I'm seeing some odd behavior from Pandas 0.15.2 on Python 3.4.2.
First, I import the data with no issues:
import pandas as pd
# import the data
hourly = pd.read_csv("fremont_bridge_data.csv", index_col='Date', parse_dates=True)
weekly = hourly.resample('w','sum')
But when trying to access, I run into some odd behavior. This works fine:
In[289]: weekly['2013-12']
Out[289]:
northbound southbound total
Date
2013-12-01 5053 5480 10533
2013-12-08 5432 5836 11268
2013-12-15 5381 5760 11141
2013-12-22 5182 5455 10637
2013-12-29 3118 3567 6685
And this fails:
In[290]: weekly['2013-12-29']
Traceback (most recent call last):
File "<ipython-input-290-96e181f8ff0a>", line 1, in <module>
weekly['2013-12-29']
File "C:\Anaconda\envs\py34\lib\site-packages\pandas\core\frame.py", line 1780, in __getitem__
return self._getitem_column(key)
File "C:\Anaconda\envs\py34\lib\site-packages\pandas\core\frame.py", line 1787, in _getitem_column
return self._get_item_cache(key)
File "C:\Anaconda\envs\py34\lib\site-packages\pandas\core\generic.py", line 1068, in _get_item_cache
values = self._data.get(item)
File "C:\Anaconda\envs\py34\lib\site-packages\pandas\core\internals.py", line 2849, in get
loc = self.items.get_loc(item)
File "C:\Anaconda\envs\py34\lib\site-packages\pandas\core\index.py", line 1402, in get_loc
return self._engine.get_loc(_values_from_object(key))
File "pandas\index.pyx", line 134, in pandas.index.IndexEngine.get_loc (pandas\index.c:3807)
File "pandas\index.pyx", line 154, in pandas.index.IndexEngine.get_loc (pandas\index.c:3687)
File "pandas\hashtable.pyx", line 696, in pandas.hashtable.PyObjectHashTable.get_item (pandas\hashtable.c:12310)
File "pandas\hashtable.pyx", line 704, in pandas.hashtable.PyObjectHashTable.get_item (pandas\hashtable.c:12261)
KeyError: '2013-12-29'
Any ideas? This also fails: weekly[weekly.index[0]], and seems like it shouldn't
The data is here: https://github.com/sergeyf/Python_data_science_class/blob/master/code/data/fremont_bridge_data.csv
Thank you.
I opened a bug report, and got this response:
see docs here: http://pandas.pydata.org/pandas-docs/stable/timeseries.html#datetimeindex-partial-string-indexing
partial string indexing is for slices only otherwise it tried column selection
Hope this helps future confused people!
You want to use .loc:
In [11]: weekly.loc['2013-12-29']
Out[11]:
Fremont Bridge NB 3118
Fremont Bridge SB 3567
Name: 2013-12-29 00:00:00, dtype: float64
This is a bizarre error (it does look like a bug, I recommend filing this on github), generally I try and avoid using the weekly[..] notation except for accessing columns as it's overloaded quite a bit...
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