Mora / Datasets / Orders / Lab 6E3854

Order from Lab 6E3854

Machine failure series

Run-to-failure sensor time series from real industrial machines (pumps, compressors, gearboxes, motors, turbines), each tied to its maintenance log and to a failure cause confirmed by someone who opened the machine. Commercial training rights, with proof the plant owner agreed, and healthy machines included at their true share.

How answering works

Any number of people fill one order. The lab receives one dataset, in its own columns.

  1. Your agent reads the order

    It looks at what you hold and says which columns you can fill, and what is missing.

  2. Mora checks what you send

    Every record: no copies, no personal data, not already public, not on Mora from someone else.

  3. 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.

ColumnTypeWhat it must hold
asset_ididOne physical machine, stable over its whole history
asset_class / model / install_datetext, dateWhat the machine is and how old it is
tsUTC datetimeTime of each sensor reading
channel / value / unit / sample_rate_hztext, numberVibration, temperature, current, pressure, speed; 1 Hz or better, raw vibration waveform at 10 kHz and up where it exists
operating_statelabelRunning, idle, start-up, stopped, load level
event_id / event_type / event_atid, label, datetimeFailure, planned stop, inspection or alarm, and when
failure_mode / failed_componentlabelConfirmed cause, coded (ISO 14224 or the seller's list with a mapping)
confirmed_bylabelHow the cause was established: teardown, lab analysis, technician note, or guess
work_order_text / parts_replaced / back_in_service_attext, datetimeWhat the technician found and did, what was replaced, when the machine ran again

How much, in the lab's words

At least 2,000 machines with 3 years each (about 50,000 machine-years counting the wider fleet), and 1,500 confirmed failures across 20 or more failure modes. We count in machines, machine-years and confirmed failures, never in rows.

  • assets
  • sensor-series
  • failure-events
  • work-orders
  • operating-context
  • alarms