update and making it 3.x compatible
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@ -41,7 +41,7 @@ The framework will depend on pandas and numpy (for now). Below is a basic sample
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import pandas as pd
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import pandas as pd
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from pandas_risk import *
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from pandas_risk import *
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mydf = pd.DataFrame({"x":np.random.choice( np.random.randint(1,10),50),"y":np.random.choice( np.random.randint(1,10),50) })
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mydf = pd.DataFrame({"x":np.random.choice( np.random.randint(1,10),50),"y":np.random.choice( np.random.randint(1,10),50),"z":np.random.choice( np.random.randint(1,10),50),"r":np.random.choice( np.random.randint(1,10),50) })
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print mydf.risk.evaluate()
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print mydf.risk.evaluate()
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@ -51,7 +51,7 @@ The framework will depend on pandas and numpy (for now). Below is a basic sample
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# - Insure the population size is much greater than the sample size
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# - Insure the population size is much greater than the sample size
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# - Insure the fields are identical in both sample and population
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# - Insure the fields are identical in both sample and population
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#
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#
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pop = pd.DataFrame({"x":np.random.choice( np.random.randint(1,10),150),"y":np.random.choice( np.random.randint(1,10),150) ,"q":np.random.choice( np.random.randint(1,10),150)})
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pop = pd.DataFrame({"x":np.random.choice( np.random.randint(1,10),150),"y":np.random.choice( np.random.randint(1,10),150) ,"z":np.random.choice( np.random.randint(1,10),150),"r":np.random.choice( np.random.randint(1,10),150)})
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mydf.risk.evaluate(pop=pop)
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mydf.risk.evaluate(pop=pop)
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@ -60,7 +60,7 @@ class deid :
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@param pop|sample data-frame with popublation reference
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@param pop|sample data-frame with popublation reference
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@param id key field that uniquely identifies patient/customer ...
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@param id key field that uniquely identifies patient/customer ...
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"""
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"""
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id = args['id']
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pop= args['pop'] if 'pop' in args else None
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pop= args['pop'] if 'pop' in args else None
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if 'pop_size' in args :
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if 'pop_size' in args :
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@ -77,7 +77,11 @@ class deid :
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sample = args['sample'] if 'sample' in args else pd.DataFrame(self._df)
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sample = args['sample'] if 'sample' in args else pd.DataFrame(self._df)
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k = sample.columns.size -1 if 'field_count' not in args else int(args['field_count'])
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k = sample.columns.size -1 if 'field_count' not in args else int(args['field_count'])
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if 'id' in args :
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id = args['id']
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columns = list(set(sample.columns.tolist()) - set([id]))
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columns = list(set(sample.columns.tolist()) - set([id]))
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else:
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columns = sample.columns.tolist()
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o = pd.DataFrame()
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o = pd.DataFrame()
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for i in np.arange(RUNS):
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for i in np.arange(RUNS):
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@ -152,8 +156,6 @@ class deid :
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handle_sample.set('pop_size',pop_size)
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handle_sample.set('pop_size',pop_size)
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r['pitman risk'] = handle_sample.pitman()
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r['pitman risk'] = handle_sample.pitman()
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if 'pop' in args :
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if 'pop' in args :
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print cols
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print args['pop'].columns
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xi = pd.DataFrame({"sample_group_size":sample.groupby(cols,as_index=False).size()}).reset_index()
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xi = pd.DataFrame({"sample_group_size":sample.groupby(cols,as_index=False).size()}).reset_index()
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yi = pd.DataFrame({"population_group_size":args['pop'].groupby(cols,as_index=False).size()}).reset_index()
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yi = pd.DataFrame({"population_group_size":args['pop'].groupby(cols,as_index=False).size()}).reset_index()
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merged_groups = pd.merge(xi,yi,on=cols,how='inner')
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merged_groups = pd.merge(xi,yi,on=cols,how='inner')
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