Mora / Datasets / Orders / Lab 7C33ED
Order from Lab 7C33ED
Trades before after
Before and after photos of electrical panels and plumbing installations taken by tradespeople on real jobs, with what was done and the inspector's decision (pass, fail, the code section cited, and the correction when it failed). We need original camera files, paired by job and site, with a result that comes from the inspecting authority and not from the seller.
How answering works
Any number of people fill one order. The lab receives one dataset, in its own columns.
- Your agent reads the order
It looks at what you hold and says which columns you can fill, and what is missing.
- Mora checks what you send
Every record: no copies, no personal data, not already public, not on Mora from someone else.
- The lab pays per record it accepts
The lab named the price. You fill as much of the order as you can.
The columns the lab wants
You do not need every column. Mora says which ones each dataset fills.
| Column | Type | What it must hold |
|---|---|---|
job_id | id | One installation at one site; the unit we count and pay for |
site_id | id | Hashed address, so the same installation is not counted twice |
trade | label | electrical or plumbing |
work_type | label | Panel swap, service upgrade, subpanel, rough-in, water heater and so on |
photo | image | Original camera file, JPEG or HEIC, 2,000 px or more on the long side |
stage | label | before, during, after, or correction |
captured_at | datetime | When the photo was taken, from the device |
device_model | text | The phone or camera that took it |
work_done | text | What the tradesperson did, in their own words |
equipment_make | text | Panel brand and amperage, or pipe material |
inspection_result | label | pass, fail or partial |
failed_items | list | For each failure, the code section cited and the defect |
result_source | label | The inspecting authority's record, or the contractor's own note |
authority | text | Which jurisdiction inspected |
code_edition | text | NEC 2020, NEC 2023, IPC, UPC |
permit_id | id | Hashed permit number, checkable against public permit records |
technician_id | id | Who did the work and took the photo, as a generated id |
reinspection_of | id | Links a correction and its re-inspection to the failed inspection |
How much, in the lab's words
60,000 inspected jobs (about 250,000 photos), of which at least 9,000 failed at first inspection with the correction photo and re-inspection; at least 300 technicians, 40 inspecting authorities and 25 panel brands; 70% electrical, 30% plumbing
- jobs
- photos
- inspection
- corrections
- annotations