<commit_before>"""
Testing for Isolation Forest algorithm (sklearn.ensemble.iforest).
"""

# Authors: <NAME> <<EMAIL>>
#          <NAME> <<EMAIL>>
# License: BSD 3 clause

import numpy as np

from sklearn.utils.testing import assert_array_equal
from sklearn.utils.testing import assert_array_almost_equal
from sklearn.utils.testing import assert_raises
from sklearn.utils.testing import assert_warns_message
from sklearn.utils.testing import assert_equal
from sklearn.utils.testing import assert_no_warnings
from sklearn.utils.testing import assert_greater
from sklearn.utils.testing import ignore_warnings

from sklearn.grid_search import ParameterGrid
from sklearn.ensemble import IsolationForest
from sklearn.model_selection import train_test_split
from sklearn.datasets import load_boston, load_iris<commit_msg>MNT use model_selection (#7082)<commit_after>"""
Testing for Isolation Forest algorithm (sklearn.ensemble.iforest).
"""

# Authors: <NAME> <<EMAIL>>
#          <NAME> <<EMAIL>>
# License: BSD 3 clause

import numpy as np

from sklearn.utils.testing import assert_array_equal
from sklearn.utils.testing import assert_array_almost_equal
from sklearn.utils.testing import assert_raises
from sklearn.utils.testing import assert_warns_message
from sklearn.utils.testing import assert_equal
from sklearn.utils.testing import assert_no_warnings
from sklearn.utils.testing import assert_greater
from sklearn.utils.testing import ignore_warnings

from sklearn.model_selection import ParameterGrid
from sklearn.ensemble import IsolationForest
from sklearn.model_selection import train_test_split
from sklearn.datasets import load_boston, load_iris
{'fraction_non_alphanumeric': 0.06476997578692494, 'fraction_numerical': 0.0036319612590799033, 'mean_word_length': 6.513636363636364, 'pattern_counts': {'":': 0, '<': 15, '<?xml version=': 0, '>': 15, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, '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': '5380854', 'n_tokens_mistral': 481, 'n_tokens_neox': 470, 'n_words': 140}