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(series == x) doesn't always produce a boolean series: bug? #933

xdong opened this issue Mar 17, 2012 · 2 comments


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commented Mar 17, 2012

In [2]: a = pandas.Series(['a', nan, 'b'])

In [3]: a == 'a'
0 True
1 NaN
2 False

There is a NaN in Out[3]. This can't be the desired result because of the following error:

In [4]: b = pandas.Series(['a', 'b', 'c'])

In [5]: (a == 'a') & (b == 'a')
ValueError Traceback (most recent call last)
/home/dong/ in ()
----> 1 (a == 'a') & (b == 'a')

/home/dong/.virtualenv/src/pandas/pandas/core/series.pyc in wrapper(self, other)
143 if isinstance(other, Series):
144 name = _maybe_match_name(self, other)
--> 145 return Series(na_op(self.values, other.values),
146 index=self.index, name=name)
147 elif isinstance(other, DataFrame):

/home/dong/.virtualenv/src/pandas/pandas/core/series.pyc in na_op(x, y)
133 if isinstance(y, np.ndarray):
--> 134 result = lib.vec_binop(x, y, op)
135 else:
136 result = lib.scalar_binop(x, y, op)

/home/dong/.virtualenv/src/pandas/pandas/ in pandas._tseries.vec_binop (pandas/src/tseries.c:9302)()

ValueError: Does not understand character buffer dtype format string ('?')

BTW for series of dtype float there is no such problem:

In [6]: c = pandas.Series([1.0, nan, 3.0])

In [7]: c == 1
0 True
1 False
2 False


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commented Mar 22, 2012

Just a heads up that this is under consideration - thanks for bringing to attention.


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commented Apr 9, 2012

Looked at this again. Returning boolean array now (comparison with NA -> False)

@wesm wesm closed this Apr 9, 2012

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