https://nbviewer.org/github/IBM/AIX360/blob/master/examples/tutorials/MEPS.ipynb
ACTLIM31
Any activity limitations at work, in housework, or at school
false
ADHD Absent
ADHDADDX
Attention-deficit disorder column
false
Activity limitations absent
true
Activity limitations present
System Recommendation of high-cost patient - bachelor degree holders with limitations at work
Bachelors degree column
true
Bachelors degree present
COGLIM31
Cognitive Limitations 31 Column
false
Cognitive Limitations Absent
false
Difficulty seeing without labels absent
DFSEE42
Serious difficulty seeing without glasses /42 column
Explanation based on higher-degree rule for high-cost patient identification.
true
Health insurance coverage - true
Explanation based on high-cost patient pattern rule 2.
Higher degree rule for low medical expenditure prediction: rule 1
Explanation based on higher degree rules for low-cost medical expenditure
Higher-degree rule for low medical expenditure: rule 2
Higher degree rule for low medical expenditure: rule 3
Higher degree rule 4 for low cost medical expenditure
Health insurance coverage column
Linear rule regression (LinRR) method to find rules for medical expenditure
https://meps.ahrq.gov/mepsweb//data_stats/download_data_files_detail.jsp?cboPufNumber=HC-181&prfricon=yes
Medical Expenditure Dataset
Northeast census region
Limitations in physical functioning
true
Limitations in physical functioning - present
PREGNT31
Pregnancy column
false
Pregnancy absent cell
Region column
true
Self-reported poor health - true
RTHLTH31
Self-reported poor health column
false
Self-reported poor health absent cell
System Recommendation of high-cost patient = physical limitations, lower physical health status and some health insurance coverage.