Skip to content

BUG: pivot table bug with Categorical indexes, #10993 #11371

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Merged
merged 2 commits into from
Oct 20, 2015
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
2 changes: 1 addition & 1 deletion doc/source/whatsnew/v0.17.1.txt
Original file line number Diff line number Diff line change
Expand Up @@ -87,7 +87,7 @@ Bug Fixes

- Bug in list-like indexing with a mixed-integer Index (:issue:`11320`)


- Bug in ``pivot_table`` with ``margins=True`` when indexes are of ``Categorical`` dtype (:issue:`10993`)
- Bug in ``DataFrame.plot`` cannot use hex strings colors (:issue:`10299`)


Expand Down
12 changes: 12 additions & 0 deletions pandas/core/index.py
Original file line number Diff line number Diff line change
Expand Up @@ -627,6 +627,10 @@ def astype(self, dtype):
return Index(self.values.astype(dtype), name=self.name,
dtype=dtype)

def _to_safe_for_reshape(self):
""" convert to object if we are a categorical """
return self

def to_datetime(self, dayfirst=False):
"""
For an Index containing strings or datetime.datetime objects, attempt
Expand Down Expand Up @@ -3190,6 +3194,10 @@ def duplicated(self, keep='first'):
from pandas.hashtable import duplicated_int64
return duplicated_int64(self.codes.astype('i8'), keep)

def _to_safe_for_reshape(self):
""" convert to object if we are a categorical """
return self.astype('object')

def get_loc(self, key, method=None):
"""
Get integer location for requested label
Expand Down Expand Up @@ -4529,6 +4537,10 @@ def format(self, space=2, sparsify=None, adjoin=True, names=False,
else:
return result_levels

def _to_safe_for_reshape(self):
""" convert to object if we are a categorical """
return self.set_levels([ i._to_safe_for_reshape() for i in self.levels ])

def to_hierarchical(self, n_repeat, n_shuffle=1):
"""
Return a MultiIndex reshaped to conform to the
Expand Down
6 changes: 4 additions & 2 deletions pandas/core/internals.py
Original file line number Diff line number Diff line change
Expand Up @@ -3427,6 +3427,9 @@ def insert(self, loc, item, value, allow_duplicates=False):
if not isinstance(loc, int):
raise TypeError("loc must be int")

# insert to the axis; this could possibly raise a TypeError
new_axis = self.items.insert(loc, item)

block = make_block(values=value,
ndim=self.ndim,
placement=slice(loc, loc+1))
Expand All @@ -3449,8 +3452,7 @@ def insert(self, loc, item, value, allow_duplicates=False):
self._blklocs = np.insert(self._blklocs, loc, 0)
self._blknos = np.insert(self._blknos, loc, len(self.blocks))

self.axes[0] = self.items.insert(loc, item)

self.axes[0] = new_axis
self.blocks += (block,)
self._shape = None

Expand Down
17 changes: 15 additions & 2 deletions pandas/tools/pivot.py
Original file line number Diff line number Diff line change
Expand Up @@ -189,7 +189,13 @@ def _add_margins(table, data, values, rows, cols, aggfunc):
margin_dummy = DataFrame(row_margin, columns=[key]).T

row_names = result.index.names
result = result.append(margin_dummy)
try:
result = result.append(margin_dummy)
except TypeError:

# we cannot reshape, so coerce the axis
result.index = result.index._to_safe_for_reshape()
result = result.append(margin_dummy)
result.index.names = row_names

return result
Expand Down Expand Up @@ -218,6 +224,7 @@ def _compute_grand_margin(data, values, aggfunc):


def _generate_marginal_results(table, data, values, rows, cols, aggfunc, grand_margin):

if len(cols) > 0:
# need to "interleave" the margins
table_pieces = []
Expand All @@ -235,7 +242,13 @@ def _all_key(key):

# we are going to mutate this, so need to copy!
piece = piece.copy()
piece[all_key] = margin[key]
try:
piece[all_key] = margin[key]
except TypeError:

# we cannot reshape, so coerce the axis
piece.set_axis(cat_axis, piece._get_axis(cat_axis)._to_safe_for_reshape())
piece[all_key] = margin[key]

table_pieces.append(piece)
margin_keys.append(all_key)
Expand Down
20 changes: 20 additions & 0 deletions pandas/tools/tests/test_pivot.py
Original file line number Diff line number Diff line change
Expand Up @@ -719,6 +719,26 @@ def test_crosstab_dropna(self):
('two', 'dull'), ('two', 'shiny')])
assert_equal(res.columns.values, m.values)

def test_categorical_margins(self):
# GH 10989
df = pd.DataFrame({'x': np.arange(8),
'y': np.arange(8) // 4,
'z': np.arange(8) % 2})

expected = pd.DataFrame([[1.0, 2.0, 1.5],[5, 6, 5.5],[3, 4, 3.5]])
expected.index = Index([0,1,'All'],name='y')
expected.columns = Index([0,1,'All'],name='z')

data = df.copy()
table = data.pivot_table('x', 'y', 'z', margins=True)
tm.assert_frame_equal(table, expected)

data = df.copy()
data.y = data.y.astype('category')
data.z = data.z.astype('category')
table = data.pivot_table('x', 'y', 'z', margins=True)
tm.assert_frame_equal(table, expected)

if __name__ == '__main__':
import nose
nose.runmodule(argv=[__file__, '-vvs', '-x', '--pdb', '--pdb-failure'],
Expand Down