AttributeError: 'DataFrame' object has no attribute 'ix'

df = DataFrame(np.random.randn(7,3))

df.ix[:5,1] = NA

# 报错 AttributeError: 'DataFrame' object has no attribute 'ix'
# 改为

df.iloc[:5,1] = NA