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# The StringAccessor class defined below is an adaptation of the
# pandas string methods source code (see pd.core.strings)
# For reference, here is a copy of the pandas copyright notice:
# (c) 2011-2012, Lambda Foundry, Inc. and PyData Development Team
# All rights reserved.
# Copyright (c) 2008-2011 AQR Capital Management, LLC
# All rights reserved.
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are
# met:
# * Redistributions of source code must retain the above copyright
# notice, this list of conditions and the following disclaimer.
# * Redistributions in binary form must reproduce the above
# copyright notice, this list of conditions and the following
# disclaimer in the documentation and/or other materials provided
# with the distribution.
# * Neither the name of the copyright holder nor the names of any
# contributors may be used to endorse or promote products derived
# from this software without specific prior written permission.
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDER AND CONTRIBUTORS
# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
# A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
# OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
# SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
# LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
# DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
# THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
import codecs
import re
import textwrap
import numpy as np
from .computation import apply_ufunc
_cpython_optimized_encoders = (
"utf-8",
"utf8",
"latin-1",
"latin1",
"iso-8859-1",
"mbcs",
"ascii",
)
_cpython_optimized_decoders = _cpython_optimized_encoders + ("utf-16", "utf-32")
def _is_str_like(x):
return isinstance(x, str) or isinstance(x, bytes)
class StringAccessor:
"""Vectorized string functions for string-like arrays.
Similar to pandas, fields can be accessed through the `.str` attribute
for applicable DataArrays.
>>> da = xr.DataArray(["some", "text", "in", "an", "array"])
>>> da.str.len()
<xarray.DataArray (dim_0: 5)>
array([4, 4, 2, 2, 5])
Dimensions without coordinates: dim_0
"""
__slots__ = ("_obj",)
def __init__(self, obj):
self._obj = obj
def _apply(self, f, dtype=None):
# TODO handling of na values ?
if dtype is None:
dtype = self._obj.dtype
g = np.vectorize(f, otypes=[dtype])
return apply_ufunc(g, self._obj, dask="parallelized", output_dtypes=[dtype])
def len(self):
"""
Compute the length of each string in the array.
Returns
-------
lengths array : array of int
"""
return self._apply(len, dtype=int)
def __getitem__(self, key):
if isinstance(key, slice):
return self.slice(start=key.start, stop=key.stop, step=key.step)
else:
return self.get(key)
def get(self, i, default=""):
"""
Extract character number `i` from each string in the array.
Parameters
----------
i : int
Position of element to extract.
default : optional
Value for out-of-range index. If not specified (None) defaults to
an empty string.
Returns
-------
items : array of object
"""
s = slice(-1, None) if i == -1 else slice(i, i + 1)
def f(x):
item = x[s]
return item if item else default
return self._apply(f)
def slice(self, start=None, stop=None, step=None):
"""
Slice substrings from each string in the array.
Parameters
----------
start : int, optional
Start position for slice operation.
stop : int, optional
Stop position for slice operation.
step : int, optional
Step size for slice operation.
Returns
-------
sliced strings : same type as values
"""
s = slice(start, stop, step)
f = lambda x: x[s]
return self._apply(f)
def slice_replace(self, start=None, stop=None, repl=""):
"""
Replace a positional slice of a string with another value.
Parameters
----------
start : int, optional
Left index position to use for the slice. If not specified (None),
the slice is unbounded on the left, i.e. slice from the start
of the string.
stop : int, optional
Right index position to use for the slice. If not specified (None),
the slice is unbounded on the right, i.e. slice until the
end of the string.
repl : str, optional
String for replacement. If not specified, the sliced region
is replaced with an empty string.
Returns
-------
replaced : same type as values
"""
repl = self._obj.dtype.type(repl)
def f(x):
if len(x[start:stop]) == 0:
local_stop = start
else:
local_stop = stop
y = self._obj.dtype.type("")
if start is not None:
y += x[:start]
y += repl
if stop is not None:
y += x[local_stop:]
return y
return self._apply(f)
def capitalize(self):
"""
Convert strings in the array to be capitalized.
Returns
-------
capitalized : same type as values
"""
return self._apply(lambda x: x.capitalize())
def lower(self):
"""
Convert strings in the array to lowercase.
Returns
-------
lowerd : same type as values
"""
return self._apply(lambda x: x.lower())
def swapcase(self):
"""
Convert strings in the array to be swapcased.
Returns
-------
swapcased : same type as values
"""
return self._apply(lambda x: x.swapcase())
def title(self):
"""
Convert strings in the array to titlecase.
Returns
-------
titled : same type as values
"""
return self._apply(lambda x: x.title())
def upper(self):
"""
Convert strings in the array to uppercase.
Returns
-------
uppered : same type as values
"""
return self._apply(lambda x: x.upper())
def isalnum(self):
"""
Check whether all characters in each string are alphanumeric.
Returns
-------
isalnum : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.isalnum(), dtype=bool)
def isalpha(self):
"""
Check whether all characters in each string are alphabetic.
Returns
-------
isalpha : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.isalpha(), dtype=bool)
def isdecimal(self):
"""
Check whether all characters in each string are decimal.
Returns
-------
isdecimal : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.isdecimal(), dtype=bool)
def isdigit(self):
"""
Check whether all characters in each string are digits.
Returns
-------
isdigit : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.isdigit(), dtype=bool)
def islower(self):
"""
Check whether all characters in each string are lowercase.
Returns
-------
islower : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.islower(), dtype=bool)
def isnumeric(self):
"""
Check whether all characters in each string are numeric.
Returns
-------
isnumeric : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.isnumeric(), dtype=bool)
def isspace(self):
"""
Check whether all characters in each string are spaces.
Returns
-------
isspace : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.isspace(), dtype=bool)
def istitle(self):
"""
Check whether all characters in each string are titlecase.
Returns
-------
istitle : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.istitle(), dtype=bool)
def isupper(self):
"""
Check whether all characters in each string are uppercase.
Returns
-------
isupper : array of bool
Array of boolean values with the same shape as the original array.
"""
return self._apply(lambda x: x.isupper(), dtype=bool)
def count(self, pat, flags=0):
"""
Count occurrences of pattern in each string of the array.
This function is used to count the number of times a particular regex
pattern is repeated in each of the string elements of the
:class:`~xarray.DataArray`.
Parameters
----------
pat : str
Valid regular expression.
flags : int, default: 0
Flags for the `re` module. Use 0 for no flags. For a complete list,
`see here <https://docs.python.org/3/howto/regex.html#compilation-flags>`_.
Returns
-------
counts : array of int
"""
pat = self._obj.dtype.type(pat)
regex = re.compile(pat, flags=flags)
f = lambda x: len(regex.findall(x))
return self._apply(f, dtype=int)
def startswith(self, pat):
"""
Test if the start of each string in the array matches a pattern.
Parameters
----------
pat : str
Character sequence. Regular expressions are not accepted.
Returns
-------
startswith : array of bool
An array of booleans indicating whether the given pattern matches
the start of each string element.
"""
pat = self._obj.dtype.type(pat)
f = lambda x: x.startswith(pat)
return self._apply(f, dtype=bool)
def endswith(self, pat):
"""
Test if the end of each string in the array matches a pattern.
Parameters
----------
pat : str
Character sequence. Regular expressions are not accepted.
Returns
-------
endswith : array of bool
A Series of booleans indicating whether the given pattern matches
the end of each string element.
"""
pat = self._obj.dtype.type(pat)
f = lambda x: x.endswith(pat)
return self._apply(f, dtype=bool)
def pad(self, width, side="left", fillchar=" "):
"""
Pad strings in the array up to width.
Parameters
----------
width : int
Minimum width of resulting string; additional characters will be
filled with character defined in `fillchar`.
side : {"left", "right", "both"}, default: "left"
Side from which to fill resulting string.
fillchar : str, default: " "
Additional character for filling, default is whitespace.
Returns
-------
filled : same type as values
Array with a minimum number of char in each element.
"""
width = int(width)
fillchar = self._obj.dtype.type(fillchar)
if len(fillchar) != 1:
raise TypeError("fillchar must be a character, not str")
if side == "left":
f = lambda s: s.rjust(width, fillchar)
elif side == "right":
f = lambda s: s.ljust(width, fillchar)
elif side == "both":
f = lambda s: s.center(width, fillchar)
else: # pragma: no cover
raise ValueError("Invalid side")
return self._apply(f)
def center(self, width, fillchar=" "):
"""
Pad left and right side of each string in the array.
Parameters
----------
width : int
Minimum width of resulting string; additional characters will be
filled with ``fillchar``
fillchar : str, default: " "
Additional character for filling, default is whitespace
Returns
-------
filled : same type as values
"""
return self.pad(width, side="both", fillchar=fillchar)
def ljust(self, width, fillchar=" "):
"""
Pad right side of each string in the array.
Parameters
----------
width : int
Minimum width of resulting string; additional characters will be
filled with ``fillchar``
fillchar : str, default: " "
Additional character for filling, default is whitespace
Returns
-------
filled : same type as values
"""
return self.pad(width, side="right", fillchar=fillchar)
def rjust(self, width, fillchar=" "):
"""
Pad left side of each string in the array.
Parameters
----------
width : int
Minimum width of resulting string; additional characters will be
filled with ``fillchar``
fillchar : str, default: " "
Additional character for filling, default is whitespace
Returns
-------
filled : same type as values
"""
return self.pad(width, side="left", fillchar=fillchar)
def zfill(self, width):
"""
Pad each string in the array by prepending '0' characters.
Strings in the array are padded with '0' characters on the
left of the string to reach a total string length `width`. Strings
in the array with length greater or equal to `width` are unchanged.
Parameters
----------
width : int
Minimum length of resulting string; strings with length less
than `width` be prepended with '0' characters.
Returns
-------
filled : same type as values
"""
return self.pad(width, side="left", fillchar="0")
def contains(self, pat, case=True, flags=0, regex=True):
"""
Test if pattern or regex is contained within each string of the array.
Return boolean array based on whether a given pattern or regex is
contained within a string of the array.
Parameters
----------
pat : str
Character sequence or regular expression.
case : bool, default: True
If True, case sensitive.
flags : int, default: 0
Flags to pass through to the re module, e.g. re.IGNORECASE.
``0`` means no flags.
regex : bool, default: True
If True, assumes the pat is a regular expression.
If False, treats the pat as a literal string.
Returns
-------
contains : array of bool
An array of boolean values indicating whether the
given pattern is contained within the string of each element
of the array.
"""
pat = self._obj.dtype.type(pat)
if regex:
if not case:
flags |= re.IGNORECASE
regex = re.compile(pat, flags=flags)
if regex.groups > 0: # pragma: no cover
raise ValueError("This pattern has match groups.")
f = lambda x: bool(regex.search(x))
else:
if case:
f = lambda x: pat in x
else:
uppered = self._obj.str.upper()
return uppered.str.contains(pat.upper(), regex=False)
return self._apply(f, dtype=bool)
def match(self, pat, case=True, flags=0):
"""
Determine if each string in the array matches a regular expression.
Parameters
----------
pat : str
Character sequence or regular expression
case : bool, default: True
If True, case sensitive
flags : int, default: 0
re module flags, e.g. re.IGNORECASE. ``0`` means no flags
Returns
-------
matched : array of bool
"""
if not case:
flags |= re.IGNORECASE
pat = self._obj.dtype.type(pat)
regex = re.compile(pat, flags=flags)
f = lambda x: bool(regex.match(x))
return self._apply(f, dtype=bool)
def strip(self, to_strip=None, side="both"):
"""
Remove leading and trailing characters.
Strip whitespaces (including newlines) or a set of specified characters
from each string in the array from left and/or right sides.
Parameters
----------
to_strip : str or None, default: None
Specifying the set of characters to be removed.
All combinations of this set of characters will be stripped.
If None then whitespaces are removed.
side : {"left", "right", "both"}, default: "left"
Side from which to strip.
Returns
-------
stripped : same type as values
"""
if to_strip is not None:
to_strip = self._obj.dtype.type(to_strip)
if side == "both":
f = lambda x: x.strip(to_strip)
elif side == "left":
f = lambda x: x.lstrip(to_strip)
elif side == "right":
f = lambda x: x.rstrip(to_strip)
else: # pragma: no cover
raise ValueError("Invalid side")
return self._apply(f)
def lstrip(self, to_strip=None):
"""
Remove leading characters.
Strip whitespaces (including newlines) or a set of specified characters
from each string in the array from the left side.
Parameters
----------
to_strip : str or None, default: None
Specifying the set of characters to be removed.
All combinations of this set of characters will be stripped.
If None then whitespaces are removed.
Returns
-------
stripped : same type as values
"""
return self.strip(to_strip, side="left")
def rstrip(self, to_strip=None):
"""
Remove trailing characters.
Strip whitespaces (including newlines) or a set of specified characters
from each string in the array from the right side.
Parameters
----------
to_strip : str or None, default: None
Specifying the set of characters to be removed.
All combinations of this set of characters will be stripped.
If None then whitespaces are removed.
Returns
-------
stripped : same type as values
"""
return self.strip(to_strip, side="right")
def wrap(self, width, **kwargs):
"""
Wrap long strings in the array in paragraphs with length less than `width`.
This method has the same keyword parameters and defaults as
:class:`textwrap.TextWrapper`.
Parameters
----------
width : int
Maximum line-width
**kwargs
keyword arguments passed into :class:`textwrap.TextWrapper`.
Returns
-------
wrapped : same type as values
"""
tw = textwrap.TextWrapper(width=width, **kwargs)
f = lambda x: "\n".join(tw.wrap(x))
return self._apply(f)
def translate(self, table):
"""
Map characters of each string through the given mapping table.
Parameters
----------
table : dict
A a mapping of Unicode ordinals to Unicode ordinals, strings,
or None. Unmapped characters are left untouched. Characters mapped
to None are deleted. :meth:`str.maketrans` is a helper function for
making translation tables.
Returns
-------
translated : same type as values
"""
f = lambda x: x.translate(table)
return self._apply(f)
def repeat(self, repeats):
"""
Duplicate each string in the array.
Parameters
----------
repeats : int
Number of repetitions.
Returns
-------
repeated : same type as values
Array of repeated string objects.
"""
f = lambda x: repeats * x
return self._apply(f)
def find(self, sub, start=0, end=None, side="left"):
"""
Return lowest or highest indexes in each strings in the array
where the substring is fully contained between [start:end].
Return -1 on failure.
Parameters
----------
sub : str
Substring being searched
start : int
Left edge index
end : int
Right edge index
side : {"left", "right"}, default: "left"
Starting side for search.
Returns
-------
found : array of int
"""
sub = self._obj.dtype.type(sub)
if side == "left":
method = "find"
elif side == "right":
method = "rfind"
else: # pragma: no cover
raise ValueError("Invalid side")
if end is None:
f = lambda x: getattr(x, method)(sub, start)
else:
f = lambda x: getattr(x, method)(sub, start, end)
return self._apply(f, dtype=int)
def rfind(self, sub, start=0, end=None):
"""
Return highest indexes in each strings in the array
where the substring is fully contained between [start:end].
Return -1 on failure.
Parameters
----------
sub : str
Substring being searched
start : int
Left edge index
end : int
Right edge index
Returns
-------
found : array of int
"""
return self.find(sub, start=start, end=end, side="right")
def index(self, sub, start=0, end=None, side="left"):
"""
Return lowest or highest indexes in each strings where the substring is
fully contained between [start:end]. This is the same as
``str.find`` except instead of returning -1, it raises a ValueError
when the substring is not found.
Parameters
----------
sub : str
Substring being searched
start : int
Left edge index
end : int
Right edge index
side : {"left", "right"}, default: "left"
Starting side for search.
Returns
-------
found : array of int
"""
sub = self._obj.dtype.type(sub)
if side == "left":
method = "index"
elif side == "right":
method = "rindex"
else: # pragma: no cover
raise ValueError("Invalid side")
if end is None:
f = lambda x: getattr(x, method)(sub, start)
else:
f = lambda x: getattr(x, method)(sub, start, end)
return self._apply(f, dtype=int)
def rindex(self, sub, start=0, end=None):
"""
Return highest indexes in each strings where the substring is
fully contained between [start:end]. This is the same as
``str.rfind`` except instead of returning -1, it raises a ValueError
when the substring is not found.
Parameters
----------
sub : str
Substring being searched
start : int
Left edge index
end : int
Right edge index
Returns
-------
found : array of int
"""
return self.index(sub, start=start, end=end, side="right")
def replace(self, pat, repl, n=-1, case=None, flags=0, regex=True):
"""
Replace occurrences of pattern/regex in the array with some string.
Parameters
----------
pat : str or re.Pattern
String can be a character sequence or regular expression.
repl : str or callable
Replacement string or a callable. The callable is passed the regex
match object and must return a replacement string to be used.
See :func:`re.sub`.
n : int, default: -1
Number of replacements to make from start. Use ``-1`` to replace all.
case : bool, default: None
- If True, case sensitive (the default if `pat` is a string)
- Set to False for case insensitive
- Cannot be set if `pat` is a compiled regex
flags : int, default: 0
- re module flags, e.g. re.IGNORECASE. Use ``0`` for no flags.
- Cannot be set if `pat` is a compiled regex
regex : bool, default: True
- If True, assumes the passed-in pattern is a regular expression.
- If False, treats the pattern as a literal string
- Cannot be set to False if `pat` is a compiled regex or `repl` is
a callable.
Returns
-------
replaced : same type as values
A copy of the object with all matching occurrences of `pat`
replaced by `repl`.
"""
if not (_is_str_like(repl) or callable(repl)): # pragma: no cover
raise TypeError("repl must be a string or callable")
if _is_str_like(pat):
pat = self._obj.dtype.type(pat)
if _is_str_like(repl):
repl = self._obj.dtype.type(repl)
is_compiled_re = isinstance(pat, type(re.compile("")))
if regex:
if is_compiled_re:
if (case is not None) or (flags != 0):
raise ValueError(
"case and flags cannot be set when pat is a compiled regex"
)
else:
# not a compiled regex
# set default case
if case is None:
case = True
# add case flag, if provided
if case is False:
flags |= re.IGNORECASE
if is_compiled_re or len(pat) > 1 or flags or callable(repl):
n = n if n >= 0 else 0
compiled = re.compile(pat, flags=flags)
f = lambda x: compiled.sub(repl=repl, string=x, count=n)
else:
f = lambda x: x.replace(pat, repl, n)
else:
if is_compiled_re:
raise ValueError(
"Cannot use a compiled regex as replacement "
"pattern with regex=False"
)
if callable(repl):
raise ValueError("Cannot use a callable replacement when regex=False")
f = lambda x: x.replace(pat, repl, n)
return self._apply(f)
def decode(self, encoding, errors="strict"):
"""
Decode character string in the array using indicated encoding.
Parameters
----------
encoding : str
errors : str, optional
Returns
-------
decoded : same type as values
"""
if encoding in _cpython_optimized_decoders:
f = lambda x: x.decode(encoding, errors)
else:
decoder = codecs.getdecoder(encoding)
f = lambda x: decoder(x, errors)[0]
return self._apply(f, dtype=np.str_)
def encode(self, encoding, errors="strict"):
"""
Encode character string in the array using indicated encoding.
Parameters
----------
encoding : str
errors : str, optional
Returns
-------
encoded : same type as values
"""
if encoding in _cpython_optimized_encoders:
f = lambda x: x.encode(encoding, errors)
else:
encoder = codecs.getencoder(encoding)
f = lambda x: encoder(x, errors)[0]
return self._apply(f, dtype=np.bytes_)
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