Synthetic Crop Disease Treatment Trials
This dataset simulates crop disease treatment trials with detailed tabular records and associated images, capturing treatment types, outcome metrics, and control group comparisons. It enables robust analysis of treatment efficacy, supports statistical replication, and facilitates machine learning applications in agricultural research.
Sample rows
preview · 8 of 200 rows · all 15 columns| trial_idstring | outcome_metric_unitstring | outcome_metric_valuefloat | is_control_groupboolean | crop_speciesstring | disease_namestring | treatment_typestring | treatment_namestring | application_datedate | trial_locationstring | replicate_numberinteger | outcome_metric_namestring | image_filenamestring | image_capture_datedate | notesstring |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TR2024-001 | % | 8.7 | false | Wheat | Powdery Mildew | chemical | FungiX Pro 2024 | 2024-03-17 | Field-North-01 | 1 | Disease severity | TR2024-001-1.jpg | 2024-03-21 | Noticeable reduction in powdery mildew symptoms; foliage recovery observed. |
| TR2024-001 | % | 16.3 | false | Wheat | Powdery Mildew | biological | BioGuard Wheat Shield | 2024-03-17 | Field-North-01 | 2 | Disease severity | TR2024-001-2.jpg | 2024-03-22 | Biological agent suppressed disease moderately; early signs of regrowth. |
| TR2024-001 | % | 73.2 | true | Wheat | Powdery Mildew | control | blank | 2024-03-17 | Field-North-01 | 3 | Disease severity | TR2024-001-3.jpg | 2024-03-23 | Control plot showed high severity; mildew widespread with minimal healthy tissue. |
| TR2024-002 | % | 3.7 | false | Rice | Rice Blast | chemical | BlastAway 500SC | 2024-04-05 | Greenhouse-07 | 1 | Disease coverage | TR2024-002-1.jpg | 2024-04-09 | Disease coverage greatly reduced; minimal lesions found on treated leaves. |
| TR2024-002 | % | 6.2 | false | Rice | Rice Blast | integrated | BlastAway + TrichoMix | 2024-04-05 | Greenhouse-07 | 2 | Disease coverage | TR2024-002-2.jpg | 2024-04-10 | Integrated treatment provided strong suppression; leaf tissue largely healthy. |
| TR2024-002 | % | 68.5 | true | Rice | Rice Blast | control | blank | 2024-04-05 | Greenhouse-07 | 3 | Disease coverage | TR2024-002-3.jpg | 2024-04-11 | Extensive blast lesions in control group; classic symptoms observed. |
| TR2024-003 | kg/ha | 56.8 | false | Tomato | Late Blight | integrated | TomatoGuard Combo | 2024-05-18 | Tunnel-14 | 1 | Yield | TR2024-003-1.jpg | 2024-05-22 | Yield increased with integrated management; fruits larger and more uniform. |
| TR2024-003 | kg/ha | 48.1 | false | Tomato | Late Blight | biological | Biomax Tomato Defender | 2024-05-18 | Tunnel-14 | 2 | Yield | TR2024-003-2.jpg | 2024-05-24 | Biological treatment led to moderate yield recovery; fruits mostly healthy. |
| TR2024-003 | kg/ha | 27.9 | true | Tomato | Late Blight | control | blank | 2024-05-18 | Tunnel-14 | 3 | Yield | TR2024-003-3.jpg | 2024-05-25 | Control group suffered severe blight; yield loss significant. |
| TR2024-004 | % | 97.2 | false | Soybean | Sudden Death Syndrome | integrated | SoyDefend Integrated | 2024-06-03 | Field-East-03 | 1 | Plant survival rate | TR2024-004-1.png | 2024-06-07 | Survival rates high; integrated management prevented major losses. |
| TR2024-004 | % | 93.5 | false | Soybean | Sudden Death Syndrome | chemical | SDS-Fix Max | 2024-06-03 | Field-East-03 | 2 | Plant survival rate | TR2024-004-2.png | 2024-06-08 | Chemical treatment effective; only minor symptoms observed. |
| TR2024-004 | % | 71.1 | true | Soybean | Sudden Death Syndrome | control | blank | 2024-06-03 | Field-East-03 | 3 | Plant survival rate | TR2024-004-3.png | 2024-06-09 | Control group showed high mortality; large patches of dead plants. |
| TR2024-005 | % | 1 | false | Grape | Powdery Mildew | chemical | VineShield Ultra | 2024-05-01 | Greenhouse-13 | 1 | Berry loss | TR2024-005-1.jpg | 2024-05-05 | Chemical application almost eliminated berry loss; fruit set robust. |
| TR2024-005 | % | 9.4 | false | Grape | Powdery Mildew | integrated | VineShield + Bioprotect | 2024-05-01 | Greenhouse-13 | 2 | Berry loss | TR2024-005-2.jpg | 2024-05-06 | Integrated treatment decreased berry loss significantly; fruit quality high. |
| TR2024-005 | % | 99.9 | true | Grape | Powdery Mildew | control | blank | 2024-05-01 | Greenhouse-13 | 3 | Berry loss | TR2024-005-3.jpg | 2024-05-07 | Catastrophic fruit loss in control; nearly all berries affected by mildew. |
| TR2024-006 | % | 11.2 | false | Barley | Stripe Rust | chemical | RustStop Gold | 2024-04-19 | Field-West-05 | 1 | Leaf damage index | TR2024-006-1.jpg | 2024-04-22 | Marked reduction in leaf rust; damage limited to lower leaves. |
| TR2024-006 | % | 18.9 | false | Barley | Stripe Rust | biological | Biogreen Rust Defense | 2024-04-19 | Field-West-05 | 2 | Leaf damage index | TR2024-006-2.jpg | 2024-04-23 | Biological control limited rust spread; moderate damage observed. |
| TR2024-006 | % | 44.2 | true | Barley | Stripe Rust | control | blank | 2024-04-19 | Field-West-05 | 3 | Leaf damage index | TR2024-006-3.jpg | 2024-04-24 | Control replicates exhibited high rust damage; yield impact expected. |
| TR2024-007 | kg/plot | 7.1 | false | Strawberry | Gray Mold | integrated | BerryGuard Combo | 2024-05-23 | Tunnel-08 | 1 | Marketable yield | TR2024-007-1.png | 2024-05-27 | Integrated approach enhanced marketable yield; fruits firm and healthy. |
| TR2024-007 | kg/plot | 5.4 | false | Strawberry | Gray Mold | biological | StrawBio MoldStop | 2024-05-23 | Tunnel-08 | 2 | Marketable yield | TR2024-007-2.png | 2024-05-28 | Biological agent minimized mold; moderate rise in marketable yield. |
What the 200 rows show
from the 200-row samplePods/plant (outcome metric unit) stands out: mean outcome_
- 30%is_
control_ group = true - 21.5median outcome_
metric_ value - 4treatment types
- 9disease names
- 9outcome metric names
- 56trial locations
Median 21.5, from 0.0 to 245.0.
- string 10
- integer 1
- float 1
- date 2
- boolean 1
Columns
15 columns in four groups| column | type | description | example |
|---|---|---|---|
| Text 10 columns | |||
trial_id | string | Unique identifier for each crop disease treatment trialunique | TR2024-001 |
crop_species | string | Name of the crop species involved in the trial10 specieses | Wheat |
disease_name | string | Name of the crop disease being treated9 names | Powdery Mildew |
treatment_type | string | Type of treatment applied (e.g., chemical, biological, integrated)chemical · biological · integrated · control | chemical |
treatment_name | string | Specific name or identifier of the treatment product or methodoptional | FungiX Pro 2024 |
trial_location | string | Location of the trial (field, greenhouse, etc.) | Field-North-01 |
outcome_metric_name | string | Name of the measured outcome metric (e.g., disease severity, yield)9 names | Disease severity |
outcome_metric_unit | string | Unit of measurement for the outcome metric (e.g., %, kg/ha)5 units · optional | % |
image_filename | string | Filename or unique identifier of the associated trial imageoptional | TR2024-001-1.jpg |
notes | string | Additional notes or observations from the trialoptional | Noticeable reduction in p… |
| Numbers 2 columns | |||
replicate_number | integer | Replicate number within the trial for statistical analysis1 or more | 1 |
outcome_metric_value | float | Measured value of the outcome metric0 or more | 8.7 |
| Dates and times 2 columns | |||
application_date | date | Date when the treatment was applied | 2024-03-17 |
image_capture_date | date | Date when the associated image was capturedoptional | 2024-03-21 |
| True or false 1 column | |||
is_control_group | boolean | Indicates whether this record is part of the control group | false |
Use it for
An agriculture dashboard
The is_
control_ group rate, outcome_ metric_ value by outcome_ metric_ unit and a breakdown of crop_ species. Excel, Power BI or Tableau. Why do the 18 pods/plant rows have a mean outcome_
metric_ value of 179.6? A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
- Trials200TR2024-0018.7%TR2024-00173.2%TR2024-00268.5%
A software demo
Believable trials with crop_
species, disease_ name and treatment_ type to fill a screen in front of a buyer.
This dataset200 rows15 columns
Yours1,000 rows15 columnstrial_location: UK only
blueprint · synthetic-crop-disease-treatment-trials
Behind this dataset
Same schema. As many rows as you need.
These 200 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 trial has treatment/control group
- Outcome metrics (yield, health) assigned
- Disease type labeled
- Treatment timing tracked
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
- synthetic-crop-disease-treatment-trials