def getXy_all_all(year):
""" Should be treating no LabCount and no Drugcount as separate categories
"""
print 'getXy_all_all(year=%d)' % year
patient_keys, patient_dict = get_patient_dict()
keys, counts_dict = patient_keys[1:], patient_dict
#print 'patient_dict = %d' % len(counts_dict)
drug_keys, drug_dict = get_drugcount_dict(year-1)
keys, counts_dict = common.combine_dicts(keys, counts_dict, drug_keys[1:], drug_dict, use_dict1 = True)
#print '+drug_dict = %d' % len(counts_dict)
lab_keys, lab_dict = get_labcount_dict(year-1)
keys, counts_dict = common.combine_dicts(keys, counts_dict, lab_keys[1:], lab_dict, use_dict1 = True)
#print '+lab_dict = %d' % len(counts_dict)
for prefix in COUNTS_PREFIXES:
pre_keys, pre_dict = get_counts_dict(prefix, year-1)
pre_keys = ['%s=%s' % (prefix, k) for k in pre_keys]
keys, counts_dict = common.combine_dicts(keys, counts_dict, pre_keys[1:], pre_dict)
#print '+%s_dict = %d' % (prefix, len(counts_dict))
X,y = getXy_for_dict(year, keys, counts_dict)
return X,y,keys
def getXy_all(year):
patient_keys, patient_dict = get_patient_dict()
pcg_keys, pcg_dict = get_pcg_counts_dict(year-1)
keys, counts_dict = common.combine_dicts(patient_keys[1:], patient_dict, pcg_keys[1:], pcg_dict)
X,y = getXy_for_dict(year, keys, counts_dict)
return X,y,keys
