Production Line Downtime Events

This dataset provides detailed records of manufacturing production line downtime events, including timestamps, durations, root causes, and corrective actions. It enables comprehensive analysis of operational disruptions, supports root cause identification, and facilitates continuous process improvement initiatives. The dataset is ideal for manufacturing analytics, reliability engineering, and operational excellence programs.

  • opened 8 times
  • last updated 12 Jul 2025
  • by GoMask
The brief that made it

Root cause analysis of production line downtimes

Sample rows

preview · 8 of 80 rows · all 14 columns
event_idstringcause_categorystringduration_minutesfloatis_plannedbooleanproduction_line_idstringmachine_idstringevent_start_timedatetimeevent_end_timedatetimecause_detailstringreported_bystringshiftstringcorrective_actionstringproduction_order_idstringcommentsstring
EVT-10001Mechanical22falsePL-01MC-1012023-06-05T07:42:002023-06-05T08:04:00Conveyor belt misalignmentJ.SmithShift 1Realigned conveyor and tightened rollersPO-2023060501Detected during routine inspection
EVT-10002Electrical14falsePL-02MC-2072023-06-05T14:18:002023-06-05T14:32:00Sensor malfunctionA.WongShift 2Replaced faulty sensorPO-2023060502Sensor repeatedly triggered false alarms
EVT-10003Human Error6falsePL-03MC-3152023-06-06T22:05:002023-06-06T22:11:00Incorrect machine setupL.MeyerShift 3Reset machine settingsPO-2023060610Operator noted lack of training
EVT-10004Scheduled Maintenance45truePL-04blank2023-06-07T06:10:002023-06-07T06:55:00Routine lubrication of all moving partsmaintenance_teamShift 1Completed scheduled lubricationblankMonthly planned downtime
EVT-10005Material Shortage13falsePL-02MC-2102023-06-07T15:27:002023-06-07T15:40:00Polymer resin depletedB.HallShift 2Refilled resin supplyPO-2023060703Supply chain notified
EVT-10006Electrical12falsePL-01MC-1052023-06-08T08:09:002023-06-08T08:21:00Breaker trippedL.TaylorShift 1Reset breaker and checked loadPO-2023060801No further electrical issues
EVT-10007Human Error11falsePL-03MC-3202023-06-08T22:42:002023-06-08T22:53:00Skipped quality check stepE.RamosShift 3Re-trained operator on SOPPO-2023060811No defective units found
EVT-10008Scheduled Maintenance23truePL-04blank2023-06-09T06:00:002023-06-09T06:23:00Filter replacementmaintenance_teamShift 1Replaced main air filtersblankQuarterly schedule

What the 80 rows show

from the 80-row sample

Scheduled Maintenance (cause category) stands out: 10 of its 10 rows have is_planned = true, against 2 of 70 for the rest.

  • 15%is_planned = true
  • 19median duration_minutes
  • 3shifts
Is planned rate by cause_categoryis_planned = true
0%50%100%0%Mecha…0 of 270%Elect…0 of 160%Human…0 of 120%Mater…0 of 11100%Sched…10 of …50%Other2 of 4
duration_minutes80 rows, in bands of 5
09186181711994652545duration_minutes →

Median 19, from 6 to 45.

production_line_id80 rows · 8 values
  1. PL-0111
  2. LINE-B211
  3. PL-0210
  4. PL-0310
  5. LINE-A110
  6. LINE-C410
  7. PL-049
  8. LINE-D59
14 columns by typefrom the column list below
  • string 10
  • float 1
  • datetime 2
  • boolean 1

Columns

14 columns in four groups
blueprint · 14 columns
columntypedescriptionexample
Text 10 columns
event_idstringUnique identifier for each downtime event.uniqueEVT-10001
production_line_idstringIdentifier for the specific production line where the downtime occurred.8 linesPL-01
machine_idstringIdentifier for the specific machine involved in the downtime event (if applicable).optionalMC-101
cause_categorystringHigh-level category of the downtime cause (e.g., Mechanical, Electrical, Human Error, Material Shortage, Scheduled Maintenance).6 valuesMechanical
cause_detailstringDetailed description of the specific cause of the downtime event.Sensor malfunction
reported_bystringName or identifier of the person who reported the downtime event.optionalJ.Smith
shiftstringProduction shift during which the downtime occurred (e.g., Shift 1, Shift 2, Shift 3).Shift 1 · Shift 2 · Shift 3 · Other · optionalShift 1
corrective_actionstringDescription of the corrective action taken to resolve the downtime.optionalReplaced faulty sensor
production_order_idstringIdentifier for the production order affected by the downtime event.optionalPO-2023060501
commentsstringAdditional notes or comments about the downtime event.optionalMonthly planned downtime
Numbers 1 column
duration_minutesfloatTotal duration of the downtime event in minutes.0 or more22
Dates and times 2 columns
event_start_timedatetimeTimestamp marking the start of the downtime event.2023-06-05T07:42:00
event_end_timedatetimeTimestamp marking the end of the downtime event.2023-06-05T08:04:00
True or false 1 column
is_plannedbooleanIndicates whether the downtime was planned (true) or unplanned (false).false

Use it for

  • is planned15%12 of 80 rowsmean duration minutes…22.1Mech…20.1Elec…14.1Huma…20.2Mate…

    A manufacturing dashboard

    The is_planned rate, duration_minutes by cause_category and a breakdown of production_line_id. Excel, Power BI or Tableau.

  • Why do 12 of 80 rows have is_planned = true?

    A root-cause class exercise

    Hand out the rows and one question. The answer is in the data, not in the brief.

  • A software demo

    Believable events with production_line_id, machine_id and event_start_time to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 14 columns, your size and your rules. See 20 rows before you pay.

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This dataset80 rows14 columns
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blueprint · production-line-downtime-events

Behind this dataset

Same schema. As many rows as you need.

These 80 rows came out of a blueprint — 14 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with
  • Each downtime event must have a cause code
  • Downtime shorter than 5 minutes excluded
  • Cumulative downtime calculated weekly
  • Flag lines with downtime above 10% scheduled time
  • Maintenance-related events must link to work orders
Rows
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Exports
CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence
yours to use, including commercially
API slug
production-line-downtime-events

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