cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.82cwjm
title: Occurrence Download

description: A dataset containing 603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nomada sexfasciata Panzer, 1799, Andrena nudigastroides Yasumatsu, 1935, Halictus submediterraneus (Pauly, 2015))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 603 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154167-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uyt6cw
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Conocimiento y conservación de las mamilarias endémicas del Valle de Tehuacán-Cuicatlán",
 "TaxonKey is Mammillaria solisioides Backeb."
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002503-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wppvwv
title: Occurrence Download

description: A dataset containing 790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Ciconia ciconia (Linnaeus, 1758)"
 ]
}

 The dataset includes 790 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165669-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxjmr6
title: Occurrence Download

description: A dataset containing 7437 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 (Cedrela odorata L.)"
 ]
}

 The dataset includes 7437 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0355847-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xd4grc
title: Occurrence Download

description: A dataset containing 11133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "CoordinateUncertaintyInMeters 1000.0-1000000.0",
 "TaxonKey is Phrynosoma Wiegmann, 1828",
 "Year 1999-2023"
 ]
}

 The dataset includes 11133 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014059-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6g9st
title: Occurrence Download

description: A dataset containing 1223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Inocybe splendens R.Heim, Lactarius aspideus (Fr.) Fr.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 1223 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0165705-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcjxpg
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Breynia racemosa (Blume) Müll.Arg., Breynia acuminata (Müll.Arg.) Müll.Arg.)"
 ]
}

 The dataset includes 97 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0140629-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu87fb
title: Occurrence Download

description: A dataset listing the 106 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((175.64244 -36.98141,175.75732 -37.03774,175.83575 -36.98804,175.84459 -36.92728,175.82028 -36.86432,175.76837 -36.83118,175.77058 -36.86874,175.74627 -36.84554,175.71314 -36.85659,175.73191 -36.89967,175.64244 -36.98141))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Arachnida, Insecta, Onychophora, Raphidophoridae, Athoracophoridae)"
 ]
}

 The dataset's 106 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008297-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afk4jy
title: Occurrence Download

description: A dataset listing the 3818 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inventarios de fauna y flora en los DRMIs Embalse Peñol - Guatapé y Cuenca Alta del Río Guatapé, Las Camelias y el área a declarar Cuenca de San Pedro"
 ]
}

 The dataset's 3818 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001702-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9df8a
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myzomela pulchella Salvadori, 1891"
 ]
}

 The dataset includes 41 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0380540-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ntmdy
title: Occurrence Download

description: A dataset containing 8748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Senna alata (L.) Roxb."
 ]
}

 The dataset includes 8748 records from 439 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016621-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gmj4k
title: Occurrence Download

description: A dataset containing 23011 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myiarchus swainsoni Cabanis & Heine, 1859"
 ]
}

 The dataset includes 23011 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0380561-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75hh5j
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypsugo lophurus (Thomas, 1915)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0353945-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72xtv8
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ambrosia trifida L."
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018748-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aspyvc
title: Occurrence Download

description: A dataset containing 348393 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-118.1159 33.74279,-118.08363 33.72803,-118.00295 33.79257,-118.00432 33.86948,-118.05273 33.89763,-118.08054 33.85162,-118.1159 33.74279))"
 ]
}

 The dataset includes 348393 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266024-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mfag8m
title: Occurrence Download

description: A dataset containing 4106756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Guatemala"
 ]
}

 The dataset includes 4106756 records from 1296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016611-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g28b4f
title: Occurrence Download

description: A dataset containing 337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Ramphocinclus brachyurus",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 337 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083086-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-52217
title: Redemption tidings, vol. 33, nos. 1-52, 4 Jan. - 25 Dec. 1957

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.me7axw
title: Occurrence Download

description: A dataset containing 595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cycethra verrucosa (Philippi, 1857)"
 ]
}

 The dataset includes 595 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002931-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.riqure
title: Occurrence Download

description: A dataset containing 33744 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arundo donax L."
 ]
}

 The dataset includes 33744 records from 399 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014693-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7sqvtn
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potentilla doubjonneana Cambess."
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093857-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-51675
title: Redemption tidings, vol. 33, nos. 1-52, 4 Jan. - 25 Dec. 1957

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.bkypgu
title: Occurrence Download

description: A dataset containing 1214183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crataegus L."
 ]
}

 The dataset includes 1214183 records from 1716 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0356207-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72jz6t
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schoenoplectiella praelongata (Poir.) Lye",
 "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 ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043664-250525065834625/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.28049660
title: Fig. 2 Images for JAnaP/IJOQ Analysis

description: Tight junction disruption is a hallmark of blood–brain barrier dysfunction. Thus, the quantification of tight junction integrity is important for understanding the mechanisms of BBB and CNS pathologies. Our comparison of two automated cell–cell junction analysis programs highlights the utility of both programs as a means of studying tight junction disruption in brain endothelial cells. Additionally, this study demonstrates the advantages of each program and suggests contexts in which one or the other may be more appropriate or beneficial. By evaluating the tools available for tight junction analysis, this study will promote further investigation of blood–brain barrier disruption and CNS disease.
DOI: 10.6084/m9.figshare.28049660.v1
title: Fig. 2 Images for JAnaP/IJOQ Analysis

description: Tight junction disruption is a hallmark of blood–brain barrier dysfunction. Thus, the quantification of tight junction integrity is important for understanding the mechanisms of BBB and CNS pathologies. Our comparison of two automated cell–cell junction analysis programs highlights the utility of both programs as a means of studying tight junction disruption in brain endothelial cells. Additionally, this study demonstrates the advantages of each program and suggests contexts in which one or the other may be more appropriate or beneficial. By evaluating the tools available for tight junction analysis, this study will promote further investigation of blood–brain barrier disruption and CNS disease.
DOI: 10.5281/zenodo.14713105
title: Data and analysis code for a meta-analysis on relative phycotoxin induction due to elevated N:P ratio or elevated grazing risk in Alexandrium dinoflagellates and Pseudo-nitzschia diatoms.

description: This repository contains the datasets and analysis code (+output) for the manuscript titled "Fear of grazing rivals the toxin induction effect of nitrogen enrichment in marine harmful algae— a meta-analysis", submitted for consideration as an Original Article in Biological Reviews and avaialble as preprint on bioRxiv: https://doi.org/10.1101/2025.03.07.642069
DOI: 10.15468/dl.rpp9fj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyclotella ocellata Pantocsek, 1901",
 "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 ((15.6372 -28.0032,16.2782 -28.5786,20.509 -28.5786,20.509 -24.0715,15.4933 -24.0715,15.4945 -24.1257,16.0509 -25.6631,15.6372 -28.0032))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043665-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5dqu5g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schoenoplectiella praelongata (Poir.) Lye",
 "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 ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043666-250525065834625/datasets/export for details.
DOI: 10.18738/t8/vm29rc
title: Summary Report on Reimers Ranch Trinity Aquifer Observation Wells, Western Travis County, Texas

description: This report details an amendment to the Hamilton Pool Source Water Protection Study in western Travis County, Texas, undertaken to address critical data gaps in the Middle and Lower Trinity Aquifers, the primary groundwater resources sustaining Hamilton Pool Preserve and Reimers Ranch Park. The study involved drilling and installing additional monitor wells, resulting in a network of four dedicated monitor wells. Baseline geologic samples (cuttings and core), geophysical logs, geochemical analyses, thin-section descriptions, and hydrogeologic data are presented for these wells with data provided in appendices.
DOI: 10.6084/m9.figshare.28378157.v3
title: ESM2_AMP

description: The feature files for all proteins in the dataset required for the protein-protein interaction prediction framework (i.e., ESM2 embeddings) and the weight files for the three main models.Pan_dataset_protein_features.npy contains the ESM2 embedding features of all proteins in the Pan_dataset; Bernett_dataset_protein_features.zip is a collection of ESM2 embedding features for all proteins in the Bernett dataset;<br>Multi_species_dataset_protein_features.zip is a collection of ESM2 embedding features for all proteins in the Multi_species_dataset;<br>real_test dataset.zip contains the features of all samples in the real_test dataset;<br>ESM2_AMPS.pth is the weight file for the ESM2_AMPS model (Trainning on Pan_dataset);<br>ESM2_AMP_CSE.pth is the weight file for the ESM2_AMP_CSE model;<br>ESM2_DPM.pth is the weight file for the ESM2_DPM model;ESM2_AMPS_B.pth is the weight file for the ESM2_AMPS model (Trainning on Bernett dataset);ESM2_GRU_B.pth is the weight file for the ESM2_GRU model (Trainning on Bernett dataset);<br>
DOI: 10.15468/dl.r5ma5u
title: Occurrence Download

description: A dataset containing 118507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pastinaca sativa L.",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2010"
 ]
}

 The dataset includes 118507 records from 645 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043655-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjepxq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyclotella ocellata Pantocsek, 1901",
 "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/0043667-250525065834625/datasets/export for details.
DOI: 10.15468/dl.hb4wqz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schoenoplectiella praelongata (Poir.) Lye",
 "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 ((27.1586 -33.5889,28.2048 -32.9007,25.5395 -32.9007,25.5395 -34.1098,25.6468 -34.1222,25.7787 -34.0734,25.7098 -33.9109,25.8639 -33.797,26.4806 -33.8473,27.1586 -33.5889))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043668-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15658623
title: ibIDS - A dataset of real-world network communication and user physical contextual data

description: This is a novel dataset that integrates both synthetic attack traces and real-world benign behaviour. Specifically, the malicious data is sourced from the widely referenced CIC-AndMal2017 dataset, while the benign data is collected through our in-situ data acquisition process using a real Android device.