some new features
This commit is contained in:
@ -0,0 +1,85 @@
|
||||
"""RAND Health Insurance Experiment Data"""
|
||||
from statsmodels.datasets import utils as du
|
||||
|
||||
__docformat__ = 'restructuredtext'
|
||||
|
||||
COPYRIGHT = """This is in the public domain."""
|
||||
TITLE = __doc__
|
||||
SOURCE = """
|
||||
The data was collected by the RAND corporation as part of the Health
|
||||
Insurance Experiment (HIE).
|
||||
|
||||
http://www.rand.org/health/projects/hie.html
|
||||
|
||||
This data was used in::
|
||||
|
||||
Cameron, A.C. amd Trivedi, P.K. 2005. `Microeconometrics: Methods
|
||||
and Applications,` Cambridge: New York.
|
||||
|
||||
And was obtained from: <http://cameron.econ.ucdavis.edu/mmabook/mmadata.html>
|
||||
|
||||
See randhie/src for the original data and description. The data included
|
||||
here contains only a subset of the original data. The data varies slightly
|
||||
compared to that reported in Cameron and Trivedi.
|
||||
"""
|
||||
|
||||
DESCRSHORT = """The RAND Co. Health Insurance Experiment Data"""
|
||||
|
||||
DESCRLONG = """"""
|
||||
|
||||
NOTE = """::
|
||||
|
||||
Number of observations - 20,190
|
||||
Number of variables - 10
|
||||
Variable name definitions::
|
||||
|
||||
mdvis - Number of outpatient visits to an MD
|
||||
lncoins - ln(coinsurance + 1), 0 <= coninsurance <= 100
|
||||
idp - 1 if individual deductible plan, 0 otherwise
|
||||
lpi - ln(max(1, annual participation incentive payment))
|
||||
fmde - 0 if idp = 1; ln(max(1, MDE/(0.01 coinsurance))) otherwise
|
||||
physlm - 1 if the person has a physical limitation
|
||||
disea - number of chronic diseases
|
||||
hlthg - 1 if self-rated health is good
|
||||
hlthf - 1 if self-rated health is fair
|
||||
hlthp - 1 if self-rated health is poor
|
||||
(Omitted category is excellent self-rated health)
|
||||
"""
|
||||
|
||||
|
||||
def load():
|
||||
"""
|
||||
Loads the RAND HIE data and returns a Dataset class.
|
||||
|
||||
Returns
|
||||
-------
|
||||
Dataset
|
||||
See DATASET_PROPOSAL.txt for more information.
|
||||
|
||||
Notes
|
||||
-----
|
||||
endog - response variable, mdvis
|
||||
exog - design
|
||||
"""
|
||||
return load_pandas()
|
||||
|
||||
|
||||
def load_pandas():
|
||||
"""
|
||||
Loads the RAND HIE data and returns a Dataset class.
|
||||
|
||||
Returns
|
||||
-------
|
||||
Dataset
|
||||
See DATASET_PROPOSAL.txt for more information.
|
||||
|
||||
Notes
|
||||
-----
|
||||
endog - response variable, mdvis
|
||||
exog - design
|
||||
"""
|
||||
return du.process_pandas(_get_data(), endog_idx=0)
|
||||
|
||||
|
||||
def _get_data():
|
||||
return du.load_csv(__file__, 'randhie.csv')
|
||||
Reference in New Issue
Block a user