a
    8ghEt                     @   s   d Z ddlZddlZddlmZ ddlZddlZddlm	Z	m
Z
mZ ddlmZ eeZG dd dZG dd	 d	eZG d
d deZG dd dZG dd dZdS )a  
:mod:`~matplotlib.gridspec` contains classes that help to layout multiple
`~.axes.Axes` in a grid-like pattern within a figure.

The `GridSpec` specifies the overall grid structure. Individual cells within
the grid are referenced by `SubplotSpec`\s.

Often, users need not access this module directly, and can use higher-level
methods like `~.pyplot.subplots`, `~.pyplot.subplot_mosaic` and
`~.Figure.subfigures`. See the tutorial :ref:`arranging_axes` for a guide.
    N)Integral)_api_pylab_helpers_tight_layout)Bboxc                   @   s   e Zd ZdZd'ddZdd Zedd d	d
Zedd dd
Zdd Z	d(ddZ
d)ddZdd Zdd Zdd Zdd Zdd Zedd Zd d! Zd"d"d#dd$d%d&ZdS )*GridSpecBasezm
    A base class of GridSpec that specifies the geometry of the grid
    that a subplot will be placed.
    Nc                 C   sf   t |tr|dkr td|t |tr2|dkr@td||| | _| _| | | | dS )a  
        Parameters
        ----------
        nrows, ncols : int
            The number of rows and columns of the grid.
        width_ratios : array-like of length *ncols*, optional
            Defines the relative widths of the columns. Each column gets a
            relative width of ``width_ratios[i] / sum(width_ratios)``.
            If not given, all columns will have the same width.
        height_ratios : array-like of length *nrows*, optional
            Defines the relative heights of the rows. Each row gets a
            relative height of ``height_ratios[i] / sum(height_ratios)``.
            If not given, all rows will have the same height.
        r   z/Number of rows must be a positive integer, not z2Number of columns must be a positive integer, not N)
isinstancer   
ValueError_nrows_ncolsset_height_ratiosset_width_ratios)selfnrowsncolsheight_ratioswidth_ratios r   c/mounts/lovelace/software/anaconda3/envs/metaDMG/lib/python3.9/site-packages/matplotlib/gridspec.py__init__    s    
zGridSpecBase.__init__c                 C   sb   t t| jdkrd| jnd}t t| jdkr@d| jnd}dj| jj| j| j|| dS )N   z, height_ratios= z, width_ratios=z&{clsname}({nrows}, {ncols}{optionals}))Zclsnamer   r   	optionals)	lenset_row_height_ratios_col_width_ratiosformat	__class____name__r
   r   )r   Z
height_argZ	width_argr   r   r   __repr__9   s    zGridSpecBase.__repr__c                 C   s   | j S N)r
   r   r   r   r   <lambda>E       zGridSpecBase.<lambda>zThe number of rows in the grid.)docc                 C   s   | j S r!   )r   r"   r   r   r   r#   G   r$   z"The number of columns in the grid.c                 C   s   | j | jfS )zW
        Return a tuple containing the number of rows and columns in the grid.
        )r
   r   r"   r   r   r   get_geometryJ   s    zGridSpecBase.get_geometryc                 C   s   d S r!   r   )r   figurer   r   r   get_subplot_paramsP   s    zGridSpecBase.get_subplot_paramsr   c                 C   s(   |\}}| ||| ||| f }|S )a[  
        Create and return a `.SubplotSpec` instance.

        Parameters
        ----------
        loc : (int, int)
            The position of the subplot in the grid as
            ``(row_index, column_index)``.
        rowspan, colspan : int, default: 1
            The number of rows and columns the subplot should span in the grid.
        r   )r   locrowspancolspanZloc1Zloc2Zsubplotspecr   r   r   new_subplotspecT   s    zGridSpecBase.new_subplotspecc                 C   s6   |du rdg| j  }nt|| j kr,td|| _dS )z
        Set the relative widths of the columns.

        *width_ratios* must be of length *ncols*. Each column gets a relative
        width of ``width_ratios[i] / sum(width_ratios)``.
        Nr   zTExpected the given number of width ratios to match the number of columns of the grid)r   r   r	   r   )r   r   r   r   r   r   d   s
    zGridSpecBase.set_width_ratiosc                 C   s   | j S )zo
        Return the width ratios.

        This is *None* if no width ratios have been set explicitly.
        )r   r"   r   r   r   get_width_ratiosr   s    zGridSpecBase.get_width_ratiosc                 C   s6   |du rdg| j  }nt|| j kr,td|| _dS )z
        Set the relative heights of the rows.

        *height_ratios* must be of length *nrows*. Each row gets a relative
        height of ``height_ratios[i] / sum(height_ratios)``.
        Nr   zRExpected the given number of height ratios to match the number of rows of the grid)r
   r   r	   r   )r   r   r   r   r   r   z   s
    zGridSpecBase.set_height_ratiosc                 C   s   | j S )zq
        Return the height ratios.

        This is *None* if no height ratios have been set explicitly.
        )r   r"   r   r   r   get_height_ratios   s    zGridSpecBase.get_height_ratiosc                    sV  |   \}}| |}|j}|j}|j}|j}|j}	|j}
|| }|| }|||
|d    }|
| }|| t| j	   fdd| j	D }dg|g|d   }t
t
||gj}|||	|d    }|	| }|| t| j   fdd| jD }dg|g|d   }t
t
||gj}|| dj\}}|| dj\}}||||fS )a  
        Return the positions of the grid cells in figure coordinates.

        Parameters
        ----------
        fig : `~matplotlib.figure.Figure`
            The figure the grid should be applied to. The subplot parameters
            (margins and spacing between subplots) are taken from *fig*.

        Returns
        -------
        bottoms, tops, lefts, rights : array
            The bottom, top, left, right positions of the grid cells in
            figure coordinates.
        r   c                    s   g | ]}|  qS r   r   .0rZnormr   r   
<listcomp>   r$   z3GridSpecBase.get_grid_positions.<locals>.<listcomp>r   c                    s   g | ]}|  qS r   r   r/   r2   r   r   r3      r$   )   )r&   r(   leftrightbottomtopwspacehspacesumr   npZcumsumZcolumn_stackflatr   ZreshapeT)r   Zfigr   r   Zsubplot_paramsr6   r7   r8   r9   r:   r;   Z	tot_widthZ
tot_heightZcell_hZsep_hZcell_heightsZsep_heightsZcell_hsZcell_wZsep_wZcell_widthsZ
sep_widthsZcell_wsfig_topsfig_bottoms	fig_lefts
fig_rightsr   r2   r   get_grid_positions   s2    
zGridSpecBase.get_grid_positionsc                 C   sZ   |   D ]B}| }|durt|dr2|  }| ||fkr|  S qt||| dS )zo
        Check if the figure already has a gridspec with these dimensions,
        or create a new one
        Nget_topmost_subplotspecr'   )Zget_axesget_gridspechasattrrE   r&   GridSpec)r'   r   r   axgsr   r   r   _check_gridspec_exists   s    

z#GridSpecBase._check_gridspec_existsc           
   
   C   s   |   \}}dd }t|trz|\}}W n. tyX } ztd|W Y d}~n
d}~0 0 t|||d|||dg||f\}}	n|||| d\}}	t| ||	S )z,Create and return a `.SubplotSpec` instance.c                 S   s   | }t | tr<| |\}}}||kr2||d fS tdnh| dk rL| | } d|   kr`|k rln n| | fS |d urtd| d| d| ntd| d| d S )Nr   z=GridSpec slice would result in no space allocated for subplotr   zindex z is out of bounds for axis z with size z) is out of bounds for GridSpec with size )r   sliceindices
IndexError)keysizeZaxisorig_keystartstop_r   r   r   
_normalize   s&    




z,GridSpecBase.__getitem__.<locals>._normalizezUnrecognized subplot specNr   r   )r&   r   tupler	   r=   Zravel_multi_indexSubplotSpec)
r   rP   r   r   rV   Zk1Zk2errnum1num2r   r   r   __getitem__   s    
 
zGridSpecBase.__getitem__FT)sharexshareysqueeze
subplot_kwc                C   sn  | j }|du rtdt|ts,|r(dnd}t|tsB|r>dnd}tjg d||d |du rbi }| }tj| j	| j
ftd}t| j	D ]p}t| j
D ]`}d|d ||d	f |d	|f d
}	|	| |d< |	| |d< |j| ||f fi ||||f< qq|dv r |jD ]}
|
jdd q|dv rD|jD ]}
|
jdd q0|rf|jdkr^| S | S |S dS )z
        Add all subplots specified by this `GridSpec` to its parent figure.

        See `.Figure.subplots` for detailed documentation.
        NzIGridSpec.subplots() only works for GridSpecs created with a parent figureallnone)ra   rowcolrb   FT)r]   r^   )Zdtype)r   r   r   )rb   ra   rc   rd   r]   r^   )rd   ra   T)Zskip_non_rectangular_axes)rc   ra   r   )r'   r	   r   strr   Zcheck_in_listcopyr=   emptyr
   r   objectrangeZadd_subplotr>   Z_label_outer_xaxisZ_label_outer_yaxisrQ   itemr_   )r   r]   r^   r_   r`   r'   Zaxarrrc   rd   Zshared_withrJ   r   r   r   subplots   sF    







zGridSpecBase.subplots)NN)N)r   r   )r   
__module____qualname____doc__r   r    propertyr   r   r&   r(   r,   r   r-   r   r.   rD   staticmethodrL   r\   rk   r   r   r   r   r      s.   


/
%r   c                	       sN   e Zd ZdZd fdd	Zg dZdd Zddd	Zd
d ZdddZ	  Z
S )rI   a  
    A grid layout to place subplots within a figure.

    The location of the grid cells is determined in a similar way to
    `.SubplotParams` using *left*, *right*, *top*, *bottom*, *wspace*
    and *hspace*.

    Indexing a GridSpec instance returns a `.SubplotSpec`.
    Nc                    sB   || _ || _|| _|| _|| _|	| _|| _t j|||
|d dS )a  
        Parameters
        ----------
        nrows, ncols : int
            The number of rows and columns of the grid.

        figure : `.Figure`, optional
            Only used for constrained layout to create a proper layoutgrid.

        left, right, top, bottom : float, optional
            Extent of the subplots as a fraction of figure width or height.
            Left cannot be larger than right, and bottom cannot be larger than
            top. If not given, the values will be inferred from a figure or
            rcParams at draw time. See also `GridSpec.get_subplot_params`.

        wspace : float, optional
            The amount of width reserved for space between subplots,
            expressed as a fraction of the average axis width.
            If not given, the values will be inferred from a figure or
            rcParams when necessary. See also `GridSpec.get_subplot_params`.

        hspace : float, optional
            The amount of height reserved for space between subplots,
            expressed as a fraction of the average axis height.
            If not given, the values will be inferred from a figure or
            rcParams when necessary. See also `GridSpec.get_subplot_params`.

        width_ratios : array-like of length *ncols*, optional
            Defines the relative widths of the columns. Each column gets a
            relative width of ``width_ratios[i] / sum(width_ratios)``.
            If not given, all columns will have the same width.

        height_ratios : array-like of length *nrows*, optional
            Defines the relative heights of the rows. Each row gets a
            relative height of ``height_ratios[i] / sum(height_ratios)``.
            If not given, all rows will have the same height.

        r   r   N)	r6   r8   r7   r9   r:   r;   r'   superr   )r   r   r   r'   r6   r8   r7   r9   r:   r;   r   r   r   r   r   r   9  s    *
zGridSpec.__init__r6   r8   r7   r9   r:   r;   c                 K   s   |  D ].\}}|| jv r(t| || qt| dqtjj D ]N}|jj	j
D ]>}| durR|  }| | krR|| |j	 qRqDdS )a  
        Update the subplot parameters of the grid.

        Parameters that are not explicitly given are not changed. Setting a
        parameter to *None* resets it to :rc:`figure.subplot.*`.

        Parameters
        ----------
        left, right, top, bottom : float or None, optional
            Extent of the subplots as a fraction of figure width or height.
        wspace, hspace : float, optional
            Spacing between the subplots as a fraction of the average subplot
            width / height.
        z is an unknown keywordN)items_AllowedKeyssetattrAttributeErrorr   ZGcfZfigsvaluesZcanvasr'   axesZget_subplotspecrE   rG   Z_set_positionget_position)r   kwargskvZ
figmanagerrJ   ssr   r   r   updateq  s    
zGridSpec.updatec                    sX   |du r(dd  j D }tf i |}nt|j}|jf i  fdd j D  |S )a:  
        Return the `.SubplotParams` for the GridSpec.

        In order of precedence the values are taken from

        - non-*None* attributes of the GridSpec
        - the provided *figure*
        - :rc:`figure.subplot.*`

        Note that the ``figure`` attribute of the GridSpec is always ignored.
        Nc                 S   s   i | ]}|t jd |  qS )figure.subplot.)mplrcParamsr0   r}   r   r   r   
<dictcomp>  s   z/GridSpec.get_subplot_params.<locals>.<dictcomp>c                    s   i | ]}|t  |qS r   getattrr   r"   r   r   r     r$   )rv   SubplotParamsrf   subplotparsr   )r   r'   kwr   r   r"   r   r(     s     zGridSpec.get_subplot_paramsc                    s    fdd j D S )z
        Return a list of the names of the subplot parameters explicitly set
        in the GridSpec.

        This is a subset of the attributes of `.SubplotParams`.
        c                    s   g | ]}t  |r|qS r   r   r   r"   r   r   r3     r$   z<GridSpec.locally_modified_subplot_params.<locals>.<listcomp>)rv   r"   r   r"   r   locally_modified_subplot_params  s    z(GridSpec.locally_modified_subplot_paramsHzG?c              
   C   sP   |du r|  }tj||jtj|j| d|||||d}|rL| jf i | dS )a  
        Adjust subplot parameters to give specified padding.

        Parameters
        ----------
        figure : `.Figure`
            The figure.
        renderer :  `.RendererBase` subclass, optional
            The renderer to be used.
        pad : float
            Padding between the figure edge and the edges of subplots, as a
            fraction of the font-size.
        h_pad, w_pad : float, optional
            Padding (height/width) between edges of adjacent subplots.
            Defaults to *pad*.
        rect : tuple (left, bottom, right, top), default: None
            (left, bottom, right, top) rectangle in normalized figure
            coordinates that the whole subplots area (including labels) will
            fit into. Default (None) is the whole figure.
        N)Z	grid_spec)padh_padw_padrect)Z_get_rendererr   Zget_tight_layout_figurerz   Zget_subplotspec_listr   )r   r'   rendererr   r   r   r   r|   r   r   r   tight_layout  s    
zGridSpec.tight_layout)	NNNNNNNNN)N)Nr   NNN)r   rl   rm   rn   r   rv   r   r(   r   r   __classcell__r   r   rs   r   rI   /  s   	    6
	  rI   c                       s4   e Zd ZdZd	 fdd	Zd
ddZdd Z  ZS )GridSpecFromSubplotSpeczx
    GridSpec whose subplot layout parameters are inherited from the
    location specified by a given SubplotSpec.
    Nc                    sL   || _ || _t|tr|| _ntd| j j| _t j	||||d dS )ak  
        Parameters
        ----------
        nrows, ncols : int
            Number of rows and number of columns of the grid.
        subplot_spec : SubplotSpec
            Spec from which the layout parameters are inherited.
        wspace, hspace : float, optional
            See `GridSpec` for more details. If not specified default values
            (from the figure or rcParams) are used.
        height_ratios : array-like of length *nrows*, optional
            See `GridSpecBase` for details.
        width_ratios : array-like of length *ncols*, optional
            See `GridSpecBase` for details.
        zVsubplot_spec must be type SubplotSpec, usually from GridSpec, or axes.get_subplotspec.rq   N)
_wspace_hspacer   rX   _subplot_spec	TypeErrorrG   r'   rr   r   )r   r   r   Zsubplot_specr:   r;   r   r   rs   r   r   r     s    

z GridSpecFromSubplotSpec.__init__c           	      C   s   | j dur| j n|dur |jjntjd }| jdur:| jn|durJ|jjntjd }| j|}|j	\}}}}t
||||||dS )z1Return a dictionary of subplot layout parameters.Nzfigure.subplot.hspacezfigure.subplot.wspace)r6   r7   r8   r9   r:   r;   )r   r   r;   r   r   r   r:   r   r{   Zextentsr   )	r   r'   r;   r:   Zfigboxr6   r8   r7   r9   r   r   r   r(     s    z*GridSpecFromSubplotSpec.get_subplot_paramsc                 C   s
   | j  S )zY
        Return the topmost `.SubplotSpec` instance associated with the subplot.
        )r   rE   r"   r   r   r   rE     s    z/GridSpecFromSubplotSpec.get_topmost_subplotspec)NNNN)N)r   rl   rm   rn   r   r(   rE   r   r   r   rs   r   r     s      
r   c                   @   s   e Zd ZdZd&ddZdd Zedd Zed	d
 Z	e	j
dd
 Z	dd Zdd Zedd Zedd Zdd Zdd Zdd Zdd Zdd Zdd Zd d! Zd"d# Zd$d% ZdS )'rX   a]  
    The location of a subplot in a `GridSpec`.

    .. note::

        Likely, you will never instantiate a `SubplotSpec` yourself. Instead,
        you will typically obtain one from a `GridSpec` using item-access.

    Parameters
    ----------
    gridspec : `~matplotlib.gridspec.GridSpec`
        The GridSpec, which the subplot is referencing.
    num1, num2 : int
        The subplot will occupy the *num1*-th cell of the given
        *gridspec*.  If *num2* is provided, the subplot will span between
        *num1*-th cell and *num2*-th cell **inclusive**.

        The index starts from 0.
    Nc                 C   s   || _ || _|| _d S r!   )	_gridspecrZ   r[   )r   gridspecrZ   r[   r   r   r   r     s    zSubplotSpec.__init__c              
   C   s6   |    d| jj d| jj d| jj d| jj d
S )N[:z, ])rG   r*   rS   rT   r+   r"   r   r   r   r    "  s    
zSubplotSpec.__repr__c           	      C   s`  t |dkrv|\}t|tr |S t|ts8td|zttt|\}}}W q tyr   td|dY q0 n,t |dkr|\}}}ntj	ddt |dt
| ||}|du rt
||| d}t|trt |d	krtd
d |D std| |\}}nDt|tr0|dk s0||| krHtd||  d|| }}||d | S )z
        Construct a `.SubplotSpec` from a parent `.Figure` and either

        - a `.SubplotSpec` -- returned as is;
        - one or three numbers -- a MATLAB-style subplot specifier.
        r   z>Single argument to subplot must be a three-digit integer, not N   Zsubplotz1 or 3)ZtakesgivenrF   r5   c                 s   s   | ]}t |tV  qd S r!   )r   r   )r0   nr   r   r   	<genexpr>F  r$   z1SubplotSpec._from_subplot_args.<locals>.<genexpr>z3Subplot specifier tuple must contain integers, not z(num must be an integer with 1 <= num <= z, not )r   r   rX   r   r	   mapintre   r   Znargs_errorrI   rL   rW   ra   )	r'   argsargrowscolsnumrK   ijr   r   r   _from_subplot_args'  sP    



$zSubplotSpec._from_subplot_argsc                 C   s   | j d u r| jS | j S r!   )_num2rZ   r"   r   r   r   r[   W  s    zSubplotSpec.num2c                 C   s
   || _ d S r!   )r   )r   valuer   r   r   r[   [  s    c                 C   s   | j S r!   )r   r"   r   r   r   rG   _  s    zSubplotSpec.get_gridspecc                 C   s    |    \}}||| j| jfS )a  
        Return the subplot geometry as tuple ``(n_rows, n_cols, start, stop)``.

        The indices *start* and *stop* define the range of the subplot within
        the `GridSpec`. *stop* is inclusive (i.e. for a single cell
        ``start == stop``).
        )rG   r&   rZ   r[   )r   r   r   r   r   r   r&   b  s    zSubplotSpec.get_geometryc                 C   s$   |   j}t| j| | j| d S )z6The rows spanned by this subplot, as a `range` object.r   )rG   r   ri   rZ   r[   )r   r   r   r   r   r*   m  s    
zSubplotSpec.rowspanc                 C   s4   |   j}t| j| | j| g\}}t||d S )z9The columns spanned by this subplot, as a `range` object.r   )rG   r   sortedrZ   r[   ri   )r   r   c1c2r   r   r   r+   s  s    
zSubplotSpec.colspanc                 C   s   | j jdkS Nr   )r*   rS   r"   r   r   r   is_first_row|  s    zSubplotSpec.is_first_rowc                 C   s   | j j|  jkS r!   )r*   rT   rG   r   r"   r   r   r   is_last_row  s    zSubplotSpec.is_last_rowc                 C   s   | j jdkS r   )r+   rS   r"   r   r   r   is_first_col  s    zSubplotSpec.is_first_colc                 C   s   | j j|  jkS r!   )r+   rT   rG   r   r"   r   r   r   is_last_col  s    zSubplotSpec.is_last_colc                 C   s   |   }| \}}t| j| jg||f\}}||\}}}	}
||  }||  }|	|  }|
|  }t	
||||S )zJ
        Update the subplot position from ``figure.subplotpars``.
        )rG   r&   r=   Zunravel_indexrZ   r[   rD   minmaxr   Zfrom_extents)r   r'   r   r   r   r   r   rA   r@   rB   rC   Z
fig_bottomZfig_topZfig_leftZ	fig_rightr   r   r   r{     s    
zSubplotSpec.get_positionc                 C   s"   |   }t|dr| S | S dS )zX
        Return the topmost `SubplotSpec` instance associated with the subplot.
        rE   N)rG   rH   rE   )r   r   r   r   r   rE     s    
z#SubplotSpec.get_topmost_subplotspecc                 C   s8   | j | j| jft|dt t|dt t|dt fkS )z}
        Two SubplotSpecs are considered equal if they refer to the same
        position(s) in the same `GridSpec`.
        r   rZ   r[   )r   rZ   r[   r   rh   )r   otherr   r   r   __eq__  s    zSubplotSpec.__eq__c                 C   s   t | j| j| jfS r!   )hashr   rZ   r[   r"   r   r   r   __hash__  s    zSubplotSpec.__hash__c                 K   s   t ||| fi |S )a  
        Create a GridSpec within this subplot.

        The created `.GridSpecFromSubplotSpec` will have this `SubplotSpec` as
        a parent.

        Parameters
        ----------
        nrows : int
            Number of rows in grid.

        ncols : int
            Number of columns in grid.

        Returns
        -------
        `.GridSpecFromSubplotSpec`

        Other Parameters
        ----------------
        **kwargs
            All other parameters are passed to `.GridSpecFromSubplotSpec`.

        See Also
        --------
        matplotlib.pyplot.subplots

        Examples
        --------
        Adding three subplots in the space occupied by a single subplot::

            fig = plt.figure()
            gs0 = fig.add_gridspec(3, 1)
            ax1 = fig.add_subplot(gs0[0])
            ax2 = fig.add_subplot(gs0[1])
            gssub = gs0[2].subgridspec(1, 3)
            for i in range(3):
                fig.add_subplot(gssub[0, i])
        )r   )r   r   r   r|   r   r   r   subgridspec  s    (zSubplotSpec.subgridspec)N)r   rl   rm   rn   r   r    rp   r   ro   r[   setterrG   r&   r*   r+   r   r   r   r   r{   rE   r   r   r   r   r   r   r   rX   	  s0   

/




rX   c                   @   s$   e Zd ZdZdddZdddZdS )	r   zM
    Parameters defining the positioning of a subplots grid in a figure.
    Nc                 C   s:   dD ]}t | |tjd|   q| |||||| dS )au  
        Defaults are given by :rc:`figure.subplot.[name]`.

        Parameters
        ----------
        left : float
            The position of the left edge of the subplots,
            as a fraction of the figure width.
        right : float
            The position of the right edge of the subplots,
            as a fraction of the figure width.
        bottom : float
            The position of the bottom edge of the subplots,
            as a fraction of the figure height.
        top : float
            The position of the top edge of the subplots,
            as a fraction of the figure height.
        wspace : float
            The width of the padding between subplots,
            as a fraction of the average Axes width.
        hspace : float
            The height of the padding between subplots,
            as a fraction of the average Axes height.
        rt   r   N)rw   r   r   r   )r   r6   r8   r7   r9   r:   r;   rP   r   r   r   r     s    zSubplotParams.__init__c                 C   s   |dur|n| j |dur|n| jkr,td|dur8|n| j|durH|n| jkrXtd|durf|| _ |durt|| _|dur|| _|dur|| _|dur|| _|dur|| _dS )zY
        Update the dimensions of the passed parameters. *None* means unchanged.
        Nzleft cannot be >= rightzbottom cannot be >= top)r6   r7   r	   r8   r9   r:   r;   )r   r6   r8   r7   r9   r:   r;   r   r   r   r     s(    zSubplotParams.update)NNNNNN)NNNNNN)r   rl   rm   rn   r   r   r   r   r   r   r     s     
  r   )rn   rf   loggingnumbersr   numpyr=   Z
matplotlibr   r   r   r   Zmatplotlib.transformsr   	getLoggerr   _logr   rI   r   rX   r   r   r   r   r   <module>   s"   
   < S