Chicago is one of only three metros where civic_records has ever received a hostility, litigation, or upzoning score. Within it, notices — 72% of volume — are scored at 4.6%; agendas, the minority record type, reach 54.2%, and not on the same fields.
Nashville's permit volume jumped 57.3% in 30 days. Every one of the 1,114 new permits has a null declared valuation — and the development-pipeline score built on them shows 0.197 confidence.
Houston's channel-adjacent CRE cells carry a 0.180 confidence safety score. The vessel-encounter data running past the same parcels reads at 0.335 — and at other ports, as high as 0.778.
Boston holds 992 civic transcripts, 29% of the national total. Zero have a hostility, upzoning, or litigation score.
449,000 census-tract health records landed in three days. None of them carry an h3 index, and cell_scores has no field built to receive them even if they did.
Boston's building permit feed — 658,919 permits deep, the platform's oldest and largest — has issued nothing new in 21 days. All 87 of its scored cells are now flagged stale, still reporting a real, pre-freeze pipeline average of 59.3.
A single master-planned project's valuation, copied onto every one of its 33 building-level sub-permits, accounts for nearly the entire monthly permit-value total for the metro.
Houston's industrial waterfront produces more daily vessel-traffic data than almost any corridor on Earth. None of it is a scoring input for the cells sitting on top of it.
San Francisco holds 92.3% of every litigation-risk and hostility score computed nationwide from civic transcripts — but the composite cell score has no group that reads either field.
Minneapolis permits jumped 198% in 30 days, three-quarters of it plumbing and mechanical work — and its pipeline score can't tell that apart from new construction.
Miami's civic-records enrichment pipeline has scored zero of its 150 records for hostility, upzoning, or litigation risk — and the vessel-identity data feeding its port-adjacent CRE is running 100% flagged, 0% resolved.
175 of 318 SF cells have no permit data. Those cells average a safety score of 86. The cells with data average 61. The permit feed is dark exactly where due diligence starts.
Denver's development pipeline score averages 15.95, the lowest of any tracked metro. 44% of cells score in single digits. The ESGI signal that would explain the suppression is zero across all 120 cells.
2,881 of 5,002 scored cells carry a development pipeline score of exactly 33. It is not a market level - it is what the score returns when the permit feed is empty, at 3.75% confidence. A correction to fourteen earlier posts, and the rent data we should have been checking against.
925 vessels carry 1.000-confidence fraud flags. Their port calls still feed the throughput signal used by industrial and port-adjacent CRE models. No linkage exists between the motif queue and the demand signal.
Port-adjacent CRE throughput models watch the approach channel. 246,754 open-sea Rule 17 failures — 4.9× the approach volume — happen upstream and are absent from port-adjacent demand signals.
In 125 scored Chicago cells, every cell with ESGI above 10 has a development pipeline score of 0.0. The 46 cells above that threshold average safety 40, business vitality 47 — commercial activity without supply response.
LA just entered the Locus dataset: 2,042 cells scored, pipeline 4.0 everywhere, 63.9% of its first 773 permits are alterations. The same approach channels generating 366,894 extremis events aren't in the underwriting model.
Houston filed 14,203 council records in 90 days. In 23 port-adjacent cells, hostility index peaks at 87 and development pipeline score sits at 3 — the entitlement environment is actively suppressing what the filing volume predicts.
STS creates phantom vessel presence. Dark manipulation creates phantom absence. When the dominant motif flips, throughput signals stop overcounting and start undercounting. Five port metro pipeline scores sit at the floor.
Austin's permit volume is the highest of any tracked metro and its recent 30-day surge was +89.5% month-over-month. Its development pipeline cell score is 0 across all 128 cells. The permit composition explains the gap.
Seattle's permit velocity surged 112.5% month-over-month while its cell-score pipeline average holds at 5.1. Every cargo operator relationship currently tracked runs through an ownership graph that has produced zero updates in 34 days.
Atlanta filed permits at 1.8× its three-year baseline in Q1 2026. Fourteen hex cells scored an average pipeline score of 8 while the metro averaged 31. Litigation risk score above 0.70 explains the freeze.
In 30 days, 719 Minneapolis hex cells triggered a maintenance.risk signal. Out of 4,181 permits in 12 months, 134 were transformative. Pipeline score: 2.6 average. Raw permit volume collapsed 59% versus prior year.
25.9% of vessel cargo estimates are zero-ton placeholders; 16.7% more have no estimate. Port-adjacent industrial CRE models treating these as throughput signal are working from a degraded input.
Miami-Dade cells with active council records average an upzoning_probability of 0.61. Their development pipeline cell score averages 6. The hostility index is 0.31 and litigation risk is 0.14 — the approval environment is not the drag. This is a pre-deployment window.
Permit velocity moves faster than cell scores. Denver is accelerating hard while its development pipeline score sits at 22 — written before the surge. Austin has the same score and is decelerating.
Inside the data backbone, clustering pipelines, and scoring layer that turn 2M+ public records into block-level intelligence for 22 US metros.
The full methodology behind the AXL-4 Gentrification Early Warning Index — EPA brownfields, HDBSCAN permit clusters, Sentinel-2 ground truth, and 311-derived crime velocity, fused into one score.
CRE intelligence, maritime tracking, and the APRS public-record normalization standard run on a single Supabase backbone. Here's the architecture, the shared event timeline, and what cross-product fusion actually unlocks.
When you entity-resolve FDA inspections to manufacturing facilities, parent companies, and inbound shipments, a leading indicator falls out that no single dataset produces.
Three specific, named opportunities the public data flagged before the brokerages did: the LA/Chicago/DC urban recovery, the Sun Belt tertiary-metro divergence, and the post-industrial midwest reset.
Annual FBI crime stats are the wrong lens for retail siting. 311 disorder calls — graffiti, abandoned vehicles, noise — update daily and predict neighborhood trajectory 6–12 months earlier.
The IRS Statistics of Income migration data is the rawest income-by-flow signal in public records. Joined to the education-walkability-wage triangle, it identifies neighborhoods rents haven't caught up to yet.
Liquor license filings, job-posting salary gaps, and LEHD origin-destination flows are three independent leading indicators that each beat the consensus narrative — and together identify markets where commercial demand is genuinely accelerating.
