LANDER:IoT Detections-20130528 From Predict README version: 12171, last modified: 2021-11-30. This file describes the trace dataset "IoT_Detections-20130528" provided by the LANDER project. Contents • 1 LANDER Metadata • 2 Dataset Contents • 3 Citation • 4 Results Using This Dataset • 5 User Annotations LANDER Metadata ┌───────────────────────────┬──────────────────────────────────────────────────────────────────────────────────────────┐ │ dataSetName │ IoT_Detections-20130528 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ status │ usc-web-and-predict │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ shortDesc │ IoT detection results based on certificates and DNS │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ longDesc │ This dataset contains two sets of Internet-wide IoT detection results: DNS-based and │ │ │ certificate-based results. DNS-based results show deployment of 23 types of IoT devices │ │ │ at AS level (ASN and DNS-recursive IP where IoT devices get detected) from 2013 to 2018. │ │ │ Certificate-based result shows detection of 254k IP cameras and network video recorders │ │ │ from 199 countries around the world on 2017-07-26. │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ datasetClass │ Restricted │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ commercialAllowed │ true │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ requestReviewRequired │ true │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ productReviewRequired │ false │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ ongoingMeasurement │ false │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ submissionMethod │ Upload │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ collectionStartDate │ 2013-05-28 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ collectionStartTime │ 00:00:00 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ collectionEndDate │ 2018-04-10 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ collectionEndTime │ 00:00:00 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ availabilityStartDate │ 2021-08-12 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ availabilityStartTime │ 00:00:00 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ availabilityEndDate │ 2030-01-01 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ availabilityEndTime │ 00:00:00 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ anonymization │ none │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ archivingAllowed │ false │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ keywords │ category:internet-topology-data, subcategory:phase1-internet-census-and-survey-data, │ │ │ IoT, detection, DNS │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ format │ text │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ access │ https │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ hostName │ USC-LANDER │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ providerName │ USC │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ groupingId │ internet address surveys │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ groupingSummaryFlag │ false │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ retrievalInstructions │ download │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ byteSize │ 17825792 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ expirationDays │ 14 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ uncompressedSize │ 17121847 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ impactDoi │ │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ useAgreement │ dua-ni-160816 │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ irbRequired │ false │ ├───────────────────────────┼──────────────────────────────────────────────────────────────────────────────────────────┤ │ privateAccessInstructions │ See https://ant.isi.edu/datasets/#getting-datasets for information on obtaining this │ │ │ dataset. │ │ │ See │ └───────────────────────────┴──────────────────────────────────────────────────────────────────────────────────────────┘ Dataset Contents This dataset contains two sets of Internet-wide IoT detection results: DNS-based and certificate-based results. DNS-based results show deployment of 23 types of IoT devices at AS level (ASN and DNS-recursive IP where IoT devices get detected) from 2013 to 2018. Certificate-based result shows detection of 254k IP cameras and network video recorders from 199 countries around the world on 2017-07-26. A full description of the methods (DNS-based: section II.A; Certificate-based: section II.B) and network measurements (DNS-based: section III.B.1; Certificate-based: section III.C) used to generate these two IoT detection results can be found in: > Hang Guo and John Heidemann 2020. Detecting IoT Devices in the Internet. ACM/IEEE Transactions on Networking > https://www.isi.edu/~johnh/PAPERS/Guo20c.pdf IoT_Detections-20130528.README.txt                 copy of this README data/ DNS-based-detection/ IoT devices detected by mapping global DNS queries (observed at DNS roots) to known set of IoT-device-specific servers to IoT devices 20130528-IoT-Dev-at-ASN.fsdb ASNs where IoT devices get detected on 2013-05-28 20130528-IoT-Dev-at-RecursiveIP.fsdb IPs of DNS recursives where IoT devices get detected on 2013-05-28 20140415-IoT-Dev-at-ASN.fsdb ASNs where IoT devices get detected on 2014-04-15 20140415-IoT-Dev-at-RecursiveIP.fsdb IPs of DNS recursives where IoT devices get detected on 2014-04-15 20150413-IoT-Dev-at-ASN.fsdb ASNs where IoT devices get detected on 2015-04-13 20150413-IoT-Dev-at-RecursiveIP.fsdb IPs of DNS recursives where IoT devices get detected on 2015-04-13 20160405-IoT-Dev-at-ASN.fsdb ASNs where IoT devices get detected on 2016-04-05 20160405-IoT-Dev-at-RecursiveIP.fsdb IPs of DNS recursives where IoT devices get detected on 2016-04-05 20170411-IoT-Dev-at-ASN.fsdb ASNs where IoT devices get detected on 2017-04-11 20170411-IoT-Dev-at-RecursiveIP.fsdb IPs of DNS recursives where IoT devices get detected on 2017-04-11 20180410-IoT-Dev-at-ASN.fsdb ASNs where IoT devices get detected on 2018-04-10 20180410-IoT-Dev-at-RecursiveIP.fsdb IPs of DNS recursives where IoT devices get detected on 2018-04-10 Certificate-based-detection/ IoT devices detected by mapping texts in globally-crawled TLS certificates to IoT devices 20170726-Cam-NVR-gelocation.fsdb geo-location and IP of IP camera and network video recorder detected on 2017-07-26 (we don't distinguish between these two devices) Citation If you use this trace to conduct additional research, please cite it as: Internet-wide IoT Detection Results, PREDICT ID: USC-LANDER/IoT_Detections-20130528. Provided by the USC/LANDER project http://www.isi.edu/ant/lander. Results Using This Dataset No results yet. User Annotations Currently no annotations. Categories: • LANDER • LANDER:Datasets • Datasets