Pandas pytable: how to specify min_itemsize of the elements of a MultiIndex

问题

I am storing a pandas dataframe as a pytable which contains a MultiIndex.

The first level of the MultiIndex is a string corresponding to a userID. Now, most of the userIDs are 13 characters long, but some of them are 15 characters long. When I append a record containing the long userID, pytables raises an error because it is expecting a 13 characters field.

ValueError('Trying to store a string with len [15] in [user] column but\nthis column has a limit of [13]!\nConsider using min_itemsize to preset the sizes on these columns',)

However, I do not know how to set the attribute min_itemsize for the elements of a MultiIndex. I have tried {'index': 15} and it does not work...

I know that I could force all IDs to be 15 characters long from the beginning by appending spaces, but I would prefer to avoid this if possible.

Thank you for your help!

回答1:

You need to specify the name of the multi-index level that you want to set a min_itemsize for. Here's an example:

Create 2 multi-indexed frames

In [1]: df1 = DataFrame(np.random.randn(4,2),index=MultiIndex.from_product([['abcdefghijklm','foo'],[1,2]],names=['string','number']))

In [2]: df2 = DataFrame(np.random.randn(4,2),index=MultiIndex.from_product([['abcdefghijklmop','foo'],[1,2]],names=['string','number']))

In [3]: df1
Out[3]: 
                             0         1
string        number                    
abcdefghijklm 1       0.737976  0.840718
              2       0.605763  1.797398
foo           1       1.589278  0.104186
              2       0.029387  1.417195

[4 rows x 2 columns]

In [4]: df2
Out[4]: 
                               0         1
string          number                    
abcdefghijklmop 1       0.539507 -1.059085
                2       1.263722 -1.773187
foo             1       1.625073  0.078650
                2      -0.030827 -1.691805

[4 rows x 2 columns]

Create a store

In [9]: store = pd.HDFStore('test.h5',mode='w')

In [10]: store.append('df1',df1)

Here's the length is computed

In [12]: store.get_storer('df1').table
Out[12]: 
/df1/table (Table(4,)) ''
  description := {
  "index": Int64Col(shape=(), dflt=0, pos=0),
  "values_block_0": Float64Col(shape=(2,), dflt=0.0, pos=1),
  "number": Int64Col(shape=(), dflt=0, pos=2),
  "string": StringCol(itemsize=13, shape=(), dflt='', pos=3)}
  byteorder := 'little'
  chunkshape := (1456,)
  autoindex := True
  colindexes := {
    "index": Index(6, medium, shuffle, zlib(1)).is_csi=False,
    "number": Index(6, medium, shuffle, zlib(1)).is_csi=False,
    "string": Index(6, medium, shuffle, zlib(1)).is_csi=False}

Here's the error you are getting now

In [13]: store.append('df1',df2)

ValueError: Trying to store a string with len [15] in [string] column but
this column has a limit of [13]!
Consider using min_itemsize to preset the sizes on these columns

Specify the min_itemsize with the name of the level

In [14]: store.append('df',df1,min_itemsize={ 'string' : 15 })

In [15]: store.get_storer('df').table
Out[15]: 
/df/table (Table(4,)) ''
  description := {
  "index": Int64Col(shape=(), dflt=0, pos=0),
  "values_block_0": Float64Col(shape=(2,), dflt=0.0, pos=1),
  "number": Int64Col(shape=(), dflt=0, pos=2),
  "string": StringCol(itemsize=15, shape=(), dflt='', pos=3)}
  byteorder := 'little'
  chunkshape := (1394,)
  autoindex := True
  colindexes := {
    "index": Index(6, medium, shuffle, zlib(1)).is_csi=False,
    "number": Index(6, medium, shuffle, zlib(1)).is_csi=False,
    "string": Index(6, medium, shuffle, zlib(1)).is_csi=False}

Append

In [16]: store.append('df',df2)

In [19]: store.df
Out[19]: 
                               0         1
string          number                    
abcdefghijklm   1       0.737976  0.840718
                2       0.605763  1.797398
foo             1       1.589278  0.104186
                2       0.029387  1.417195
abcdefghijklmop 1       0.539507 -1.059085
                2       1.263722 -1.773187
foo             1       1.625073  0.078650
                2      -0.030827 -1.691805

[8 rows x 2 columns]

In [20]: store.close()

来源：https://stackoverflow.com/questions/22710738/pandas-pytable-how-to-specify-min-itemsize-of-the-elements-of-a-multiindex

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