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Z
 d dlZd dlZd dlmZmZ d dlmZmZmZmZmZmZ d dlmZ d dlmZ d d	lmZ zd d
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� d S )Néo   ©ç      ð?gÍÌÌÌÌÌì¿©r   çÍÌÌÌÌÌì?éÒ  éd   ©Zdistrvsé
   ©ÚaxÚlags©r   ©r   Úalpha)ÚpltÚfigureÚadd_subplotÚnpÚr_ÚtspÚArmaProcessÚrandomÚRandomStateÚgenerate_sampleÚstandard_normalr	   ©Úclose_figuresÚfigr   ÚarÚmaÚarmaprocessÚrsÚacf© r4   úa/home/sam/Atlas/atlas_env/lib/python3.8/site-packages/statsmodels/graphics/tests/test_tsaplots.pyÚtest_plot_acf   s    
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
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r<   c                 C   sl   t  ¡ }| d¡}tjd }tjd }t ||¡}tj d¡}|j	d|j
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   ©r-   r.   r   r/   r0   r1   r2   Úpacfr4   r4   r5   Útest_plot_pacf?   s    
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r?   c                 C   s<  t  ¡ }| d¡}tjd }tjd }t ||¡}tj d¡}|j	d|j
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|
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   ÚsavefigÚseekÚreadr   )r-   r.   r   r/   r0   r1   r2   r>   ÚbuffZbuff_linestyleZfig_linestyleÚbuff_with_vlinesÚfig_with_vlinesrG   ÚplainZ	linestyleÚwith_vlinesr4   r4   r5   Útest_plot_pacf_kwargsN   s<    

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


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rP   c                 C   sÞ   t  ¡ }| d¡}tjd }tjd }t ||¡}tj d¡}|j	d|j
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|
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




rQ   c           
      C   sà   t  ¡ }| d¡}tjd }tjd }t ||¡}tj d¡}|j	d|j
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d� |	 d¡ t| ¡ |	 ¡ kƒ d S )Nr   r   r   r   r   r   é   Zdrop)r   Úmissingr@   rA   r   Zconservative)r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   Únanr   r	   rH   rI   r   rJ   )
r-   r.   r   r/   r0   r1   r2   r3   rK   Zbuff_conservativer4   r4   r5   Útest_plot_acf_missing–   s&    

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
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rU   c                 C   sˆ   t  ¡ }| d¡}tjd }tjd }t ||¡}tj d¡}|j	d|j
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   r;   r=   r4   r4   r5   Útest_plot_pacf_irregular±   s    
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rV   c                 C   sX  t  ¡ j}|j t¡ t¡|d< | d¡j	 
¡ }t dd„ |jjD ƒ¡}t|j|dd�}t |¡|_t|ƒ}tj|dd�|_t|ƒ}tj|dd�|_t|ƒ}z’t d	¡�~ t|ƒ}d
d„ |jd  ¡ D ƒ}ddddddddddddg}t||ƒD ]0\}}t|tƒ�r||k�s t‚qð||ksðt‚qðW 5 Q R X W n$ tjk
�rR   tjdd� Y nX d S )NÚYEARc                 S   s"   g | ]}d   |d |d g¡‘qS )rC   r8   r   )Újoin)Ú.0Úxr4   r4   r5   Ú
<listcomp>Æ   s     z#test_plot_month.<locals>.<listcomp>zel nino)ÚdatesZylabelZMS©ÚfreqÚMZDE_dec                 S   s   g | ]}|  ¡ ‘qS r4   ©Zget_text)rY   Ú_r4   r4   r5   r[   Û   s     r   ÚJanÚFeb)u   MÃ¤rZMrzÚAprZMaiÚJunÚJulÚAugÚSepZOktÚNovZDezz!Failure due to unsupported locale)Úreason)r   Úload_pandasÚdatarW   ÚastypeÚintÚapplyÚstrÚ	set_indexÚTZunstackÚpdÚto_datetimeÚindexÚvaluesr   ÚDatetimeIndexÚPeriodIndexÚcalendarÚdifferent_localeZaxesÚget_xticklabelsÚzipÚ
isinstanceÚtupleÚAssertionErrorÚlocaleÚErrorÚpytestZxfail)r-   Údtar\   r.   ÚlabelsÚexpectedZlblÚexpr4   r4   r5   Útest_plot_monthÁ   sD    
ôr‡   c                 C   s¨   t  ¡ j}tdjt|j t¡ 	t
¡|j t¡ 	t
¡ƒƒ}t|jj|ƒ |jt |¡dd� t|jƒ tjt |¡dd�|_t|jƒ tjt |¡dd�|_t|jƒ d S )NÚQT)ZinplacezQS-Octr]   )r   rk   rl   r   rX   r|   Úyearrm   rn   ro   rp   Zquarterr   Zunemprv   rq   rs   rt   rw   ru   rx   )r-   rƒ   r\   r4   r4   r5   Útest_plot_quarteró   s    
 ÿþ

rŠ   c           
      C   sâ   t j d¡}| dd¡}|dt  t  d¡d t j ¡d d d …f  7 }| ¡ }t  t  dd¡d	¡}| ¡ }t	j
||gd
dgd�j}| d¡d
 }ddddddddddddg}t||ƒ}| ¡ d }dd„ | ¡ D ƒ}	t||	ƒ d S )Nr   é   é   é   g      (@r9   r8   rR   )r‹   r8   rl   Úmonths©ru   rb   rc   ÚMarrd   ÚMayre   rf   rg   rh   ÚOctri   ÚDecr   c                 S   s   g | ]}|  ¡ ‘qS r4   r`   )rY   Útlr4   r4   r5   r[   '  s     z&test_seasonal_plot.<locals>.<listcomp>)r$   r(   r)   ZrandnÚsinr;   ÚpiZravelZtilers   Z	DataFramerr   Úgroupbyr   Zget_axesr{   r   )
r-   r2   rl   rŽ   ZdfÚgroupedr„   r.   r   Úoutputr4   r4   r5   Útest_seasonal_plot  s2    .ô
rš   Úmodel_and_argsé   F)r   Z	old_names)rœ   r   r   )ÚorderÚ
use_pandasTr    gš™™™™™¹?c              	   C   s  |\}}t j d¡}| d¡}tddƒD ]0}||  d||d   d||d    7  < q(|dd … }| r¶tjdd	|jd d
 d�}||jd d  }	|d }
tj||d d… d�}n|jd d }	|jd d
 }
||f|Ž 	¡ }t
||	|
|d�}t|tjƒ�st‚d S )Nr   iè  rœ   gÍÌÌÌÌÌü?r8   r   r   z1960-1-1r_   é   )r^   Zperiodséÿÿÿÿièÿÿÿr�   )r    )r$   r(   r)   r+   Úrangers   Z
date_rangeÚshapeZSeriesÚfitr   r}   r!   ZFigurer   )rž   r›   r    ÚmodelÚkwargsr2   ÚyÚiru   ÚstartÚendÚresr.   r4   r4   r5   Útest_predict_plot+  s     
.r«   )1Zstatsmodels.compat.pythonr   ry   Úior   r€   Únumpyr$   Znumpy.testingr   r   Zpandasrs   r‚   Zstatsmodels.datasetsr   r   Zstatsmodels.graphics.tsaplotsr   r	   r
   r   r   r   Zstatsmodels.tsar   r&   Zstatsmodels.tsa.ar_modelr   Zstatsmodels.tsa.arima.modelr   Z
matplotlibr   r!   ÚImportErrorÚmarkr6   r<   r?   rP   rQ   rU   rV   r‡   rŠ   rš   ZparametrizeÚdictr«   r4   r4   r4   r5   Ú<module>   sX    

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
þ