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November 29, 2018 02:55
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In [1]: paste | |
import pandas as pd | |
import feather | |
data = {'date': ['2014-05-01 18:47:05.069722', '2014-05-01 18:47:05.119994', | |
'2014-05-02 18:47:05.178768', '2014-05-02 18:47:05.230071', | |
'2014-05-02 18:47:05.230071', '2014-05-02 18:47:05.280592']} | |
df = pd.DataFrame(data, columns = ['date']) | |
df['date'] = pd.to_datetime(df['date']).dt.date | |
## -- End pasted text -- | |
In [2]: df | |
Out[2]: | |
date | |
0 2014-05-01 | |
1 2014-05-01 | |
2 2014-05-02 | |
3 2014-05-02 | |
4 2014-05-02 | |
5 2014-05-02 | |
In [3]: df['date'] | |
Out[3]: | |
0 2014-05-01 | |
1 2014-05-01 | |
2 2014-05-02 | |
3 2014-05-02 | |
4 2014-05-02 | |
5 2014-05-02 | |
Name: date, dtype: object | |
In [4]: df['date'][0] | |
Out[4]: datetime.date(2014, 5, 1) | |
In [5]: df.to_feather('foo.feather') | |
In [6]: import pyarrow as pa | |
In [7]: pa.feather.FeatherReader? | |
Init signature: pa.feather.FeatherReader(source) | |
Docstring: <no docstring> | |
File: ~/code/arrow/python/pyarrow/feather.py | |
Type: type | |
In [8]: reader = pa.feather.FeatherReader('foo.feather') | |
In [9]: t = reader.read_table() | |
In [10]: t | |
Out[10]: | |
pyarrow.Table | |
date: date32[day] | |
In [11]: t.to_pandas() | |
Out[11]: | |
date | |
0 2014-05-01 | |
1 2014-05-01 | |
2 2014-05-02 | |
3 2014-05-02 | |
4 2014-05-02 | |
5 2014-05-02 | |
In [12]: t.to_pandas().dtypes | |
Out[12]: | |
date datetime64[ns] | |
dtype: object | |
In [13]: t.to_pandas() | |
Out[13]: | |
date | |
0 2014-05-01 | |
1 2014-05-01 | |
2 2014-05-02 | |
3 2014-05-02 | |
4 2014-05-02 | |
5 2014-05-02 |
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