{"dataset":"IPOK IP reputation source agreement (aggregate counts)","license":"https://creativecommons.org/licenses/by/4.0/","attribution":"IPOK — https://ipok.io/en/data/sources","datasetVersion":"1.3","citation":{"title":"IPOK IP Reputation Source Agreement Dataset","publisher":"IPOK","url":"https://ipok.io/en/data/sources","license":"https://creativecommons.org/licenses/by/4.0/","version":"1.3","accessed":"2026-10-23T12:43:01.980Z"},"spec":{"sampleScope":"Accepted mixed /api/ip queries from pages, Apps, extensions and public API clients. Excludes cached-only queries and queries with no usable source. Not verified-human traffic or ground-truth accuracy; historical rows cannot be separated by proof status.","sources":["ip-api","IPQS","Scamalytics","proxycheck","AbuseIPDB","ipapi.is","StopForumSpam","IPOK-DB","IPHub","vpnapi.io"],"tiers":{"ip-api":{"tier":"inferred","basis":"lib/sources/ipapi.ts reads only the data.proxy / data.hosting / data.mobile booleans, with no probe behind them. Measured over 15 days of live lookups: of the 1,704 lookups flagged by ip-api alone, 8.5% ended up suspicious against a 7.9% baseline — a 1.1x lift, statistically close to no information. Our consensus rule already refuses to count it as a dedicated vote."},"IPQS":{"tier":"inferred","basis":"Marked inferred because we have no evidence, not because the vendor is judged weak. IPQS is listed in DORMANT_SOURCES: no API key, zero calls, so the explicit d.proxy / d.vpn / d.tor / d.recent_abuse booleans in lib/sources/ipqs.ts have never produced a single real response here. The field shape matches the measured tier, but we do not hand out a higher tier on an unverified basis. To be re-rated once a key is configured and real responses can be inspected."},"Scamalytics":{"tier":"measured","basis":"lib/sources/scamalytics.ts reads scamalytics_score and scamalytics_proxy.is_vpn — the vendor's explicit VPN verdict and fraud score. The code notes that v3 has no is_proxy / is_tor at all, and deliberately refuses to synthesize a proxy flag out of is_datacenter. The is_datacenter field in the same response is a usage classification and is listed separately as inferred."},"proxycheck":{"tier":"measured","basis":"lib/sources/proxycheck.ts reads entry.proxy === \"yes\" plus entry.type (VPN / Tor / Compromised Server …) — the vendor's explicit proxy verdict, not something derived from other fields. Note that the tier describes provenance, not accuracy: in the same review this source flagged datacenter IPs on its own 8,370 times and 84% of those were overruled for lack of a second vote. Its 0.85 weight was left unchanged."},"AbuseIPDB":{"tier":"measured","basis":"In lib/sources/abuseipdb.ts the abuser flag requires abuseConfidenceScore >= 25 and either 3+ total reports or 2+ distinct reporters — abuse reports filed by real operators, with a threshold that drops one-person grudge reports. The hosting flag derived from the usageType string, and the vendor-maintained isWhitelisted flag, are rated separately."},"ipapi.is":{"tier":"measured","basis":"lib/sources/ipapiis.ts reads is_tor and the calibrated abuser_score only (mapped through the Very Low…Very High label in parentheses; the abuser flag needs >= 55), and the code explicitly refuses to read is_vpn / is_proxy — they are noisy and once marked 8.8.8.8 as a VPN. The is_datacenter field from the same source is a block-level usage classification and is rated inferred."},"StopForumSpam":{"tier":"measured","basis":"In lib/sources/stopforumspam.ts the abuser flag requires appears === 1 and frequency >= 3 — signup-spam reports filed one by one by forum operators, behind the same 3-report threshold we apply to AbuseIPDB rather than a single stray hit."},"IPOK-DB":{"tier":"measured","basis":"lib/lookup.ts folds six reputation/relay tables into one IPOK-DB SourceResult; seven cloud range feeds provide ownership context. They are not thirteen independent risk sources. Tor and relay are first-party lists; OpenProxyDB carries Wikipedia block labels; IPsum aggregates lists; DROP concerns ranges; X4BNet is range-based inference. Each result also depends on address-family coverage and freshness. The reported tier is not a claim of live verification."},"IPHub":{"tier":"measured","basis":"lib/sources/iphub.ts writes only the explicit proxyType.proxy / .tor / .hosting / .relay verdicts into flags, and the code states plainly that the broad block value is not treated as a proxy vote (8.8.8.8 itself is block=1, blockReason \"Hosting, proxy or bad IP\"). Note that block is not entirely unused: iphubRisk() still maps it to a risk number (block===2 → 45, block===1 → 35), and that part is inferred."},"vpnapi.io":{"tier":"measured","basis":"lib/sources/vpnapi.ts reads the three explicit booleans security.vpn / .proxy / .tor into flags; security.relay is kept separate and never counted as a proxy vote. It returns no hosting / datacenter verdict, so it takes no part in the datacenter bucketing — no block-level inference enters through this source."}},"tierDefinitions":{"authoritative":"First-party self-declaration: a list of egress addresses published by the party that actually operates the network or service. For the question “does this address belong to them”, nobody is closer to the fact.","measured":"Reported: third-party observations, community reports, block-list labels or explicit vendor verdicts. These may concern one IP or a whole range. They do not mean IPOK tested connectivity live, and do not establish independence between sources or current accuracy.","inferred":"Inferred: derived from the block, the ASN, or the usage class the address sits in — VPN tables painted across an entire provider, “non-residential” hosting / datacenter classifications, proxy booleans synthesized out of other fields. The block-level statement may well be true while the statement about this one address is not."},"offlineListTiers":{"tor":{"tier":"authoritative","basis":"FEEDS.tor uses the Tor Project torbulkexitlist for IPv4 exit records. Onionoo IPv6 or_addresses are relay listener addresses, not an IPv6 egress list. A current Tor flag requires supported, fresh data."},"relay":{"tier":"authoritative","basis":"FEEDS.relay uses Apple’s egress-ip-ranges.csv. A fresh match identifies a published Private Relay egress range and overrides only this library’s VPN/cloud classification. It does not erase other providers’ evidence or prove a user benign. IPv6 is available only when the bundled artifact actually includes dated data."},"proxy":{"tier":"measured","basis":"OpenProxyDB extracts proxy-related labels from Wikipedia local and global block lists. scripts/iplists-core.mjs retains only single IPv4 rows with proxy=true and no cdn/webhost/rangeblock flag. Excluding broad ranges is not live verification of proxy connectivity; these remain third-party block labels."},"ipsum":{"tier":"measured","basis":"FEEDS.ipsum reads levels/3.txt: an IP appears in at least three upstream lists. Independence of those lists is not established; they may reuse upstream data. A match does not prove the host is currently attacking. It remains one aggregated source record."},"abuse":{"tier":"measured","basis":"FEEDS.abuse uses Spamhaus DROP records for hijacked ranges or ranges associated with professional spam/cybercrime operations. The record concerns a network range, not a live test of this connection. Stale matches are historical context and do not set current flags."},"vpn":{"tier":"inferred","basis":"FEEDS.vpn uses X4BNet output/vpn/ipv4.txt, a range-level list based on known VPN networks and provider information. It does not verify each IP connection and is distinct from the repository’s legacy datacenter-wide ipv4.txt. Fresh Apple relay membership overrides this library’s VPN label."}},"tierNote":"Tiers describe where a verdict comes from, not how accurate it is, and nothing in the scoring reads them: weights, hard-signal floors and the vote thresholds are identical with and without this block. A source rated `measured` can still be wrong often — proxycheck is rated measured and 84% of the datacenter IPs it flagged alone were overruled. Whether tiers should carry weight is a question for the calibration loop once it has readings; until then they are documentation.","knownGaps":[{"from":"2026-09-22","to":"2026-09-28","affected":"Lookups on which IPHub or vpnapi.io returned a verdict were not recorded: a column constraint sized for eight sources rejected their signatures, and the write failed silently.","effect":"Rows in this range under-represent explicit lookups, datacenter IPs and suspicious IPs. IPHub and vpnapi.io read as zero coverage, and ipapi.is coverage, Scamalytics coverage and the suspicious share read lower than they really were. The dropped lookups cannot be recovered; exclude these dates when comparing windows."}],"dormantSources":["IPQS"],"dormantNote":"Listed in `sources` because the bit order of the vote signature is pinned, but not called in this window (no API key). Their zero coverage means we never asked them — it is not a verdict about the vendor.","sourceStates":{"absent":"source returned no verdict for this query","clean":"source returned a verdict and raised no risk flag","anon":"source reported proxy or vpn","other":"source reported Tor or abuse history but not proxy/vpn"},"buckets":{"datacenter":"at least one source flagged the IP as hosting","residential":"no source flagged the IP as hosting"},"finalVerdictThreshold":50,"minRateSample":30,"note":"rates are null when the denominator is below minRateSample","leaveOneOut":{"peerSet":"For a given source S and a given lookup, its peers are every source that returned a verdict on that lookup, excluding S itself and excluding ip-api. S is removed because these metrics exist to measure S without S's own vote in the reference; ip-api is removed because its proxy/vpn booleans are derived from other fields rather than measured, and our consensus rule already refuses to count them as an independent vote.","peerQuorum":2,"corroboration":"Of the lookups where this source raised a flag, the share where at least one peer also raised a flag. Denominator (corroborationN) is the number of lookups this source flagged. A low value means the source tends to fire alone.","sensitivity":"Of the lookups where at least 2 peers raised a flag and this source returned a verdict, the share where this source also raised a flag. Denominator (sensitivityN) is the number of such lookups. A low value means the source misses what its peers see.","looAgreeRate":"Of the lookups where this source returned a verdict, the share where its flag matched the binary label \"at least 2 peers raised a flag\" — both flagged, or neither flagged. Denominator (looN) is the number of lookups this source ruled on, i.e. the same denominator as agreeRate.","agreeRateNote":"agreeRate compares a source against the final verdict IPOK published, and that verdict already contains this source's own vote, so a source with high coverage and high weight is rewarded for agreeing with itself. It is kept for continuity and must be read as self-referential; looAgreeRate is the same comparison with the source removed from the reference.","caveat":"Leave-one-out removes self-reference, not error. Peers can be collectively wrong (several of them ingest overlapping blocklists); because a peer must have returned a verdict to be counted, uneven coverage shrinks these denominators and tilts them toward lookups where many sources happened to answer; and tracking the consensus closely is not the same as adding information, so a source that merely echoes what the others already said scores well while contributing nothing new. Note also that ip-api's peer set is one source larger than everyone else's, since it is excluded from the peer pool and therefore has no vote of its own to remove. Like agreeRate, none of the three is an accuracy score: there is no ground truth 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