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					@ -72,20 +72,20 @@ class deid :
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					        return r
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					import pandas as pd
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					import numpy as np
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					from io import StringIO
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					csv = """
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					id,sex,age,profession,drug_test
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					1,M,37,doctor,-
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					2,F,28,doctor,+
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					3,M,37,doctor,-
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					4,M,28,doctor,+
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					5,M,28,doctor,-
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					6,M,37,doctor,-
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					"""
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					f = StringIO()
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					f.write(unicode(csv))
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					f.seek(0)
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					df = pd.read_csv(f)     
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					print df.deid.risk(id='id',num_runs=1)   
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					# import pandas as pd
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					# import numpy as np
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					# from io import StringIO
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					# csv = """
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					# id,sex,age,profession,drug_test
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					# 1,M,37,doctor,-
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					# 2,F,28,doctor,+
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					# 3,M,37,doctor,-
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					# 4,M,28,doctor,+
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					# 5,M,28,doctor,-
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					# 6,M,37,doctor,-
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					# """
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					# f = StringIO()
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					# f.write(unicode(csv))
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					# f.seek(0)
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					# df = pd.read_csv(f)     
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					# print df.deid.risk(id='id',num_runs=2)   
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