o
    ¹i¨  ã                   @   sÈ   d Z ddlmZ ddlmZ ddlmZmZmZm	Z	m
Z
 ddlmZ ddlmZmZmZmZmZmZmZmZmZ ddlmZ ddlmZmZmZmZmZmZ dd	l m!Z!m"Z"m#Z# dd
l$m%Z%m&Z&m'Z' dS )zC
NLTK Metrics

Classes and methods for scoring processing modules.
é    )ÚAnnotationTask)Úalign)ÚBigramAssocMeasuresÚContingencyMeasuresÚNgramAssocMeasuresÚQuadgramAssocMeasuresÚTrigramAssocMeasures)ÚConfusionMatrix)	Úbinary_distanceÚcustom_distanceÚedit_distanceÚedit_distance_alignÚfractional_presenceÚinterval_distanceÚjaccard_distanceÚmasi_distanceÚpresence)ÚPaice)ÚaccuracyÚ
approxrandÚ	f_measureÚlog_likelihoodÚ	precisionÚrecall)ÚghdÚpkÚ
windowdiff)Úranks_from_scoresÚranks_from_sequenceÚspearman_correlationN)(Ú__doc__Únltk.metrics.agreementr   Únltk.metrics.aliner   Únltk.metrics.associationr   r   r   r   r   Únltk.metrics.confusionmatrixr	   Únltk.metrics.distancer
   r   r   r   r   r   r   r   r   Únltk.metrics.paicer   Únltk.metrics.scoresr   r   r   r   r   r   Únltk.metrics.segmentationr   r   r   Únltk.metrics.spearmanr   r   r   © r*   r*   úP/var/www/edux/Edux_v2/venv/lib/python3.10/site-packages/nltk/metrics/__init__.pyÚ<module>   s   	, 