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Internal module for formatting output data in csv, html, xml,
|
and latex files. This module also applies to display formatting.
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é )Ú annotations)Ú GeneratorÚHashableÚMappingÚSequence)Úcontextmanager)Ú
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QUOTE_NONE)ÚDecimal)Úpartial)ÚStringION)Úget_terminal_size)Ú TYPE_CHECKINGÚAnyÚCallableÚFinalÚcast)Ú
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get_optionÚ
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set_option)Úlib)ÚNA)ÚNaTÚ TimedeltaÚ Timestamp)ÚNaTType)Úis_complex_dtypeÚis_floatÚ
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is_integerÚ is_list_likeÚis_numeric_dtypeÚ is_scalar)ÚCategoricalDtypeÚDatetimeTZDtypeÚExtensionDtype)ÚisnaÚnotna)Ú CategoricalÚ DatetimeArrayÚExtensionArrayÚTimedeltaArray)Ú StringDtype)Ú PandasObject)ÚIndexÚ
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MultiIndexÚ PeriodIndexÚ ensure_index)Ú DatetimeIndex)ÚTimedeltaIndex)Úconcat)Úcheck_parent_directoryÚstringify_path)Úprinting) Ú ArrayLikeÚAxesÚColspaceArgTypeÚ ColspaceTypeÚCompressionOptionsÚFilePathÚFloatFormatTypeÚFormattersTypeÚ
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IndexLabelÚSequenceNotStrÚStorageOptionsÚ WriteBuffer)Ú DataFrameÚSeriesa
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Parameters
|
----------
|
buf : str, Path or StringIO-like, optional, default None
|
Buffer to write to. If None, the output is returned as a string.
|
columns : array-like, optional, default None
|
The subset of columns to write. Writes all columns by default.
|
col_space : %(col_space_type)s, optional
|
%(col_space)s.
|
header : %(header_type)s, optional
|
%(header)s.
|
index : bool, optional, default True
|
Whether to print index (row) labels.
|
na_rep : str, optional, default 'NaN'
|
String representation of ``NaN`` to use.
|
formatters : list, tuple or dict of one-param. functions, optional
|
Formatter functions to apply to columns' elements by position or
|
name.
|
The result of each function must be a unicode string.
|
List/tuple must be of length equal to the number of columns.
|
float_format : one-parameter function, optional, default None
|
Formatter function to apply to columns' elements if they are
|
floats. This function must return a unicode string and will be
|
applied only to the non-``NaN`` elements, with ``NaN`` being
|
handled by ``na_rep``.
|
sparsify : bool, optional, default True
|
Set to False for a DataFrame with a hierarchical index to print
|
every multiindex key at each row.
|
index_names : bool, optional, default True
|
Prints the names of the indexes.
|
justify : str, default None
|
How to justify the column labels. If None uses the option from
|
the print configuration (controlled by set_option), 'right' out
|
of the box. Valid values are
|
|
* left
|
* right
|
* center
|
* justify
|
* justify-all
|
* start
|
* end
|
* inherit
|
* match-parent
|
* initial
|
* unset.
|
max_rows : int, optional
|
Maximum number of rows to display in the console.
|
max_cols : int, optional
|
Maximum number of columns to display in the console.
|
show_dimensions : bool, default False
|
Display DataFrame dimensions (number of rows by number of columns).
|
decimal : str, default '.'
|
Character recognized as decimal separator, e.g. ',' in Europe.
|
r Úcommon_docstring) ÚleftÚrightÚcenterÚjustifyz justify-allÚstartÚendÚinheritz match-parentÚinitialÚunsetz
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Returns
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-------
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str or None
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If buf is None, returns the result as a string. Otherwise returns
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None.
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Úreturn_docstringc
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Implement the main logic of Series.to_string, which underlies
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Series.__repr__.
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``repr(DataFrame)``. This is useful if you want to adjust the repr output.
|
|
.. versionadded:: 1.4.0
|
|
Example
|
-------
|
>>> import pandas as pd
|
>>>
|
>>> df = pd.DataFrame([[1, 2], [3, 4]])
|
>>> repr_params = pd.io.formats.format.get_dataframe_repr_params()
|
>>> repr(df) == df.to_string(**repr_params)
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True
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|
|
.. versionadded:: 1.4.0
|
|
Example
|
-------
|
>>> import pandas as pd
|
>>>
|
>>> ser = pd.Series([1, 2, 3, 4])
|
>>> repr_params = pd.io.formats.format.get_series_repr_params()
|
>>> repr(ser) == ser.to_string(**repr_params)
|
True
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Class for processing dataframe formatting options and data.
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Used by DataFrame.to_string, which backs DataFrame.__repr__.
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See description here:
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https://pandas.pydata.org/docs/dev/user_guide/options.html#frequently-used-options
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GH #37359
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classes : str or list-like
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classes to include in the `class` attribute of the opening
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notebook : {True, False}, optional, default False
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Whether the generated HTML is for IPython Notebook.
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border : int
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formatter
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Outputs rounded and formatted percentiles.
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|
Parameters
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----------
|
percentiles : list-like, containing floats from interval [0,1]
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|
Returns
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-------
|
formatted : list of strings
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|
Notes
|
-----
|
Rounding precision is chosen so that: (1) if any two elements of
|
``percentiles`` differ, they remain different after rounding
|
(2) no entry is *rounded* to 0% or 100%.
|
Any non-integer is always rounded to at least 1 decimal place.
|
|
Examples
|
--------
|
Keeps all entries different after rounding:
|
|
>>> format_percentiles([0.01999, 0.02001, 0.5, 0.666666, 0.9999])
|
['1.999%', '2.001%', '50%', '66.667%', '99.99%']
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|
No element is rounded to 0% or 100% (unless already equal to it).
|
Duplicates are allowed:
|
|
>>> format_percentiles([0, 0.5, 0.02001, 0.5, 0.666666, 0.9999])
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['0%', '50%', '2.0%', '50%', '66.67%', '99.99%']
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Determine if an array of strings should be trimmed.
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Formats float values according to engineering format.
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|
Based on matplotlib.ticker.EngFormatter
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ièÿÿÿrM iëÿÿÿÚziîÿÿÿÚaiñÿÿÿr¯ iôÿÿÿÚpi÷ÿÿÿr iúÿÿÿÚuéýÿÿÿr² r rr r r^ r r± é ÚGrµ ÚTé ÚPé ÚEé ÚZé ÚYNc ó || _ || _ y rÉ ©ÚaccuracyÚuse_eng_prefix)rb r¶ r· s rc rd zEngFormatter.__init__T s ð ! Ø ,Õre c óî t t |« « }t j |« ryt j |« ryd}|dk rd}| }|dk7 r<t t t j |j « dz « dz « « }n t d« }|j t | j j « « « }|j t | j j « « « }t |« }| j r| j | }n|dk rd| d}nd |d}||z d
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Formats a number in engineering notation, appending a letter
|
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|
>>> format_eng = EngFormatter(accuracy=0, use_eng_prefix=True)
|
>>> format_eng(0)
|
' 0'
|
>>> format_eng = EngFormatter(accuracy=1, use_eng_prefix=True)
|
>>> format_eng(1_000_000)
|
' 1.0M'
|
>>> format_eng = EngFormatter(accuracy=2, use_eng_prefix=False)
|
>>> format_eng("-1e-6")
|
'-1.00E-06'
|
|
@param num: the value to represent
|
@type num: either a numeric value or a string that can be converted to
|
a numeric value (as per decimal.Decimal constructor)
|
|
@return: engineering formatted string
|
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Sð ð Cð ð Cðð Cðð
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2ðð
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3ðð
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3ðð
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3ðð Cðð Cð ð Cð ð Cð!ð" Cð#Lð* CHð-Ø"ð-Ø;?ð-à ó-ô ;re r£ c ó0 t dt | |« « y)a
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Format float representation in DataFrame with SI notation.
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|
Parameters
|
----------
|
accuracy : int, default 3
|
Number of decimal digits after the floating point.
|
use_eng_prefix : bool, default False
|
Whether to represent a value with SI prefixes.
|
|
Returns
|
-------
|
None
|
|
Examples
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--------
|
>>> df = pd.DataFrame([1e-9, 1e-3, 1, 1e3, 1e6])
|
>>> df
|
0
|
0 1.000000e-09
|
1 1.000000e-03
|
2 1.000000e+00
|
3 1.000000e+03
|
4 1.000000e+06
|
|
>>> pd.set_eng_float_format(accuracy=1)
|
>>> df
|
0
|
0 1.0E-09
|
1 1.0E-03
|
2 1.0E+00
|
3 1.0E+03
|
4 1.0E+06
|
|
>>> pd.set_eng_float_format(use_eng_prefix=True)
|
>>> df
|
0
|
0 1.000n
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1 1.000m
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2 1.000
|
3 1.000k
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4 1.000M
|
|
>>> pd.set_eng_float_format(accuracy=1, use_eng_prefix=True)
|
>>> df
|
0
|
0 1.0n
|
1 1.0m
|
2 1.0
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3 1.0k
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4 1.0M
|
|
>>> pd.set_option("display.float_format", None) # unset option
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For each index in each level the function returns lengths of indexes.
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|
Parameters
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----------
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levels : list of lists
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List of values on for level.
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sentinel : string, optional
|
Value which states that no new index starts on there.
|
|
Returns
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-------
|
Returns list of maps. For each level returns map of indexes (key is index
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in row and value is length of index).
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Appends lines to a buffer.
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Parameters
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----------
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buf
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The buffer to write to
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lines
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The lines to append.
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