Created
April 14, 2014 03:02
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Generate aggregate data
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from datetime import datetime | |
import csv | |
cpi = {} | |
cpi['2012'] = 1.09 | |
cpi['2011'] = 1.043 | |
cpi['2010'] = 1.019 | |
cpi['2009'] = 1 | |
cpi['2008'] = 0.98 | |
cpi['2007'] = 0.929 | |
cpi['2006'] = 0.892 | |
# I want to put some output for a certain year | |
cur_admit_id = '' | |
with open('core/final_set.csv', 'r') as infile: | |
reader = csv.reader(infile, delimiter=',', quotechar='"') | |
labels = reader.next() | |
count = 0 | |
label_mapping = {} | |
for k in labels: | |
label_mapping[k] = count | |
count +=1 | |
admission_items = {} | |
for values in reader: | |
try: | |
date_of_admit = datetime.strptime(values[label_mapping['DATEOFADM']], '%d/%m/%Y') | |
date_of_discharge = datetime.strptime(values[label_mapping['DATEDISCHARGE']], '%d/%m/%Y') | |
except: | |
continue | |
admission_items[values[label_mapping['HRN']]] = admission_items.get(values[label_mapping['HRN']], []) | |
admission_items[values[label_mapping['HRN']]].append(values) | |
for k,v in admission_items.iteritems(): | |
print k | |
result_item = {} | |
for i in range(count): | |
if i == label_mapping['DATEOFADM'] or i == label_mapping['DATEDISCHARGE']: | |
items = [datetime.strptime(item[i], '%d/%m/%Y') for item in v] | |
else: | |
items = [item[i] for item in v] | |
if i == label_mapping['HOSPITALBILL']: | |
result_item[i] = sum([float(v) for v in items]) | |
elif i == label_mapping['BILLCAT'] or i == label_mapping['WARDTYPE']: | |
result_item[i] = ':'.join(items) | |
else: | |
result_item[i] = items[0] | |
result_item[count] = result_item[label_mapping['DATEDISCHARGE']] - result_item[label_mapping['DATEOFADM']] | |
result_item[count] = result_item[count].days | |
year_of_admission = int(result_item[label_mapping['DATEOFADM']].strftime('%Y')) | |
result_item[count+1] = year_of_admission - int(result_item[label_mapping['YMDOB']]) | |
result_item[label_mapping['HOSPITALBILL']] \ | |
= result_item[label_mapping['HOSPITALBILL']] * cpi[str(year_of_admission)] | |
print ','.join(['"%s"' % str(item) for item in result_item.values()]) |
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