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwwdb2
title: Occurrence Download

description: A dataset containing 9369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-114.3287 50.88894,-113.83054 50.88894,-113.83258 51.20391,-113.92515 51.20533,-114.31651 51.21131,-114.3287 50.88894))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 2015-2025"
 ]
}

 The dataset includes 9369 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012456-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17148134
title: OSIRIS Level 2 Data Products

description: OSIRIS spectra of limb scattered sunlight are used to retrieve vertical profiles of stratospheric aerosol, ozone, nitrogen dioxide, and temperature. Each .zip archive contains the monthly files for one of the four products.
DOI: 10.5281/zenodo.17148135
title: OSIRIS Level 2 Data Products

description: OSIRIS spectra of limb scattered sunlight are used to retrieve vertical profiles of stratospheric aerosol, ozone, nitrogen dioxide, and temperature. Each .zip archive contains the monthly files for one of the four products.
DOI: 10.15468/dl.z6bcba
title: Occurrence Download

description: A dataset containing 51308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Aves",
 "StateProvince is California",
 "Year is one of (2016)"
 ]
}

 The dataset includes 51308 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012445-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.