cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zq7f99
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chrysomyxa empetri (Pers.) J.Schröt.",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 239 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104965-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p76ved
title: Occurrence Download

description: A dataset containing 13922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.09766 0.21093,-82.44141 -43.52944,-80.1914 -59.85365,-35.19141 -54.53129,-28.16016 4.42528,-68.94141 16.56881,-77.66016 14.94478,-86.09766 0.21093))",
 "HasCoordinate is true",
 "TaxonKey is Momotus momota (Linnaeus, 1766)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13922 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054661-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-65882
title: Redemption tidings, vol. 46, nos. 1-53, 1 Jan. - 31 Dec. 1970

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.kcxfwp
title: Occurrence Download

description: A dataset containing 2395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus longispinus (Hack.) Fernald",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2395 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098458-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6kyd9
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoradendron olae Kuijt"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075685-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-65898
title: Redemption tidings, vol. 46, nos. 1-53, 1 Jan. - 31 Dec. 1970

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.zndp73
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Yellow fever virus"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054657-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m9pf55
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sitona hispidulus (Fabricius, 1777)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225843-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-65956
title: Redemption tidings, vol. 46, nos. 1-53, 1 Jan. - 31 Dec. 1970

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.evfktt
title: Occurrence Download

description: A dataset containing 292 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acanthoderes funeraria Bates, 1861"
 ]
}

 The dataset includes 292 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075693-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dr5hdg
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-107.60234 -21.93503,-40.39766 -21.93503,-40.39766 4.93503,-107.60234 4.93503,-107.60234 -21.93503))",
 "HasCoordinate is true",
 "TaxonKey is Gnaphalium dombeyanum DC.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 105 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004222-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-66528
title: Redemption tidings, vol. 47, nos. 1-46, 7 Jan. - 30 Dec. 1971

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.q28g2h
title: Occurrence Download

description: A dataset containing 964 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclocardia astartoides (E.von Martens, 1878)"
 ]
}

 The dataset includes 964 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105829-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aztmbf
title: Occurrence Download

description: A dataset containing 2972 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cicinnurus regius (Linnaeus, 1758)"
 ]
}

 The dataset includes 2972 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003946-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c9npqx
title: Occurrence Download

description: A dataset containing 4452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 4452 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004221-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-66562
title: Redemption tidings, vol. 47, nos. 1-46, 7 Jan. - 30 Dec. 1971

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.yc9tn3
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-87.8099409999999949 41.7551147000000000, -87.8099409999999949 41.7565766900000028, -87.8099409999999949 41.7576539499999981, -87.8099409999999949 41.7590390000000014, -87.8099409999999949 41.7601162599999967, -87.8099409999999949 41.7616551999999999, -87.8099409999999949 41.7628094000000019, -87.8082490700000022 41.7628094000000019, -87.8070955200000043 41.7628094000000019, -87.8057112500000017 41.7628094000000019, -87.8040193700000060 41.7628094000000019, -87.8016353499999980 41.7628094000000019, -87.8003279899999995 41.7628094000000019, -87.7990206300000011 41.7628094000000019, -87.7974825499999980 41.7628094000000019, -87.7952523000000014 41.7628094000000019, -87.7952523000000014 41.7617321399999994, -87.7952523000000014 41.7602701499999966, -87.7952523000000014 41.7586542600000001, -87.7952523000000014 41.7571153199999969, -87.7952523000000014 41.7560380600000016, -87.7952523000000014 41.7551147000000000, -87.7961751899999996 41.7551147000000000, -87.7982515900000067 41.7551147000000000, -87.7999434700000023 41.7551147000000000, -87.8018660599999947 41.7551147000000000, -87.8032503299999973 41.7551147000000000, -87.8052498299999939 41.7551147000000000, -87.8065571900000066 41.7551147000000000, -87.8077107499999983 41.7551147000000000, -87.8099409999999949 41.7551147000000000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086968-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-66584
title: Redemption tidings, vol. 47, nos. 1-46, 7 Jan. - 30 Dec. 1971

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.k26xeq
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoradendron planiphyllum Kuijt"
 ]
}

 The dataset includes 512 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075730-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsb6gs
title: Occurrence Download

description: A dataset containing 165246 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 {
 "or" : [
 "Country is Kenya",
 "Country is Tanzania, United Republic of",
 "Country is Ethiopia",
 "Country is Botswana",
 "Country is Uganda",
 "Country is Lesotho",
 "Country is Eswatini",
 "Country is Namibia",
 "Country is Nigeria",
 "Country is Madagascar",
 "Country is Benin",
 "Country is South Africa"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Threskiornis aethiopicus (Latham, 1790)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 165246 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046642-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sg4sau
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Enhydrosoma curticauda Boeck, 1873"
 ]
}

 The dataset includes 114 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118465-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-66558
title: Redemption tidings, vol. 47, nos. 1-46, 7 Jan. - 30 Dec. 1971

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.a29fre
title: Occurrence Download

description: A dataset containing 925910 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycopodiopsida"
 ]
}

 The dataset includes 925910 records from 1299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040973-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3vxyx
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tanzania, United Republic of",
 "TaxonKey is Anostraca"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0317826-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cjca3
title: Occurrence Download

description: A dataset containing 3312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is e88c96a3-5884-4e51-a580-e417ca4c9eed",
 "TaxonKey is Accipitriformes"
 ]
}

 The dataset includes 3312 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0328239-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgmem9
title: Occurrence Download

description: A dataset containing 4561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Arremonops chloronotus (Salvin, 1861)",
 "TaxonKey is Arremonops chloronotus twomeyi Monroe, 1963",
 "TaxonKey is Arremonops chloronotus chloronotus"
 ]
 }
 ]
}

 The dataset includes 4561 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256582-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtxnmt
title: Occurrence Download

description: A dataset containing 1814408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pinus L."
 ]
}

 The dataset includes 1814408 records from 1367 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038812-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65n6s6
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Myrmecophaga tridactyla Linnaeus, 1758"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040318-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qdput
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pterostichus isumiensis Kasahara & Saito, 1997",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209759-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4nuii
title: Occurrence Download

description: A dataset containing 71134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 {
 "or" : [
 "Month is August",
 "Month is September",
 "Month is October"
 ]
 },
 "Year 2007-2019",
 "TaxonKey is Lepidoptera"
 ]
}

 The dataset includes 71134 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011676-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xv8zkx
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Insecta of Costa Rica (INBio)",
 "TaxonKey is Disersus uncus Spangler & Santiago, 1982"
 ]
}

 The dataset includes 49 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005813-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc2axd
title: Occurrence Download

description: A dataset containing 6817551 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odonata"
 ]
}

 The dataset includes 6817551 records from 2059 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0317822-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10671494
title: NCSRD-DS-5GDDoS: 5G Radio and Core metrics containing sporadic DDoS attacks

description: NCSRD-DS-5GDDoS is a comprehensive dataset recorded in a real-world 5G testbed that aligns with the 3GPP specifications. The dataset captures Distributed Denial of Service (DDoS) attacks initiated by malicious connected UEs. 

The setup comprises of 2 cells with a total of 9 UEs connected to the same core network. The 5G network is implemented by the Amarisoft Callbox Mini solution, and we further employ a second cell using the Amarisoft Classic, that also hosts the 5G core.

The setup utilizes a broad set of UE devices comprising a set of smart phones (Huawei P40), microcomputers (Raspberry Pi 4 - Waveshare 5G Hat M2), industrial 5G routers (Industrial Waveshare 5G Router), a WiFi-6 mobile hotspot (DWR-2101 5G Wi-Fi 6 Mobile Hotspot) and a CPE box (Waveshare 5G CPE Box). All UEs are being operated by subsidiary hosts which are responsible for the traffic generation, occurring from scheduled communications times.

All identifiers are artificially generated and do not represent or based on personal data. We identify each UE through its ‘imeisv’ ID, that corresponds to the device in use, due to vendor implementation, that uses the same IMSI for all UEs.

There are 8 attacker UEs in the testbed and 1 benign user with imeisv = 8609960480666910. The benign user streams YouTube traffic, while the malicious users are performing two DDoS attacks (UDP floods using hping3); the first attack takes place on 24-01-2024 between 14:48:30-14:58:30 and the second one on 25-01-2014 between 14:05:00-14:10:00. Throughout the recording session, handover events also take place.

The dataset is recorded through the use of a data collector that interfaces with the 5G network and gathers data regarding UEs, gNBs and the Core Network. The data are recorded in an InfluxdB and pre-processed into three separate tabular .csv files for more efficient processing: “amari_ue_data.csv”, “enb_counters.csv” and “mme_counters.csv”. 

The ”amari_ue_data.csv” consists of 56 features, providing information on the UEs regarding identification (“imeisv”, “5g_tmsi”, “rnti”), IP addressing, bearer information, cell information (“tac”, “ran_plmn”), and cell information (“cell_X_ul_bitrate”, “cell_X_dl_bitrate”, “cell_id”, retransmissions per user per cell “cell_X_ul_retx” as well as aggregated bit rates for each cell).

The ”enb_counters.csv” focuses on cell-level information, providing downlink and uplink bitrates, usage ratio per user, cpu load of the gNB. 

The “mme_counters.csv” provides information on the Non-Access Stratum (NAS) of the 5G Network and focuses on session status reports (e.g., number of PDU session establishments, paging, context setup. This part gives an overview of the connection management throughout the recording session, and provides information on features suggested by 3GPP for abnormal user behaviour, as we summarized in Table II of this work.

A description of the majority of features below can be found in https://tech-academy.amarisoft.com/

See README.TXT for the list of features in each file.
DOI: 10.15468/dl.k3nb7k
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Synalpheus coutierei A.H.Banner, 1953"
 ]
}

 The dataset includes 88 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133230-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wx3vro
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lemnaceae"
 ]
}

 The dataset includes 132 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004894-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c786zy
title: Occurrence Download

description: A dataset containing 42251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-91.33928 14.28617,-91.44608 14.01601,-91.02816 13.88982,-90.94457 14.16013,-91.33928 14.28617))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42251 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004743-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbwcc2
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ctenopharyngodon Steindachner, 1866",
 "Country is Canada",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 2 records were derived from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078975-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmsum5
title: Occurrence Download

description: A dataset containing 3550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Casuarius casuarius (Linnaeus, 1758)"
 ]
}

 The dataset includes 3550 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004894-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a286u3
title: Occurrence Download

description: A dataset containing 5454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is THA.3_1",
 "TaxonKey is Anastomus oscitans (Boddaert, 1783)"
 ]
}

 The dataset includes 5454 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042046-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.afybsr
title: Occurrence Download

description: A dataset containing 7185 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversidad asociada a la mina de explotación y producción de Ferroníquel Cerro Matoso S.A."
 ]
}

 The dataset includes 7185 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051519-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7up3v
title: Occurrence Download

description: A dataset containing 25684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rallidae",
 "Country is Mexico"
 ]
}

 The dataset includes 25684 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004895-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.