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    f»{j0'  ã                   @   s(  d dl mZ d dlZd dlZd dlmZmZ d dl	m
Z
 d dlmZ d dlmZ d dlmZmZmZmZ d dlmZmZ d dlmZ ejd	d
�Ze ed¡Ze ed¡Ze ed¡Zejej  dd¡dd„ ƒƒZ!ejej  dd¡dd„ ƒƒZ"ejej  dd¡dd„ ƒƒZ#ej  dd¡ejdd„ ƒƒZ$dS )é    N)Úassert_allcloseÚassert_array_equal)Úread_head_pos)Útesting)Úread_raw_fif)Úannotate_movementÚcompute_average_dev_head_tÚannotate_muscle_zscoreÚannotate_break)ÚAnnotationsÚevents_from_annotations)Ú_assert_annotations_equalF)ÚdownloadZSSSztest_move_anon_raw.posztest_move_anon_raw.fifÚ	meas_date)NÚorigc              	   C   sÀ  t tdd� ¡ }ttƒ}| dkr,| d¡ n| dks8t‚t||dd�\}\ |j|j	d ks^t‚|j
jdksnt‚t||dd	�\}\ |j
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jdks²t‚t||dddd�d }|j|j  krò|j  krò|j	d ksøn t‚|| | }t||ƒ |j|j	d k�s$t‚| |¡ t||ƒ}	t ddddgddddgddddgddddgg¡}
t|
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jdk�s¼t‚dS )#z8Test correct detection movement artifact and dev_head_t.Úyes©Zallow_maxshieldNr   é   )Úrotation_velocity_limitr   gš™™™™™©?)Útranslation_velocity_limité   g{®Gáz”?)Úmean_distance_limité   )r   r   r   r   gƒµ{Ýï?gŒª6jK>¶¿gó|¼F�ôŸ?g<4fñæ™|?g‹”�Ù·?ggÀMšï?g�ÛflàuÀ¿gÈ\¾š¨J�¿g•¶Ý”¿g h`?ÀÀ?gô˜/õ·ï?g–ÌÒÊ”²?g        g      ð?Ztransgñhãˆµøä>)ZrtolZatolçš™™™™™¹?Úbad)r   Ú	raw_fnameÚ	load_datar   Ú	pos_fnameÚset_meas_dateÚAssertionErrorr   Ú	orig_timeÚinfoÚdurationÚsizer   Úset_annotationsr   ÚnpÚarrayr   r   Útimes)r   ÚrawÚposZ	annot_rotZ	annot_traZ	annot_disÚ_Zannot_all_2Z	annot_allZ
dev_head_tZdev_head_t_ori© r+   ún/var/www/html/bwave/python/venv/lib/python3.8/site-packages/mne/preprocessing/tests/test_artifact_detection.pyÚ(test_movement_annotation_head_correction   sV      ýýÿþý





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ür-   c                 C   sÀ   t tdd� ¡ }| dkr"| d¡ | dddg¡ t|ddd	�\}}|j|jd
 ksXt‚|j	|jd  }| dk	rz||j
8 }| t¡}t||  t¡t ddg¡ƒ |jjdks²t‚| |¡ dS )z(Test correct detection muscle artifacts.r   r   Né2   én   é–   Úmagé
   )Zch_typeÚ	thresholdr   Zsfreqé   r   )r   r   r   r   Znotch_filterr	   r    r!   r   ÚonsetZ
first_sampZastypeÚintr   r%   r&   r"   r#   r$   )r   Úeventsr(   Zannot_muscleZscoresr5   r+   r+   r,   Útest_muscle_annotationN   s    
ÿ


r8   c              	   C   sf   t tdd�}| dkr| d¡ | dd¡ ¡  |jddd� tjtd	d
�� t	|dd� W 5 Q R X dS )z9Call annotate_muscle_zscore with data without meg or eeg.r   r   Nr   r   FT)ZmegZstimzNo M/EEG channel types found©Úmatchr2   )r3   )
r   r   r   Úcropr   Z
pick_typesÚpytestÚraisesÚ
ValueErrorr	   )r   r(   r+   r+   r,   Ú(test_muscle_annotation_without_meeg_datac   s    
r?   c              	   C   s$  t tdd�}| dkr| d¡ tdddddgd	d	d	d
dgdg|jd d�}|jd dkrh| j|j8  _| |¡ d}d}d}t 	|jd| d| d| g¡}|jd dkr¶||j8 }t 	d|j | d
| | d| | |j
d | g¡}t||||d�}|j|jd k�st‚t|j|ƒ t|j|ƒ tdd„ |jD ƒƒ�sDt‚| |¡ |j}	|jd dk�rt|	 j|j8  _| |	| ¡ | |¡ d|jjd< t||||d�}t|j|ddddg ƒ t|jd|j | gt|d
d… ƒ ƒ | |¡ |j}	|jd dk�r|	 j|j8  _| |	| ¡ | |¡ d|jjd< t|d�\}
}| d¡ t 	|jd| d| d| d| d| g¡}t 	d|j | d| | d	| | d| | d	| | |j
d | g¡}t||
|||d�}|jd dk�rö||j8 }t|j|ƒ t|j|ƒ | |¡ |j}	|jd dk�r>|	 j|j8  _| |	| ¡ | |¡ t||
dd�}t|ƒdk�svt‚tjtd d!�� t|d"d"d"d� W 5 Q R X tjtd#d!�� t|t 	g ¡d$� W 5 Q R X tjtd%d!�� t|d&d'� W 5 Q R X | d¡ tjtd(d!�� t|d� W 5 Q R X dS ))zTest annotate_breaks.r   r   Né   é   é   é   é   r   r   g      à?Útestr   )r5   r"   Údescriptionr    r   é   é   é   é   )r(   Úmin_break_durationÚt_start_after_previousÚt_stop_before_nextc                 s   s   | ]}|d kV  qdS )Z	BAD_breakNr+   )Ú.0rF   r+   r+   r,   Ú	<genexpr>¥   s   ÿz'test_annotate_breaks.<locals>.<genexpr>ZBAD_r   TF)r(   é   )r(   r7   rK   rL   rM   iè  )r(   r7   rK   zmust be greater than 0r9   r   zevents array must not be empty)r(   r7   zmust be an instance of str)Zfoor   )r(   ÚignorezCould not find.*annotations)r   r   r   r   r!   r5   Z
first_timer$   r%   r&   Ú
_last_timer
   r    r   r   r"   ÚallrF   ÚannotationsÚlistr   Úlenr<   r=   r>   Ú	TypeError)r   r(   ZannotsrK   rL   rM   Zexpected_onsetsZexpected_durationsZbreak_annotsZcurrent_annotationsr7   r*   r+   r+   r,   Útest_annotate_breaksp   s    
ý
üÿ	


üÿ	üÿ

üÿÿþ


úÿ



úÿû


ýü
rX   )%Úos.pathÚpathÚopÚnumpyr%   r<   Znumpy.testingr   r   Zmne.chpir   Zmne.datasetsr   Zmne.ior   Zmne.preprocessingr   r   r	   r
   Zmner   r   Zmne.tests.test_annotationsr   Z	data_pathÚjoinZsss_pathr   r   Zrequires_testing_dataÚmarkZparametrizer-   r8   r?   rX   r+   r+   r+   r,   Ú<module>   s2   3