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nunique aggerigation failes on empty frames #14578

@redsum

Description

@redsum

A small, complete example of the issue

# Your code here
df = pd.DataFrame(columns=['a','b','c'])    
df.groupby('a',as_index=False).agg({'b':'nunique'})

Expected Output

We shouldn't get an Exception

Output of pd.show_versions()

INSTALLED VERSIONS ------------------ commit: None python: 2.7.12.final.0 python-bits: 64 OS: Darwin OS-release: 16.0.0 machine: x86_64 processor: i386 byteorder: little LC_ALL: None LANG: en_US.UTF-8 LOCALE: None.None

pandas: 0.19.0
nose: 1.3.7
pip: 8.1.2
setuptools: 27.2.0
Cython: 0.25.1
numpy: 1.11.2
scipy: 0.18.1
statsmodels: 0.6.1
xarray: None
IPython: 5.1.0
sphinx: 1.4.8
patsy: 0.4.1
dateutil: 2.5.3
pytz: 2016.7
blosc: None
bottleneck: 1.1.0
tables: 3.3.0
numexpr: 2.6.1
matplotlib: 1.5.3
openpyxl: 2.4.0
xlrd: 1.0.0
xlwt: 1.1.2
xlsxwriter: 0.9.3
lxml: 3.6.4
bs4: 4.5.1
html5lib: None
httplib2: None
apiclient: None
sqlalchemy: 1.0.9
pymysql: None
psycopg2: None
jinja2: 2.8
boto: 2.43.0
pandas_datareader: None

i get the following output

Traceback (most recent call last):
File "/Users/ilangadassi/Documents/workspace/python/MyTests/test1.py", line 75, in
testDfGroup()
File "/Users/ilangadassi/Documents/workspace/python/MyTests/test1.py", line 71, in testDfGroup
df.groupby('a',as_index=False).agg({'b':'nunique'})
File "/Users/ilangadassi/anaconda/lib/python2.7/site-packages/pandas/core/groupby.py", line 3774, in aggregate
return super(DataFrameGroupBy, self).aggregate(arg, *args, **kwargs)
File "/Users/ilangadassi/anaconda/lib/python2.7/site-packages/pandas/core/groupby.py", line 3272, in aggregate
result, how = self._aggregate(arg, _level=_level, *args, **kwargs)
File "/Users/ilangadassi/anaconda/lib/python2.7/site-packages/pandas/core/base.py", line 549, in _aggregate
result = _agg(arg, _agg_1dim)
File "/Users/ilangadassi/anaconda/lib/python2.7/site-packages/pandas/core/base.py", line 500, in _agg
result[fname] = func(fname, agg_how)
File "/Users/ilangadassi/anaconda/lib/python2.7/site-packages/pandas/core/base.py", line 483, in _agg_1dim
return colg.aggregate(how, _level=(_level or 0) + 1)
File "/Users/ilangadassi/anaconda/lib/python2.7/site-packages/pandas/core/groupby.py", line 2660, in aggregate
return getattr(self, func_or_funcs)(*args, **kwargs)
File "/Users/ilangadassi/anaconda/lib/python2.7/site-packages/pandas/core/groupby.py", line 3023, in nunique
res = out if ids[0] != -1 else out[1:]
IndexError: index 0 is out of bounds for axis 0 with size 0

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