lowercase__      :    Any          =     [
    ['''ab-e1''', '''ac-e3''', '''ad-e5''', '''bc-e4''', '''bd-e2''', '''be-e6''', '''bh-e12''', '''cd-e2''', '''ce-e4''',
     '''de-e1''', '''df-e8''', '''dg-e5''', '''dh-e10''', '''ef-e3''', '''eg-e2''', '''fg-e6''', '''gh-e6''', '''hi-e3'''],
    ['''ab-e1''', '''ac-e3''', '''ad-e5''', '''bc-e4''', '''bd-e2''', '''be-e6''', '''cd-e2''', '''de-e1''', '''df-e8''',
     '''ef-e3''', '''eg-e2''', '''fg-e6'''],
    ['''ab-e1''', '''ac-e3''', '''bc-e4''', '''bd-e2''', '''de-e1''', '''df-e8''', '''dg-e5''', '''ef-e3''', '''eg-e2''',
     '''eh-e12''', '''fg-e6''', '''fh-e10''', '''gh-e6'''],
    ['''ab-e1''', '''ac-e3''', '''bc-e4''', '''bd-e2''', '''bh-e12''', '''cd-e2''', '''df-e8''', '''dh-e10'''],
    ['''ab-e1''', '''ac-e3''', '''ad-e5''', '''bc-e4''', '''bd-e2''', '''cd-e2''', '''ce-e4''', '''de-e1''', '''df-e8''',
     '''dg-e5''', '''ef-e3''', '''eg-e2''', '''fg-e6''']
]

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    List[Any]							)					->     List[str]:
							lowerCAmelCase     		=		set()
							for row in edge_array:
														for item in row:
																					distinct_edge.add(item[0]							)
							return list(snake_case__							)

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    Tuple       ,  snake_case__ :    List[Any]							)					->     List[Any]:
							lowerCAmelCase     		=		['''0'''] * len(snake_case__							)
							for i, row in enumerate(snake_case__							):
														for item in row:
																					if distinct_edge in item[0]:
																												lowerCAmelCase     		=		'''1'''
																												break
							return "".join(snake_case__							)

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    Optional[int]							)					->     int:
							lowerCAmelCase     		=		get_distinct_edge(snake_case__							)
							lowerCAmelCase     		=		{}

							for item in distinct_edge:
														lowerCAmelCase     		=		get_bitcode(snake_case__       ,  snake_case__							)
														# print('bit',bit)
														# bt=''.join(bit)
														lowerCAmelCase     		=		bit.count('''1'''							)
														lowerCAmelCase     		=		[s, bit]
							# Store [Distinct edge, WT(Bitcode), Bitcode] in descending order
							lowerCAmelCase     		=		[
							    [k, v[0], v[1]]
							    for k, v in sorted(frequency_table.items()       ,  key=lambda snake_case__							: v[1][0]       ,  reverse=snake_case__							)
							]
							return sorted_frequency_table

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    Tuple							)					->     Optional[int]:
							lowerCAmelCase     		=		{}
							for _, item in enumerate(snake_case__							):
														nodes.setdefault(item[2]       ,  []							).append(item[0]							)
							return nodes

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    List[Any]							)					->     Tuple:
							lowerCAmelCase     		=		{}
							for key, value in nodes.items():
														lowerCAmelCase     		=		value
							return cluster

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    Optional[int]							)					->     Tuple:
							return [i * 1_0_0 / len(snake_case__							) for i in cluster]

def        SCREAMING_SNAKE_CASE_					(						)					->     None:
							print('''\nNodes\n'''							)
							for key, value in nodes.items():
														print(snake_case__       ,  snake_case__							)
							print('''\nSupport\n'''							)
							print(snake_case__							)
							print('''\n Cluster \n'''							)
							for key, value in sorted(cluster.items()       ,  reverse=snake_case__							):
														print(snake_case__       ,  snake_case__							)
							print('''\n Graph\n'''							)
							for key, value in graph.items():
														print(snake_case__       ,  snake_case__							)
							print('''\n Edge List of Frequent subgraphs \n'''							)
							for edge_list in freq_subgraph_edge_list:
														print(snake_case__							)

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    List[Any]       ,  snake_case__ :    Optional[Any]       ,  snake_case__ :    Tuple       ,  snake_case__ :    Any							)					->     str:
							for i in cluster[ca]:
														lowerCAmelCase     		=		0
														lowerCAmelCase     		=		ca + 1
														while ca < max(cluster.keys()							):
																					for j in cluster[ca]:
																												if int(snake_case__       ,  2							) & int(snake_case__       ,  2							) == int(snake_case__       ,  2							):
																																			if tuple(nodes[i]							) in graph:
																																										graph[tuple(nodes[i]							)].append(nodes[j]							)
																																			else:
																																										lowerCAmelCase     		=		[nodes[j]]
																																			count += 1
																					if count == 0:
																												lowerCAmelCase     		=		ca + 1
																					else:
																												break

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    Dict       ,  snake_case__ :    Union[str, Any]							)					->     Tuple:
							lowerCAmelCase     		=		cluster[max(cluster.keys()							)]
							lowerCAmelCase     		=		'''Header'''
							lowerCAmelCase     		=		{}
							for i in x:
														if (["Header"],) in graph:
																					graph[(["Header"],)].append(x[i]							)
														else:
																					lowerCAmelCase     		=		[x[i]]
							for i in x:
														lowerCAmelCase     		=		[['''Header''']]
							lowerCAmelCase     		=		1
							while i < max(snake_case__							) - 1:
														create_edge(snake_case__       ,  snake_case__       ,  snake_case__       ,  snake_case__							)
														lowerCAmelCase     		=		i + 1
							return graph

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    str       ,  snake_case__ :    int       ,  snake_case__ :    Dict       ,  snake_case__ :    str=None							)					->     Union[str, Any]:
							lowerCAmelCase     		=		(path or []) + [start]
							if start == end:
														paths.append(snake_case__							)
							for node in graph[start]:
														if tuple(snake_case__							) not in path:
																					my_dfs(snake_case__       ,  tuple(snake_case__							)       ,  snake_case__       ,  snake_case__							)

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    Dict       ,  snake_case__ :    str       ,  snake_case__ :    Any							)					->     str:
							lowerCAmelCase     		=		int(s / 1_0_0 * (len(snake_case__							) - 1)							)
							for i in cluster[k]:
														my_dfs(snake_case__       ,  tuple(cluster[k][i]							)       ,  (['''Header'''],)							)

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    Tuple							)					->     int:
							lowerCAmelCase     		=		[]
							for edges in paths:
														lowerCAmelCase     		=		[]
														for j in range(len(snake_case__							) - 1							):
																					lowerCAmelCase     		=		list(edges[j]							)
																					for e in temp:
																												lowerCAmelCase     		=		(e[0], e[1])
																												el.append(snake_case__							)
														freq_sub_el.append(snake_case__							)
							return freq_sub_el

def        SCREAMING_SNAKE_CASE_					(						snake_case__ :    Dict							)					->     List[str]:
							for i in range(len(snake_case__							)							):
														for j in range(len(edge_array[i]							)							):
																					lowerCAmelCase     		=		edge_array[i][j].split('''-'''							)
																					lowerCAmelCase     		=		t


if __name__ == "__main__":
	preprocess(edge_array)
	lowercase__      :    List[Any]          =     get_frequency_table(edge_array)
	lowercase__      :    Any          =     get_nodes(frequency_table)
	lowercase__      :    Tuple          =     get_cluster(nodes)
	lowercase__      :    int          =     get_support(cluster)
	lowercase__      :    Optional[int]          =     construct_graph(cluster, nodes)
	find_freq_subgraph_given_support(6_0, cluster, graph)
	lowercase__      :    list          =     []
	lowercase__      :    Optional[int]          =     freq_subgraphs_edge_list(paths)
	print_all()




from sklearn.datasets import load_iris
from sklearn.model_selection import train_test_split
from sklearn.neighbors import KNeighborsClassifier

# Load iris file
lowercase__      :    int          =     load_iris()
iris.keys()


print(f'Target names: \n {iris.target_names} ')
print(f'\n Features: \n {iris.feature_names}')

# Train set e Test set
lowercase__     ,   lowercase__     ,   lowercase__     ,   lowercase__      :    Any          =     train_test_split(
    iris['''data'''], iris['''target'''], random_state=4
)

# KNN

lowercase__      :    int          =     KNeighborsClassifier(n_neighbors=1)
knn.fit(X_train, y_train)

# new array to test
lowercase__      :    List[str]          =     [[1, 2, 1, 4], [2, 3, 4, 5]]

lowercase__      :    int          =     knn.predict(X_new)

print(
    f'\nNew array: \n {X_new}\n\nTarget Names Prediction: \n'
    f' {iris["target_names"][prediction]}'
)



