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Table 3 District-wise deviation percent of kharif cotton yield at F1 and F2 stages validated in 2020 and 2021 using SMRL model

From: Comparative analysis of machine learning and statistical models for cotton yield prediction in major growing districts of Karnataka, India

District

F1 stage

F2 stage

2020

2021

2020

2021

A

P

D/%

A

P

D/%

A

P

D/%

A

P

D/%

Ballari

579

357

38

512

357

30

579

443

24

512

452

12

Belaagavi

414

298

28

415

301

27

414

259

37

415

302

27

Chitradurga

406

276

32

367

300

18

406

337

17

367

322

12

Dharwad

315

322

–2

323

325

0

315

316

0

323

318

2

Haveri

341

444

–30

404

420

–4

341

408

–20

404

402

0

Kalaburagi

405

717

–77

522

743

–42

405

669

–65

522

677

–30

Koppal

382

434

–14

374

254

32

382

362

5

374

200

47

Mysuru

286

202

29

226

132

41

286

143

50

226

297

–31

Raichur

530

548

–3

429

558

–30

530

545

–3

429

556

–29

Vijayapura

360

511

–42

481

433

10

360

509

–4

481

520

–8

  1. A actual yield (kg·hm–2), P predicted yield (kg·hm–2), D deviation