What's in it
Records of 2,014 real restoration jobs carried out by one residential restoration contractor in the Minneapolis–St. Paul metro, Minnesota, between February 2022 and October 2026. About 97% of the jobs are residential. By type: 1,612 water, 252 mold, 100 consultations, 19 fire and smoke, and 31 cleaning, lead and other jobs.
- Site photos: about 160,000 technician photos across 971 jobs, showing damage, demolition, drying equipment and moisture readings over the course of each job. Up to 2048 px on the long side.
- 360° panoramas: about 41,000 room scans in 2,524 scan sets, each tagged initial, in progress or completion, so the same room can be compared across stages. Equirectangular, 4096×2048.
- Floor plans: 780 per-floor plan sets with room labels.
- Repair estimates: Xactimate line items by room for 536 jobs, with category and selector codes, action, description, quantity and unit, plus wall, ceiling and floor areas for each room.
- Job fields: job type, type of loss, IICRC water category where the estimate states it, property type, loss month, payer (insurance or self-pay), days from loss to work complete, and the invoiced amount rounded to the nearest $100.
179 jobs are complete packages.
How it was collected
Everything was recorded by the contractor's technicians and estimators in the course of the work: photos uploaded to the job system from site, room scans captured at set stages of each job, and estimates written in Xactimate. Nothing was staged or generated.
Privacy
- No names, addresses, phone numbers, emails, or claim and policy numbers. Signed documents, invoices and free-text notes are left out.
- Every image is re-encoded from pixels only, so no EXIF, GPS, camera or software metadata remains.
- Faces, including faces in framed photos and on screens, are detected automatically and pixelated.
- Every image in the sample pack was also reviewed by eye. Images showing occupants or visitors, family photos, documents or mail, screens, house exteriors, house numbers and license plates were removed. Technicians' hands, arms and work boots remain in some photos.
- Location is given only as the metro area. Dates are reduced to the loss month plus day offsets, and amounts are rounded.
Good for
- Detecting and segmenting water and mold damage in photos
- Predicting repair scope (line items and quantities) from photos and scans
- Before-and-after change detection in the same room
- Indoor scene and layout understanding from 360° scans paired with floor plans
- Cycle-time and cost models for property claims
Sample
A sample pack of 29 complete jobs is available to approved buyers under evaluation terms: 580 photos, 141 panoramas (60 before-and-after pairs of the same room), 52 floor plans and 1,282 estimate line items, with a data card and a file manifest.
Known limitations
- One contractor in one metro area, mostly water losses in single-family homes.
- Photo timing is upload time, which is usually but not always the capture day.
- Water category is present only where the estimate states it.
- The panorama count is estimated from a sample of scan sets.
- Estimate unit prices are not included, because Xactimate price lists are licensed by Verisk. Job totals are included.
- The contractor's branded floor-protection mats are visible in some panoramas.
Licensing and delivery
Non-exclusive licences for model training and evaluation. Exclusive terms, custom subsets and added labelling are available on request. Delivered to a cloud storage bucket.