Ecological Archives M080-008-A2

Joseph O. Ogutu, Hans-Peter Piepho, Robin S. Reid, Michael E. Rainy, Russell L. Kruska, Jeffrey S. Worden, Meshack Nyabenge, and N. Thompson Hobbs. 2010. Large herbivore responses to water and settlements in savannas. Ecological Monographs 80:241–266.

Appendix B. Tables showing (1) the Akaike Information Criterion for the standard Poisson, negative binomial, zero-inflated Poisson, zero-inflated negative binomial, and the negative binomial hurdle models and (2) estimates of the linear,b1hat (y1hat), and quadratic,b2hat (y2hat) coefficients of distance from water (boma), the interaction between distance from water and boma (deltahat), and their standard errors for the negative binomial hurdle model.

TABLE B1. The Akaike Information Criterion for the standard Poisson (POISSON), negative binomial (NEGBIN), zero-inflated Poisson (ZIP), zero-inflated negative binomial (ZINB) and the negative binomial hurdle (HUNB) models. The HUNBKS model is a special case of the negative binomial hurdle model in which the linear predictor of the binary part of the hurdle model equals a constant plus a scalar multiple of the linear predictor of the zero-truncated negative binomial part of the hurdle model. Although two ZINB models gave the best fit, we used the best hurdle mode for inference throughout for consistency.

Species

Year

Land use

POISSON

NEGBIN

ZIP

ZINB

HUP

HUNB

HUNBKS

T. gazelle

1999

Ranch

52639.5

12056.4

21369.7

11983.0

21369.4

11983.3

11980.9

T. gazelle

1999

Reserve

68227.7

14914.1

25483.0

14570.8

25482.6

14570.6

14789.0

T. gazelle

2002

Ranch

112118.0

20681.5

47975.0

20550.3

47973.6

20554.2

20565.4

T. gazelle

2002

Reserve

126870.5

24565.0

50352.0

24410.3

50353.0

24408.9

24450.0

G. gazelle

1999

Ranch

9346.9

2847.1

3554.3

2839.3

3554.3

2820.0

2835.3

G. gazelle

1999

Reserve

10031.2

3367.0

3631.8

3274.1

3631.8

3274.1

3326.9

G. gazelle

2002

Ranch

17588.0

6114.9

7130.3

5990.4

7129.8

5990.6

5986.3

G. gazelle

2002

Reserve

17413.8

5525.9

6907.6

5443.4

6908.1

5411.6

5446.9

Warthog

1999

Ranch

3070.1

1536.3

1588.2

1527.9

1588.3

1527.1

1526.9

Warthog

1999

Reserve

5809.0

2937.9

3128.6

2921.7

3128.7

2921.5

2915.2

Warthog

2002

Ranch

4959.4

2989.7

2982.8

2960.9

2982.8

2936.9

2932.7

Warthog

2002

Reserve

12031.6

6192.1

6249.3

6192.9

6249.4

6070.5

6065.7

Topi

1999

Ranch

12030.4

4202.7

5147.3

4123.9

5147.5

4122.1

4134.4

Topi

1999

Reserve

25559.7

6560.9

9929.3

6523.2

9928.8

6544.2

6543.4

Topi

2002

Ranch

18860.7

7985.7

9437.9

7833.3

9436.6

7839.1

7831.8

Topi

2002

Reserve

31771.5

9820.2

14029.0

9748.3

14029.0

9785.1

9780.6

Wildebeest

1999

Ranch

62642.4

4553.4

12294.6

4439.5

12294.7

4439.5

4433.3

Wildebeest

1999

Reserve

387247.6

6189.6

198294.0

5927.6

87651.1

5927.9

5929.1

Wildebeest

2002

Ranch

109603.5

10257.0

29007.7

9899.4

29008.6

9896.3

9950.7

Wildebeest

2002

Reserve

740678.7

20059.7

397855.0

 

185423.0

19186.3

19285.2

Zebra

1999

Ranch

34127.1

5826.1

8473.8

5610.7

8473.9

5610.7

5620.0

Zebra

1999

Reserve

70230.7

7393.9

17354.1

7343.3

17354.0

7188.7

7384.1

Zebra

2002

Ranch

62545.3

10500.0

19352.1

9888.0

19354.1

9887.4

9885.7

Zebra

2002

Reserve

161337.5

18241.5

50086.0

17846.7

50086.0

17847.1

17900.3

Impala

1999

Ranch

44592.8

5748.9

13716.7

5707.0

13716.6

5707.4

5704.2

Impala

1999

Reserve

28935.0

5039.8

9372.0

5030.1

9372.1

5030.0

5027.6

Impala

2002

Ranch

72871.2

11956.6

27078.9

11704.0

27078.5

11707.8

11703.8

Impala

2002

Reserve

48069.7

9169.3

16968.0

9046.6

16967.0

9063.3

9070.5

Cattle

1999

Ranch

87574.0

3785.2

15599.2

3467.9

15600.8

3467.2

3487.8

Cattle

2002

Ranch

225770.9

7676.9

116431.1

7027.3

30456.9

7026.7

7142.8

Shoats

1999

Ranch

141627.5

4553.0

55443.1

4068.2

18534.4

4068.1

4068.5

Shoats

2002

Ranch

293094.0

8366.6

146318.7

7406.8

50868.1

7406.4

7409.9

 

TABLE B2. Estimates of the linear, b1hat (y1hat), and quadratic, b2hat (y2hat) coefficients of distance from water (boma), the interaction between distance from water and boma (deltahat) and their standard errors for the negative binomial hurdle model. Pattern indicates whether the distribution of the fitted model was Bell shaped (BE), Boundary (BO), Conditional (CO), or Bimodal (BI).

A)

Species

Pattern

b1hat

seB1hat

b2hat

seB2hat

y1hat

sey1hat

y2hat

sey2hat

deltahat

sedeltahat

Ranch

 

1999

                 

T. gazelle

BE

0.436

0.188

-0.111

0.046

0.721

0.227

-0.115

0.053

-0.038

0.055

G. gazelle

BE

-0.678

0.425

0.233

0.088

0.313

0.411

-0.109

0.094

0.059

0.114

Warthog

BE

0.115

0.238

-0.041

0.065

0.909

0.546

-0.156

0.098

-0.057

0.071

Topi

BE

1.156

0.442

-0.271

0.105

1.152

0.461

-0.204

0.095

-0.364

0.141

Wildebeest

BE

0.082

0.101

-0.024

0.030

0.076

0.094

-0.019

0.023

0.000

0.006

Zebra

BE

0.542

0.222

-0.123

0.048

-0.394

0.250

0.141

0.059

-0.127

0.065

Impala

BE

0.085

0.422

-0.149

0.097

0.455

0.518

-0.110

0.107

0.082

0.141

Cattle

CO

-0.309

0.100

   

-0.080

0.188

   

0.450

0.153

Shoats

CO

-0.004

0.076

   

0.169

0.159

   

0.056

0.131

Reserve

 

1999

                 

T. gazelle

BE

0.133

0.131

-0.045

0.030

0.120

0.032

-0.003

0.001

-0.007

0.008

G. gazelle

BE

-0.063

0.262

0.003

0.051

-0.025

0.078

0.001

0.003

0.003

0.016

Warthog

BE

-0.058

0.105

-0.031

0.022

0.141

0.074

-0.006

0.003

0.007

0.007

Topi

BE

0.233

0.127

-0.048

0.026

0.117

0.065

-0.006

0.003

-0.011

0.007

Wildebeest

CO

-0.830

0.356

0.066

0.063

0.066

0.073

0.004

0.003

0.028

0.018

Zebra

BE

-0.061

0.196

-0.003

0.040

0.177

0.040

-0.007

0.002

0.004

0.010

Impala

CO

0.213

0.165

-0.003

0.029

-0.024

0.031

0.002

0.001

-0.035

0.017

B)

Species

Pattern

b1hat

seB1hat

b2hat

seB2hat

y1hat

sey1hat

y2hat

sey2hat

deltahat

sedeltahat

Ranch

 

2002

                 

T. gazelle

BE

0.424

0.150

-0.086

0.038

0.984

0.105

-0.138

0.018

-0.035

0.035

G. gazelle

BE

0.067

0.068

-0.021

0.020

0.070

0.067

-0.008

0.008

0.005

0.006

Warthog

BE

-0.062

0.066

-0.007

0.012

0.214

0.158

-0.031

0.023

0.014

0.015

Topi

BE

-0.013

0.292

-0.006

0.064

0.346

0.222

-0.046

0.032

-0.011

0.077

Wildebeest

BE

0.288

0.254

-0.357

0.074

0.154

0.193

-0.077

0.035

0.099

0.066

Zebra

BE

0.036

0.036

-0.050

0.015

0.405

0.102

-0.068

0.017

0.021

0.011

Impala

BE

-0.087

0.305

0.017

0.082

0.467

0.181

-0.074

0.031

0.008

0.058

Cattle

CO

0.027

0.052

   

0.694

0.122

   

0.008

0.057

Shoats

CO

-0.129

0.055

   

0.030

0.090

   

0.081

0.078

Reserve

 

2002

                 

T. gazelle

BI

0.323

0.136

-0.069

0.022

-0.078

0.020

0.004

0.001

-0.023

0.007

G. gazelle

BO

0.326

0.226

0.032

0.033

0.230

0.059

-0.010

0.003

-0.064

0.019

Warthog

BE

0.030

0.035

-0.032

0.021

0.011

0.008

-0.001

0.001

0.004

0.003

Topi

BO

0.023

0.029

-0.006

0.007

-0.004

0.005

0.000

0.000

-0.001

0.001

Wildebeest

BE

0.160

0.200

0.044

0.031

0.298

0.025

-0.009

0.001

-0.019

0.008

Zebra

BE

-0.105

0.140

0.025

0.024

0.147

0.022

-0.005

0.001

-0.006

0.007

Impala

CO

0.211

0.279

-0.043

0.044

0.085

0.046

-0.002

0.002

-0.037

0.013


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