Build a Multi-Crop Drought Resilience Seed Shift Simulator

Model agricultural yield sensitivity under ERA5 heat and precipitation deficits across multi-crop cooperatives. Formulate adaptive seasonal crop transition plans to mitigate drought exposure.

Cooperative Agronomy Planner

Load multi-parcel baseline crop distributions, expected yield curves, and drought tolerance limits.

Retrieve historical ERA5 2-metre temperature and total precipitation records using cdsapi queries.

Simulate projected cooperative revenue under severe 90-day dry spell conditions across crop mixes.

Synthesize an acreage transition schedule shifting vulnerable acreage toward drought-tolerant varieties.

Multi-tab browser dashboard presenting baseline versus adapted yield scenarios, revenue trade-off charts, and acreage transfer tables.

Download representative seasonal ERA5 single-level grib/netcdf files using cdsapi, stored locally as cached parquets for quick test loops. Starter examples below are synthetic. They are not downloaded records.

Copernicus Climate Data Store client Queries ERA5 reanalysis datasets via cdsapi specifying 2m_temperature and total_precipitation variables.

optuna, cdsapi, numpy, pandas. Optimizes crop acreage transition weights across parcels to maximize drought resilience while honoring crop rotation constraints. Fast local or cloud model for explaining mathematical trade-offs in final crop transition reports.

Submit runnable source, pinned dependencies, setup commands, a working interface, example outputs, and a recorded end-to-end demo. Include tests and an action log.

Calculates simulated yield degradation rates under retrieved ERA5 dry season parameters.

Solves for an acreage transition portfolio that limits simulated catastrophic yield losses below 15%.

Exports structured contingency plan tables requiring agronomist and board verification.

```json [ { "input": { "coop_id": "COOP-MIDWEST-09", "total_acres": 1000, "current_mix": { "maize": 700, "sorghum": 300 }, "simulated_rain_deficit_pct": 35, "maize_loss_per_pct_deficit": 0.012, "sorghum_loss_per_pct_deficit": 0.004 }, "expected_output": { "coop_id": "COOP-MIDWEST-09", "baseline_yield_loss_pct": 33.6, "recommended_mix": { "maize": 400, "sorghum": 600 }, "projected_yield_loss_pct": 19.6, "resilience_gain_pct": 14 } }, { "input": { "coop_id": "COOP-PLAINS-02", "total_acres": 500, "current_mix": { "barley": 500 }, "simulated_rain_deficit_pct": 5, "barley_loss_per_pct_deficit": 0.008 }, "expected_output": { "coop_id": "COOP-PLAINS-02", "baseline_yield_loss_pct": 4, "recommended_mix": { "barley": 500 }, "projected_yield_loss_pct": 4, "resilience_gain_pct": 0 } } ] ```

Calculates simulation scenarios only; does not provide formal seed purchase commitments or financial guarantees. Use mock external writes. Require human review before any real deployment.