Datasets:

ThanhPhuongtphz
/

OpenSetDGA-Detection

domain stringlengths 4 60	family stringclasses 19 values	source stringclasses 2 values	label stringclasses 2 values	split stringclasses 1 value	class_label stringclasses 19 values	split_hint stringclasses 1 value
vitapur.ba	benign	tranco	benign	train	benign	known
hifight.it	benign	tranco	benign	train	benign	known
horseeden.com	benign	tranco	benign	train	benign	known
supermonitoring.com	benign	tranco	benign	train	benign	known
irsacjgtlqhl.com	cryptolocker	chrmor_25dga	dga	train	cryptolocker	known
agmetalminer.com	benign	tranco	benign	train	benign	known
adoocacdndneofmb.cc	padcrypt	chrmor_25dga	dga	train	padcrypt	known
tinderops.net	benign	tranco	benign	train	benign	known
themyersbriggs.com	benign	tranco	benign	train	benign	known
wsuougceouwwmaca.org	ramdo	chrmor_25dga	dga	train	ramdo	known
reliance-performed.ki	nymaim	chrmor_25dga	dga	train	nymaim	known
ltok8k11rktfq7hhna.biz	rovnix	chrmor_25dga	dga	train	rovnix	known
novopyf.info	simda	chrmor_25dga	dga	train	simda	known
bigfang.tw	benign	tranco	benign	train	benign	known
wehost24.com	benign	tranco	benign	train	benign	known
eptcjyulygvo.me	tinba	chrmor_25dga	dga	train	tinba	known
rvinyl.com	benign	tranco	benign	train	benign	known
wronghers.net	suppobox	chrmor_25dga	dga	train	suppobox	known
stopkyonline.cz	benign	tranco	benign	train	benign	known
csxvyjpi.info	pykspa	chrmor_25dga	dga	train	pykspa	known
collarexchangestuffcredit.com	matsnu	chrmor_25dga	dga	train	matsnu	known
bellcommissionreplybicycle.com	matsnu	chrmor_25dga	dga	train	matsnu	known
jessaminegallagher.net	suppobox	chrmor_25dga	dga	train	suppobox	known
dmovvwbyxkrwomvpjlntfurd.org	murofet	chrmor_25dga	dga	train	murofet	known
lygyfir.com	simda	chrmor_25dga	dga	train	simda	known
forum-jagiellonii.pl	benign	tranco	benign	train	benign	known
colfbklnldefbmkc.com	padcrypt	chrmor_25dga	dga	train	padcrypt	known
wkxhugynuoxao.info	cryptolocker	chrmor_25dga	dga	train	cryptolocker	known
iikkdlqqyqmn.com	tinba	chrmor_25dga	dga	train	tinba	known
slysoft.com	benign	tranco	benign	train	benign	known
tasarimedya.net	benign	tranco	benign	train	benign	known
ableheld.net	suppobox	chrmor_25dga	dga	train	suppobox	known
xltcxkdmcijncarcuhlnnzin.ru	murofet	chrmor_25dga	dga	train	murofet	known
sand-museum.jp	benign	tranco	benign	train	benign	known
sita.sk	benign	tranco	benign	train	benign	known
rynovupyfuk.eu	simda	chrmor_25dga	dga	train	simda	known
rrjepoieauysujvasurlm.ga	necurs	chrmor_25dga	dga	train	necurs	known
eyeduwiiqbvpop.co.uk	cryptolocker	chrmor_25dga	dga	train	cryptolocker	known
reservations-echo.net	nymaim	chrmor_25dga	dga	train	nymaim	known
vkcloud-static.ru	benign	tranco	benign	train	benign	known
narfe.org	benign	tranco	benign	train	benign	known
sghxiiwaalptrkab.eu	emotet	chrmor_25dga	dga	train	emotet	known
religiousopinions.com	benign	tranco	benign	train	benign	known
kcbet.com	benign	tranco	benign	train	benign	known
ssdnodo.com	benign	tranco	benign	train	benign	known
odpqbbrxxpkx.com	tinba	chrmor_25dga	dga	train	tinba	known
bluestatedigital.com	benign	tranco	benign	train	benign	known
dicuntcharitatis.com	gozi	chrmor_25dga	dga	train	gozi	known
emotional.ro	benign	tranco	benign	train	benign	known
sstsjotwrndsstejgex.com	ramnit	chrmor_25dga	dga	train	ramnit	known
familynow.club	benign	tranco	benign	train	benign	known
indoproweb.com	benign	tranco	benign	train	benign	known
redimuntcurtpenitpapa.com	gozi	chrmor_25dga	dga	train	gozi	known
coloringlib.com	benign	tranco	benign	train	benign	known
st-pro.su	benign	tranco	benign	train	benign	known
libbs.com.br	benign	tranco	benign	train	benign	known
fuel.tv	benign	tranco	benign	train	benign	known
produhost.net	benign	tranco	benign	train	benign	known
service.works	benign	tranco	benign	train	benign	known
pym49ovi55fye31oyg63k57dujvcsb48pqb18ox.org	murofet	chrmor_25dga	dga	train	murofet	known
wspngmjrfmsgxydwcbalbahfu.net	murofet	chrmor_25dga	dga	train	murofet	known
gnkbosnsfuspj.co.uk	cryptolocker	chrmor_25dga	dga	train	cryptolocker	known
rajajago.app	benign	tranco	benign	train	benign	known
conferencealerts.com	benign	tranco	benign	train	benign	known
aito-ru.ru	benign	tranco	benign	train	benign	known
hi.auto	benign	tranco	benign	train	benign	known
uiwgfgfodgc.com	benign	tranco	benign	train	benign	known
prrtvmyaretpxcnt.eu	emotet	chrmor_25dga	dga	train	emotet	known
wtysgtflxqustiewwh.pro	necurs	chrmor_25dga	dga	train	necurs	known
sport7.ma	benign	tranco	benign	train	benign	known
xlskf.com	benign	tranco	benign	train	benign	known
shaft-divorce.xyz	nymaim	chrmor_25dga	dga	train	nymaim	known
butyynsxyvwx.com	tinba	chrmor_25dga	dga	train	tinba	known
bookstagram.com	benign	tranco	benign	train	benign	known
knozbrdpwctgababucyonguuw.com	murofet	chrmor_25dga	dga	train	murofet	known
pulszapp.org	benign	tranco	benign	train	benign	known
bwipkrijxtqdbnme.com	ramnit	chrmor_25dga	dga	train	ramnit	known
hobby.gr	benign	tranco	benign	train	benign	known
mandssteriods.com	benign	tranco	benign	train	benign	known
iresis.com	benign	tranco	benign	train	benign	known
atvdlqatlwe.com	dircrypt	chrmor_25dga	dga	train	dircrypt	known
pocketinformant.com	benign	tranco	benign	train	benign	known
voxelmatters.com	benign	tranco	benign	train	benign	known
altoonamirror.com	benign	tranco	benign	train	benign	known
wvbkjapexnmobsw.biz	cryptolocker	chrmor_25dga	dga	train	cryptolocker	known
lordfilm0.net	benign	tranco	benign	train	benign	known
sdklsrthggqamnmvqo.im	necurs	chrmor_25dga	dga	train	necurs	known
jet2holidays.com	benign	tranco	benign	train	benign	known
wkfamqsennapelgt.com	ramnit	chrmor_25dga	dga	train	ramnit	known
seetao.com	benign	tranco	benign	train	benign	known
xanet.ru	benign	tranco	benign	train	benign	known
capitalinvolvedpracticesurvive.com	matsnu	chrmor_25dga	dga	train	matsnu	known
freeride.se	benign	tranco	benign	train	benign	known
diarossa.by	benign	tranco	benign	train	benign	known
ward-portfolio.win	nymaim	chrmor_25dga	dga	train	nymaim	known
empello.net	benign	tranco	benign	train	benign	known
certificate.digital	benign	tranco	benign	train	benign	known
gsoknbdrnokvwxchuxjfa.me	necurs	chrmor_25dga	dga	train	necurs	known
welykel.info	simda	chrmor_25dga	dga	train	simda	known
grandegyptianmuseum.org	benign	tranco	benign	train	benign	known

End of preview. Expand in Data Studio

OpenSetDGA-Detection

Benchmark dataset for Open-set DGA Domain Detection — phát hiện và phân loại Domain Generation Algorithm (DGA) trong bối cảnh Open-set Recognition.

Dataset Description

550,000 domain name strings for training and evaluating DGA detection models in an open-set setting.

Benign: ~200,000 domains (Tranco Top-1M, decile sampling)
Known DGA: ~160,000 domains (18 families, chrmor/DGA dataset)
Unknown DGA: 50,000 domains (5 hold-out families)
Unknown OOD: 100,000 domains (phishing/blocklist feeds)

Splits

Split	File	Rows	Description
Train	known/train.csv	320,000	Benign + 18 known DGA families
Validation	known/val.csv	40,000	Same distribution as train
Test Known	known/test_known.csv	40,000	In-distribution test
Unknown Family	unknown_family/test_unknown_family.csv	50,000	5 hold-out DGA families
Unknown OOD	unknown_ood/test_unknown_ood.csv	100,000	Real-world phishing/blocklist

Schema (7 columns)

Column	Type	Description
domain	string	Domain string, eTLD+1 normalized
family	string	DGA family name, benign, or ood
source	string	Data source (traceable)
label	string	benign / dga / ood
split	string	Split name
class_label	string	Fine-grained label for multiclass
split_hint	string	known / unknown_family / unknown_ood

Data Sources

Source	Type	Description
Tranco Top-1M	Benign	Popular domains, weekly updated
chrmor/DGA_domains_dataset	DGA	23 DGA families with labels
Phishing Army	OOD	Phishing URLs
Hagezi DNS Blocklist	OOD	DNS blocklist
URLhaus	OOD	Malware URLs
OpenPhish	OOD	Phishing feed
Stamparm Blackbook	OOD	Malicious domains
crt.sh	OOD	Certificate Transparency logs
Tranco tail	OOD	Hard negatives (legitimate but rare)

Usage

from datasets import load_dataset

ds = load_dataset("ThanhPhuongtphz/OpenSetDGA-Detection")

Known Limitations

Static snapshot — does not reflect temporal drift of DGA
Lexical features only — no DNS context (TTL, IP, ASN)
OOD feeds may contain false positives (~<5%)
.com over-represented (42.7%) due to Tranco bias

Citation

@dataset{openset_dga_2026,
  title   = {OpenSetDGA-Detection},
  author  = {ThanhPhuongtphz et al.},
  year    = {2026},
  url     = {https://huggingface.co/datasets/ThanhPhuongtphz/OpenSetDGA-Detection}
}

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