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Please refer to the original data article for further data description: Jeřábek & Hynek et al., Collection of datasets with DNS over HTTPS traffic In: Data in Brief Journal ,DOI:10.1016/j.dib.2022.108310
Dataset of DNS over HTTPS traffic from Firefox (AdGuard, AhaDNS, BlahDNS, BraveDNS, CloudFlare) The dataset contains DoH and HTTPS traffic that was captured in a virtualized environment (Docker) and generated automatically by Firefox browser with enabled DoH towards 5 different DoH servers (AdGuard, AhaDNS, BlahDNS, BraveDNS, CloudFlare) and a web page loads towards a sample of web pages taken from Majestic Million dataset. The data are provided in the form of PCAP files. However, we also provided TLS enriched flow data that are generated with opensource ipfixprobe flow exporter. Other than TLS related information is not relevant since the dataset comprises only encrypted TLS traffic. The TLS enriched flow data are provided in the form of CSV files with the following columns:
Column Name
Column Description
DST_IP
Destination IP address
SRC_IP
Source IP address
BYTES
The number of transmitted bytes from Source to Destination
BYTES_REV
The number of transmitted bytes from Destination to Source
TIME_FIRST
Timestamp of the first packet in the flow in format YYYY-MM-DDTHH-MM-SS
TIME_LAST
Timestamp of the last packet in the flow in format YYYY-MM-DDTHH-MM-SS
PACKETS
The number of packets transmitted from Source to Destination
PACKETS_REV
The number of packets transmitted from Destination to Source
DST_PORT
Destination port
SRC_PORT
Source port
PROTOCOL
The number of transport protocol
TCP_FLAGS
Logic OR across all TCP flags in the packets transmitted from Source to Destination
TCP_FLAGS_REV
Logic OR across all TCP flags in the packets transmitted from Destination to Source
TLS_ALPN
The Value of Application Protocol Negotiation Extension sent from Server
TLS_JA3
The JA3 fingerprint
TLS_SNI
The value of Server Name Indication Extension sent by Client
The DoH resolvers in the dataset can be identified by IP addresses written in doh_resolver_ip.csv file.
The main part of the dataset is located in DoH-Gen-F-AABBC.tar.gz and has the following structure:
. └─── data | - Main directory with data └── generated | - Directory with generated captures ├── pcap | - Generated PCAPs │ └── firefox └── tls-flow-csv | - Generated CSV flow data └── firefox
Total stats of generated data:
Name
Value
Total Data Size
40.2 GB
Total files
10
DoH extracted tls flows
~57 K
Non-DoH extracted tls flows
~327 K
DoH Server information
Name
Provider
DoH query url
AdGuard
https://adguard-dns.com
https://dns.adguard.com/dns-query
AhaDNS
https://ahadns.com
https://doh.it.ahadns.net/dns-query
BlahDNS
https://blahdns.com
https://doh-de.blahdns.com/dns-query
BraveDNS
https://brave.com
https://basic.bravedns.com
CloudFlare
https://www.cloudflare.com
https://cloudflare-dns.com/dns-query
Please cite the original article:
@article{Jerabek2022, title = {Collection of datasets with DNS over HTTPS traffic}, journal = {Data in Brief}, volume = {42}, pages = {108310}, year = {2022}, issn = {2352-3409}, doi = {https://doi.org/10.1016/j.dib.2022.108310}, url = {https://www.sciencedirect.com/science/article/pii/S2352340922005121}, author = {Kamil Jeřábek and Karel Hynek and Tomáš Čejka and Ondřej Ryšavý} }
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As of December 31, 2024, Cloudflare had a total of 4,263 full-time employees, with 2,367 of these employees located in the United States.