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 geo-location and IP of IP camera and network video recorder 20170726-Cam-NVR-gelocation.fsdb 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: • Datasets • LANDER • LANDER:Datasets • LANDER:Datasets:AddressSpace:Adaptive Probing • LANDER:Datasets:AddressSpace