Mapping over values in a python dictionary

Question

Given a dictionary   k1  v1  k2  v2       I want to get   k1  f v1   k2  f v2        provided I pass a function f   Is there any such built in function  Or do I have to do  dict   k  f v   for  k  v  in my dictionary iteritems       Ideally I would just write  my dictionary map values f    or  my dictionary mutate values with f    That is  it doesn t matter to me if the original dictionary is mutated or a copy is created

User · Answer

These toolz are great for this kind of simple yet repetitive logic.

http://toolz.readthedocs.org/en/latest/api.html#toolz.dicttoolz.valmap

Gets you right where you want to be.

import toolz
def f(x):
  return x+1

toolz.valmap(f, my_list)

User · Answer

There is no such function  the easiest way to do this is to use a dict comprehension   my dictionary    k  f v  for k  v in my dictionary items      In python 2 7  use the  iteritems   method instead of  items   to save memory  The dict comprehension syntax wasn t introduced until python 2 7   Note that there is no such method on lists either  you d have to use a list comprehension or the map   function   As such  you could use the map   function for processing your dict as well   my dictionary   dict map lambda kv   kv 0   f kv 1     my dictionary iteritems       but that s not that readable  really

User · Answer

While my original answer missed the point  by trying to solve this problem with the solution to Accessing key in factory of defaultdict   I have reworked it to propose an actual solution to the present question   Here it is   class walkableDict dict     def walk self  callback       try        for key in self          self key    callback self key       except TypeError        return False     return True   Usage    gt  gt  gt  d   walkableDict   k1  v1  k2  v2         gt  gt  gt  d walk f    The idea is to subclass the original dict to give it the desired functionality   mapping  a function over all the values   The plus point is that this dictionary can be used to store the original data as if it was a dict  while transforming any data on request with a callback   Of course  feel free to name the class and the function the way you want  the name chosen in this answer is inspired by PHP s array walk   function    Note  Neither the try-except block nor the return statements are mandatory for the functionality  they are there to further mimic the behavior of the PHP s array walk

User · Answer

Just came accross this use case  I implemented gens s answer  adding a recursive approach for handling values that are also dicts   def mutate dict in place f  d       for k  v in d iteritems            if isinstance v  dict               mutate dict in place f  v          else              d k    f v     Exemple handy usage def utf8 everywhere d       mutate dict in place           lambda value              value decode  utf-8               if isinstance value  bytes              else value                    d        my dict     a   b byte1    b     c   b byte2    d   b byte3    utf8 everywhere my dict  print my dict    This can be useful when dealing with json or yaml files that encode strings as bytes in Python 2

User · Answer

To avoid doing indexing from inside lambda  like   rval   dict map lambda kv    kv 0       join kv 1     rval iteritems       You can also do   rval   dict map lambda k v     k      join v    rval iteritems

User · Answer

Due to PEP-0469 which renamed iteritems   to items   and PEP-3113 which removed Tuple parameter unpacking  in Python 3 x you should write Martijn Pieters  answer like this   my dictionary   dict map lambda item   item 0   f item 1     my dictionary items

User · Answer

You can do this in-place  rather than create a new dict  which may be preferable for large dictionaries  if you do not need a copy    def mutate dict f d       for k  v in d iteritems            d k    f v   my dictionary     a  1   b  2  mutate dict lambda x  x 1  my dictionary    results in my dictionary containing     a   2   b   3

[python] Mapping over values in a python dictionary

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