Rule No ‘If’ J48 ‘Then’ J48 Success Ratio Percent
1 Child unable to drink or breast feed = Yes Admitted 1051/18 98.32
2 Child unable to drink or breast feed = No and sunken eye = No and Weight for age = Low weight for age Admitted 36/3 92.31
3 Child unable to drink or breast feed = No and weight for age = very low weight for age and restlessness or irritability = no Admitted 354/6 98.33
4 Child unable to drink or breast feed = No and restlessness or irritability =yes Not admitted 6/0 100
5 Child unable to drink or breast feed = no and weight for age = appropriate weight for age and the health management information system (HMIS) disease classification =      
Malaria Admitted 235/6 97.5
Trauma, accident, poison and fracture Admitted 130/39 76.9
Burn Admitted 135/17 88.8
Severe pneumonia Admitted 1964/16 99.2
Meningitis Admitted 30/0 100
Kwashiorkor Admitted 38/0 100
Nephritis Admitted 51/0 100
Hernia Admitted 23/9 71.9
Cellulitis Admitted 65/17 79.3
Intestinal obstruction Admitted 71/1 98.6
Mastoditis Admitted 7/0 100
Rectal prolapse Admitted 18/2 90
Measles Admitted 17/0 100
Anemia Admitted 20/0 100
Pyomyocitis Admitted 7/0 100
Angina Admitted 18/0 100
Meconium aspiration Admitted 9/0 100
Tetanus Admitted 6/0 100
Abscess Admitted 30/0 100
Hypothermia Admitted 12/0 100
Tuberculosis Admitted 171/1 99.4
RVI Admitted 21/0 100
Table 13: Interesting rules in J48 to predict admission of under-five children to pediatric ward, in NEMM Hospital, 2012.