Western commercial environment · Facilities & Cleaning
Commercial Cleaning & Janitorial Egocentric Data Collection
- Sector
- Facilities & Cleaning
- Tasks listed
- 15
- Status
- 8 active collection, 7 ready to deploy
- Capture
- Phone (head-mounted) / multiview rig
Environment
What does the commercial cleaning & janitorial environment cover?
Typical settings: Office building, shopping mall, airport, industrial facility -- mopping, vacuuming, surface sanitizing, restroom cleaning. Each recording shows the worker's hands, tools and the objects they handle from their own point of view, in the layouts and with the equipment used in Western facilities & cleaning work.
The environment sits in the Facilities & Cleaning sector of the commercial catalog. A spec can take the listed tasks as-is, narrow them, or add tasks the list does not name.
Tasks
Which commercial cleaning & janitorial tasks can be captured?
Every task in the catalog for this environment, with its skill level and current status.
| Task | What is recorded | Skill | Status |
|---|---|---|---|
| Clean and disinfect restrooms using disinfectant sprayers and mops | Spray disinfectant on fixtures, scrub toilets and sinks and mop the restroom floor. | Easy | Active collection |
| Extract and dry carpets using a carpet extractor and air movers | Run the carpet extractor over the floor in passes and position air movers to dry it. | Medium | Active collection |
| Mopping | Fill the bucket, wring the mop and mop hard floors in sections, changing water as needed. | Easy | Active collection |
| Restroom cleaning | Scrub toilets, urinals and sinks, wipe surfaces and restock paper and soap. | Easy | Active collection |
| Strip and wax hard floors using a floor buffer and wax applicator | Apply stripper, run the buffer over the floor, rinse and lay new wax with an applicator. | Medium | Active collection |
| Surface sanitizing | Spray and wipe desks, handles and high-touch surfaces with sanitizer. | Easy | Active collection |
| Vacuuming | Vacuum carpets and hard floors in offices and corridors, moving chairs as needed. | Easy | Active collection |
| Wash and squeegee windows using extension poles and squeegees | Wet windows with a pole applicator and pull the water off with a squeegee. | Medium | Active collection |
| Carpet Extraction | Pre-spray carpets, run the extractor over them in passes and set air movers to dry. | Medium | Ready to deploy |
| Commercial Cleaning & Janitorial | Janitorial and facilities cleaning across offices and commercial buildings. | Easy | Ready to deploy |
| Drain Clearing & Cleanup | Clear blocked drains with a plunger or auger and clean up the surrounding area. | Medium | Ready to deploy |
| Event Restroom Sanitation | Clean and disinfect event restrooms between sessions and restock paper and soap. | Easy | Ready to deploy |
| Floor Stripping & Waxing | Strip old wax with a floor machine, rinse and apply new wax in even coats. | Medium | Ready to deploy |
| Restroom Restock & Disinfection | Refill dispensers and disinfect all restroom fixtures and touch points. | Easy | Ready to deploy |
| Window & Glass Cleaning | Clean interior and exterior glass with applicators and squeegees and polish edges. | Medium | Ready to deploy |
Capture setup
How is commercial cleaning & janitorial work captured?
| Setup | How it works | Tasks |
|---|---|---|
| Phone (head-mounted) / multiview rig | A head-mounted phone records the first-person view of real work on site; a multiview rig adds synchronized third-person angles when the spec asks for them. | 15 |
On the rig tier, every stream is aligned to a shared clock and checked at the sync gate before an hour is billed. See capture for the hardware.
Status
What does each status mean?
| Status | Meaning | Tasks here |
|---|---|---|
| Active collection | Recording in this environment is running now, so a spec can join an existing capture stream. | 8 |
| Ready to deploy | Contributors and site access are set up; capture starts once a spec is signed. | 7 |
| Available on request | Scoped and recruited to spec when a buyer asks for it. | 0 |
Western markets
Which Western markets are recruited for commercial cleaning & janitorial capture?
Contributors are recruited to spec in Western program markets, so the footage reflects how this work is done in North American and European businesses. Country pages list the legal basis and status for each market.
Delivery
How is the data delivered?
Footage is delivered in RLDS, LeRobot, WebDataset, HDF5, zarr and Rerun .rrd, mapped to the canonical episode schema, under a buyer-owned commercial licence. See delivery formats, sample data outputs and how to scope a custom collection.
FAQ
Commercial Cleaning & Janitorial egocentric data, answered.
- What commercial cleaning & janitorial tasks can Firsthand capture?
- 15 listed tasks, including clean and disinfect restrooms using disinfectant sprayers and mops, extract and dry carpets using a carpet extractor and air movers, mopping, restroom cleaning. Tasks outside the list can be added to a spec.
- What does "Western" mean for this environment?
- The settings, equipment, packaging and signage found in North American and European commercial cleaning & janitorial work, recruited in program markets such as United States, Canada, United Kingdom, Germany.
- How fast can collection start?
- A median of 48 hours from signed spec to first validated batch where coverage is deep. Tasks marked available on request are recruited first, and the timeline is quoted against the spec before capture begins.
- Is the footage consented and anonymized?
- Yes. Releases are collected before capture, and faces, licence plates and screens are detected and blurred, with a human review step, before footage is delivered.
- Who owns the data?
- Delivery is under a buyer-owned commercial licence. Pricing is quoted per engagement and billed per validated hour, meaning footage that passed sync and QA against your spec.
Need commercial cleaning & janitorial footage for your model?
Tell us which tasks your model is missing. We quote reach, timeline and price against one written spec, starting with a Spec Pilot.