In [1]:

    

from pysemantic import Project
import numpy as np


    

In [2]:

    

demo = Project("demo")


    

In [3]:

    

data = demo.load_dataset("dummy_data")


    

In [4]:

    

data.head()


    

    
Out[4]:






  

    

      

      
date
      
zip
      
X
      
email
    
  
  

    

      
0
      
2015-02-21 01:05:03
      
13611
      
5.014501
      
jeff.dasovich@enron.com
    
    

      
2
      
2015-02-27 10:16:34
      
02888
      
8.918459
      
karen.denne@enron.com
    
    

      
3
      
2015-02-20 19:11:00
      
07827
      
5.664665
      
enron-owner@lists.qgadc.com
    
    

      
4
      
2015-02-21 13:20:11
      
23887
      
6.159554
      
jeff.dasovich@enron.com
    
    

      
5
      
2015-02-22 04:17:01
      
35461
      
5.618556
      
jeff.dasovich@enron.com
    
  

In [5]:

    

for column in data:
    print column, data[column].dtype


    

    




date datetime64[ns]
zip object
X float64
email object

In [6]:

    

zip_lengths = data['zip'].apply(len)
print np.any(zip_lengths != 5)


    

    




False

In [7]:

    

print data['X'].max()


    

    




8.99728774235