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,
(
), and quadratic,
(
) coefficients of distance from water (boma), the interaction between distance from water and boma (
), 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,
(
), and quadratic,
(
) coefficients of distance from water (boma), the interaction between distance from water and boma (
) 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 |
|
|
|
|
|
|
|
|
|
|
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 |
|
|
|
|
|
|
|
|
|
|
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 |