# CG test pandas

import pandas as pd
from kman import *

data = {
    'state':['Ohio','Ohio','Ohio','Nevada','Nevada'],
    'year':[2000,2001,2002,2001,2002],
    'pop':[1.5,1.7,3.6,2.4,2.9],
    'xx':[1.5,1.7,3.6,2.4,2.9]
}
"""
       year   state  pop  debt
one    2000    Ohio  1.5  16.5
two    2001    Ohio  1.7  16.5
three  2002    Ohio  3.6  16.5
four   2001  Nevada  2.4  16.5
five   2002  Nevada  2.9  16.5
"""
frame = pd.DataFrame(data,
        index = ['one', 'two','three','four','five'],
      columns = ['year','state','pop','debt','xx'])

print(frame.iat[0, 0])
print(frame.iat[1, 1])
print(frame.iat[2, 2])
print(frame.iat[2, 1])

'''
print('\n---------------------')
print(frame)
print('\n---------------------')
frame['debt']=16.5
print(frame)
print('\n---------------------')
print(frame.iloc[2]) #line 2
print('\n---------------------')
print(frame.iloc[[2,3],0:2])
print('\n---------------------')
print(frame.iloc[[2,3],0:2])
print('\n---------------------')
print(frame.iat[1, 1])
print('\n---------------------')
for index, row in frame.iterrows():
    print(index)
    print(row)
print('\n---------------------')
for row in frame.iterrows():
    print(row)
    #print(row[0], row[1])
print('\n---------------------')
print(frame.head(2))
print('\n---------------------')
print(frame.columns)
print('\n---------------------')
print(frame.index)
print('\n---------------------')
print(frame.to_dict())
print('\n---------------------')
'''

km = kMan()
books = km.import_clips()
print(books)
print('\n---------------------')
frame = pd.DataFrame(books)
print(frame)

print('\n---------------------')
data = [['Ohio','Ohio','Ohio','Nevada','Nevada'],
        [2000,2001,2002,2001,2002],
        [1.5,1.7,3.6,2.4,2.9],
        [1.5,1.7,3.6,2.4,2.9],
        [1.5,1.7,3.6,2.4,2.9],
        ]
frame = pd.DataFrame(data,
      columns = ['year','state','pop','debt','xx'])
print(frame)