<commit_before>"""
The :mod:`sklearn.metrics` module includes score functions, performance metrics
and pairwise metrics and distance computations.
"""

from .metrics import confusion_matrix, roc_curve, auc, precision_score, \
                recall_score, fbeta_score, f1_score, zero_one_score, \
                precision_recall_fscore_support, classification_report, \
                precision_recall_curve, explained_variance_score, r2_score, \
                zero_one, mean_square_error, hinge_loss, matthews_corrcoef

from . import cluster
from .cluster import adjusted_rand_score
from .cluster import homogeneity_completeness_v_measure
from .cluster import homogeneity_score
from .cluster import completeness_score
from .cluster import v_measure_score
from .cluster import silhouette_score
from .cluster import mutual_info_score
from .cluster import adjusted_mutual_info_score
from .pairwise import euclidean_distances, pairwise_distances, pairwise_kernels<commit_msg>added new mean_squared_error to metric imports<commit_after>"""
The :mod:`sklearn.metrics` module includes score functions, performance metrics
and pairwise metrics and distance computations.
"""

from .metrics import confusion_matrix, roc_curve, auc, precision_score, \
                recall_score, fbeta_score, f1_score, zero_one_score, \
                precision_recall_fscore_support, classification_report, \
                precision_recall_curve, explained_variance_score, r2_score, \
                zero_one, mean_square_error, hinge_loss, matthews_corrcoef, \
                mean_squared_error

from . import cluster
from .cluster import adjusted_rand_score
from .cluster import homogeneity_completeness_v_measure
from .cluster import homogeneity_score
from .cluster import completeness_score
from .cluster import v_measure_score
from .cluster import silhouette_score
from .cluster import mutual_info_score
from .cluster import adjusted_mutual_info_score
from .pairwise import euclidean_distances, pairwise_distances, pairwise_kernels
{'fraction_non_alphanumeric': 0.049431537320810674, 'fraction_numerical': 0.001977261492832427, 'mean_word_length': 4.73371104815864, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, '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': '3367547', 'n_tokens_mistral': 572, 'n_tokens_neox': 526, 'n_words': 157}