May-2025 Release Notes
Some "may-jor" updates to report! Welcome to the May 2025 release notes π
Places Highlights
- Major lift in US closed POI detection π―
- Improved accuracy for select "sensitive" POI categories πβͺοΈπͺ
- 86 new brands across 10 countries π
Places Growth
This month, SG Places has a grand total of 65,714,463, including POI with or without geometry, closed POI, and parking lots. This is a net increase of 574,371 places from last month. The net increase attributed to regular source updates, new brands, and narrow efforts to increase coverage in key categories.
Of course, you can always visit our Places Summary Stats to find more details on our continued growth.
Improved Closed Detection for US POIs
Determining whether a POI permanently closed is an evergreen challenge, and we're constantly reviewing new signals and tweaking our methods to boost precision (see here for more on "how" we go about this). This month, we're happy to report a substantial model breakthrough in inferring likely closed signal for US POIs!π΅οΈββοΈ
- 373,604 US POIs that were previously open (
closed_on
is null) as of the April 2025 release are now correctly marked closed (closed_on
is not null) in the May 2025 release. For reference, we typically flag ~25k US POIs as newly closed each month, so roughly ~350k of the new closures can be attributed to this one-time, "catch-up." The following US categories saw the largest open to closed toggles:naics_code
= 621111 (Offices of Physicians (except Mental Health Specialists)): +32,409 closed POIs π©Ίnaics_code
= 722511 (Full-Service Restaurants): +17,160 closed POIs π½naics_code
= 7225 (Restaurants and Other Eating Places): +10,507 closed POIs π½naics_code
= 531210 (Offices of Real Estate Agents and Brokers): +8,583 closed POIs πΌ πnaics_code
= 713940 (Fitness and Recreational Sports Centers): +7,605 closed POIs ποΈββοΈ
Sensitive POI Category Improvements
Recall and accurate metadata are especially important for "sensitive" categories so that our customers can isolate specific sets of POIs and decide whether to include/exclude in particular use cases. This month, we focused our efforts on the following "potentially sensitive" POI scopes.
Colleges, Universities, and Trade Schools (US and Canada)
Categories with largest increase:
naics_code
= 611310 (Colleges, Universities, and Professional Schools): +34,828 US πΊπΈ and +435 CA π¨π¦ POIsnaics_code
= 611610 (Fine Arts Schools): +13,273 US πΊπΈ and +586 CA π¨π¦ POIsnaics_code
= 611519 (Other Technical and Trade Schools): +512 US πΊπΈ and +102CA π¨π¦ POIs
Most of the net new college/university POIs are "sub-campus" POIs like "Biomedical Sciences Building" or "Student Center." These are real places worth including in our product, but they typically share the same naics_code
as the single POI reflecting the college/university's "main campus," which can then make isolating the main campus challenging. To help distinguish the "main campus" from a department, building, etc. within, we've added a new value toplace_format
for colleges! π«
- If
place_format
= 'Higher Education' then the POI reflects the entirety of the college/university. This value exists for 7,741 POIs in the US and Canada.- See more about
place_format
here, and reach out to your CSM if you'd like to see this in your next delivery!
- See more about
Schools and School Related Services (US and Canada)
Categories with largest increase:
naics_code
= 611691 (Exam Preparation and Tutoring): +3,181 US πΊπΈ and +1,352 CA π¨π¦ POIsnaics_code
= 611110 (Elementary and Secondary Schools): +169 US πΊπΈ and +1,629 CA π¨π¦ POIsnaics_code
= 611620 (Sports and Recreation Instruction): +1,508 US πΊπΈ and +98CA π¨π¦ POIsnaics_code
= 611710 (Educational Support Services): +962 US πΊπΈ and +191CA π¨π¦ POIsnaics_code
= 611692 (Automobile Driving Schools): +508 US πΊπΈ and +366CA π¨π¦ POIsnaics_code
= 611630 (Language Schools): +430 US πΊπΈ and +110CA π¨π¦ POIs
Places of Worship (US and Canada)
naics_code
= 813110 (Religious Organizations): +8,499 US πΊπΈ and +3,605 CA π¨π¦ POIs
category_tags
further details the following religions/denominations where possible:- Church
- Mosque
- Hindu Temple
- Synagogues
- Buddhist
- Sikh Temple
US Military Bases (Global)
All public knowledge, US military bases, can now be found where naics_code
= 928110 (National Security) and category_tags
(which further details the military branch) contains one of the following:
- US Army: 116 POIs
- US National Guard: 87 POIs
- US Air Force: 79 POIs
- US Navy: 67 POIs
- US Marine Corps: 17 POIs
- US Defense Logistics Agency: 6 POIs
- US Space Force: 6 POIs
Brands
This month, we added a grand total of 86 brands across 10 countries including:
- Coinme (
SG_BRAND_d734332fd7bf6423
) with 17,489 POIs π§ - Pulte Homes (
SG_BRAND_d65d2cab314e2bc8
) with 705 POIs π‘ - 7 Brew Coffee (
SG_BRAND_1158e8b14daa3ed3
) with 371 POIs βοΈ - Bel-Pol (
SG_BRAND_29697f930592eaac
) with 126 POIs π - 7th Street Burger (
SG_BRAND_3d49baebc2f9d966
) with 19 POIs π½
π Are we missing a brand or country? π Please let us know here
Brand Openings and Closings
- We rely on POI metadata to track store openings and closings, and we are especially interested in understanding open/close dates for branded POIs. It can take more than a month to infer open/close dates, so we report brand open/close metrics on a one month delay.
- In this release, we flagged 2,024 brands with at least one store closure in March 2025 and 2,142 brands with at least one store opening in March 2025. Learn more about our open/close columns here.
Drops β¬οΈ
- We are ingesting many sources and due to source changes and processing changes, Placekeys do drop over time. In this release, we dropped 443,064 Placekeys (55,463 branded and 387,601 non-branded).