U
    f/eG9                  
   @  s   d dl mZ d dlmZ d dlmZ d dlZd dlmZ d dl	Z
d dlmZ d dlmZ d dlZd dlm  mZ d dlmZ d d	lmZmZ d d
lmZ d dlmZmZmZ erd dl m!Z! G dd deZ"dddZ#dddZ$dddZ%dddZ&dS )    )annotations)
namedtuple)TYPE_CHECKINGN)setp)is_dict_likeremove_na_arraylikepprint_thing)LinePlotMPLPlot)get_standard_colors)create_subplotsflatten_axesmaybe_adjust_figure)Axesc                      s   e Zd ZdZdZdZedddgZd$dd	Zd
d Z	e
d%ddZdd Zd&ddZdd Zdd ZddddZdd Zdd Zed d! Ze fd"d#Z  ZS )'BoxPlotZbox
horizontal)NaxesdictbothBPaxlinesr   c                 K  s,   || j krtd|| _tj| |f| d S )Nz2return_type must be {None, 'axes', 'dict', 'both'})_valid_return_types
ValueErrorreturn_typer   __init__)selfdatar   kwargs r!   G/tmp/pip-unpacked-wheel-tiezk1ph/pandas/plotting/_matplotlib/boxplot.pyr   (   s    
zBoxPlot.__init__c                 C  s"   | j r| jdkrd| _nd| _d S )NverticalF)subplotsorientationsharexshareyr   r!   r!   r"   _args_adjust0   s    
zBoxPlot._args_adjustNc                 K  st   |j dkr(dd |D }dd |D }nt|}|j|f|}|dkrN||fS |dkrh| j||d|fS ||fS d S )N   c                 S  s   g | ]}t |qS r!   r   .0vr!   r!   r"   
<listcomp><   s     z!BoxPlot._plot.<locals>.<listcomp>c                 S  s(   g | ] }|j d kr|nttjgqS )r   )sizenparraynanr+   r!   r!   r"   r.   @   s     r   r   r   r   )ndimr   boxplotr   )clsr   y
column_numr   kwdsbpr!   r!   r"   _plot9   s    
zBoxPlot._plotc                 C  s   d| j krn| jd k	rtd | j d| _t| jtrtddddg}| jD ] }||krJtd| d| qJnd | _t	d	| jd d
}|d | _
|d | _|d | _|d | _d S )NcolorzC'color' and 'colormap' cannot be used simultaneously. Using 'color'boxeswhiskersmedianscaps!color dict contains invalid key ''. The key must be either    )
num_colorscolormapr<   r   r*   )r9   rE   warningswarnpopr<   
isinstancer   r   r   _boxes_c_whiskers_c
_medians_c_caps_c)r   
valid_keyskeycolorsr!   r!   r"   _validate_color_argsL   s&    





zBoxPlot._validate_color_argsr<   c                 C  s   d S Nr!   )r   rD   Z
color_kwdsr!   r!   r"   _get_colorsj   s    zBoxPlot._get_colorsc                 C  s   t | jtrN| jd| j}| jd| j}| jd| j}| jd| j}n0| jpX| j}| jpd| j}| jpp| j}| jp|| j}| jdst	|d |dd | jdst	|d |dd | jd	st	|d |dd | jd
st	|d |dd d S )Nr=   r>   r?   r@   boxprops   r<   alphawhiskerpropsmedianpropscapprops)
rI   r<   r   getrJ   rK   rL   rM   r9   r   )r   r:   r=   r>   r?   r@   r!   r!   r"   maybe_color_bpm   s"    zBoxPlot.maybe_color_bpc           	      C  s*  | j rtjtd| _t|  D ]j\}\}}| |}| j	 }| j
||f|| jd|\}}| | || j|< t|g}| || q n| jjj}| d}| j	 }| j
||fd| jd|\}}| | || _dd |  D }dd |D }| jsdd tt|D }| || d S )NZdtype)r8   r   r   c                 S  s   g | ]\}}|qS r!   r!   )r,   left_r!   r!   r"   r.      s     z&BoxPlot._make_plot.<locals>.<listcomp>c                 S  s   g | ]}t |qS r!   r	   )r,   r^   r!   r!   r"   r.      s     c                 S  s   g | ]}t |qS r!   r	   )r,   rO   r!   r!   r"   r.      s     )r$   pdSeriesobject_return_obj	enumerateZ
_iter_dataZ_get_axr9   copyr;   r   r\   r
   _set_ticklabelsr   valuesTZ	use_indexrangelen)	r   ilabelr7   r   r9   retr:   labelsr!   r!   r"   
_make_plot   sJ    

  






  

zBoxPlot._make_plotr   r   c                 C  s$   | j dkr|| n
|| d S )Nr#   )r%   set_xticklabelsset_yticklabels)r   r   rn   r!   r!   r"   rf      s    
zBoxPlot._set_ticklabelsc                 C  s   d S rR   r!   r(   r!   r!   r"   _make_legend   s    zBoxPlot._make_legendc                 C  s   d S rR   r!   )r   r   r   r!   r!   r"   _post_plot_logic   s    zBoxPlot._post_plot_logicc                 C  s   | j ddrdS dS d S )NvertTr#   r   )r9   r[   r(   r!   r!   r"   r%      s    zBoxPlot.orientationc                   s   | j d krt jS | jS d S rR   )r   superresultrc   r(   	__class__r!   r"   rw      s    
zBoxPlot.result)r   )Nr   )Nr<   )__name__
__module____qualname___kindZ_layout_typer   r   r   r   r)   classmethodr;   rQ   rS   r\   ro   rf   rs   rt   propertyr%   rw   __classcell__r!   r!   rx   r"   r       s&   
	
!
r   TFc
                 K  s&  | |}|d kr6t|ttfs&|g}| j|}t|}t|dd|||d\}}t	|}g }t
|D ]`\}}|| }|| }t| \}}| |||f|
}|| |t| || || qjtj||d}|	d kr|}t|dkr|d n|}|d|  t|ddd	dd
d |S )NT)naxesr&   r'   figsizer   layout)indexrU   r   zBoxplot grouped by 333333??皙?皙?Zbottomtopr^   rightZwspace)groupbyrI   listtuple_get_numeric_datacolumns
differencerj   r   r   rd   zip	set_titleZ
set_xlabelr
   appendgridr`   ra   Zsuptitler   )Zplotfr   r   byZnumeric_onlyr   r   r   r   r   r    groupedr   figr   Z_axesZ	ax_valuesrk   colZgp_colkeysrg   Zre_plotfrw   Zbyliner!   r!   r"   _grouped_plot_by_column   s@    
     


r   c
                   sT  dd l m} tjkrtdt| tjr8| d} d}fdd} fdddd	fd
d}|  |d kr~d }nt|t	t
fr|}n|g}|d k	rt|| ||||||d	}nd krd|d k	rtd|d kr|d k	rd|ini }|| | }W 5 Q R X |  } |d kr.| j}n| | } ||| jj|}|| |S )Nr   z,return_type must be {'axes', 'dict', 'both'}xc                    s   t dd} t| dddg} t| d}  dd }|rt|rddd	d
g}tt|td}|	 D ]2\}}||kr|| || < qft
d| d| qfn
| | | S )NrC   )rD   r   r*   kr<   r=   r>   r?   r@      rA   rB   )r   r0   Ztaker   rH   r   r   r   ri   itemsr   fill)rw   rP   rN   Zkey_to_indexrO   value)r9   r!   r"   rS     s     

zboxplot.<locals>._get_colorsc                   s   | ds t| d  d dd | ds@t| d  d dd | ds`t| d	  d
 dd | dst| d  d dd d S )NrT   r=   r   rU   rV   rX   r>   rY   r?   r*   rZ   r@   rC   )r[   r   )r:   r9   )rP   r!   r"   r\   )  s    



zboxplot.<locals>.maybe_color_bpr   rp   c                   s   dd | D } dd |D }|j |f} d k	r@|jd d ddr| }t|t| krtt|t| \}}|dkst|| |9 } |j| d	 n|j| d	 |f d
kr|S dkrt	j
||dS |S d S )Nc                 S  s   g | ]}t |qS r!   r	   )r,   r   r!   r!   r"   r.   6  s     z/boxplot.<locals>.plot_group.<locals>.<listcomp>c                 S  s   g | ]}t jt|td qS )r]   )r0   Zasarrayr   rb   r+   r!   r!   r"   r.   7  s     r   )axisZ	labelsizeru   rU   r   )Zrotationr   r3   )r5   Ztick_paramsr[   Z
get_xticksrj   divmodAssertionErrorrq   rr   r   r   )r   rg   r   r:   Zticksrk   	remainder)fontsizer9   r\   r   rotr!   r"   
plot_group5  s&    zboxplot.<locals>.plot_group)r   r   r   r   r   r   r   r   z7The 'layout' keyword is not supported when 'by' is Nonezfigure.figsize)matplotlib.pyplotpyplotr   r   r   rI   r`   ra   Zto_framer   r   r   Z
rc_contextZgcar   r   rg   rh   r   )r   columnr   r   r   r   r   r   r   r   r9   pltrS   r   r   rw   rcr!   )rP   r   r9   r\   r   r   r"   r5      sT    




r5   c
                 K  s<   dd l m} t| f|||||||||	d	|
}|  |S )Nr   )	r   r   r   r   r   r   r   r   r   )r   r   r5   Zdraw_if_interactive)r   r   r   r   r   r   r   r   r   r   r9   r   r!   r!   r"   boxplot_frame{  s$    r   c              
   K  sF  |dkrt | }t|d||	|
||d\}}t|}tjtd}t| |D ]@\\}}}|jf |||||d|}|t	| ||j
|< qHt|ddddd	d
 nt|  \}}| jdkrtj||dd}n,t |dkr|d |dd  }n|d }|d k	r"t|}tj||g}t|j}|jf |||||||d|}|S )NTF)r   Zsqueezer   r&   r'   r   r   r]   )r   r   r   r   r   r   r   r   r   r   r   rU   )r   r   )r   r   r   r   r   r   r   )rj   r   r   r`   ra   rb   r   r5   r   r
   locr   r   concatjoincomZconvert_to_list_likeZ
MultiIndexZfrom_productr   rg   )r   r$   r   r   r   r   r   r   r   r&   r'   r9   r   r   r   rm   rO   groupdr   framesZdfZ	multi_keyr!   r!   r"   boxplot_frame_groupby  s`    
	    




r   )NNTFNNNN)	NNNNr   TNNN)	NNNNr   TNNN)
TNNr   TNNNFT)'
__future__r   collectionsr   typingr   rF   Zmatplotlib.artistr   Znumpyr0   Zpandas.core.dtypes.commonr   Zpandas.core.dtypes.missingr   Zpandasr`   Zpandas.core.commoncorecommonr   Zpandas.io.formats.printingr
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