# import dependencies
   from pyarxaas import ARXaaS
   from pyarxaas.privacy_models import KAnonymity
   from pyarxaas import AttributeType
   from pyarxaas import Dataset
   import pandas as pd

   arxaas = ARXaaS(url) # url contains url to AaaS web service

   df = pd.read_csv("data.csv")

   # create Dataset
   dataset = Dataset.from_pandas(df)


   # set attribute type
   dataset.set_attributes(AttributeType.QUASIIDENTIFYING, 'name', 'gender')
   dataset.set_attribute(AttributeType.IDENTIFYING, 'id')

   # get the risk profle of the dataset
   risk_profile = arxaas.risk_profile(dataset)

   # get risk metrics
   re_indentifiation_risk = risk_profile.re_identification_risk
   distribution_of_risk = risk_profile.distribution_of_risk