<commit_before>from __future__ import absolute_import, print_function, division
import os.path
import re
import codecs
import unicodedata
import importlib
import inspect

import six

def always_bytes(unicode_or_bytes, *encode_args):
    if isinstance(unicode_or_bytes, six.text_type):
        return unicode_or_bytes.encode(*encode_args)
    return unicode_or_bytes


def native(s, *encoding_opts):
    """
    Convert :py:class:`bytes` or :py:class:`unicode` to the native
    :py:class:`str` type, using latin1 encoding if conversion is necessary.

    https://www.python.org/dev/peps/pep-3333/#a-note-on-string-types
    """
    if not isinstance(s, (six.binary_type, six.text_type)):
        raise TypeError("%r is neither bytes nor unicode" % s)
    if six.PY3:
        if isinstance(s, six.binary_type):
            return s.decode(*encoding_opts)
    else:
        if isinstance(s, six.text_type):
            return s.encode(*encoding_opts)
    return s


def isascii(bytes):
    try:
        bytes.decode("ascii")
    except ValueError:
        return False
    return True


def clean_bin(s, keep_spacing=True):
    """
        Cleans binary data to make it safe to display.

        Args:
            keep_spacing: If False, tabs and newlines will also be replaced.
    """
    if isinstance(s, six.text_type):
        if keep_spacing:
            keep = u" \n\r\t"
        else:
            keep = u" "
        return u"".join(
            ch if (unicodedata.category(ch)[0] not in "CZ" or ch in keep) else u"."<commit_msg>isascii is unused<commit_after>from __future__ import absolute_import, print_function, division
import os.path
import re
import codecs
import unicodedata
import importlib
import inspect

import six

def always_bytes(unicode_or_bytes, *encode_args):
    if isinstance(unicode_or_bytes, six.text_type):
        return unicode_or_bytes.encode(*encode_args)
    return unicode_or_bytes


def native(s, *encoding_opts):
    """
    Convert :py:class:`bytes` or :py:class:`unicode` to the native
    :py:class:`str` type, using latin1 encoding if conversion is necessary.

    https://www.python.org/dev/peps/pep-3333/#a-note-on-string-types
    """
    if not isinstance(s, (six.binary_type, six.text_type)):
        raise TypeError("%r is neither bytes nor unicode" % s)
    if six.PY3:
        if isinstance(s, six.binary_type):
            return s.decode(*encoding_opts)
    else:
        if isinstance(s, six.text_type):
            return s.encode(*encoding_opts)
    return s


def clean_bin(s, keep_spacing=True):
    """
        Cleans binary data to make it safe to display.

        Args:
            keep_spacing: If False, tabs and newlines will also be replaced.
    """
    if isinstance(s, six.text_type):
        if keep_spacing:
            keep = u" \n\r\t"
        else:
            keep = u" "
        return u"".join(
            ch if (unicodedata.category(ch)[0] not in "CZ" or ch in keep) else u"."
{'fraction_non_alphanumeric': 0.10294615645106671, 'fraction_numerical': 0.004740941415509651, 'mean_word_length': 2.7297979797979797, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 2, 'lorem ipsum': 0, 'www.': 2, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3549119', 'n_tokens_mistral': 949, 'n_tokens_neox': 911, 'n_words': 263}