Table 5 Explanation of the local contribution of sociodemographic features through the Eli5 model in predicting the level of preschool DD in a single test instance using the LightGBM model. The presence of a question mark in a table generated by LIME may signify uncertainty or a need for further clarification regarding the results or interpretations provided
y = 0 (probability 0.995, score -5.310) top features | ||
|---|---|---|
Contribution? | Feature | Value |
+ 1.613 | Wealth Index | 0.1517 |
+ 0.986 | Region | 0.1575 |
+ 0.565 | Age of child | 0.1020 |
+ 0.338 | Age in 5-year group | 0.1136 |
+ 0.141 | Sex of child | 0.0251 |
+ 0.099 | Mother Occupation | 0.0286 |
+ 0.090 | Frequency of listening to Radio | 0.0536 |
+ 0.073 | Contraception Methods | 0.0296 |
+ 0.061 | Husband Education Level | 0.0695 |
+ 0.019 | Mother Education Level | 0.0607 |
+ 0.007 | Breastfeeding | 0.0345 |
-0.046 | Body Mass Index | 0.0586 |
-0.118 | Mother Religion | 0.0643 |
-0.179 | Source of Drinking Water | 0.0333 |