{"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":"2026-10-13T00:03:06.840Z"},"spec":{"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":"Our own offline database is rated measured as a whole, but it is six tables of very different provenance folded into one SourceResult (lib/lookup.ts turns the lookupOffline hit into flags). Each table is rated on its own in OFFLINE_LIST_TIERS: tor and relay are first-party, proxy / ipsum / abuse are probed or independently reported, and vpn is inferred from provider-wide ranges. How strong “IPOK-DB says X” is therefore depends on which table was hit."},"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":"Measured or reported: somebody actually probed this address, or somebody actually reported it — individually probed open proxies, listings corroborated by several independent blocklists, community-submitted abuse reports, and the explicit proxy / VPN / Tor verdict fields of commercial sources. It can be stale or wrong, but it is a statement about this host.","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 in scripts/build-iplists.mjs pulls check.torproject.org/torbulkexitlist — the exit list published by the Tor Project itself, i.e. by the operator of the network in question. For “is this address a Tor exit”, there is no closer source."},"relay":{"tier":"authoritative","basis":"FEEDS.relay pulls mask-api.icloud.com/egress-ip-ranges.csv — the iCloud Private Relay egress ranges published by Apple itself. It is an exemption list, not a blocklist: lookupOffline in lib/iplists.ts computes vpn as `!relay && inRanges(VPN, v)`, letting this first-party table override the inferred one (measured 2026-09-22: all 105,727 of those egress IPs sit inside X4BNet's vpn table). This is the first place on the site where a conflict between two of our own inputs was settled by whose statement is closer to the fact."},"proxy":{"tier":"measured","basis":"FEEDS.proxy keeps only OpenProxyDB's single-IP proxy rows (kind \"opdb\"); its CIDR rows are discarded at build time because they paint whole blocks (entire Akamai / AWS /16s marked as proxy). What ships is the set of open-proxy endpoints the crawler actually connected to, one host at a time."},"ipsum":{"tier":"measured","basis":"FEEDS.ipsum takes levels/3.txt from stamparm/ipsum: addresses listed by at least three mutually independent public blocklists. Level 1–2 was rejected because a single list's false positives come straight through, level 4+ because it leaves only a few thousand entries. “Several independent lists agree” is the same layering idea as this file, applied inside one table. Granularity is the individual host — this machine is attacking others."},"abuse":{"tier":"measured","basis":"FEEDS.abuse takes Spamhaus DROP: networks Spamhaus has investigated and found hijacked or wholly abused. It is rated measured because real investigation and reporting sit behind it, but it is a block-level verdict — as the OfflineHit comments in lib/iplists.ts put it, DROP says “this whole network is bad” while IPsum says “this host is attacking people”, and the two usually hit different objects."},"vpn":{"tier":"inferred","basis":"FEEDS.vpn takes ipv4.txt from X4BNet/lists_vpn: VPN and hosting ranges listed per provider / ASN, block by block, not probed address by address. The cost of that was measured on 2026-09-22 — all 105,727 iCloud Private Relay egress IPs Apple publishes fall inside this table, so without letting the first-party relay table override it, every Safari user with Private Relay on would earn a dedicated VPN vote and then a datacenter floor on top."}},"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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