U
    ~fhD                  
   @  sP  d dl mZ d dlmZmZmZ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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" d dl#m$Z$m%Z%m&Z& erd dl'm(Z( d dl)m*Z* G dd deZ+d!dddddZ,d"dddddZ-d#dddddZ.d$dddddddd Z/dS )%    )annotations)TYPE_CHECKING
CollectionLiteral
NamedTupleN)setp)MatplotlibColor)find_stack_level)is_dict_likeremove_na_arraylikepprint_thing)LinePlotMPLPlot)create_iter_data_given_by)get_standard_colors)create_subplotsflatten_axesmaybe_adjust_figure)Axes)Line2Dc                      s   e Zd ZeddddZdZdZG dd deZd-d
ddddZ	ddddZ
ed.d
dddZdd Zd/dddddZddddZddddZd dd!d"d#Zddd$d%Zddd&d'Zed(dd)d*Ze fd+d,Z  ZS )0BoxPlotzLiteral['box']returnc                 C  s   dS )NZbox selfr   r   G/tmp/pip-unpacked-wheel-a5acpmi0/pandas/plotting/_matplotlib/boxplot.py_kind*   s    zBoxPlot._kind
horizontal)Naxesdictbothc                   @  s   e Zd ZU ded< ded< dS )z
BoxPlot.BPr   axzdict[str, list[Line2D]]linesN)__name__
__module____qualname____annotations__r   r   r   r   BP2   s   
r*   r!   strNone)return_typer   c                 K  s,   || j krtd|| _tj| |f| d S )Nz2return_type must be {None, 'axes', 'dict', 'both'})_valid_return_types
ValueErrorr-   r   __init__)r   datar-   kwargsr   r   r   r0   7   s    
zBoxPlot.__init__c                 C  s"   | j r| jdkrd| _nd| _d S )NverticalF)subplotsorientationsharexshareyr   r   r   r   _args_adjust?   s    
zBoxPlot._args_adjustN)r-   c                 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>N   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=   R   s     r"   r#   r$   r%   )ndimr   boxplotr*   )clsr$   y
column_numr-   kwdsbpr   r   r   _plotI   s    
zBoxPlot._plotc                 C  s   d| j krt| jd k	r$tjdt d | j d| _t| jtrzddddg}| jD ] }||krPt	d| d	| qPnd | _t
d
| jd d}|d | _|d | _|d | _|d | _d S )NcolorzC'color' and 'colormap' cannot be used simultaneously. Using 'color')
stacklevelboxeswhiskersmedianscaps!color dict contains invalid key ''. The key must be either    )
num_colorscolormaprK   r   r9   )rH   rU   warningswarnr	   poprK   
isinstancer"   r/   r   _boxes_c_whiskers_c
_medians_c_caps_c)r   
valid_keyskeycolorsr   r   r   _validate_color_args^   s(    





zBoxPlot._validate_color_argsrK   zQdict[str, MatplotlibColor] | MatplotlibColor | Collection[MatplotlibColor] | None)
color_kwdsr   c                 C  s   d S Nr   )r   rT   rb   r   r   r   _get_colors}   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 )NrM   rN   rO   rP   boxprops   rK   alphawhiskerpropsmedianpropscapprops)
rY   rK   r"   getrZ   r[   r\   r]   rH   r   )r   rI   rM   rN   rO   rP   r   r   r   maybe_color_bp   s"    zBoxPlot.maybe_color_bpc                 C  s  | j rtjtd| _| jd k	r,t| j| jn| j}t	| j
|dD ]\}\}}| |}| j }| jd k	r|j}|t| dd | jjjd D }n
t|g}| j||f|| jd|\}}	| |	 || j|< | || qBn| jjj}| d}| j }| j||fd| jd|\}}	| |	 || _dd | 
 D }
dd |
D }
| jstd	d tt|
D }
| ||
 d S )
NZdtype)r1   c                 S  s   g | ]}t |qS r   r   )r;   colr   r   r   r=      s    z&BoxPlot._make_plot.<locals>.<listcomp>r   )rG   r-   c                 S  s   g | ]\}}|qS r   r   )r;   left_r   r   r   r=      s     c                 S  s   g | ]}t |qS r   r   )r;   rp   r   r   r   r=      s     c                 S  s   g | ]}t |qS r   r   )r;   r_   r   r   r   r=      s     )r4   pdSeriesobject_return_objbyr   r1   r   	enumerateZ
_iter_dataZ_get_axrH   copyT	set_titler   columnslevelsrJ   r-   rm   _set_ticklabelsvaluesZ	use_indexrangelen)r   r1   ilabelrF   r$   rH   Z
ticklabelsretrI   labelsr   r   r   
_make_plot   s^    



  





  

zBoxPlot._make_plotr   )r$   r   c                 C  s$   | j dkr|| n
|| d S )Nr3   )r5   set_xticklabelsset_yticklabels)r   r$   r   r   r   r   r}      s    
zBoxPlot._set_ticklabelsc                 C  s   d S rc   r   r   r   r   r   _make_legend   s    zBoxPlot._make_legendc                 C  s0   | j r|t| j  | jr,|t| j d S rc   )xlabel
set_xlabelr   ylabel
set_ylabel)r   r$   r1   r   r   r   _post_plot_logic   s    zBoxPlot._post_plot_logicz#Literal[('horizontal', 'vertical')]c                 C  s   | j ddrdS dS d S )NvertTr3   r    )rH   rl   r   r   r   r   r5      s    zBoxPlot.orientationc                   s   | j d krt jS | jS d S rc   )r-   superresultru   r   	__class__r   r   r      s    
zBoxPlot.result)r!   )Nr!   )NrK   )r&   r'   r(   propertyr   Z_layout_typer.   r   r*   r0   r8   classmethodrJ   ra   rd   rm   r   r}   r   r   r5   r   __classcell__r   r   r   r   r   )   s0   
   !  
4r   TFbool)numeric_onlygridc
                 K  sp  | |}|d kr6t|ttfs&|g}| j|}t|}t||
	dd|
	dd|||d\}}t
|}|
	dd |
	dd  }}|
ddr|p|}n|p|}g }t|D ]\\}}|| }|| }t| \}}| |||f||d|
}|| || || qtj||d	d
}|	d kr.|}t|dkrD|d n|}|d|  t|dddddd |S )Nr6   Tr7   )naxesr6   r7   figsizer$   layoutr   r   r   )r   r   F)indexrx   rf   r   zBoxplot grouped by 333333??皙?皙?Zbottomtoprp   rightZwspace)groupbyrY   listtuple_get_numeric_datar{   
differencer   r   rX   r   rl   rw   ziprz   appendr   rr   rs   Zsuptitler   )Zplotfr1   r{   rv   r   r   r   r$   r   r-   r2   groupedr   figr!   Z_axesr   r   Z	ax_valuesr   ro   Zgp_colkeysr~   Zre_plotfr   Zbyliner   r   r   _grouped_plot_by_column   sF    



	



r   int)rotr   c
              
     s  dd l m} tjkrtdt| tjr8| d} d}fdd}dd fdd	d
dfdd}|  |d krd }nt|t	t
fr|}n|g}|d k	rt|| f||||||d}nd krd|d k	rtd|d kr |d k	rd|ini }|| | }W 5 Q R X |  } t| j}|dkrDtd|d krV| j}n| | } ||| jj|f}|| |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 )NrS   )rT   r   r9   krK   rM   rN   rO   rP      rQ   rR   )r   r?   Ztaker   rX   r
   r"   r   r   itemsr/   fill)r   r`   r^   Zkey_to_indexr_   value)rH   r   r   rd   G  s     

zboxplot.<locals>._get_colorsr,   r   c                   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 )Nre   rM   r   rf   rg   ri   rN   rj   rO   r9   rk   rP   rS   )rl   r   )rI   rH   )r`   r   r   rm   d  s    



zboxplot.<locals>.maybe_color_bpr   )r$   c                   s8  | dd | dd  }}|r,|t| |r>|t| dd | D } dd |D }|j|f|} d k	r~|jd d |dd	}|r| n| }t	|t	| krt
t	|t	| \}	}
|
d
kst|
| |	9 } |r|j| d n|j| d |f| dkr|S dkr0tj||dS |S d S )Nr   r   c                 S  s   g | ]}t |qS r   r   )r;   r   r   r   r   r=   x  s     z/boxplot.<locals>.plot_group.<locals>.<listcomp>c                 S  s   g | ]}t jt|td qS )rn   )r?   Zasarrayr   rt   r:   r   r   r   r=   y  s     r#   )axisZ	labelsizer   Tr   )Zrotationr"   rB   )rX   r   r   r   rD   Ztick_paramsrl   Z
get_xticksZ
get_yticksr   divmodAssertionErrorr   r   r   r*   )r   r~   r$   rH   r   r   rI   Zis_verticalZticksr   	remainder)fontsizerm   r-   r   r   r   
plot_groupp  s2    

zboxplot.<locals>.plot_group)r{   rv   r   r   r$   r   r-   r!   z7The 'layout' keyword is not supported when 'by' is Nonezfigure.figsizez;boxplot method requires numerical columns, nothing to plot.)matplotlib.pyplotpyplotr   r.   r/   rY   rr   rs   Zto_framer   r   r   Z
rc_contextZgcar   r   r{   r~   ry   r   )r1   columnrv   r$   r   r   r   r   r   r-   rH   pltrd   r   r{   r   rcr   r   )r`   r   rH   rm   r-   r   r   rD   0  sd    

#





rD   c
                 K  s<   dd l m} t| f|||||||||	d	|
}|  |S )Nr   )	r   rv   r$   r   r   r   r   r   r-   )r   r   rD   Zdraw_if_interactive)r   r   rv   r$   r   r   r   r   r   r-   rH   r   r   r   r   boxplot_frame  s$    r   )r4   r   r   r6   r7   c              
   K  sF  |dkrt | }t|d||	|
||d\}}t|}tjtd}t| |D ]@\\}}}|jf |||||d|}|t	| ||j
|< qHt|ddddd	d
 nt|  \}}| jdkrtj||dd}n,t |dkr|d |dd  }n|d }|d k	r"t|}tj||g}t|j}|jf |||||||d|}|S )NTF)r   Zsqueezer$   r6   r7   r   r   rn   )r$   r   r   r   r   r   r   r   r   r   r   rf   )r   r   )r   r   r   r   r$   r   r   )r   r   r   rr   rs   rt   r   rD   rz   r   locr   r   concatjoincomZconvert_to_list_likeZ
MultiIndexZfrom_productr   r~   )r   r4   r   r   r   r   r$   r   r   r6   r7   rH   r   r   r!   r   r_   groupdr   framesZdfZ	multi_keyr   r   r   boxplot_frame_groupby  s`    
	    




r   )NNTFNNNN)	NNNNr   TNNN)	NNNNr   TNNN)
TNNr   TNNNFT)0
__future__r   typingr   r   r   r   rV   Zmatplotlib.artistr   Znumpyr?   Zpandas._typingr   Zpandas.util._exceptionsr	   Zpandas.core.dtypes.commonr
   Zpandas.core.dtypes.missingr   Zpandasrr   Zpandas.core.commoncorecommonr   Zpandas.io.formats.printingr   Z pandas.plotting._matplotlib.corer   r   Z#pandas.plotting._matplotlib.groupbyr   Z!pandas.plotting._matplotlib.styler   Z!pandas.plotting._matplotlib.toolsr   r   r   Zmatplotlib.axesr   Zmatplotlib.linesr   r   r   rD   r   r   r   r   r   r   <module>   sz    N        ?                   "          