
from unittest import TestCase

from datasets import Dataset
from minhash_deduplication import deduplicate_dataset, make_duplicate_clusters


def     __lowerCAmelCase			(			)       ->  Dict:
				__a										=    {
				    '''repo_name''': ['''test_repo1''', '''test_repo2''', '''test_repo3'''],
				    '''path''': ['''test_1.py''', '''test_2.py''', '''unit_test.py'''],
				    '''content''': ['''a ''' * 20, '''a ''' * 30, '''b ''' * 7],
				}
				__a										=    Dataset.from_dict(a__  )
				return dataset







class 			__A( a			):




				def 				SCREAMING_SNAKE_CASE_		(     self				)    ->      Dict:


								'''simple docstring'''




								__a										=    get_dataset()
								__a										=    make_duplicate_clusters(_snake_case		,     0.85				)
								self.assertEqual(len(duplicate_clusters[0]				)		,     2				)




				def 				SCREAMING_SNAKE_CASE_		(     self				)    ->      Tuple:


								'''simple docstring'''




								__a										=    get_dataset()
								__a							,     __a										=    deduplicate_dataset(_snake_case				)
								self.assertEqual(len(_snake_case				)		,     2				)
								print(_snake_case				)
								self.assertEqual(duplicate_clusters[0][0]['''copies''']		,     2				)
								self.assertEqual(duplicate_clusters[0][0]['''is_extreme''']		,     _snake_case				)







"""simple docstring"""



def 						lowercase    (				__snake_case				: int = 1_0_0	):
		lowercase_ : str							       =   0
		lowercase_ : List[Any]							       =   0
		for i in range(1		,					n + 1	):
				sum_of_squares += i**2
				sum_of_ints += i
		return sum_of_ints**2 - sum_of_squares


if __name__ == "__main__":
						print(F"""{solution() = }""")



