Table 2.
Tabulation of a select set of key predictors by bovine infection status.
2007 | 2010 | 2016 | |||||||
---|---|---|---|---|---|---|---|---|---|
n positive | Total tested | % Positive | n positive | Total tested | % positive | n positive | Total tested | % positive | |
Total | 63 | 473 | 13.32 | 34 | 197 | 17.26 | 14 | 71 | 19.72 |
Bovine age b | |||||||||
<2 | 3 | 43 | 6.98 | 6 | 35 | 17.14 | NDa | NDa | |
2 to 4 | 26 | 220 | 11.82 | 9 | 59 | 15.25 | NDa | NDa | |
5+ | 28 | 137 | 20.44 | 18 | 93 | 19.35 | NDa | NDa | |
Missing | 6 | 73 | 8.22 | 1 | 10 | 10.00 | |||
Prevalence of human infection in village | |||||||||
0–2.53% | 14 | 147 | 9.52 | 0 | 76 | 0.00 | 4 | 27 | 14.81 |
2.54– 11.11% | 13 | 158 | 8.23 | 11 | 57 | 19.30 | 8 | 29 | 27.59 |
≥11.12% | 36 | 168 | 21.43 | 23 | 64 | 35.94 | 2 | 15 | 13.33 |
Number of infected human household members | |||||||||
0 | 38 | 366 | 10.38 | 19 | 154 | 12.34 | 12 | 61 | 19.67 |
1+ | 19 | 84 | 22.62 | 13 | 29 | 44.83 | 2 | 10 | 20.00 |
Missing | 6 | 23 | 26.09 | 2 | 14 | 14.29 | 0 | 0 | -- |
Household has improved sanitation | |||||||||
No | 47 | 365 | 12.88 | 27 | 129 | 20.93 | 8 | 34 | 23.53 |
Yes | 16 | 108 | 14.81 | 7 | 68 | 10.29 | 6 | 37 | 16.22 |
Village mean asset score
(0–9) |
|||||||||
<2 | 39 | 225 | 17.33 | 0 | 0 | 0.00 | 0 | 0 | 0.00 |
2–3 | 24 | 248 | 9.68 | 26 | 143 | 18.18 | 2 | 23 | 8.70 |
≥4 | 0 | 0 | 0.00 | 8 | 54 | 14.81 | 12 | 48 | 25.00 |
Household pig ownership c | |||||||||
0 | NDa | NDa | 27 | 116 | 23.28 | 14 | 64c | 21.88 | |
1+ | NDa | NDa | 7 | 81 | 8.64 | 0 | 7 | 0.00 | |
Mean number of bovines per household | |||||||||
< 0.5 | 5 | 116 | 4.31 | 4 | 59 | 6.78 | 10 | 57 | 17.54 |
0.5 – 1 | 40 | 300 | 13.33 | 19 | 99 | 19.19 | 4 | 14 | 28.57 |
≥ 1 | 18 | 57 | 31.58 | 11 | 39 | 28.21 | 0 | 0 | 0.00 |
Household bovine ownership | |||||||||
0 | 49 | 334 | 14.67 | 20 | 126 | 15.87 | 8 | 38 | 21.05 |
1+ | 14 | 139 | 10.07 | 14 | 71 | 19.72 | 6 | 33 | 18.18 |
Mean area of rice planted per household (mu) | |||||||||
<0.75 | 14 | 143 | 9.79 | 9 | 90 | 10.00 | 7 | 18 | 38.89 |
0.75–1.5 | 19 | 183 | 10.38 | 12 | 48 | 25.00 | 5 | 41 | 12.20 |
≥1.5 | 30 | 147 | 20.41 | 13 | 59 | 22.03 | 2 | 12 | 16.67 |
Area of rice planted by household (mu) | |||||||||
0 | 16 | 146 | 10.96 | 5 | 56 | 8.93 | 5 | 13 | 38.46 |
<2 | 24 | 195 | 12.31 | 16 | 84 | 19.05 | 4 | 31 | 12.90 |
2+ | 23 | 132 | 17.42 | 13 | 57 | 22.81 | 5 | 27 | 18.52 |
Mean area of dry summer crops planted per household (mu) | |||||||||
<1 | 11 | 184 | 5.98 | 1 | 14 | 7.14 | 0 | 3 | 0.00 |
1 –2.5 | 44 | 195 | 22.56 | 23 | 110 | 20.91 | 2 | 26 | 7.69 |
≥2.5 | 8 | 94 | 8.51 | 10 | 73 | 13.70 | 12 | 42 | 28.57 |
Area of dry summer crops planted by household (mu) | |||||||||
0 | 8 | 108 | 7.41 | 0 | 4 | 0.00 | 0 | 0 | -- |
<3 | 39 | 242 | 16.12 | 18 | 99 | 18.18 | 2 | 26 | 7.69 |
3+ | 16 | 123 | 13.01 | 16 | 94 | 17.02 | 12 | 45 | 26.67 |
4+ | 16 | 108 | 14.81 | 7 | 48 | 14.58 | 0 | 13 | 0.00 |
Mean number of buckets of night soil used on rice crops per household | |||||||||
<1 | 3 | 58 | 5.17 | 29 | 146 | 19.86 | 8 | 41 | 19.51 |
1–9.9 | 21 | 153 | 13.73 | 4 | 38 | 10.53 | 6 | 27 | 22.22 |
≥10 | 39 | 262 | 14.89 | 1 | 13 | 7.69 | 0 | 3 | 0.00 |
Number of buckets of night soil used on rice crops by household | |||||||||
0 | 40 | 304 | 13.16 | 29 | 168 | 17.26 | 8 | 53 | 15.09 |
1+ | 22 | 168 | 13.10 | 5 | 29 | 17.24 | 1 | 7 | 14.29 |
Missing | 1 | 1 | 100.0 | 0 | 0 | -- | 5 | 11 | 45.45 |
Mean buckets of night soil used on dry summer crops per household | |||||||||
<10 | 13 | 190 | 6.84 | 24 | 99 | 24.24 | 1 | 15 | 6.67 |
10–30 | 18 | 109 | 16.51 | 7 | 47 | 14.89 | 13 | 47 | 27.66 |
≥30 | 32 | 174 | 18.39 | 3 | 51 | 5.88 | 0 | 9 | 0.00 |
Number of buckets of night soil used on dry summer crops by household | |||||||||
0 | 31 | 248 | 12.50 | 24 | 105 | 22.86 | 6 | 36 | 16.67 |
1–25 | 6 | 53 | 11.32 | 5 | 32 | 15.63 | 5 | 22 | 22.73 |
>25 | 26 | 172 | 15.12 | 5 | 60 | 8.33 | 3 | 13 | 23.08 |
Mean number of buckets of night soil used on winter crops per household | |||||||||
<10 | 1 | 26 | 3.85 | 24 | 121 | 19.83 | 14 | 71 | 100.0 |
10–30 | 19 | 218 | 8.72 | 7 | 41 | 17.07 | 0 | 0 | -- |
≥30 | 43 | 229 | 18.78 | 3 | 35 | 8.57 | 0 | 0 | -- |
Number of buckets of night soil used on winter crops by household | |||||||||
0 | 27 | 197 | 13.71 | 31 | 137 | 22.63 | 9 | 62 | 14.52 |
1–26 | 5 | 79 | 6.33 | 0 | 16 | 0.00 | 1 | 3 | 33.33 |
>26 | 31 | 197 | 15.74 | 3 | 44 | 6.82 | 4 | 6 | 66.67 |
A table of all candidate predictors is provided in Supplementary Table S2.
No data (ND). Data was not collected on bovine sex, age or type in 2016, or on pig ownership in 2007.
Although predictors are broken into categories to facilitate a comparison of the distributions across the study period, most were assessed as continuous variable in our Random Forests models. See Table 1 for details on variable formulation for the RF models.
Variables with >90% of observations taking on a single value were excluded from the RF assessment. This exclusion criteria applied twice in 2016: >90% of the included households reported owning at least one dog, and >90% of households owned zero pigs.