How to filter a dictionary according to an arbitrary condition function?

PythonDictionaryFilter

Python Problem Overview


I have a dictionary of points, say:

>>> points={'a':(3,4), 'b':(1,2), 'c':(5,5), 'd':(3,3)}

I want to create a new dictionary with all the points whose x and y value is smaller than 5, i.e. points 'a', 'b' and 'd'.

According to the the book, each dictionary has the items() function, which returns a list of (key, pair) tuple:

>>> points.items()
[('a', (3, 4)), ('c', (5, 5)), ('b', (1, 2)), ('d', (3, 3))]

So I have written this:

>>> for item in [i for i in points.items() if i[1][0]<5 and i[1][1]<5]:
...     points_small[item[0]]=item[1]
...
>>> points_small
{'a': (3, 4), 'b': (1, 2), 'd': (3, 3)}

Is there a more elegant way? I was expecting Python to have some super-awesome dictionary.filter(f) function...

Python Solutions


Solution 1 - Python

You can use a dict comprehension:

{k: v for k, v in points.items() if v[0] < 5 and v[1] < 5}

And in Python 2, starting from 2.7:

{k: v for k, v in points.iteritems() if v[0] < 5 and v[1] < 5}

Solution 2 - Python

dict((k, v) for k, v in points.items() if all(x < 5 for x in v))

You could choose to call .iteritems() instead of .items() if you're in Python 2 and points may have a lot of entries.

all(x < 5 for x in v) may be overkill if you know for sure each point will always be 2D only (in that case you might express the same constraint with an and) but it will work fine;-).

Solution 3 - Python

points_small = dict(filter(lambda (a,(b,c)): b<5 and c < 5, points.items()))

Solution 4 - Python

>>> points = {'a': (3, 4), 'c': (5, 5), 'b': (1, 2), 'd': (3, 3)}
>>> dict(filter(lambda x: (x[1][0], x[1][1]) < (5, 5), points.items()))

{'a': (3, 4), 'b': (1, 2), 'd': (3, 3)}

Solution 5 - Python

dict((k, v) for (k, v) in points.iteritems() if v[0] < 5 and v[1] < 5)

Solution 6 - Python

I think that Alex Martelli's answer is definitely the most elegant way to do this, but just wanted to add a way to satisfy your want for a super awesome dictionary.filter(f) method in a Pythonic sort of way:

class FilterDict(dict):
    def __init__(self, input_dict):
        for key, value in input_dict.iteritems():
            self[key] = value
    def filter(self, criteria):
        for key, value in self.items():
            if (criteria(value)):
                self.pop(key)

my_dict = FilterDict( {'a':(3,4), 'b':(1,2), 'c':(5,5), 'd':(3,3)} )
my_dict.filter(lambda x: x[0] < 5 and x[1] < 5)

Basically we create a class that inherits from dict, but adds the filter method. We do need to use .items() for the the filtering, since using .iteritems() while destructively iterating will raise exception.

Solution 7 - Python

dict((k, v) for (k, v) in points.iteritems() if v[0] < 5 and v[1] < 5)

Attributions

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Content TypeOriginal AuthorOriginal Content on Stackoverflow
QuestionAdam MatanView Question on Stackoverflow
Solution 1 - PythonThomasView Answer on Stackoverflow
Solution 2 - PythonAlex MartelliView Answer on Stackoverflow
Solution 3 - PythonsizzzzlerzView Answer on Stackoverflow
Solution 4 - Pythonbenguesmia faridView Answer on Stackoverflow
Solution 5 - PythonnoskloView Answer on Stackoverflow
Solution 6 - PythonqwwqwwqView Answer on Stackoverflow
Solution 7 - PythonIgnacio Vazquez-AbramsView Answer on Stackoverflow