Farm Yield Monitoring
This dataset offers detailed records of farm yield monitoring, capturing crop types, planting and harvest dates, input usage, and key environmental factors at the field level. It enables agricultural businesses to analyze productivity, optimize input application, and make data-driven decisions for improved crop management and planning. The dataset is ideal for yield forecasting, resource optimization, and precision agriculture analytics.
Sample rows
preview · 8 of 70 rows · all 21 columns| farm_idstring | input_typestring | input_quantityfloat | field_idstring | crop_typestring | planting_datedate | harvest_datedate | yield_kgfloat | yield_per_hectarefloat | field_area_hectaresfloat | input_namestring | input_unitstring | input_application_datedate | soil_moisture_percentfloat | soil_phfloat | temperature_celsiusfloat | rainfall_mmfloat | measurement_datedate | latitudefloat | longitudefloat | notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FARM001 | fertilizer | 340.5 | FIELD01 | corn | 2023-04-08 | 2023-10-12 | 62000.5 | 7750.1 | 8 | GrowMax NPK | kg | 2023-04-15 | 23.5 | 6.8 | 17.2 | 55 | 2023-05-01 | 39.1123 | -93.4501 | Above average rainfall in May. |
| FARM002 | seed | 225 | FIELD03 | soybeans | 2023-05-10 | 2023-09-24 | 48800 | 6100.5 | 8 | YellowStar S2 | seeds | 2023-05-10 | 19 | 6.4 | 20.1 | 63.2 | 2023-06-03 | 38.9982 | -93.514 | No issues reported. |
| FARM003 | herbicide | 60 | FIELD09 | wheat | 2023-03-25 | 2023-08-10 | 37000.3 | 4625 | 8 | WeedAway Ultra | L | 2023-04-20 | 17.2 | 7.1 | 15.8 | 42.7 | 2023-04-21 | 40.0341 | -92.8891 | Mild weed pressure. |
| FARM001 | pesticide | 45 | FIELD02 | corn | 2023-04-12 | 2023-10-18 | 65000 | 8125 | 8 | BugStop 400 | L | 2023-06-15 | 20 | 6.6 | 22.2 | 67.3 | 2023-06-14 | 39.1128 | -93.4511 | Noted minor pest outbreak. |
| FARM002 | fertilizer | 280 | FIELD04 | wheat | 2023-04-01 | 2023-08-15 | 41000 | 5125 | 8 | GrowMax NPK | kg | 2023-04-10 | 14.8 | 6.9 | 19.6 | 39.9 | 2023-05-03 | 38.997 | -93.51 | blank |
| FARM004 | water | 1500 | FIELD15 | barley | 2023-03-20 | 2023-07-29 | 25000 | 3125 | 8 | blank | L | 2023-04-05 | 21.2 | 7.3 | 13.5 | 50 | 2023-04-04 | 41.1001 | -92.5568 | Irrigation due to dry spell. |
| FARM001 | seed | 230 | FIELD01 | soybeans | 2023-05-15 | 2023-09-30 | 50600 | 6325 | 8 | FieldPro S3 | seeds | 2023-05-15 | 18.5 | 6.7 | 21.3 | 60.3 | 2023-06-01 | 39.1124 | -93.4509 | blank |
| FARM005 | fertilizer | 315 | FIELD20 | corn | 2023-04-05 | 2023-10-10 | 58500 | 7312.5 | 8 | AgroPower 100 | kg | 2023-04-10 | 24 | 7 | 18 | 48.4 | 2023-05-06 | 38.4503 | -92.1011 | Normal conditions. |
| FARM003 | herbicide | 55 | FIELD10 | barley | 2023-03-18 | 2023-08-01 | 21000 | 2625 | 8 | HerbiClear X | L | 2023-04-02 | 16.2 | 7.1 | 13.1 | 38.2 | 2023-04-10 | 40.0344 | -92.8899 | Minor weed presence. |
| FARM002 | seed | 220 | FIELD05 | corn | 2023-04-18 | 2023-10-20 | 61000 | 7625 | 8 | CornSure C1 | seeds | 2023-04-18 | 26.5 | 6.8 | 17.8 | 60.7 | 2023-05-08 | 38.9979 | -93.513 | blank |
| FARM006 | fertilizer | 265 | FIELD25 | wheat | 2023-03-28 | 2023-08-13 | 39000 | 4875 | 8 | WheatGrow 88 | kg | 2023-04-03 | 15.5 | 6.7 | 17 | 43.2 | 2023-04-05 | 38.3104 | -92.2992 | blank |
| FARM004 | pesticide | 38 | FIELD16 | soybeans | 2023-05-18 | 2023-09-28 | 47600 | 5950 | 8 | SoyGuard P | L | 2023-06-14 | 21.8 | 6.5 | 23.2 | 59.1 | 2023-06-15 | 41.0999 | -92.5572 | Treated for aphids. |
| FARM005 | herbicide | 52 | FIELD21 | wheat | 2023-03-26 | 2023-08-11 | 36500 | 4562.5 | 8 | WeedAway Ultra | L | 2023-04-15 | 14 | 7.2 | 14.8 | 41.8 | 2023-04-16 | 38.4511 | -92.1015 | blank |
| FARM006 | water | 1550 | FIELD26 | barley | 2023-03-22 | 2023-07-31 | 27000 | 3375 | 8 | blank | L | 2023-04-07 | 20.7 | 7 | 12.9 | 49.8 | 2023-04-12 | 38.3107 | -92.2995 | Above average soil moisture. |
| FARM003 | fertilizer | 332 | FIELD11 | corn | 2023-04-10 | 2023-10-16 | 59500 | 7437.5 | 8 | AgroPower 100 | kg | 2023-04-14 | 23 | 6.9 | 18.3 | 53.5 | 2023-05-04 | 40.0348 | -92.8903 | blank |
| FARM004 | herbicide | 58 | FIELD17 | wheat | 2023-03-29 | 2023-08-14 | 40500 | 5062.5 | 8 | HerbiClear X | L | 2023-04-13 | 13.9 | 7.3 | 16.4 | 40.5 | 2023-04-11 | 41.1006 | -92.5561 | Good crop stand. |
| FARM005 | seed | 235 | FIELD22 | soybeans | 2023-05-13 | 2023-09-29 | 49200 | 6150 | 8 | YellowStar S2 | seeds | 2023-05-13 | 20.5 | 6.8 | 19.9 | 62.1 | 2023-06-06 | 38.4512 | -92.1008 | blank |
| FARM001 | fertilizer | 225 | FIELD03 | barley | 2023-03-17 | 2023-07-30 | 23200 | 2900 | 8 | BarleyBoost B | kg | 2023-03-25 | 18.3 | 7.5 | 14.2 | 44.3 | 2023-03-29 | 39.113 | -93.4506 | blank |
| FARM002 | herbicide | 50 | FIELD06 | wheat | 2023-03-27 | 2023-08-12 | 38000 | 4750 | 8 | WeedAway Ultra | L | 2023-04-12 | 16 | 7 | 16.7 | 40 | 2023-04-13 | 38.998 | -93.5118 | Few weeds present at early stage. |
| FARM006 | fertilizer | 355 | FIELD27 | corn | 2023-04-07 | 2023-10-15 | 62700 | 7837.5 | 8 | GrowMax NPK | kg | 2023-04-15 | 25.1 | 6.8 | 18.6 | 56 | 2023-05-09 | 38.311 | -92.299 | blank |
What the 70 rows show
from the 70-row sampleHerbicide (input type) stands out: mean input_
- 171.0median input_
quantity - 4input units
- 9crop types
- 25,100median yield_
kg - 5,220median yield_
per_ hectare - 3.3median field_
area_ hectares
Median 171.0, from 9.3 to 1,600.
- string 7
- float 10
- date 4
Columns
21 columns in three groups| column | type | description | example |
|---|---|---|---|
| Text 7 columns | |||
farm_id | string | Unique identifier for the farm | FARM001 |
field_id | string | Unique identifier for a specific field or plot within a farm | FIELD01 |
crop_type | string | Type or species of crop grown in the field (e.g., wheat, corn, soybeans)9 types | corn |
input_type | string | Type of input applied (e.g., fertilizer, pesticide, water, seed)6 values | fertilizer |
input_name | string | Name or brand of the input usedoptional | GrowMax NPK |
input_unit | string | Unit of measurement for input quantity (e.g., kg, L, seeds)4 units · optional | kg |
notes | string | Additional notes or observations relevant to the recordoptional | No issues reported. |
| Numbers 10 columns | |||
yield_kg | float | Total crop yield from the field in kilograms0 or more · optional | 62000.5 |
yield_per_hectare | float | Crop yield per hectare in kilograms0 or more · optional | 7750.1 |
field_area_hectares | float | Area of the field in hectares0 or more | 8 |
input_quantity | float | Quantity of input applied (in units specified by input_unit)0 or more · optional | 340.5 |
soil_moisture_percent | float | Soil moisture as a percentage at the time of measurement0 to 100 · optional | 23.5 |
soil_ph | float | Soil pH value at the time of measurement0 to 14 · optional | 6.8 |
temperature_celsius | float | Ambient temperature in degrees Celsius at the time of measurementoptional | 17.2 |
rainfall_mm | float | Rainfall in millimeters during the relevant period0 or more · optional | 55 |
latitude | float | Latitude coordinate of the field center-90 to 90 · optional | 39.1123 |
longitude | float | Longitude coordinate of the field center-180 to 180 · optional | -93.4501 |
| Dates and times 4 columns | |||
planting_date | date | Date when the crop was planted | 2023-04-08 |
harvest_date | date | Date when the crop was harvestedoptional | 2023-10-12 |
input_application_date | date | Date when the input was appliedoptional | 2023-04-15 |
measurement_date | date | Date when environmental measurements were takenoptional | 2023-05-01 |
Use it for
An agriculture dashboard
Input_
quantity by input_ type and a breakdown of farm_ id. Excel, Power BI or Tableau. Why do the 15 herbicide rows have a mean input_
quantity of 36.8? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Farms70FARM001340.5fertiliz…FARM002225seedFARM00360herbicide
A software demo
Believable farms with field_
id, crop_ type and planting_ date to fill a screen in front of a buyer.
This dataset70 rows21 columns
Yours1,000 rows21 columns
blueprint · farm-yield-monitoring
Behind this dataset
Same schema. As many rows as you need.
These 70 rows came out of a blueprint — 21 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 plot must have crop type and area
- Incomplete harvest data is excluded
- Input use must be logged per plot
- Yields below threshold flagged for investigation
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
- farm-yield-monitoring