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Table 3 Coefficients and goodness of fit of the best fit seasonal ARIMA models for prediction of DR for Mexico, for the period 2003 to 2014. Veg_region: vegetation and region; ARIMA: best fit ARIMA models of order (ar, dif, ma) × (sar, sdif, sma)S, where ar is the autoregressive order, dif is the integrated order, ma is the mean average order, sar, sdif, and sma are the seasonal autoregressive, integrated, and mean average order, respectively; and S is time span of repeating seasonal pattern (12 months). ari are autoregressive coefficients of the order i, mai are moving average coefficients of the order i, sari are seasonal autoregressive coefficients of the order i, and smai are seasonal moving average coefficients of the order i; intercept: seasonal ARIMA model intercept, R2 adj: adjusted R2, RMSE: root mean square error, AIC: Standard AIC, AG: Agriculture, ARBSV: Arborous Secondary Vegetation, DTROPF: Deciduous Tropical Forest, PAS: Pastureland, PTROPF: Perennial Tropical Forest, SHSV: Shrubby Secondary Vegetation, TFOR: Temperate Forest, NW: Northwest region, NE: Northeast region, C: Center region, and S: South region

From: Temporal patterns of active fire density and its relationship with a satellite fuel greenness index by vegetation type and region in Mexico during 2003–2014

Veg_region

ARIMA

ar 1

ar 2

ar 3

ar 4

ar 5

ar 6

ma 1

ma 2

sar 1

sar 2

sar 3

sar 4

sma 1

sma 2

sma 3

intercept

R2 adj

RMSE

AIC

AG_C

(2,0,1) × (0,0,2)

1.623

−0.87

    

−0.674

     

0.3246

0.5201

 

71.2447

0.86

18.8

857

AG_NE

(1,0,1) × (2,0,0)

0.6421

     

0.3577

 

0.4178

0.3305

     

67.9347

0.74

11.6

780.8

AG_NW

(6,0,2) × (0,0,3)

−0.593

0.3134

0.3828

−0.451

−0.206

0.089

1.6016

1

    

0.6511

0.7743

0.5639

78.5641

0.83

8.9

771

AG_S

(2,0,1) × (2,0,0)

1.4888

−0.667

    

−0.689

 

0.2634

0.4055

     

54.7732

0.70

29.2

912.6

ARBSV_C

(2,0,2) × (0,0,2)

1.6727

−0.932

    

−0.984

0.2711

    

0.1872

0.555

 

58.8577

0.84

16.2

835

ARBSV_NE

(5,0,1) × (1,0,0)

1.2508

−0.581

−0.075

0.171

−0.302

 

−0.214

 

0.1314

      

53.7640

0.77

7.1

710.4

ARBSV_NW

(3,0,0) × (2,0,0)

0.6589

−0.015

0.076

     

0.2471

0.7095

     

69.0646

0.89

15.1

842.5

ARBSV_S

(3,0,0) × (2,0,0)

0.7507

−0.195

0.0099

     

0.3245

0.4445

     

49.0004

0.66

22.7

879.7

DTROPF_C

(5,0,1) × (2,0,3)

0.0683

0.1381

−0.093

−0.017

0.0863

   

0.0003

0.995

  

0.2855

−0.758

−0.08

65.1418

0.90

23.9

927

DTROPF_NE

(2,0,0) × (2,0,0)

1.0509

−0.347

      

0.3229

0.3404

     

57.3068

0.72

27.1

900.2

DTROPF_NW

2,0,0) × (2,0,0)

0.5344

0.0891

      

0.2382

0.7093

     

66.8218

0.85

36.9

967.7

DTROPF_S

(2,0,1) × (2,0,0)

1.5354

−0.689

    

−0.854

 

0.3504

0.3615

     

51.024

0.70

14.9

816.1

PAS_C

(2,0,1) × (0,0,2)

1.6455

−0.891

    

−0.697

     

0.2478

0.492

 

66.9155

0.86

20.6

864.9

PAS_NE

(1,0,0) × (2,0,0)

0.728

       

0.3816

0.3828

     

64.2352

0.65

16.2

827.2

PAS_NW

(2,0,1) × (0,0,2)

1.5273

−0.771

    

−0.594

     

0.535

0.5502

 

82.9653

0.79

16.7

836.4

PAS_S

(2,0,0) × (2,0,0)

0.7707

−0.172

      

0.3609

0.4003

     

54.1157

0.67

32.8

930.7

PTROPF_C

(5,0,2) × (0,0,2)

2.216

−2.051

0.7989

−0.12

−0.054

 

−1.718

0.9993

    

0.2919

0.4685

 

53.2126

0.86

11.9

795.5

PTROPF_NE

(5,0,1) × (1,0,1)

1.0465

−0.316

0.0754

0.0432

−0.11

 

−0.662

 

0.9999

   

−0.985

  

46.8883

0.64

3.6

641.9

PTROPF_NW

(3,0,2) × (1,0,2)

0.1458

−0.672

0.5883

   

0.4425

1

0.9889

   

−1.135

0.5149

 

58.4015

0.88

26.4

936.6

PTROPF_S

(1,0,1) × (2,0,0)

0.3176

     

0.4732

 

0.3801

0.3366

     

49.1263

0.60

13.3

798.8

SHSV_C

(2,0,1) × (0,0,2)

1.6326

     

−0.68

     

0.2324

0.568

 

66.1444

0.84

21.1

870.7

SHSV_NE

(4,0,1) × (4,0,0)

1.3012

−0.637

0.3147

−0.215

  

−0.201

 

0.2713

0.1131

0.314

0.021

   

67.2066

0.79

10.8

774.4

SHSV_NW

(2,0,1) × (0,0,2)

1.5459

−0.79

    

−0.561

     

0.4084

0.58

 

78.6086

0.81

16.5

834.8

SHSV_S

(2,0,1) × (2,0,0)

1.5005

−0.67

    

−0.735

 

0.2529

0.4262

     

52.1467

0.68

23.3

880.2

TFOR_C

(3,0,2) × (3,0,2)

1.5236

−1.551

0.6111

   

−0.957

1

−0.076

0.6902

0.372

 

0.0685

−0.356

 

58.2776

0.90

6.5

734.5

TFOR_NE

1,0,1) × (2,0,0)

0.6455

     

0.501

 

0.357

0.3603

     

58.7626

0.77

9.4

749.6

TFOR_NW

(6,0,2) × (1,0,2)

0.719

0.3792

−0.301

0.0216

−0.051

0.05

0.0289

−0.411

0.9877

   

−0.563

−0.061

 

70.5062

0.90

8.4

765

TFOR_S

(1,0,0) × (1,0,0)

0.6886

       

0.7728

      

61.1325

0.74

7.9

725