o
    i3                     @   sb   d dl Zd dlZd dlmZmZmZ d dlmZ	 d dl
m  mZ G dd dZG dd dZdS )    N)	DataFrameIndexSeriesc                   @   s   e Zd Zejeegddd Zej	de
ed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d Zdd Zej	ddg d fd!d"gd#d$ Zd%d& Zd'd( Zd)S )*
TestSample)paramsc                 C   s6   |j }|tu rtjd}ntjdd}||d dS )N
   )dtype)paramr   nprandomrandn)selfrequestklassarr r   a/var/www/edux/Edux_v2/venv/lib/python3.10/site-packages/pandas/tests/frame/methods/test_sample.pyobj   s
   zTestSample.objtestr   c              	   C   sB  t jdd}t|jd|d|jd|d t|jd|d|jd|d t|jdt j|d|jdt j|d t|jdt j|d|jdt j|d t|jddt j|d	|jddt j|d	 g g }}tdD ]}t j| |	|jdd
 |	|jdd qztj|  tj|  d S )Nr   d      nrandom_stategffffff?)fracr      T)r   replacer   r   r   )
r
   r   randinttmassert_equalsampleRandomStaterangeseedappend)r   r   r   r%   os1os2_r   r   r   test_sample   s6   

zTestSample.test_samplec                 C   sL   t |jdddksJ t |jdddksJ t |jdddks$J d S )Nr   r   g(\?r      g
ףp=
?)lenr"   r   r   r   r   r   test_sample_lengths?   s   zTestSample.test_sample_lengthsc                 C   sD   d}t jt|d |jdd W d    d S 1 sw   Y  d S )Nzdrandom_state must be an integer, array-like, a BitGenerator, Generator, a numpy RandomState, or Nonematcha_string)r   pytestraises
ValueErrorr"   r   r   msgr   r   r    test_sample_invalid_random_stateE   s
   "z+TestSample.test_sample_invalid_random_statec                 C   sF   d}t jt|d |jddd W d    d S 1 sw   Y  d S )Nz0Please enter a value for `frac` OR `n`, not bothr/   r+   g333333?)r   r   r2   r6   r   r   r   "test_sample_wont_accept_n_and_fracN   s   "z-TestSample.test_sample_wont_accept_n_and_fracc                 C   sz   t jtdd |jdd W d    n1 sw   Y  t jtdd |jdd W d    d S 1 s6w   Y  d S )Nz<A negative number of rows requested. Please provide `n` >= 0r/   r   z?A negative number of rows requested. Please provide `frac` >= 0g333333ӿr   r2   r-   r   r   r   $test_sample_requires_positive_n_fracT   s   "z/TestSample.test_sample_requires_positive_n_fracc                 C   s@   t jtdd |jdd W d    d S 1 sw   Y  d S )Nz$Only integers accepted as `n` valuesr/   g	@r   r2   r-   r   r   r   test_sample_requires_integer_n`   s   "z)TestSample.test_sample_requires_integer_nc                 C   s   d}t jt|d |jdddgd W d    n1 sw   Y  t jt|d dgd }|jd|d W d    n1 s@w   Y  t jtd	d tg d
}|jd|d W d    d S 1 sew   Y  d S )N5Weights and axis to be sampled must be of same lengthr/   r+   r      r   weights      ?   z%Fewer non-zero entries in p than size)r   r   g?r   )r3   r4   r5   r"   r   )r   r   r7   bad_weightsbad_weight_seriesr   r   r   "test_sample_invalid_weight_lengthse   s   
"z-TestSample.test_sample_invalid_weight_lengthsc                 C   sP   dgd }d}t jt|d |jd|d W d    d S 1 s!w   Y  d S )Ngr   z.weight vector many not include negative valuesr/   r+   r?   r2   )r   r   rC   r7   r   r   r   test_sample_negative_weightss   s
   
"z'TestSample.test_sample_negative_weightsc                 C   s   dgd }t j|d< d}tjt|d |jd|d W d    n1 s%w   Y  dgd }t j |d< tjt|d |jd|d W d    d S 1 sOw   Y  d S )Ng?r   r   z*weight vector may not include `inf` valuesr/   r+   r?   )r
   infr3   r4   r5   r"   )r   r   weights_with_infr7   weights_with_ninfr   r   r   test_sample_inf_weightsz   s   


"z"TestSample.test_sample_inf_weightsc                 C   sL   dgd }t jtdd |jd|d W d    d S 1 sw   Y  d S )Nr   r   $Invalid weights: weights sum to zeror/   r+   r?   r2   )r   r   zero_weightsr   r   r   test_sample_zero_weights   s   
"z#TestSample.test_sample_zero_weightsc                 C   sN   t jgd }tjtdd |jd|d W d    d S 1 s w   Y  d S )Nr   rK   r/   r+   r?   )r
   nanr3   r4   r5   r"   )r   r   nan_weightsr   r   r   test_sample_missing_weights   s   "z&TestSample.test_sample_missing_weightsc                 C   s8   d gd }d|d< t |jdd|d|jdd  d S )Nr   rA      r>   r   r   axisr@      )r    r!   r"   iloc)r   r   weights_with_Noner   r   r   test_sample_none_weights   s
   
z#TestSample.test_sample_none_weightszfunc_str,argznp.array)r   r+   r>   r   )znp.random.MT19937r+   )znp.random.PCG64rB   c                 C   sh   t tddtddd}t||}|jdt||d}|jdtt||d}t|| d S )Nr         col1col2r+   r   )	r   r$   r    get_objr"   evalcomr   r!   )r   func_strargframe_or_seriesr   resultexpectedr   r   r   test_sample_random_state   s
   
z#TestSample.test_sample_random_statec                 C   s   |t d}t j }|jd|d}|jd|d}|jj|jjk r&J |jdt jdd}|jdt jdd}t	|| d S )Nr   2   r   rB   )
r
   aranger   default_rngr"   indexvaluesallr    r!   )r   rb   r   rngresult1result2r   r   r   test_sample_generator   s   
z TestSample.test_sample_generatorc                 C   sb   t dtdi}t||}d}tjt|d |jddd W d    d S 1 s*w   Y  d S )NAabczJReplace has to be set to `True` when upsampling the population `frac` > 1.r/   r   F)r   r   )r   listr    r]   r3   r4   r5   r"   )r   rb   r   r7   r   r   r   *test_sample_upsampling_without_replacement   s   "z5TestSample.test_sample_upsampling_without_replacementN)__name__
__module____qualname__r3   fixturer   r   r   markparametrizerr   r$   r*   r.   r8   r9   r;   r<   rE   rF   rJ   rM   rP   rW   re   ro   rs   r   r   r   r   r      s4    

'	

r   c                   @   s<   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd ZdS )TestSampleDataFramec           	      C   s&  dgd }d|d< t tddtdddgd |d}|jdd	d
}t||jdd  ttd}d}tjt	|d |jddd
 W d    n1 sNw   Y  d}tjt	|d |jdddd W d    n1 sow   Y  tjt
dd |jddd
 W d    n1 sw   Y  dgd }d|d< t|jd|d
|jd d  t tddgd d}ddg}t|jdd|d|dg  t|jdd|d|dg  dgd }d|d< t|jdd|d|jdd  t|jdd|d|jdd  d}tjt	|d |jddd W d    n	1 s w   Y  d}tjt	|d |jddd W d    n	1 sAw   Y  ttd}tjt	d d |jddd W d    n	1 sfw   Y  d!}tjt	|d |jdddgd d W d    d S 1 sw   Y  d S )"Nr   r   r>   rQ   rX   rY   a)r[   r\   	colStringeasyweightsr}   r?   rT   z@Strings cannot be passed as weights when sampling from a Series.r/   r+   weight_columnzLStrings can only be passed to weights when sampling from rows on a DataFrame)r   r@   rS   z-'String passed to weights not a valid column'not_a_real_column_namerA   rZ   rR   r\   columnsrowsri   z)No axis named 2 for object type DataFramer   )r   rS   z2No axis named not_a_name for object type DataFrame
not_a_namez&No axis named 1 for object type Seriesr=   )r   r$   r"   r    assert_frame_equalrU   r   r3   r4   r5   KeyError)	r   easy_weight_listdfsample1serr7   weights_less_than_1second_column_weightweightr   r   r   r*      sv   

 
"$zTestSampleDataFrame.test_samplec                 C   s|   dgd }d|d< t tddtdddgd d	}|jdd|d
}t||dg  t|jddd|jdddd d S )Nr   r+   r>   r   r   rX   rY   r{   r[   r\   r|   rR   r|   *   r   )r   rS   r   )r   r$   r"   r    r   )r   r   r   r   r   r   r   test_sample_axis1%  s   
z%TestSampleDataFrame.test_sample_axis1c                 C   s
  t g dg ddg dd}tg dg dd}t|jdg |jd	|d
 tg dg dd}t|jdg |jd	|d
 tddgddgd}t|jdg |jd	|d
 td	dgd	dgd}tjtdd |jd	|d
 W d    d S 1 s~w   Y  d S )N)rQ   rT      r{   bcrZ   )	   rQ   r+   )ri   )r>   r   r   )r+   rQ   r   r+   r>   r@   )gMbP?r   i'  )r+   rQ   r   g{Gz?r   rQ   r   rK   r/   )	r   r   r    r   locr"   r3   r4   r5   )r   r   r   ser2ser3ser4r   r   r   %test_sample_aligns_weights_with_frame5  s   "z9TestSampleDataFrame.test_sample_aligns_weights_with_framec                 C   s\   t tjddg dd}|d}td  d|d< W d    d S 1 s'w   Y  d S )Nr   r+   r   )r   r>   d)r   r
   r   r   r"   r    assert_produces_warning)r   r   df2r   r   r   test_sample_is_copyK  s
   

"z'TestSampleDataFrame.test_sample_is_copyc                 C   s   t t jdt jg}| }tg d}|j|d t|| tg ddt jt jgd}|d  }|jdddd	 |d }t	|| d S )
Nr>   )r>   r   r+   r   )r>   r>   r>   )rj   r@   r@   g      ?T)r   r   r@   )
r
   arrayrN   copyr   r"   r    assert_numpy_array_equalr   assert_series_equal)r   rc   rd   r   r   r   r   r   #test_sample_does_not_modify_weightsT  s   z7TestSampleDataFrame.test_sample_does_not_modify_weightsc                 C   sR   t tddtdddgd d}|jddd}ttd}tj|j|dd	 d S )
Nr   rX   rY   r{   r   r+   T)ignore_index)exact)r   r$   r"   r   r    assert_index_equalri   )r   r   rc   expected_indexr   r   r   test_sample_ignore_indexf  s   z,TestSampleDataFrame.test_sample_ignore_indexN)	rt   ru   rv   r*   r   r   r   r   r   r   r   r   r   rz      s    U	rz   )numpyr
   r3   pandasr   r   r   pandas._testing_testingr    pandas.core.commoncorecommonr_   r   rz   r   r   r   r   <module>   s     @