o
    gJb                     @  s,  d Z ddlmZ ddlmZmZ ddlmZmZ ddl	Z
ddlmZ ddlmZ d-ddZG dd deZG dd deZG dd deZG dd deZG dd deZG dd deZG dd deZG dd deZG dd deZG d d! d!Zd.d%d&Zd/d*d+Zed,krddlZe  dS dS )0z-
Module for formatting output data in Latex.
    )annotations)ABCabstractmethod)IteratorSequenceN)ABCMultiIndex)DataFrameFormattercaptionstr | tuple[str, str] | Nonereturntuple[str, str]c              
   C  sh   | r,t | tr| }d}||fS z	| \}}W ||fS  ty+ } zd}t||d}~ww d}d}||fS )a  Extract full and short captions from caption string/tuple.

    Parameters
    ----------
    caption : str or tuple, optional
        Either table caption string or tuple (full_caption, short_caption).
        If string is provided, then it is treated as table full caption,
        while short_caption is considered an empty string.

    Returns
    -------
    full_caption, short_caption : tuple
        Tuple of full_caption, short_caption strings.
     z9caption must be either a string or a tuple of two stringsN)
isinstancestr
ValueError)r	   full_captionshort_captionerrmsg r   U/home/ubuntu/cloudmapper/venv/lib/python3.10/site-packages/pandas/io/formats/latex.py_split_into_full_short_caption   s    



r   c                   @  s   e Zd ZdZ			d-d.ddZd/ddZed0ddZed0ddZed0ddZ	ed0ddZ
d1ddZedd Zd2d#d$Zd3d%d&Zd4d(d)Zd5d+d,ZdS )6RowStringConverterav  Converter for dataframe rows into LaTeX strings.

    Parameters
    ----------
    formatter : `DataFrameFormatter`
        Instance of `DataFrameFormatter`.
    multicolumn: bool, optional
        Whether to use \multicolumn macro.
    multicolumn_format: str, optional
        Multicolumn format.
    multirow: bool, optional
        Whether to use \multirow macro.

    FN	formatterr   multicolumnboolmulticolumn_format
str | Nonemultirowc                 C  sF   || _ | j j| _|| _|| _|| _g | _|  | _tt	| j | _
d S N)fmtframer   r   r   clinebuf_get_strcolsstrcolslistzipstrrows)selfr   r   r   r   r   r   r   __init__G   s   

zRowStringConverter.__init__row_numintr   r   c           	      C  s   | j | }|| jk o| jjo| j}|| jko!| jjo!| jo!| jdk}|o,|t	| j d k }| 
|}|r9| |}|rA| ||}g }|d| |d |r`| |t	| j}|| d|S )z%Get string representation of the row.   z & z \\r   )r'   column_levelsr    headerr   header_levelsindexr   index_levelslen_preprocess_row_format_multicolumn_format_multirowappendjoin_compose_cliner$   )	r(   r*   rowis_multicolis_multirowis_cline_maybe_requiredcrowlstcliner   r   r   
get_strrowW   s.   






zRowStringConverter.get_strrowc                 C  s   | j jr| jS dS )zNumber of rows in header.r   )r    r.   r/   r(   r   r   r   _header_row_numw   s   z"RowStringConverter._header_row_numc                 C  
   | j jjS )z"Integer number of levels in index.)r!   r0   nlevelsrA   r   r   r   r1   |   s   
zRowStringConverter.index_levelsc                 C  rC   r   )r!   columnsrD   rA   r   r   r   r-      s   
z RowStringConverter.column_levelsc                 C  s"   | j }| jjr| jjr|d7 }|S )Nr,   )r-   r    has_index_namesshow_index_names)r(   rD   r   r   r   r/      s   z RowStringConverter.header_levelslist[list[str]]c                   s   | j jjr| jgg}n| j  }| j jrlt| jjtrl| jjjd| j j	| j j
| j jd}dd fdd|D }| jjj  fdd|D }| jjj}t|rdd	d |D }||| jjjd
  d < ||d
d  }|S )z%String representation of the columns.F)adjoinsparsifynamesna_repc                   s:   t | D ]  r
 nq| d g fdd| dd  D  S )Nr   c                   s    g | ]}|r|nd t   qS ) r2   .0ipadr   r   
<listcomp>   s     zHRowStringConverter._get_strcols.<locals>.pad_empties.<locals>.<listcomp>r,   )reversed)xr   rR   r   pad_empties   s
   $z4RowStringConverter._get_strcols.<locals>.pad_emptiesc                 3  s    | ]} |V  qd S r   r   rO   )rW   r   r   	<genexpr>       z2RowStringConverter._get_strcols.<locals>.<genexpr>c                   s&   g | ]}d t |d  g  | qS )rM   rN   rO   )clevelsr   r   rT      s   & z3RowStringConverter._get_strcols.<locals>.<listcomp>c                 S     g | ]}|r|nd qS {}r   rO   r   r   r   rT          r,   N)r    r!   empty_empty_info_lineget_strcolsr0   r   r   formatrJ   rF   rL   rE   rD   rK   any)r(   r$   outgencnames	new_namesr   )r[   rW   r   r#      s(   

	

zRowStringConverter._get_strcolsc                 C  s&   dt | jj d| jj d| jj S )NzEmpty z

Columns: z
Index: )typer!   __name__rE   r0   rA   r   r   r   ra      s   z#RowStringConverter._empty_info_liner9   Sequence[str]	list[str]c                 C  s@   | j jr	t|}ndd |D }| j jr| j jrt|| j}|S )zPreprocess elements of the row.c                 S  r\   r]   r   rP   rV   r   r   r   rT      r_   z6RowStringConverter._preprocess_row.<locals>.<listcomp>)r    escape_escape_symbols	bold_rowsr0   _convert_to_boldr1   )r(   r9   r=   r   r   r   r3      s   
z"RowStringConverter._preprocess_rowc                   sn   |dj  dd  fdd}|j d D ]}| r+ r&|  | dqd7 q r5|  S )z
        Combine columns belonging to a group to a single multicolumn entry
        according to self.multicolumn_format

        e.g.:
        a &  &  & b & c &
        will become
        \multicolumn{3}{l}{a} & b & \multicolumn{2}{l}{c}
        Nr,   r   c                	     s@   dkr dddj d   d d S    d S )Nr,   \multicolumn{dz}{})r6   r   stripr   coltextncolrow2r(   r   r   
append_col   s   z:RowStringConverter._format_multicolumn.<locals>.append_col)r1   ru   )r(   r9   rz   cr   rv   r   r4      s   

z&RowStringConverter._format_multicolumnrQ   c                 C  s   t | jD ]C}||  rHd}| j|d d D ]}||  s%|d7 }q |dkrHd|dd||   d||< | j|| d |d g q|S )z
        Check following rows, whether row should be a multirow

        e.g.:     becomes:
        a & 0 &   \multirow{2}{*}{a} & 0 &
          & 1 &     & 1 &
        b & 0 &   \cline{1-2}
                  b & 0 &
        r,   Nz
\multirow{rs   z}{*}{rt   )ranger1   ru   r'   r"   r6   )r(   r9   rQ   jnrowrr   r   r   r5      s   

 z#RowStringConverter._format_multirowicolc                   s\   g }| j D ]#}|d  kr(|d|d dd|dd  fdd| j D | _ qd	|S )
zC
        Create clines after multirow-blocks are finished.
        r   z
\cline{r,   rs   -rt   c                   s   g | ]
}|d   kr|qS )r   r   rm   rQ   r   r   rT     s    z5RowStringConverter._compose_cline.<locals>.<listcomp>r   )r"   r6   r7   )r(   rQ   r   r>   clr   r   r   r8     s   
 
z!RowStringConverter._compose_cline)FNF)r   r   r   r   r   r   r   r   )r*   r+   r   r   )r   r+   )r   rH   r9   rk   r   rl   )r9   rl   r   rl   )r9   rl   rQ   r+   r   rl   )rQ   r+   r   r+   r   r   )rj   
__module____qualname____doc__r)   r@   propertyrB   r1   r-   r/   r#   ra   r3   r4   r5   r8   r   r   r   r   r   7   s,    
 
(




(r   c                   @  s   e Zd ZdZedddZdS )RowStringIteratorz:Iterator over rows of the header or the body of the table.r   Iterator[str]c                 C     dS )z2Iterate over LaTeX string representations of rows.Nr   rA   r   r   r   __iter__      zRowStringIterator.__iter__Nr   r   )rj   r   r   r   r   r   r   r   r   r   r     s    r   c                   @     e Zd ZdZdddZdS )RowHeaderIteratorz#Iterator for the table header rows.r   r   c                 c  s0    t t| jD ]}|| jk r| |V  qd S r   r|   r2   r'   rB   r@   r(   r*   r   r   r   r        
zRowHeaderIterator.__iter__Nr   rj   r   r   r   r   r   r   r   r   r         r   c                   @  r   )RowBodyIteratorz!Iterator for the table body rows.r   r   c                 c  s0    t t| jD ]}|| jkr| |V  qd S r   r   r   r   r   r   r   (  r   zRowBodyIterator.__iter__Nr   r   r   r   r   r   r   %  r   r   c                   @  s   e Zd ZdZ								d$d%ddZd&ddZeed&ddZeed&ddZ	eed&ddZ
eed&ddZeed&ddZeed&d d!Zeed&d"d#ZdS )'TableBuilderAbstracta  
    Abstract table builder producing string representation of LaTeX table.

    Parameters
    ----------
    formatter : `DataFrameFormatter`
        Instance of `DataFrameFormatter`.
    column_format: str, optional
        Column format, for example, 'rcl' for three columns.
    multicolumn: bool, optional
        Use multicolumn to enhance MultiIndex columns.
    multicolumn_format: str, optional
        The alignment for multicolumns, similar to column_format.
    multirow: bool, optional
        Use multirow to enhance MultiIndex rows.
    caption: str, optional
        Table caption.
    short_caption: str, optional
        Table short caption.
    label: str, optional
        LaTeX label.
    position: str, optional
        Float placement specifier, for example, 'htb'.
    NFr   r   column_formatr   r   r   r   r   r	   r   labelpositionc
           
      C  s:   || _ || _|| _|| _|| _|| _|| _|| _|	| _d S r   )	r    r   r   r   r   r	   r   r   r   )
r(   r   r   r   r   r   r	   r   r   r   r   r   r   r)   H  s   
zTableBuilderAbstract.__init__r   r   c                 C  sD   | j | j| j| j| j| j| jg}ddd |D }d}||7 }|S )z%String representation of LaTeX table.
c                 s      | ]}|r|V  qd S r   r   rP   itemr   r   r   rX   i  rY   z2TableBuilderAbstract.get_result.<locals>.<genexpr>)	env_begintop_separatorr.   middle_separatorenv_bodybottom_separatorenv_endr7   )r(   elementsresulttrailing_newliner   r   r   
get_result^  s   	zTableBuilderAbstract.get_resultc                 C  r   )zBeginning of the environment.Nr   rA   r   r   r   r   n  r   zTableBuilderAbstract.env_beginc                 C  r   )zTop level separator.Nr   rA   r   r   r   r   s  r   z"TableBuilderAbstract.top_separatorc                 C  r   )zHeader lines.Nr   rA   r   r   r   r.   x  r   zTableBuilderAbstract.headerc                 C  r   )zMiddle level separator.Nr   rA   r   r   r   r   }  r   z%TableBuilderAbstract.middle_separatorc                 C  r   )zEnvironment body.Nr   rA   r   r   r   r     r   zTableBuilderAbstract.env_bodyc                 C  r   )zBottom level separator.Nr   rA   r   r   r   r     r   z%TableBuilderAbstract.bottom_separatorc                 C  r   )zEnd of the environment.Nr   rA   r   r   r   r     r   zTableBuilderAbstract.env_end)NFNFNNNN)r   r   r   r   r   r   r   r   r   r   r	   r   r   r   r   r   r   r   r   r   )rj   r   r   r   r)   r   r   r   r   r   r.   r   r   r   r   r   r   r   r   r   .  sB    
r   c                   @  s   e Zd ZdZedddZedddZeddd	Zedd
dZdddZ	edddZ
edddZedddZdddZd ddZdS )!GenericTableBuilderz=Table builder producing string representation of LaTeX table.r   r   c                 C     | j dd}dt|S )Nr.   overr   _create_row_iteratorr7   r%   r(   iteratorr   r   r   r.        zGenericTableBuilder.headerc                 C  r   )Nz\topruler   rA   r   r   r   r        z!GenericTableBuilder.top_separatorc                 C  s   |   rdS dS )N\midruler   )_is_separator_requiredrA   r   r   r   r     s   z$GenericTableBuilder.middle_separatorc                 C  r   )Nbodyr   r   r   r   r   r   r   r     r   zGenericTableBuilder.env_bodyr   c                 C  s   t | jo| jS r   )r   r.   r   rA   r   r   r   r     s   z*GenericTableBuilder._is_separator_requiredc                 C     | j r
d| j  dS dS )z7Position macro, extracted from self.position, like [h].[]r   )r   rA   r   r   r   _position_macro     z#GenericTableBuilder._position_macroc                 C  s8   | j rdd| jrd| j dndd| j  dgS dS )zCaption macro, extracted from self.caption.

        With short caption:
            \caption[short_caption]{caption_string}.

        Without short caption:
            \caption{caption_string}.
        r   z\captionr   r   {rt   )r	   r7   r   rA   r   r   r   _caption_macro  s   
z"GenericTableBuilder._caption_macroc                 C  r   )z9Label macro, extracted from self.label, like \label{ref}.z\label{rt   r   )r   rA   r   r   r   _label_macro  r   z GenericTableBuilder._label_macror   r   c                 C  s"   |  |}|| j| j| j| jdS )a
  Create iterator over header or body of the table.

        Parameters
        ----------
        over : {'body', 'header'}
            Over what to iterate.

        Returns
        -------
        RowStringIterator
            Iterator over body or header.
        )r   r   r   r   )_select_iteratorr    r   r   r   )r(   r   iterator_kindr   r   r   r     s   
z(GenericTableBuilder._create_row_iteratortype[RowStringIterator]c                 C  s,   |dkrt S |dkrtS d| d}t|)z'Select proper iterator over table rows.r.   r   z.'over' must be either 'header' or 'body', but z was provided)r   r   r   )r(   r   r   r   r   r   r     s   z$GenericTableBuilder._select_iteratorNr   )r   r   )r   r   r   r   )r   r   r   r   )rj   r   r   r   r   r.   r   r   r   r   r   r   r   r   r   r   r   r   r   r     s&    

r   c                   @  sR   e Zd ZdZedddZdddZeddd	Zedd
dZedddZ	dS )LongTableBuilderax  Concrete table builder for longtable.

    >>> from pandas import DataFrame
    >>> from pandas.io.formats import format as fmt
    >>> df = DataFrame({"a": [1, 2], "b": ["b1", "b2"]})
    >>> formatter = fmt.DataFrameFormatter(df)
    >>> builder = LongTableBuilder(formatter, caption='a long table',
    ...                            label='tab:long', column_format='lrl')
    >>> table = builder.get_result()
    >>> print(table)
    \begin{longtable}{lrl}
    \caption{a long table}
    \label{tab:long}\\
    \toprule
    {} &  a &   b \\
    \midrule
    \endfirsthead
    \caption[]{a long table} \\
    \toprule
    {} &  a &   b \\
    \midrule
    \endhead
    \midrule
    \multicolumn{3}{r}{{Continued on next page}} \\
    \midrule
    \endfoot
    <BLANKLINE>
    \bottomrule
    \endlastfoot
    0 &  1 &  b1 \\
    1 &  2 &  b2 \\
    \end{longtable}
    <BLANKLINE>
    r   r   c                 C  s8   d| j  d| j d}||   g}ddd |D S )Nz\begin{longtable}r   rt   r   c                 s  r   r   r   r   r   r   r   rX     rY   z-LongTableBuilder.env_begin.<locals>.<genexpr>)r   r   _caption_and_labelr7   )r(   	first_rowr   r   r   r   r     s   zLongTableBuilder.env_beginc                 C  sD   | j s| jr d}| j | j g}ddd |D }||7 }|S dS )Nz\\r   c                 s  r   r   r   r   r   r   r   rX     rY   z6LongTableBuilder._caption_and_label.<locals>.<genexpr>r   )r	   r   r   r   r7   )r(   double_backslashr   caption_and_labelr   r   r   r     s   z#LongTableBuilder._caption_and_labelc                 C  sf   | j dd}dd| jrd| j dnd| j| jdddd	t|j d
ddddg}|  r1d|S dS )Nr.   r   r   z\endfirstheadz\caption[]{z} \\r   z\endheadrr   z!}{r}{{Continued on next page}} \\z	\endfoot
\bottomrulez\endlastfootr   )r   r	   r   r.   r2   r$   r   r7   )r(   r   r   r   r   r   r     s$   
z!LongTableBuilder.middle_separatorc                 C  r   )Nr   r   rA   r   r   r   r   9  r   z!LongTableBuilder.bottom_separatorc                 C  r   )Nz\end{longtable}r   rA   r   r   r   r   =  r   zLongTableBuilder.env_endNr   )
rj   r   r   r   r   r   r   r   r   r   r   r   r   r   r     s    #

r   c                   @  :   e Zd ZdZedddZedddZeddd	Zd
S )RegularTableBuildera  Concrete table builder for regular table.

    >>> from pandas import DataFrame
    >>> from pandas.io.formats import format as fmt
    >>> df = DataFrame({"a": [1, 2], "b": ["b1", "b2"]})
    >>> formatter = fmt.DataFrameFormatter(df)
    >>> builder = RegularTableBuilder(formatter, caption='caption', label='lab',
    ...                               column_format='lrc')
    >>> table = builder.get_result()
    >>> print(table)
    \begin{table}
    \centering
    \caption{caption}
    \label{lab}
    \begin{tabular}{lrc}
    \toprule
    {} &  a &   b \\
    \midrule
    0 &  1 &  b1 \\
    1 &  2 &  b2 \\
    \bottomrule
    \end{tabular}
    \end{table}
    <BLANKLINE>
    r   r   c                 C  s<   d| j  d| j | j d| j dg}ddd |D S )Nz\begin{table}z
\centering\begin{tabular}{rt   r   c                 s  r   r   r   r   r   r   r   rX   f  rY   z0RegularTableBuilder.env_begin.<locals>.<genexpr>)r   r   r   r   r7   )r(   r   r   r   r   r   ]  s   
zRegularTableBuilder.env_beginc                 C  r   Nr   r   rA   r   r   r   r   h  r   z$RegularTableBuilder.bottom_separatorc                 C  s   d ddgS )Nr   \end{tabular}z\end{table})r7   rA   r   r   r   r   l     zRegularTableBuilder.env_endNr   rj   r   r   r   r   r   r   r   r   r   r   r   r   B  s    
r   c                   @  r   )TabularBuildera  Concrete table builder for tabular environment.

    >>> from pandas import DataFrame
    >>> from pandas.io.formats import format as fmt
    >>> df = DataFrame({"a": [1, 2], "b": ["b1", "b2"]})
    >>> formatter = fmt.DataFrameFormatter(df)
    >>> builder = TabularBuilder(formatter, column_format='lrc')
    >>> table = builder.get_result()
    >>> print(table)
    \begin{tabular}{lrc}
    \toprule
    {} &  a &   b \\
    \midrule
    0 &  1 &  b1 \\
    1 &  2 &  b2 \\
    \bottomrule
    \end{tabular}
    <BLANKLINE>
    r   r   c                 C  s   d| j  dS )Nr   rt   )r   rA   r   r   r   r     r   zTabularBuilder.env_beginc                 C  r   r   r   rA   r   r   r   r     r   zTabularBuilder.bottom_separatorc                 C  r   )Nr   r   rA   r   r   r   r     r   zTabularBuilder.env_endNr   r   r   r   r   r   r   q  s    r   c                   @  s   e Zd ZdZ								d&d'ddZd(ddZed)ddZd*ddZed+ddZ	e	j
d,d!dZ	d(d"d#Zd(d$d%ZdS )-LatexFormattera  
    Used to render a DataFrame to a LaTeX tabular/longtable environment output.

    Parameters
    ----------
    formatter : `DataFrameFormatter`
    longtable : bool, default False
        Use longtable environment.
    column_format : str, default None
        The columns format as specified in `LaTeX table format
        <https://en.wikibooks.org/wiki/LaTeX/Tables>`__ e.g 'rcl' for 3 columns
    multicolumn : bool, default False
        Use \multicolumn to enhance MultiIndex columns.
    multicolumn_format : str, default 'l'
        The alignment for multicolumns, similar to `column_format`
    multirow : bool, default False
        Use \multirow to enhance MultiIndex rows.
    caption : str or tuple, optional
        Tuple (full_caption, short_caption),
        which results in \caption[short_caption]{full_caption};
        if a single string is passed, no short caption will be set.
    label : str, optional
        The LaTeX label to be placed inside ``\label{}`` in the output.
    position : str, optional
        The LaTeX positional argument for tables, to be placed after
        ``\begin{}`` in the output.

    See Also
    --------
    HTMLFormatter
    FNr   r   	longtabler   r   r   r   r   r   r	   r
   r   r   c
           
      C  sN   || _ | j j| _|| _|| _|| _|| _|| _t|\| _| _	|| _
|	| _d S r   )r    r!   r   r   r   r   r   r   r	   r   r   r   )
r(   r   r   r   r   r   r   r	   r   r   r   r   r   r)     s   

zLatexFormatter.__init__r   r   c                 C  s
   | j  S )zp
        Render a DataFrame to a LaTeX tabular, longtable, or table/tabular
        environment output.
        )builderr   rA   r   r   r   	to_string  s   
zLatexFormatter.to_stringr   c                 C  s4   |   }|| j| j| j| j| j| j| j| j| j	d	S )zVConcrete table builder.

        Returns
        -------
        TableBuilder
        )	r   r   r   r   r   r	   r   r   r   )
_select_builderr    r   r   r   r   r	   r   r   r   )r(   r   r   r   r   r     s   zLatexFormatter.buildertype[TableBuilderAbstract]c                 C  s&   | j rtS t| j| j| jgrtS tS )zSelect proper table builder.)r   r   rd   r	   r   r   r   r   rA   r   r   r   r     s
   zLatexFormatter._select_builderc                 C  s   | j S )zColumn format.)_column_formatrA   r   r   r   r     s   zLatexFormatter.column_formatinput_column_formatNonec                 C  sD   |du r|   |   | _dS t|tstdt| || _dS )zSetter for column format.Nz*column_format must be str or unicode, not )_get_index_format"_get_column_format_based_on_dtypesr   r   r   r   ri   )r(   r   r   r   r   r     s   

c                 C  s"   dd }| j jj}dt||S )zkGet column format based on data type.

        Right alignment for numbers and left - for strings.
        c                 S  s   t | jtjr	dS dS )Nr   l)
issubclassri   npnumber)dtyper   r   r   get_col_type	  s   zGLatexFormatter._get_column_format_based_on_dtypes.<locals>.get_col_typer   )r!   dtypes_valuesr7   map)r(   r   r   r   r   r   r     s   
z1LatexFormatter._get_column_format_based_on_dtypesc                 C  s   | j jrd| jjj S dS )zGet index column format.r   r   )r    r0   r!   rD   rA   r   r   r   r     s   z LatexFormatter._get_index_format)FNFNFNNN)r   r   r   r   r   r   r   r   r   r   r   r   r	   r
   r   r   r   r   r   )r   r   )r   r   )r   r   )r   r   r   r   )rj   r   r   r   r)   r   r   r   r   r   setterr   r   r   r   r   r   r     s*    #


r   r9   rk   rl   c                 C  s   dd | D S )zCarry out string replacements for special symbols.

    Parameters
    ----------
    row : list
        List of string, that may contain special symbols.

    Returns
    -------
    list
        list of strings with the special symbols replaced.
    c                 S  sp   g | ]4}|r4|d kr4| dd dd dd dd d	d
 dd dd dd dd ddnd qS )r^   \z\textbackslash _z\_%z\%$z\$#z\#r   z\{rt   z\}~z\textasciitilde ^z\textasciicircum &z\&)replacerm   r   r   r   rT   #  s"    


z#_escape_symbols.<locals>.<listcomp>r   )r9   r   r   r   ro     s   ro   r=   ilevelsr+   c                   s    fddt | D S )z%Convert elements in ``crow`` to bold.c                   s4   g | ]\}}| k r|  d vrd| dn|qS ))r   r^   z\textbf{rt   )ru   )rP   r}   rV   r   r   r   rT   8  s    "z$_convert_to_bold.<locals>.<listcomp>)	enumerate)r=   r   r   r   r   rq   6  s   
rq   __main__)r	   r
   r   r   r   )r=   rk   r   r+   r   rl   )r   
__future__r   abcr   r   typingr   r   numpyr   pandas.core.dtypes.genericr   pandas.io.formats.formatr   r   r   r   r   r   r   r   r   r   r   r   ro   rq   rj   doctesttestmodr   r   r   r   <module>   s4    
! ^		dVZ/" 

 