Table 1: Results of final cluster centroids using KMeans++ IM.

Attribute Full data 0 1 2
- 486 142 165 179
Asthma_ER_or_Hospitalization no no no no
fev1_to_fvc 69.291 67.2921 71.468 68.87
Fvc 3.6232 3.3575 3.9961 3.4904
fev1 2.6144 2.3288 2.9675 2.5155
predicted_fev1 3.0304 2.8227 3.3531 2.8978
fev1_over_pred 0.8494 0.8255 0.8856 0.835
cam_acupuncture 0.0453 0 0 0.1229
cam_breathingexercises 0.177 0 0 0.4804
cam_chiropractic 0.0536 0 0.0003 0.1453
cam_dieting 0.0825 0 0.0005 0.0005
cam_herbal 0.1008 0 0 0.2737
cam_homeopathy 0.0329 0 0 0.0894
cam_massage 0.0784 0 0 0.2127
cam_naturopathy 0.0351 0 0.0002 0.095
cam_vitamins 0.0967 0 0 0.2626
cam_other 0.1629 0.1127 0.0737 0.2849
cam_use N0 N0 N0 Yes
cam_types 0.7016 0 0 1.905
controller_medicine_use 1.0082 1.8873 0.1636 1.0894
resuse 92.4604 110.6992 46.5723 120.2906
Age 52.2132 58.0414 47.0514 52.3477