Remote Farm Equipment IoT Logs
This dataset provides granular, time-stamped IoT logs from remote farm equipment, including operational status, sensor alerts, scheduled maintenance, and climate conditions. It is ideal for developing predictive maintenance models, optimizing workforce deployment, and mitigating climate-related risks in agriculture through real-world-style device and event tracking.
Sample rows
preview · 8 of 120 rows · all 15 columns| log_idstring | equipment_typestring | sensor_alert_valuefloat | maintenance_scheduledboolean | maintenance_typestring | equipment_idstring | location_latitudefloat | location_longitudefloat | timestampdatetime | operational_statusstring | sensor_alert_typestring | maintenance_datedate | operator_idstring | climate_conditionstring | notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LOG-TRAC9217 | tractor | blank | false | blank | EQ-TRAC123 | 39.57283 | -104.98214 | 2024-06-04T08:17:32Z | active | none | blank | OP-JD7264 | clear | Routine log entry. Tractor operating normally with no issues reported today in field 17. |
| LOG-HVST3832 | harvester | blank | false | blank | EQ-HVST200 | 52.50311 | 13.40191 | 2024-06-04T10:09:45Z | active | none | blank | OP-AL2077 | rain | Harvester running in rainy conditions. Grain moisture readings within expected range. |
| LOG-IRIG4821 | irrigation_pump | blank | true | routine | EQ-IRIG876 | 34.26318 | -118.52372 | 2024-06-04T05:32:10Z | maintenance | none | 2024-06-07 | OP-CP4012 | fog | Scheduled routine maintenance for irrigation pump. Foggy morning. No sensor alerts detected. |
| LOG-SPRY7521 | sprayer | blank | false | blank | EQ-SPRY104 | 47.39372 | -122.28219 | 2024-06-04T11:43:00Z | idle | none | blank | OP-KH3261 | clear | Sprayer idle during midday break. No operational issues reported. Preparing for afternoon session. |
| LOG-DRON5811 | drone | blank | false | blank | EQ-DRON490 | 68.20713 | 33.54321 | 2024-06-04T09:12:22Z | offline | none | blank | blank | snow | Drone offline due to snowy weather in northern field. Awaiting improved visibility for redeployment. |
| LOG-SNSR8274 | sensor_unit | -15.7 | false | blank | EQ-SNSR210 | -77.14231 | 162.39718 | 2024-06-04T07:23:08Z | idle | temperature_low | blank | blank | snow | Sensor unit registered low temperature alert. Antarctic field. Monitoring for frost risk. |
| LOG-TRAC7743 | tractor | blank | false | blank | EQ-TRAC124 | 44.42131 | -93.59831 | 2024-06-03T17:24:39Z | idle | none | blank | OP-WM1542 | clear | Tractor idle during scheduled lunch break. No maintenance required. Weather clear and sunny. |
| LOG-HVST2451 | harvester | 89.4 | true | repair | EQ-HVST201 | 54.78312 | 1.87325 | 2024-06-03T18:42:17Z | error | vibration | 2024-06-06 | OP-JH4489 | rain | High vibration detected in harvester. Scheduled repair. Operator reported abnormal noise during harvest. |
| LOG-IRIG7536 | irrigation_pump | 98.7 | true | repair | EQ-IRIG877 | 11.98273 | 77.59321 | 2024-06-03T21:10:15Z | error | temperature_high | 2024-06-05 | OP-KM5044 | clear | Temperature exceeded safe threshold in irrigation pump. Emergency repair scheduled. No injuries. |
| LOG-SPRY3592 | sprayer | blank | false | blank | EQ-SPRY105 | 35.67354 | -83.53821 | 2024-06-04T04:45:39Z | active | none | blank | OP-HL2370 | clear | Sprayer operating as scheduled. No alerts. Field conditions optimal for spraying. |
| LOG-DRON3861 | drone | 19.6 | false | blank | EQ-DRON491 | 37.77493 | -122.41942 | 2024-06-04T06:17:51Z | active | battery_low | blank | OP-GS2001 | windy | Drone returned to base due to low battery. Windy conditions in San Francisco area. Recharge required. |
| LOG-SNSR5421 | sensor_unit | blank | false | blank | EQ-SNSR211 | 0.00001 | 36.82195 | 2024-06-03T16:50:29Z | active | none | blank | blank | clear | Sensor unit deployed at equator. Clear skies and stable readings. No maintenance needed. |
| LOG-TRAC3672 | tractor | blank | false | blank | EQ-TRAC125 | 41.13872 | -95.91211 | 2024-06-03T15:19:02Z | active | none | blank | OP-EM7110 | fog | Tractor operating in morning fog. Visibility reduced but no alerts triggered. |
| LOG-HVST7641 | harvester | blank | false | blank | EQ-HVST202 | 46.81388 | 8.22421 | 2024-06-04T08:58:43Z | active | none | blank | OP-LS9627 | clear | Harvester completing morning round in Switzerland. All systems operational. |
| LOG-IRIG7152 | irrigation_pump | blank | true | inspection | EQ-IRIG878 | 53.34981 | -6.26031 | 2024-06-03T20:34:10Z | maintenance | none | 2024-06-08 | OP-TQ4133 | rain | Scheduled inspection for irrigation pump. Rainy evening. No sensor alerts found. |
| LOG-SPRY9682 | sprayer | blank | false | blank | EQ-SPRY106 | -29.86552 | 31.02747 | 2024-06-04T07:11:20Z | idle | none | blank | OP-NB6709 | clear | Sprayer idle before scheduled maintenance. No active alerts. Operator on standby. |
| LOG-DRON6245 | drone | blank | true | upgrade | EQ-DRON492 | 51.50722 | -0.12757 | 2024-06-03T22:36:57Z | maintenance | none | 2024-06-05 | OP-CF2189 | windy | Drone scheduled for firmware upgrade. Windy evening in London. No sensor issues detected. |
| LOG-SNSR4981 | sensor_unit | 87.5 | false | blank | EQ-SNSR212 | 60.47202 | 8.46895 | 2024-06-04T12:25:12Z | active | humidity_high | blank | blank | fog | Sensor unit detected high humidity levels. Monitoring for mold risk. Norwegian farm. |
| LOG-TRAC1165 | tractor | blank | false | blank | EQ-TRAC126 | 32.77666 | -96.79699 | 2024-06-03T13:07:35Z | active | none | blank | OP-RT3122 | clear | Tractor working on southern field. No operational issues. Sunny conditions. |
| LOG-HVST2892 | harvester | 12.3 | true | repair | EQ-HVST203 | 19.43261 | -99.13321 | 2024-06-03T23:51:49Z | error | humidity_low | 2024-06-06 | OP-RA8921 | clear | Harvester reported low humidity alert during late night operation in Mexico City. |
What the 120 rows show
from the 120-row sampleIrrigation_
- 28%maintenance_
scheduled = true - 63.1median sensor_
alert_ value - 5operational statuses
- 7sensor alert types
- 7climate conditions
Median 63.1, from -17.6 to 98.7.
- string 9
- float 3
- date 1
- datetime 1
- boolean 1
Columns
15 columns in four groups| column | type | description | example |
|---|---|---|---|
| Text 9 columns | |||
log_id | string | Unique identifier for each IoT log entryunique | LOG-TRAC9217 |
equipment_id | string | Unique identifier for the farm equipment device | EQ-TRAC123 |
equipment_type | string | Type of farm equipment (e.g., tractor, harvester, irrigation_pump)6 values | tractor |
operational_status | string | Current operational status of the equipmentactive · idle · maintenance · offline · error | active |
sensor_alert_type | string | Type of sensor alert triggered (if any)7 values · optional | none |
maintenance_type | string | Type of scheduled maintenance (if applicable)routine · repair · inspection · upgrade · optional | routine |
operator_id | string | Identifier for the operator responsible for the equipment (if available)optional | OP-JD7264 |
climate_condition | string | Current climate condition at equipment location7 values · optional | clear |
notes | string | Additional notes or comments for the log entryoptional | Routine log entry. Tracto… |
| Numbers 3 columns | |||
location_latitude | float | Latitude coordinate of equipment location-90 to 90 | 39.57283 |
location_longitude | float | Longitude coordinate of equipment location-180 to 180 | -104.98214 |
sensor_alert_value | float | Sensor value that triggered the alert (if applicable)optional | -15.7 |
| Dates and times 2 columns | |||
timestamp | datetime | UTC date and time of the log entry | 2024-06-04T08:17:32Z |
maintenance_date | date | Scheduled date for maintenance (if applicable)optional | 2024-06-07 |
| True or false 1 column | |||
maintenance_scheduled | boolean | Indicates if maintenance is scheduled for this equipment | false |
Use it for
An agriculture dashboard
The maintenance_
scheduled rate, sensor_ alert_ value by equipment_ type and a breakdown of maintenance_ type. Excel, Power BI or Tableau. Why do 34 of 120 rows have maintenance_
scheduled = true? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Logs120LOG-TRAC9217tractorLOG-IRIG4821irrigati…LOG-HVST245189.4harvester
A software demo
Believable logs with equipment_
id, equipment_ type and location_ latitude to fill a screen in front of a buyer.
This dataset120 rows15 columns
Yours1,000 rows15 columnslocation_latitude: UK only
blueprint · remote-farm-equipment-iot-logs
Behind this dataset
Same schema. As many rows as you need.
These 120 rows came out of a blueprint — 15 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 equipment entry logs operational status at least once daily
- Sensor alerts trigger maintenance schedule updates within 24 hours
- Downtime events must be correlated with weather data
- Maintenance performed must reset equipment status to operational
- Remote access logs are timestamped and linked to authorized workforce members
Open the blueprint in Data Factory
1 credit per row. Preview 20 rows free. Buy rows for the full run.
- Exports
- CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
- Licence
- yours to use, including commercially
- API slug
- remote-farm-equipment-iot-logs