Skip to main content
lab-notes.aiPublic-service AI playbooks
Back to Farm Advisory Support
Synthetic working data

Explore the starter data

We used AI-assisted research to investigate the published sources, then created 18 non-sensitive synthetic records shaped by what those sources expose. It is starter data for exploration—not real service data or evidence.

Read the note on this dataset

Eighteen invented field-group rows standing in for the soil analysis and cropping record a nutrient management plan asks a farm to hold, with six lettered groups, a soil pH, a nitrogen supply index, and a banded yield.

Every record in the file

Inspect, compare, understand

Use 18 synthetic rows across six field groups to explore an advisory question without using a real holding's records. Switch views without losing the description, source file, or limitations on this page.

SYN-FA-01Field group AGrass silage6.2index 1 (moderate)10-12 t DM/ha
SYN-FA-02Field group AGrass silage5.8index 0 (low)8-10 t DM/ha
SYN-FA-03Field group APermanent pasture5.5index 0 (low)under 8 t DM/ha
SYN-FA-04Field group BSpring barley6.4index 1 (moderate)5-7 t/ha
SYN-FA-05Field group BSpring barley6.1index 0 (low)4-5 t/ha
SYN-FA-06Field group BOats6.3index 1 (moderate)5-7 t/ha
SYN-FA-07Field group CWinter wheat6.8index 2 (high)8-10 t/ha
SYN-FA-08Field group CWinter wheat6.6index 2 (high)7-8 t/ha
SYN-FA-09Field group CForage maize6.5index 1 (moderate)12-14 t DM/ha
SYN-FA-10Field group DPotatoes5.9index 1 (moderate)35-45 t/ha
SYN-FA-11Field group DPotatoes5.6index 0 (low)25-35 t/ha
SYN-FA-12Field group DSpring barley5.7index 0 (low)4-5 t/ha
SYN-FA-13Field group EGrass silage5.2index 0 (low)under 8 t DM/ha
SYN-FA-14Field group EPermanent pasture5.4index 0 (low)under 8 t DM/ha
SYN-FA-15Field group EPermanent pasture5.3index 1 (moderate)8-10 t DM/ha
SYN-FA-16Field group FGrass silage6.7index 2 (high)12-14 t DM/ha
SYN-FA-17Field group FForage maize6.9index 2 (high)over 14 t DM/ha
SYN-FA-18Field group FOats6.6index 1 (moderate)5-7 t/ha
Synthetic working data

AI-assisted research helped identify and interpret the published sources. We then created a small, non-sensitive synthetic dataset shaped by the information those sources expose. It is for exploration—not evidence, training, or operational decisions.

Method note

How it was prepared

AI authored fictional field groups with crops, soil pH, soil nitrogen supply indexes, and banded yields.

Conditions for use

What this dataset cannot tell you

  • The groups are letters and the figures are invented, so nothing here is a measurement of any soil, crop, or yield.
  • Six lettered field groups cannot stand in for the range of farm types, soils, and weather here, and there is no authoritative guidance table sitting behind the rows.
  • A pH and an index leave out the weather, the livestock, the costs, and the local knowledge that decide whether a suggestion is any use on the day.
  • It is invented. No record describes a real person, place, case, or measurement, and no result computed from it is evidence that anything works in a live service.