L.A. Tan — US location dataset
as of 2026-02-20
Record Count: 100–250 across 18 states
we're double-checking this count against an official source
Newly listed — no extraction history yet
Cities & density
| City | Locations |
|---|---|
| CHICAGO, IL | 26 |
| DOWNERS GROVE, IL | 4 |
| MADISON, WI | 4 |
| TINLEY PARK, IL | 4 |
| AURORA, IL | 3 |
| BOLINGBROOK, IL | 3 |
| COLUMBUS, OH | 3 |
| DAYTON, OH | 3 |
| MOKENA, IL | 3 |
| NAPERVILLE, IL | 3 |
Top cities by count · 10 cities · 2026-02-20
per-capita = drop count ÷ ACS population, joined at publish. Rendered only when both share a publish — never “—”, never stale.
Sample rows
| name | latitude | longitude | categories | street | city | state | zip | country | county | timezone | date_refreshed | tel | website | geohash | brand_name | sensitive_flag | is_sub_location |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Sample rows load from the monthly update preview at runtime
Download the 100-row sample
Field fill rates
| Field | Fill rate |
|---|---|
| website | 83.0% |
| street | 85.2% |
| tel | 85.6% |
| city | 100.0% |
| state | 100.0% |
| zip | 100.0% |
| latitude | 100.0% |
| longitude | 100.0% |
| county | 100.0% |
| timezone | 100.0% |
Building geometry
Example location — illustrative only, not drawn from your purchase. A real building footprint.
Location count over time
No changes logged yet
L.A. Tan is newly listed — openings, closures, and moves appear here after the next monthly update.
Coverage map
L.A. Tan coverage map by state: IL 125 locations, OH 40 locations, IN 12 locations, WA 12 locations, WI 11 locations, FL 10 locations, MO 5 locations, NC 4 locations, AZ 1 locations, CA 1 locations — coverage in 18 states total.
Top states
| State | Locations |
|---|---|
| IL | 125 |
| OH | 40 |
| IN | 12 |
| WA | 12 |
| WI | 11 |
| FL | 10 |
| MO | 5 |
| NC | 4 |
| AZ | 1 |
| CA | 1 |
FAQ
Instant download after checkout — CSV and Parquet, both included at every price tier. Files land in your account with no sales call and no waiting period.
L.A. Tan is refreshed monthly from its store locator, with verified changes folded into the next monthly update.
Internal analysis is covered by the base price. Embedding the data in a shipped product or redistributing it to third parties needs the Embedded or Redistribute license — pick it in the price card before checkout.