





import string

# frequency taken from https://en.wikipedia.org/wiki/Letter_frequency
_SCREAMING_SNAKE_CASE 		=						{
    """E""": 12.70,
    """T""": 9.0_6,
    """A""": 8.1_7,
    """O""": 7.5_1,
    """I""": 6.9_7,
    """N""": 6.7_5,
    """S""": 6.3_3,
    """H""": 6.0_9,
    """R""": 5.9_9,
    """D""": 4.2_5,
    """L""": 4.0_3,
    """C""": 2.7_8,
    """U""": 2.7_6,
    """M""": 2.4_1,
    """W""": 2.3_6,
    """F""": 2.2_3,
    """G""": 2.0_2,
    """Y""": 1.9_7,
    """P""": 1.9_3,
    """B""": 1.2_9,
    """V""": 0.9_8,
    """K""": 0.7_7,
    """J""": 0.1_5,
    """X""": 0.1_5,
    """Q""": 0.1_0,
    """Z""": 0.0_7,
}
_SCREAMING_SNAKE_CASE 		=						"""ETAOINSHRDLCUMWFGYPBVKJXQZ"""
_SCREAMING_SNAKE_CASE 		=						"""ABCDEFGHIJKLMNOPQRSTUVWXYZ"""


def 							SCREAMING_SNAKE_CASE__  (      __a				):
	snake_case_						:     Optional[Any]     =		{letter: 0 for letter in string.ascii_uppercase}
	for letter in message.upper():
		if letter in LETTERS:
			letter_count[letter] += 1

	return letter_count


def 							SCREAMING_SNAKE_CASE__  (      __a				):
	return x[0]


def 							SCREAMING_SNAKE_CASE__  (      __a				):
	snake_case_						:     List[str]     =		get_letter_count(__a				)
	snake_case_						:     dict[int, list[str]]     =		{
	    freq: [] for letter, freq in letter_to_freq.items()
	}
	for letter in LETTERS:
		freq_to_letter[letter_to_freq[letter]].append(__a				)

	snake_case_						:     dict[int, str]     =		{}

	for freq in freq_to_letter:
		freq_to_letter[freq].sort(key=ETAOIN.find				,	reverse=__a				)
		snake_case_						:     Tuple     =		''.join(freq_to_letter[freq]				)

	snake_case_						:     Any     =		list(freq_to_letter_str.items()				)
	freq_pairs.sort(key=__a				,	reverse=__a				)

	snake_case_						:     list[str]     =		[freq_pair[1] for freq_pair in freq_pairs]

	return "".join(__a				)


def 							SCREAMING_SNAKE_CASE__  (      __a				):
	snake_case_						:     int     =		get_frequency_order(__a				)
	snake_case_						:     Optional[int]     =		0
	for common_letter in ETAOIN[:6]:
		if common_letter in freq_order[:6]:
			match_score += 1

	for uncommon_letter in ETAOIN[-6:]:
		if uncommon_letter in freq_order[-6:]:
			match_score += 1

	return match_score


if __name__ == "__main__":
						import doctest

						doctest.testmod()












from typing import TYPE_CHECKING

# rely on isort to merge the imports
from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


_SCREAMING_SNAKE_CASE 		=						{
    """configuration_informer""": [
        """INFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP""",
        """InformerConfig""",
    ],
}

try:
						if not is_torch_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						pass
else:
						_SCREAMING_SNAKE_CASE 		=						[
						    """INFORMER_PRETRAINED_MODEL_ARCHIVE_LIST""",
						    """InformerForPrediction""",
						    """InformerModel""",
						    """InformerPreTrainedModel""",
						]


if TYPE_CHECKING:
						from .configuration_informer import INFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP, InformerConfig

						try:
												if not is_torch_available():
																		raise OptionalDependencyNotAvailable()
						except OptionalDependencyNotAvailable:
												pass
						else:
												from .modeling_informer import (
												    INFORMER_PRETRAINED_MODEL_ARCHIVE_LIST,
												    InformerForPrediction,
												    InformerModel,
												    InformerPreTrainedModel,
												)

else:
						import sys

						_SCREAMING_SNAKE_CASE 		=						_LazyModule(__name__, globals()["""__file__"""], _import_structure, module_spec=__spec__)

