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input
string
class
string
label
string
_error
float64
_elapsed_s
float64
input_valid
int64
input_is_ip_address
int64
rdap_domain_age_days
float64
rdap_registration_period_days
float64
rdap_days_since_update
float64
rdap_days_to_expiration
float64
rdap_is_new_domain_1_day
float64
rdap_is_new_domain_7_days
float64
rdap_is_new_domain_30_days
float64
rdap_is_new_domain_90_days
float64
rdap_is_new_domain_365_days
float64
rdap_registered_for_one_year
float64
rdap_registered_for_two_years_or_less
float64
rdap_registered_for_five_years_or_more
float64
rdap_expires_soon_7_days
float64
rdap_expires_soon_30_days
float64
rdap_expires_soon_90_days
float64
rdap_recently_updated_7_days
float64
rdap_recently_updated_30_days
float64
rdap_recently_updated_90_days
float64
rdap_privacy_protected
float64
rdap_num_nameservers
float64
rdap_num_unique_nameserver_domains
float64
rdap_uses_cloudflare_ns
float64
rdap_uses_google_ns
float64
rdap_uses_amazon_ns
float64
rdap_uses_azure_ns
float64
rdap_uses_digitalocean_ns
float64
rdap_uses_registrar_default_ns
float64
rdap_num_status_codes
float64
rdap_has_client_transfer_prohibited
float64
rdap_has_server_transfer_prohibited
float64
rdap_has_client_hold
float64
rdap_has_server_hold
float64
rdap_has_pending_delete
float64
rdap_has_redemption_period
float64
rdap_has_any_hold_status
float64
rdap_has_any_delete_status
float64
rdap_entity_count
float64
dns_num_a_records
float64
dns_num_aaaa_records
float64
dns_num_unique_ips
float64
dns_resolves
float64
dns_min_ttl
float64
dns_max_ttl
float64
dns_mean_ttl
float64
dns_has_low_ttl_60
float64
dns_has_low_ttl_300
float64
dns_num_ns_records
float64
dns_num_unique_ns_domains
float64
dns_uses_cloudflare_dns
float64
dns_uses_google_dns
float64
dns_uses_amazon_dns
float64
dns_uses_azure_dns
float64
dns_uses_godaddy_dns
float64
dns_uses_namecheap_dns
float64
dns_num_mx_records
float64
dns_uses_google_mail
float64
dns_uses_microsoft_mail
float64
dns_uses_protonmail
float64
dns_uses_zoho_mail
float64
dns_num_txt_records
float64
dns_has_spf_record
float64
dns_num_cname_records
float64
dns_cname_ends_in_free_hoster
float64
dns_cname_ends_in_cdn
float64
dns_has_soa_record
float64
dns_has_dnssec
float64
tls_certificate_age_days
float64
tls_validity_period_days
float64
tls_days_to_expiration
float64
tls_certificate_expired
float64
tls_certificate_not_yet_valid
float64
tls_issuer_is_lets_encrypt
float64
tls_issuer_is_google
float64
tls_issuer_is_cloudflare
float64
tls_issuer_is_digicert
float64
tls_issuer_is_sectigo
float64
tls_issuer_is_zerossl
float64
tls_issuer_is_amazon
float64
tls_num_san_domains
float64
tls_has_wildcard_san
float64
tls_has_many_sans_10
float64
tls_has_many_sans_50
float64
tls_any_san_matches_host
float64
tls_new_cert_1_day
float64
tls_new_cert_7_days
float64
tls_new_cert_30_days
float64
tls_expires_soon_7_days
float64
tls_expires_soon_30_days
float64
tls_expires_soon_90_days
float64
tls_short_validity_90_days
float64
tls_short_validity_180_days
float64
tls_long_validity_398_days
float64
ip_num_resolved_ips
float64
ip_num_ipv4
float64
ip_num_ipv6
float64
ip_has_public_ip
float64
ip_has_private_ip
float64
ip_has_reserved_ip
float64
ip_has_loopback_ip
float64
ip_has_multicast_ip
float64
ip_has_link_local_ip
float64
ip_num_unique_asns
float64
ip_num_unique_countries
float64
ip_num_unique_registries
float64
ip_num_unique_networks
float64
ip_network_registration_age_days_min
float64
ip_network_registration_age_days_mean
float64
ip_network_recently_allocated_30d
float64
ip_network_recently_allocated_90d
float64
ip_uses_cloud_hosting
float64
ip_uses_cdn_or_proxy
float64
ip_uses_amazon_hosting
float64
ip_uses_google_hosting
float64
ip_uses_microsoft_hosting
float64
ip_uses_cloudflare_hosting
float64
ip_uses_digitalocean_hosting
float64
ip_uses_ovh_hosting
float64
ip_uses_hetzner_hosting
float64
ip_uses_godaddy_hosting
float64
ip_uses_namecheap_hosting
float64
ip_multi_asn_hosting
float64
ip_multi_country_hosting
float64
ip_multi_registry_hosting
float64
x_age_cert_vs_domain_ratio
float64
x_ttl_to_domain_age_ratio
float64
x_domain_and_cert_both_new_7d
float64
x_domain_new_but_no_dns
float64
x_low_ttl_on_old_domain
float64
x_dns_ip_count_vs_hosting_ip_count_diff
float64
x_rdap_dns_ns_count_diff
float64
x_rdap_dns_ns_mismatch
float64
x_ns_provider_consistency_cloudflare
float64
x_ns_provider_consistency_google
float64
x_ns_provider_consistency_amazon
float64
x_dnssec_and_old_domain
float64
tehuiwu.org
benign
legit
null
6.65
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anniabsynthia.blogspot.com
benign
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297.53
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bondiborn.com.au
benign
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mazanovskiy.amr.sudrf.ru
benign
legit
null
367.48
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gomedsmart.com
benign
legit
null
56.19
1
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3,581
3,652
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wuqingrongq.me.1688.com
benign
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null
34.97
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3,853
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www.graphicalresearch.com
benign
legit
null
204.97
1
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4,662
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45
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4,147
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0.00965
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akgroupcorp.com
benign
legit
null
11.1
1
0
675
1,095
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5.325444
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0
0
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0
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1
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1
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bcjegab.naughtymets.com
benign
legit
null
61.27
1
0
148
365
0
216
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0
0
0
1
1
1
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judiasia96.club
benign
legit
null
11.49
1
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null
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null
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amelimoncompte.blogspot.com
benign
legit
null
413.17
1
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21,582
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5,097
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0.001902
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andersonandcullen.com
benign
legit
null
1.06
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scutpermissheatkorzme.cf
benign
legit
null
15.24
1
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null
null
null
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karacahomesa.com
benign
legit
null
25.67
1
0
2,427
2,557
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21,600
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0
139
1
1
1
1
0
0
1
0
0
1
1
1
0
2
1
1
1
0
0
0
0
0
1
1
1
1
4,842
4,842
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.002323
0.006334
0
0
1
0
0
0
1
1
1
0
shoorai-tanaka.com
benign
legit
null
20.57
1
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
1
3,600
3,600
3,600
0
0
5
1
0
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
1
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
nsbank.blogspot.com
benign
legit
null
25.15
1
0
9,469
9,861
0
391
0
0
0
0
0
0
0
1
0
0
0
1
1
1
0
4
1
0
1
0
0
0
0
6
1
1
0
0
0
0
0
0
1
1
1
2
1
5
12,877
4,123
1
1
4
1
0
1
0
0
0
0
0
0
0
0
0
1
1
0
1
0
1
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0.000528
null
0
1
null
0
0
1
1
1
0
servicedesk.gcpud.org
benign
legit
null
55.17
1
0
11,031
12,418
-1
1,387
0
0
0
0
0
0
0
1
0
0
0
1
1
1
1
2
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
0
1
1
30
21,600
4,461
1
1
2
1
1
0
0
0
0
0
1
0
1
0
0
10
1
0
0
0
1
1
28
89
61
0
0
1
0
0
0
0
0
0
21
0
1
0
1
0
0
1
0
0
1
1
1
0
1
1
0
1
0
0
0
0
0
1
1
1
1
2,902
2,902
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.002538
0.002719
0
0
1
0
0
0
1
1
1
1
hotelbraingroup.reserve-online.net
benign
legit
null
20.85
1
0
6,682
6,939
0
256
0
0
0
0
0
0
0
1
0
0
0
1
1
1
0
4
4
0
0
1
0
0
0
1
1
0
0
0
0
0
0
0
1
4
0
4
1
60
21,600
3,910
1
1
4
4
0
0
1
0
0
0
1
0
0
0
0
3
1
0
0
0
1
0
143
393
250
0
0
0
0
0
0
0
0
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
4
4
0
1
0
0
0
0
0
1
1
1
1
2,234
2,234
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.021398
0.008978
0
0
1
0
0
0
1
1
1
0
myanmar-navi.com
benign
legit
null
61.25
1
0
2,703
2,922
0
218
0
0
0
0
0
0
0
1
0
0
0
1
1
1
0
2
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
delin-hotel-shenzhen.ibooked.com.br
benign
legit
null
3.63
1
0
5,583
5,844
103
260
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
2
1
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
3
2
0
2
1
203
21,600
4,821
0
1
2
1
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
42
90
47
0
0
0
1
0
0
0
0
0
2
1
0
0
1
0
0
0
0
0
1
1
1
0
2
2
0
1
0
0
0
0
0
0
0
0
0
null
null
null
null
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.007521
0.036354
0
0
1
0
0
0
1
1
1
0
biglibox.hatenablog.jp
benign
legit
null
136.81
1
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
4
0
4
1
60
16,931
5,018
1
1
4
4
0
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
4
4
0
1
0
0
0
0
0
1
1
1
1
1,625
1,625
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
0
null
null
null
null
null
null
internal.gecareers.com
benign
legit
null
31.97
1
0
10,555
10,591
0
35
0
0
0
0
0
0
0
1
0
0
1
1
1
1
0
6
3
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
0
1
1
300
21,600
16,275
0
1
6
3
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
257
394
137
0
0
0
0
0
0
0
0
1
2
1
0
0
0
0
0
0
0
0
0
0
0
0
2
2
0
1
0
0
0
0
0
1
1
1
2
2,756
7,687
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
0.024346
0.02842
0
0
1
1
0
0
1
1
1
0
www.sp19.bydgoszcz.pl
benign
legit
null
1.12
1
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
21,600
21,600
21,600
0
0
6
6
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
firstjapan.co.kr
benign
legit
null
7.86
1
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
1
300
21,600
7,600
0
1
4
4
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
63
89
26
0
0
1
0
0
0
0
0
0
4
1
0
0
1
0
0
0
0
1
1
1
1
0
1
1
0
1
0
0
0
0
0
1
1
1
1
2,607
2,607
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
0
null
null
null
null
null
null
aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaaaaa.aaaa.sai.land.ly.ddetect.link
benign
legit
null
61.24
1
0
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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End of preview. Expand in Data Studio

MIAF: Domain Detection Infrastructure Datasets

MIAF infrastructure metadata pipeline

This collection is the standardized evaluation benchmark for MIAF (Modular Infrastructure-Aware Fusion). It provides nine classification datasets derived from four public malicious-domain benchmarks, each paired with a shared 137-feature infrastructure representation.

Overview

We evaluate MIAF across nine classification datasets derived from four public malicious-domain benchmarks:

These datasets cover malware detection, phishing detection, and long-tailed malware-family attribution. The benchmarks span diverse characteristics in terms of scale, class balance, label granularity, and metadata availability, enabling an evaluation of the efficacy of infrastructure metadata under varied operating conditions.

Quick Start

Install the Datasets library and load one of the nine task-specific configurations:

from datasets import load_dataset

dataset = load_dataset(
    "ahmedBargady/MIAF_DomainDetection_Infrastructure_Datasets",
    "threatfox-malware",
)

train = dataset["train"]
validation = dataset["validation"]
test = dataset["test"]

Available configurations: domainradar-malware, domainradar-phishing, domainradar-malware-family, threatfox-malware, threatfox-malware-family, deepurlbench-malware, deepurlbench-phishing, macformer-malware, and macformer-phishing.

Data Splits and Reorganization

To establish a consistent evaluation baseline, we have reorganized each benchmark into task-specific subsets and partitioned them into disjoint training, development, and testing sets using a 60/20/20 ratio. This stratification was applied to every individual class within the datasets to ensure a fair and consistent baseline across all evaluated methods.

All datasets that lacked native infrastructure metadata (ThreatFox, DeepURLBench, and MACFormer) have been enriched using the uniform EDC pipeline.

Infrastructure Metadata

Each row in train.csv, dev.csv, and test.csv pairs a domain name with 137 standardized numerical infrastructure features. DomainRadar (stored under DataInBriefHranicky/) provides native EDC metadata; we collected the same metadata for ThreatFox, DeepURLBench, and MACFormer with the Enrichment Data Collector (EDC), giving all nine task datasets one shared feature schema.

The 137 fields comprise five semantic metadata categories plus two input-validation flags:

Group Features What it captures
Input validation 2 Whether the input parsed successfully and whether it is a literal IP address.
RDAP/WHOIS 37 Registration age, lifecycle, privacy, nameserver, status, and entity properties.
DNS 29 Resolution, record counts, TTLs, DNS providers, mail, DNSSEC, CNAME, and SOA properties.
TLS 26 Certificate age, validity, issuer, SAN, wildcard, and expiration properties.
IP/Hosting 31 Resolved-address types, ASN/country/RIR diversity, network age, and hosting-provider properties.
Cross-signal 12 Consistency and interaction features computed across registration, DNS, TLS, and hosting observations.

Continuous quantities (for example, registration age and TTL) remain numerical. Boolean properties are binary indicators. High-cardinality concepts such as ASNs, nameservers, and hosting networks are represented through security-specific indicators and diversity counts rather than raw identifiers.

Missing infrastructure observations are retained as empty CSV cells. Presence and availability fields preserve observable missingness where available; the MIAF experiments set remaining missing values to zero during data loading. Infrastructure metadata changes over time, so these values describe the collection-time snapshot and may not match the infrastructure present when a domain was originally labeled.

Complete Feature Catalog

Input validation (2 features)
Feature Description
input_valid Input parsed to a valid domain/hostname
input_is_ip_address Input is a literal IP address, not a domain
RDAP/WHOIS (37 features)
Feature Description
rdap_domain_age_days Days since domain registration (vs scan date)
rdap_registration_period_days Days between registration and expiration
rdap_days_since_update Days since the registration record last changed
rdap_days_to_expiration Days until registration expires
rdap_is_new_domain_1_day Registered within the last 1 day
rdap_is_new_domain_7_days Registered within the last 7 days
rdap_is_new_domain_30_days Registered within the last 30 days
rdap_is_new_domain_90_days Registered within the last 90 days
rdap_is_new_domain_365_days Registered within the last 365 days
rdap_registered_for_one_year Registration period ≤ ~1 year
rdap_registered_for_two_years_or_less Registration period ≤ ~2 years
rdap_registered_for_five_years_or_more Registration period ≥ ~5 years
rdap_expires_soon_7_days Expires within 7 days
rdap_expires_soon_30_days Expires within 30 days
rdap_expires_soon_90_days Expires within 90 days
rdap_recently_updated_7_days Record updated within last 7 days
rdap_recently_updated_30_days Record updated within last 30 days
rdap_recently_updated_90_days Record updated within last 90 days
rdap_privacy_protected WHOIS/RDAP privacy or redaction terms present
rdap_num_nameservers Number of nameservers listed
rdap_num_unique_nameserver_domains Number of distinct nameserver base domains
rdap_uses_cloudflare_ns Uses Cloudflare nameservers
rdap_uses_google_ns Uses Google nameservers
rdap_uses_amazon_ns Uses Amazon/AWS nameservers
rdap_uses_azure_ns Uses Azure/Microsoft nameservers
rdap_uses_digitalocean_ns Uses DigitalOcean nameservers
rdap_uses_registrar_default_ns Uses registrar default/parking nameservers
rdap_num_status_codes Number of EPP/RDAP status codes
rdap_has_client_transfer_prohibited clientTransferProhibited status set
rdap_has_server_transfer_prohibited serverTransferProhibited status set
rdap_has_client_hold clientHold status set
rdap_has_server_hold serverHold status set
rdap_has_pending_delete pendingDelete status set
rdap_has_redemption_period redemptionPeriod status set
rdap_has_any_hold_status Any hold status present
rdap_has_any_delete_status Any delete/redemption status present
rdap_entity_count Number of related entities (registrar, registrant, ...)
DNS (29 features)
Feature Description
dns_resolves Domain resolves to at least one IP
dns_num_a_records Number of A (IPv4) records
dns_num_aaaa_records Number of AAAA (IPv6) records
dns_num_unique_ips Number of distinct resolved IPs
dns_min_ttl Minimum TTL across records
dns_max_ttl Maximum TTL across records
dns_mean_ttl Mean TTL across records
dns_has_low_ttl_60 Minimum TTL ≤ 60s
dns_has_low_ttl_300 Minimum TTL ≤ 300s
dns_num_ns_records Number of NS records
dns_num_unique_ns_domains Number of distinct NS base domains
dns_uses_cloudflare_dns NS hosted by Cloudflare
dns_uses_google_dns NS hosted by Google
dns_uses_amazon_dns NS hosted by Amazon/AWS
dns_uses_azure_dns NS hosted by Azure/Microsoft
dns_uses_godaddy_dns NS hosted by GoDaddy
dns_uses_namecheap_dns NS hosted by Namecheap
dns_num_mx_records Number of MX (mail) records
dns_uses_google_mail MX points to Google mail
dns_uses_microsoft_mail MX points to Microsoft/Outlook mail
dns_uses_protonmail MX points to ProtonMail
dns_uses_zoho_mail MX points to Zoho mail
dns_num_txt_records Number of TXT records
dns_has_spf_record SPF record present (v=spf1)
dns_num_cname_records CNAME record present (0/1)
dns_has_soa_record SOA record present
dns_has_dnssec DNSSEC present (has DNSKEY)
dns_cname_ends_in_free_hoster CNAME target is a free hosting provider
dns_cname_ends_in_cdn CNAME target is a CDN
TLS (26 features)
Feature Description
tls_certificate_age_days Days since certificate validity start
tls_validity_period_days Certificate validity window length (days)
tls_days_to_expiration Days until certificate expires
tls_certificate_expired Certificate already expired
tls_certificate_not_yet_valid Certificate not yet valid
tls_issuer_is_lets_encrypt Issued by Let's Encrypt
tls_issuer_is_google Issued by Google Trust Services
tls_issuer_is_cloudflare Issued by Cloudflare
tls_issuer_is_digicert Issued by DigiCert
tls_issuer_is_sectigo Issued by Sectigo/Comodo
tls_issuer_is_zerossl Issued by ZeroSSL
tls_issuer_is_amazon Issued by Amazon
tls_num_san_domains Number of Subject Alternative Names
tls_has_wildcard_san Any wildcard (*.) SAN present
tls_has_many_sans_10 ≥10 SANs
tls_has_many_sans_50 ≥50 SANs
tls_any_san_matches_host A SAN matches the queried host
tls_new_cert_1_day Certificate issued within last 1 day
tls_new_cert_7_days Certificate issued within last 7 days
tls_new_cert_30_days Certificate issued within last 30 days
tls_expires_soon_7_days Certificate expires within 7 days
tls_expires_soon_30_days Certificate expires within 30 days
tls_expires_soon_90_days Certificate expires within 90 days
tls_short_validity_90_days Validity window ≤ 90 days
tls_short_validity_180_days Validity window ≤ 180 days
tls_long_validity_398_days Validity window > 398 days
IP/Hosting (31 features)
Feature Description
ip_num_resolved_ips Number of resolved IP addresses
ip_num_ipv4 Number of IPv4 addresses
ip_num_ipv6 Number of IPv6 addresses
ip_has_public_ip Has a public/global IP
ip_has_private_ip Has a private IP
ip_has_reserved_ip Has a reserved IP
ip_has_loopback_ip Has a loopback IP
ip_has_multicast_ip Has a multicast IP
ip_has_link_local_ip Has a link-local IP
ip_num_unique_asns Number of distinct ASNs
ip_num_unique_countries Number of distinct hosting countries
ip_num_unique_registries Number of distinct RIRs (ARIN/RIPE/...)
ip_num_unique_networks Number of distinct network names/orgs
ip_network_registration_age_days_min Min IP-network allocation age (days)
ip_network_registration_age_days_mean Mean IP-network allocation age (days)
ip_network_recently_allocated_30d A hosting network allocated within 30 days
ip_network_recently_allocated_90d A hosting network allocated within 90 days
ip_uses_cloud_hosting Hosted on a major cloud provider
ip_uses_cdn_or_proxy Behind a CDN or proxy
ip_uses_amazon_hosting Hosted on Amazon/AWS
ip_uses_google_hosting Hosted on Google
ip_uses_microsoft_hosting Hosted on Microsoft/Azure
ip_uses_cloudflare_hosting Hosted on/behind Cloudflare
ip_uses_digitalocean_hosting Hosted on DigitalOcean
ip_uses_ovh_hosting Hosted on OVH
ip_uses_hetzner_hosting Hosted on Hetzner
ip_uses_godaddy_hosting Hosted on GoDaddy
ip_uses_namecheap_hosting Hosted on Namecheap
ip_multi_asn_hosting IPs span more than one ASN
ip_multi_country_hosting IPs span more than one country
ip_multi_registry_hosting IPs span more than one RIR
Cross-signal (12 features)
Feature Description
x_age_cert_vs_domain_ratio Cert age ÷ (domain age + 1)
x_ttl_to_domain_age_ratio Min TTL ÷ (domain age + 1)
x_domain_and_cert_both_new_7d Domain and cert both ≤7 days old
x_domain_new_but_no_dns New domain (≤30d) that doesn't resolve
x_low_ttl_on_old_domain Low TTL on a domain older than 1 year
x_dns_ip_count_vs_hosting_ip_count_diff |DNS unique IPs - resolved hosting IPs|
x_rdap_dns_ns_count_diff |RDAP NS count - DNS NS count|
x_rdap_dns_ns_mismatch RDAP vs DNS NS count differ by ≥2
x_ns_provider_consistency_cloudflare RDAP and DNS agree on Cloudflare NS
x_ns_provider_consistency_google RDAP and DNS agree on Google NS
x_ns_provider_consistency_amazon RDAP and DNS agree on Amazon NS
x_dnssec_and_old_domain DNSSEC enabled on a domain older than 1 year

Dataset Characteristics

Dataset Task Configuration Samples Classes Malicious share (each split) Metadata source
DomainRadar Malware (binary) domainradar-malware 341,935 2 (legit / malicious) 19.1% Native
Phishing (binary) domainradar-phishing 441,207 2 (legit / malicious) 37.3% Native
Malware family (multiclass) domainradar-malware-family 311,906 61 (legit + 60 families) 11.3% Native
ThreatFox Malware (binary) threatfox-malware 176,065 2 (legit / malicious) 43.2% EDC-enriched
Malware family (multiclass) threatfox-malware-family 176,065 65 (legit + 64 families) 43.2% EDC-enriched
DeepURLBench Malware (binary) deepurlbench-malware 375,917 2 (benign / malicious) 24.1% EDC-enriched
Phishing (binary) deepurlbench-phishing 362,347 2 (benign / phishing) 21.3% EDC-enriched
MACFormer Malware (binary) macformer-malware 350,532 2 (legit / malicious) 32.9% EDC-enriched
Phishing (binary) macformer-phishing 266,500 2 (legit / malicious) 11.8% EDC-enriched

Structure

Inside each task folder:

  • train.csv: Training split (60%) with domain names, labels, and the 137-feature infrastructure vector.
  • dev.csv: Development/validation split (20%) with the same schema.
  • test.csv: Testing split (20%) with the same schema.
  • *_ip.csv: Resolved-IP sidecar records corresponding to each split; sidecar columns vary by source benchmark.

Data Fields

Field Description
input Domain name or hostname.
class Task-specific class; use this as the target for malware-family attribution.
label Coarse binary label; use this as the target for malware and phishing detection.
label_int Integer label encoding included in DomainRadar-derived files. It is a target field, not an infrastructure feature.
_error, _elapsed_s Collection diagnostics present in some EDC-enriched files. They are not among the 137 MIAF features and should not be used as model inputs when reproducing the benchmark.
137 infrastructure columns The input-validation, RDAP/WHOIS, DNS, TLS, IP/hosting, and cross-signal fields cataloged above.

For MIAF-compatible metadata input, exclude input, class, label, label_int, _error, and _elapsed_s when those columns are present. Preserve the feature columns in their CSV order.

Intended Uses

This release supports research and reproducible benchmarking in:

  • infrastructure-aware malicious domain-name and phishing detection;
  • long-tailed malware-family attribution;
  • multimodal fusion of domain-name strings and infrastructure metadata;
  • metadata-category ablation, missing-data robustness, and temporal-drift studies; and
  • interpretable analysis of registration, DNS, TLS, and hosting evidence.

The data is intended for research and evaluation. A model trained on these snapshots should not be used as the sole basis for production blocking or attribution decisions.

Limitations and Responsible Use

  • Infrastructure metadata is time-dependent. The released values describe the collection-time snapshot and may not match the infrastructure present when a domain was first observed or labeled.
  • Missing values are expected because DNS, RDAP/WHOIS, TLS, and IP/hosting sources differ in coverage, availability, latency, and rate limits.
  • Labels inherit the scope, collection procedures, class balance, and possible noise of the four source benchmarks.
  • Domain names and resolved IP records may identify active or formerly active malicious infrastructure. Do not visit or execute content from listed domains without an isolated security-analysis environment.
  • The standardized feature vectors contain no raw WHOIS/RDAP contact names, email addresses, or postal addresses.

Citation and Attribution

If you use this collection, cite the dataset and the relevant source benchmark linked in the Overview:

@dataset{bargady_2026_miaf_infrastructure,
  author    = {Ahmed Bargady},
  title     = {MIAF: Domain Detection Infrastructure Datasets},
  year      = {2026},
  publisher = {Hugging Face},
  url       = {https://huggingface.co/datasets/ahmedBargady/MIAF_DomainDetection_Infrastructure_Datasets}
}

License

This standardized release is provided under the MIT license declared in the dataset card metadata. The underlying benchmarks remain attributable to their original creators; review their linked publications and terms when redistributing derived data.

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