U
    mdS                    @   s  d dl Z d dlmZmZmZmZ d dlmZ d dlm	Z	mZm
Z
 d dl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 d dlmZ d dlZd dlZd dlmZ d dlm  mZ 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'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5 d dl6m7Z8 d dl9m:Z:m;Z;m<Z<m=Z=m>Z> dddgZ?ddddddddgZ@G dd dZAG dd dZBG dd dZCG dd dZDd d! ZEG d"d# d#ZFG d$d% d%ZGdS )&    N)OrderedDictabcdefaultdict
namedtuple)make_dataclass)datedatetime	timedelta)Iterator)ma)mrecords)IntCastingNaNError)is_integer_dtype)DatetimeTZDtypeIntervalDtypePandasDtypePeriodDtype)CategoricalCategoricalIndex	DataFrameDatetimeIndexIndexInterval
MultiIndexPeriod
RangeIndexSeries	Timedelta	Timestampcut
date_rangeisna)DatetimeArrayIntervalArrayPeriodArraySparseArrayTimedeltaArrayZfloat16Zfloat32float64uint8uint16uint32uint64Zint8Zint16int32int64c                   @   s  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	e
jdddgdd Zdd Ze
jddd dd dd dd dd dd dd dd d d d!d d"d gd#d$ Ze
jdd%d d&d gd'd( Ze
jd)g ged*ed+fg g ged,ed+fd-d. d/D ged*ed+fgd0d1 Zd2d3 Zd4d5 Zd6d7 Zd8d9 Zd:d; Zejd<d= Zejd>d? Zd@dA ZdBdC Ze
jdDdEi gdEd*dFdGdHgdIi ggdJdK ZdLdM ZdNdO Z dPdQ Z!dRdS Z"dTdU Z#e
jdVe$j%dWge&dXe$%d,dY gdZge$j%d[ge&dXe$%d\gd,dY  d, ggd]d^ Z'e
jdVe$j%d*ge$j(dXe$j%d*ge$j)dXe$j%d*ge$j*dXe$(d*ge$)d*ge$*d*ggd_d` Z+dadb Z,dcdd Z-dedf Z.dgdh Z/didj Z0dkdl Z1dmdn Z2dodp Z3e
jdqd,e$j4drdsgdtdu Z5e
jdvd,e$j4dre6dwgdxdy Z7e
jdve$j4dre6dwgdzd{ Z8d|d} Z9d~d Z:dd Z;dd Z<dd Z=dd Z>dd Z?dd Z@dd ZAdd ZBdd ZCdd ZDdd ZEdd ZFdd ZGdd ZHdd ZIdd ZJe
jddd dfdd dfdd dfdd dfgdd ZKdd ZLdd ZMe
jdeNdeOdfePd+ddeQddfeRdddeSddfgdd ZTdd ZUdd ZVdd ZWdd ZXddÄ ZYddń ZZddǄ Z[ddɄ Z\e
jddre]e^d˃ddge&e$j_fdrdrddgde$`dfdre]e^d˃ddgeae$`dΡfi drdFdGgdre$j_fdd*ie]e^d˃e]dσeae$`dΡfgddф Zbe
jddddrgdecjdfdddrgdecjefd*d,drgdecjffdddgdecjgffdd݄ Zhdd߄ Zidd Zjdd Zkdd Zldd Zmdd Zndd Zodd Zpdd Zqdd Zrdd Zse
jdeRdggdeRdigdeRdgideRdigdd Ztdd Zudd Zvdd Zwdd  Zxdd Zydd Zzdd Z{dd Z|d	d
 Z}dd Z~e
jdeegdd Ze
jdeegdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Ze
jd d/g fd/g fd!d/d/gfd!g g gfg g fg g gfd*gd,gfd*gd,ggfd*d,d"gd#dd$gfd*d,d"gd#dd$ggfgd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zd3d4 Zd5d6 Zd7d8 Ze
jd9d:d;d<d=d>d?d@gdAdB ZdCdD ZdEdF ZdGdH ZdIdJ ZdKdL ZdMdN ZdOdP ZdQdR ZdSdT ZdUdV ZdWdX ZdYdZ Zd[d\ Zd]d^ Ze
jd_e$%drdrdrdre drge$%drdre drge$d`gdrgge$d`gecjggdrge$d`ggdrgecjggecjge$d`ggecjgdrgggdadb Ze
jdcdddedfdgge
jdhddsdiddjdkdldmgdndo Ze
jdcdddedfdgge
jdhdsdiddjdkdldmgdpdq Zdrds Zdtdu Zdvdw Zdxdy Zdzd{ Ze
jd|ed*d,d"gd#dd$ggd*e$j4gd}ed*d,d"gd#dd$ggd~de$j4gded+d*d,d"gd#dd$dgge$j4d~de$j4gdedd*d,dgd#dd$dgge$j4d~de$j4gdedd*d,dgd#dd$dgge$j4d*d,d,gdgdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Ze
jdejej ej ej dd Ze
jdejej ej dd Zdd Ze
jje
jddrddgdd ZŐdd Ze
jdee]ded*e$j4e$j4e$j4geePd+d*ePd*dgeecjːddddgdd Z̐dd Z͐dd Zΐdd Zϐdd ZАdd Zѐdd ZҐdd ZӐdd Ze
jdd*d,gddge]eՐdd,dde]eՐdd,dddePd+ddggdd Z֐dÐdĄ Ze
jdddgdƐdǄ ZؐdȐdɄ Zِdʐd˄ Zڐd̐d̈́ Ze
jdd*gd,gge$%d*gd,ggfe$%d*gd,ggd*gd,ggfe$%d*gd,gge$%d*gd,ggfgdϐdЄ Zܐdѐd҄ ZݐdӐdԄ ZdrS (  TestDataFrameConstructorsc                 C   s<   t ddd}t|td}t|t}t|| d S )N         dtype)nparangereshaper   strastypetmassert_frame_equal)selfarrdfexpected r?   ]/home/sam/Atlas/atlas_env/lib/python3.8/site-packages/pandas/tests/frame/test_constructors.py,test_constructor_from_ndarray_with_str_dtypeN   s    zFTestDataFrameConstructors.test_constructor_from_ndarray_with_str_dtypec                 C   sr   t dddd}|jdd}t|}t|d d df |d d df d	}t|| |snt|jjdksnt	d S )
N
2016-01-01   
US/Pacificperiodstzr1      r      r   rI   )
r    _datar6   r   r9   r:   len_mgrblocksAssertionError)r;   using_array_managerdtiZdtar=   r>   r?   r?   r@   &test_constructor_from_2d_datetimearrayV   s    &z@TestDataFrameConstructors.test_constructor_from_2d_datetimearrayc                 C   sl   t dd}td|idgd}td|gi}t|| t|dgd}t|gdgd}t|| d S )Nz2019-11-03 01:00:00-0700zAmerica/Los_Angelesdtr   indexrI   )rS   value)r   Z
tz_convertr   r9   r:   )r;   rS   r=   r>   r?   r?   r@   )test_constructor_dict_with_tzaware_scalara   s    zCTestDataFrameConstructors.test_constructor_dict_with_tzaware_scalarc              	   C   sr   t dt jgddgg}d}tjt|d t|dd W 5 Q R X tjt|d t|d ddd	 W 5 Q R X d S )
NrI   rH   r1   9Cannot convert non-finite values \(NA or inf\) to integermatchi8r2   r   r3   name)r4   arraynanpytestraisesr   r   r   )r;   r<   msgr?   r?   r@   -test_construct_ndarray_with_nas_and_int_dtypen   s    zGTestDataFrameConstructors.test_construct_ndarray_with_nas_and_int_dtypec                 C   s0   t t t g}|d jtdks,td S )Nr   M8[ns])r   r   nowr3   r4   rO   r;   r=   r?   r?   r@   %test_construct_from_list_of_datetimesy   s    z?TestDataFrameConstructors.test_construct_from_list_of_datetimesc                 C   s\   t ddgdd}|d}ttj| dddd}|j|jksDtt|}t	|| d S )Nz2013-1-1 13:00z2013-1-2 14:00Br]   rD   objectr2   )
r   tz_localizer   r4   r^   tolistr3   rO   r9   assert_series_equal)r;   Znaiveidxr>   resultr?   r?   r@   +test_constructor_from_tzaware_datetimeindex}   s    
zETestDataFrameConstructors.test_constructor_from_tzaware_datetimeindexc              	   C   s^   t dd}t j|gtd}|tkr0|dd}d}tjt|d ||dd W 5 Q R X d S )NNaTnsr2   rI   z=Invalid type for timedelta scalar: <class 'numpy.datetime64'>rY   m8[ns])	r4   
datetime64r^   rj   r   r6   r`   ra   	TypeError)r;   frame_or_seriesZnatr<   rb   r?   r?   r@   ,test_array_of_dt64_nat_with_td64dtype_raises   s    zFTestDataFrameConstructors.test_array_of_dt64_nat_with_td64dtype_raiseskindmMc                 C   s|  |dkrd}t }nd}t}tjddd|dd}|tkrN|d d d	f }||td}|jj	d	 j
tksptt|jj	d	  d	 |st|||td}|jj	d	 j
tkstt|jj	d	  d	 |st|||ttd}|jj	d	 j
tkstt|jj	d	  d	 |st|tkrxd
d |D }||td}|jj	d	 j
tksXtt|jj	d	  d	 |sxtd S )Nrz   rd   rs   rC   r[   r2   r1   rH   r   c                 S   s   g | ]}t |qS r?   r   .0xr?   r?   r@   
<listcomp>   s     zXTestDataFrameConstructors.test_datetimelike_values_with_object_dtype.<locals>.<listcomp>)r   r   r4   r5   viewr6   r   rj   rM   arraysr3   rO   
isinstanceravelr   r   )r;   rx   rv   r3   Zscalar_typer<   objZsersr?   r?   r@   *test_datetimelike_values_with_object_dtype   s,     
zDTestDataFrameConstructors.test_datetimelike_values_with_object_dtypec                 C   st   t tddd}t tddd}t|dgd}tg dgd}t|| t|dgd}tg dgd}t|| d S )N   rI   ri   r   columns)r   ranger   r9   r:   )r;   r~   yro   r>   r?   r?   r@   )test_series_with_name_not_matching_column   s    zCTestDataFrameConstructors.test_series_with_name_not_matching_columnconstructorc                   C   s   t  S Nr   r?   r?   r?   r@   <lambda>       z"TestDataFrameConstructors.<lambda>c                   C   s   t d S r   r   r?   r?   r?   r@   r      r   c                   C   s   t dS Nr?   r   r?   r?   r?   r@   r      r   c                   C   s   t g S r   r   r?   r?   r?   r@   r      r   c                   C   s   t dd dD S )Nc                 s   s   | ]
}|V  qd S r   r?   r}   _r?   r?   r@   	<genexpr>   s     5TestDataFrameConstructors.<lambda>.<locals>.<genexpr>r?   r   r?   r?   r?   r@   r      r   c                   C   s   t tdS Nr   r   r   r?   r?   r?   r@   r      r   c                   C   s
   t d dS Ndatar   r?   r?   r?   r@   r      r   c                   C   s
   t ddS )Nr?   r   r   r?   r?   r?   r@   r      r   c                   C   s
   t g dS r   r   r?   r?   r?   r@   r      r   c                   C   s   t dd dD dS )Nc                 s   s   | ]
}|V  qd S r   r?   r   r?   r?   r@   r      s     r   r?   r   r   r?   r?   r?   r@   r      r   c                   C   s   t tddS )Nr   r   r   r?   r?   r?   r@   r      r   c                 C   s@   t  }| }t|jdkstt|jdks0tt|| d S r   )r   rL   rU   rO   r   r9   r:   r;   r   r>   ro   r?   r?   r@   test_empty_constructor   s
    z0TestDataFrameConstructors.test_empty_constructorc                   C   s   t i S r   r   r?   r?   r?   r@   r      r   c                   C   s
   t i dS r   r   r?   r?   r?   r@   r      r   c                 C   sR   t tdtdd}| }t|jdks,tt|jdks>ttj||dd d S )Nr   rU   r   T)Zcheck_index_type)r   r   rL   rU   rO   r   r9   r:   r   r?   r?   r@   #test_empty_constructor_object_index   s
    z=TestDataFrameConstructors.test_empty_constructor_object_indexz)emptylike,expected_index,expected_columnsrI   r   rH   c                 c   s   | ]
}|V  qd S r   r?   r   r?   r?   r@   r      s     z#TestDataFrameConstructors.<genexpr>r?   c                 C   s$   t ||d}t |}t|| d S )Nr   r   r9   r:   )r;   Z	emptylikeZexpected_indexZexpected_columnsr>   ro   r?   r?   r@   test_emptylike_constructor   s    	z4TestDataFrameConstructors.test_emptylike_constructorc                 C   s8   t  \}}t||d}t|}|d jtjks4td S )NrT   foo)r9   ZgetMixedTypeDictr   r3   r4   object_rO   )r;   Zfloat_string_framerU   r   Zindexed_frameZunindexed_framer?   r?   r@   test_constructor_mixed   s    z0TestDataFrameConstructors.test_constructor_mixedc              	   C   s   d}t jt|d tddddgitjd W 5 Q R X ttd}td |d< d	}t jt|d td|d
< W 5 Q R X td |d< d S )Nz!could not convert string to floatrY   abcr2   )r0   rH   r   z5Expected a 1D array, got an array with shape \(4, 2\)testZfoo2)r`   ra   
ValueErrorr   r4   r'   onesrl   )r;   rb   r=   r?   r?   r@   test_constructor_cast_failure   s    "z7TestDataFrameConstructors.test_constructor_cast_failurec                 C   sD   t dgdgdgd}t |tdd}d|d< |d d	 dks@td S )
N      ?       @      @)col1col2col3T)r3   copyg      i@r   r   )r   floatrO   )r;   Zorig_dfZnew_dfr?   r?   r@   test_constructor_dtype_copy  s    z5TestDataFrameConstructors.test_constructor_dtype_copyc                 C   sd   t ddgg}t ||d jd}|rBd|jd< |jd dks`tnd|d d< |jd dks`td S )NrI   rH   r   r2   c   r   r   )r   r3   ilocvaluesrO   )r;   using_copy_on_writer=   should_be_viewr?   r?   r@   ,test_constructor_dtype_nocast_view_dataframe  s    
zFTestDataFrameConstructors.test_constructor_dtype_nocast_view_dataframec                 C   s   t ddgddggdd}|sT|sTt |j|d jd}d|d d< |jd	 dks|tn(t |j|d jd}|jjd jjs|td S )
NrI   rH   r1   r0   r-   r2   r   a   r   )r   r   r3   rO   rM   r   flagsc_contiguous)r;   rP   r   r=   r   df2r?   r?   r@   +test_constructor_dtype_nocast_view_2d_array&  s    zETestDataFrameConstructors.test_constructor_dtype_nocast_view_2d_arrayc                 C   s4   t jddgdd}t|dd}t |j|s0td S )Nr   r   rj   r2   Fr   r4   r^   r   shares_memoryr   rO   r;   r<   r=   r?   r?   r@   "test_1d_object_array_does_not_copy4  s    z<TestDataFrameConstructors.test_1d_object_array_does_not_copyc                 C   s<   t jddgddggdd}t|dd}t |j|s8td S )	Nr   r   r   drj   r2   Fr   r   r   r?   r?   r@   "test_2d_object_array_does_not_copy;  s    z<TestDataFrameConstructors.test_2d_object_array_does_not_copyc                 C   s@   t ddgd dggtd}|jd d ks*t|jd dks<td S )NrI   2r   r2   rI   r   rJ   )r   rj   locrO   rf   r?   r?   r@    test_constructor_dtype_list_dataB  s    z:TestDataFrameConstructors.test_constructor_dtype_list_datac              	   C   s   t  }td}tjtdd t |g W 5 Q R X tjtdd t |g W 5 Q R X t dddgi}tjtdd t ||g W 5 Q R X d S )Nr   zshape=\(1, 0, 0\)rY   ArI   rH   zshape=\(2, 2, 1\))r   r4   emptyr`   ra   r   )r;   r   r   r?   r?   r@   "test_constructor_list_of_2d_raisesG  s    
z<TestDataFrameConstructors.test_constructor_list_of_2d_raisesztyp, adr   r   barr   rh   Cintc                 C   s   |dkrt }dd |D }n|dkr6t}dd |D }t||D ]\}}|j|ks@tq@|tt|| t|}tt  }|D ]}||kr|j| |kstqd S )Nr   c                 S   s"   g | ]}t jt jd |dqS )
   r2   )r4   r^   randomrandr}   r   r?   r?   r@   r   c  s     zKTestDataFrameConstructors.test_constructor_mixed_dtypes.<locals>.<listcomp>r   c                 S   s&   g | ]}t jt jjd d d|dqS )r   )sizer2   )r4   r^   r   randintr   r?   r?   r@   r   f  s     )	MIXED_INT_DTYPESMIXED_FLOAT_DTYPESzipr3   rO   updatedictr   dtypes)r;   typadr   r   r   r   r=   r?   r?   r@   test_constructor_mixed_dtypesU  s    z7TestDataFrameConstructors.test_constructor_mixed_dtypesc                 C   s^   t jdt j}t jdt j}t||d}|j|jjksHt	|j|j
jksZt	d S )Nr   r   r   )r4   r   r   r8   Z	complex64
complex128r   r3   r   rO   r   r;   r   r   r=   r?   r?   r@   test_constructor_complex_dtypesr  s
    z9TestDataFrameConstructors.test_constructor_complex_dtypesc                 C   sx   t ddd gi|d}| }t dddgi}t|| |jd d ksJtt ddtjgi|d}t|jd sttd S )Nr   r~   r2   FTr   )	r   r!   r9   r:   r   rO   r4   r_   isnan)r;   string_dtyper=   ro   r>   r?   r?   r@   $test_constructor_dtype_str_na_values{  s    z>TestDataFrameConstructors.test_constructor_dtype_str_na_valuesc           	      C   s   |j dd}t|jjd d d |j_|j}t|}t|jt	|jj t||d}t|jt	|jj t|j| t
t|d d d }t||ddgd}t||djddgd}t|| d S )NFrT   r   rh   r   r   )Z
to_recordslistr3   namesrU   r   r9   assert_index_equalr   r   r4   r5   rL   reindexr:   )	r;   float_frameZrecrU   r=   r   rngdf3r>   r?   r?   r@   test_constructor_rec  s    z.TestDataFrameConstructors.test_constructor_recc                 C   s8   t tjdtdtjdtdd}|jjtjks4td S )Nr   r2   rJ   )	r   r4   r   boolzerosr   r3   bool_rO   rf   r?   r?   r@   test_constructor_bool  s    "z/TestDataFrameConstructors.test_constructor_boolc                 C   s   t jdd tddD t jd}td|i}|d jt jks@tddd	d
dg}ddg}t jt|f|d}||d d < t|}|d jt jkstd S )Nc                 S   s   g | ]}d | qS )            r?   r}   ir?   r?   r@   r     s     zMTestDataFrameConstructors.test_constructor_overflow_int64.<locals>.<listcomp>rI   r   r2   r   )l   Y2<   )l   FJLW]L*    )l   M:M^ -   )l   8Ma i  )l   r*R3_PvN r   )uidu8)Zscorer   r   )	r4   r^   r   r+   r   r3   rO   r   rL   )r;   r   ro   Zdata_scoresr3   r   Z	df_crawlsr?   r?   r@   test_constructor_overflow_int64  s     z9TestDataFrameConstructors.test_constructor_overflow_int64r   r   r2   A   l           l        l        c                 C   s:   |d }t |}|d jtks"t|d d |ks6td S r   )r   r3   rj   rO   r;   r   rV   ro   r?   r?   r@   test_constructor_int_overflow  s    z7TestDataFrameConstructors.test_constructor_int_overflowc                 C   s<   |d }t |}|d j|jks$t|d d |ks8td S r   r   r3   rO   r   r?   r?   r@   test_constructor_numpy_uints  s    z6TestDataFrameConstructors.test_constructor_numpy_uintsc                 C   sX   d}t t|}t| dd |D }ttt|dgg| }|t |jksTtd S )Nd   c                 S   s   g | ]}d |dqS )r   r   r?   r   r?   r?   r@   r     s     zJTestDataFrameConstructors.test_constructor_ordereddict.<locals>.<listcomp>r   )	r   r   r   shuffler   r   r   r   rO   )r;   Znitemsnumsr>   r=   r?   r?   r@   test_constructor_ordereddict  s    
z6TestDataFrameConstructors.test_constructor_ordereddictc              	   C   s2  t jdd}t jdddd  }t||d}t|dks>tt|dksNtt |d |d tt	tj
gd |jg|jdd}t ||d  t||ddd	d
gd}t|t|kstd|kstt|d	  sttt dkstd}tjt|d  tddddddgd W 5 Q R X d S )N   Znperr   r   r      r   r   rU   r]   r   Zcol4r   r   <Mixing dicts with non-Series may lead to ambiguous ordering.rY   r   r   r   r   r   rh   )r9   makeTimeSeriesr   rL   rO   rm   renamer   r4   Zconcatenater_   r   rU   r!   allr`   ra   r   )r;   datetime_seriesdatetime_series_shortframeexprb   r?   r?   r@   test_constructor_dict  s.    z/TestDataFrameConstructors.test_constructor_dictc                 C   s,   t ddddi}t|jtddg d S )Nr   rI   rH   1r   r  r   )r   r9   r   rU   r   r;   r  r?   r?   r@   test_constructor_dict_length1  s    z7TestDataFrameConstructors.test_constructor_dict_length1c                 C   s,   t dddg}ti |d}|j|ks(td S )Nr   rI   rH   rT   )r   r   rU   rO   r;   rn   r  r?   r?   r@    test_constructor_dict_with_index  s    z:TestDataFrameConstructors.test_constructor_dict_with_indexc                 C   sN   t dddg}ti ||d}|j|ks*t|j|ks8tt|jdksJtd S )Nr   rI   rH   r   r1   )r   r   rU   rO   r   rL   _seriesr  r?   r?   r@   ,test_constructor_dict_with_index_and_columns  s
    zFTestDataFrameConstructors.test_constructor_dict_with_index_and_columnsc                 C   s0   t g g dddgd}tj|jtddd d S )Nr  r   rh   r   r   Texact)r   r9   r   rU   r   r  r?   r?   r@   $test_constructor_dict_of_empty_lists  s    z>TestDataFrameConstructors.test_constructor_dict_of_empty_listsc                 C   s^   t dd idgd}t dd gidgd}|ddd ks:t|ddd ksNtt|| d S )Nr   r   rT   )r   
_get_valuerO   r9   r:   )r;   Z
frame_noneZframe_none_listr?   r?   r@   test_constructor_dict_with_none  s
    z9TestDataFrameConstructors.test_constructor_dict_with_nonec              	   C   sZ   d}t jt|d tddi W 5 Q R X t jt|d tddidgd W 5 Q R X d S )N2If using all scalar values, you must pass an indexrY   r   gffffff?r   r`   ra   r   r   r;   rb   r?   r?   r@   test_constructor_dict_errors'  s
    z6TestDataFrameConstructors.test_constructor_dict_errorsscalarNDc                 C   s.   t d|idgd}t dgd}t|| d S )Nr   r   r   r   )r;   r'  ro   r>   r?   r?   r@   %test_constructor_invalid_items_unused1  s    z?TestDataFrameConstructors.test_constructor_invalid_items_unusedrV   r_   c                    s   d|dg d|gddgddgddgg fdd	t dD }t|djddd
}ttjddddd d}t|| t|djddd
}t|| t| d}t|| d S )NrI   r1   r   r   r0   rH   r   c                    s"   i | ]} | t | d qS rT   r{   r}   r   colsrn   r   r?   r@   
<dictcomp>>  s      zKTestDataFrameConstructors.test_constructor_dict_nan_key.<locals>.<dictcomp>ZaxisrC   r-   r2   r   rT   )r   r   sort_valuesr4   r5   r6   r9   r:   r;   rV   r   ro   r>   r?   r,  r@   test_constructor_dict_nan_key8  s    
  z7TestDataFrameConstructors.test_constructor_dict_nan_keyc                    s   t d|dfd|fg t d|f|dfgddgdd	gdd
gg fddtdD }t|djd|fdd}ttjddddd d}t|| t|djd|fdd}t|| t| d}t|| d S )N)            r   rH   r   r1   rI   r0   r   c                    s"   i | ]} | t | d qS r*  r{   r+  r,  r?   r@   r.  Q  s      zQTestDataFrameConstructors.test_constructor_dict_nan_tuple_key.<locals>.<dictcomp>r/  rC   r-   r2   r   rT   )	r   r   r   r0  r4   r5   r6   r9   r:   r1  r?   r,  r@   #test_constructor_dict_nan_tuple_keyK  s      z=TestDataFrameConstructors.test_constructor_dict_nan_tuple_keyc                 C   sL   t jdd}t jdd}||d}t|d}t|tdd}t || d S )Nr  r  r
  r   r   r   bar   r   )r9   r  r   r   r:   )r;   r  r  r   r  r>   r?   r?   r@   %test_constructor_dict_order_insertion^  s    

z?TestDataFrameConstructors.test_constructor_dict_order_insertionc                 C   sR   t tjddgdddgitjdgd}t ddgddggtjdgd}t|| d S )NrI   rH   r1   r   )r   r4   r_   r9   r:   r;   ro   r>   r?   r?   r@   )test_constructor_dict_nan_key_and_columnsi  s    $zCTestDataFrameConstructors.test_constructor_dict_nan_key_and_columnsc                 C   sp   dddg}t |}t||d}t|j  s6tdddg}t |}t||d}t|j  sltd S )NrH   r1   )r1   r1   r   )r   from_tuplesr   r!   r   r   r  rO   )r;   tuplesmir=   r?   r?   r@   test_constructor_multi_indexo  s    



z6TestDataFrameConstructors.test_constructor_multi_indexc                 C   s   t dggdggddgd}t ddgtddgddtdggdggdd}t|| t dggdggddggd}t ddgtddggddggdtdggdggdd}t|| d S )	NrI   rH   r   rU   r-   r2   r   )Zlevelscodesr   )r   r   r   r9   r:   r;   r=   r>   r?   r?   r@   test_constructor_2d_index|  s    z3TestDataFrameConstructors.test_constructor_2d_indexc              	   C   sV  d}t jt|d ttdtdd W 5 Q R X d}t jt|d  tddd	ddd
gd W 5 Q R X d}t jt|d. ttdddddgt	dddd W 5 Q R X t
dddgg}d}t jt|d tdgtdd|d W 5 Q R X t
dddg}d}t jt|d tdgtdd|d W 5 Q R X t jtdd" ttdddd gd!gd W 5 Q R X d"}t jt|d& ttjd#dddd gd!gd W 5 Q R X d$}t jt|d& ttjd#dddgd!d#gd W 5 Q R X d%}t jt|d  ttd&td&d'fd(d W 5 Q R X d)}t jt|d td*d+d	 W 5 Q R X d S ),N)Empty data passed with indices specified.rY   r   r   r   r  r   r   r   r   r  z:Shape of passed values is \(4, 3\), indices imply \(3, 3\)r/   )r0   r1   r   r   baz
2000-01-01r1   rF   rC  r0   r   rC   z:Shape of passed values is \(1, 3\), indices imply \(1, 4\)rU   r   r   z:Shape of passed values is \(3, 1\), indices imply \(1, 4\)Must pass 2-d inputr1   r1   r1   r   rh   r   rI   :Shape of passed values is \(2, 3\), indices imply \(1, 3\)rH   :Shape of passed values is \(2, 3\), indices imply \(2, 2\)z,2 columns passed, passed data had 10 columnsr      )r   Ztwosr#  FT)r`   ra   r   r   r4   r   r   r5   r6   r    r^   r   r   r   r   )r;   rb   r<   r?   r?   r@   test_constructor_error_msgs  sF     $
  &**$z5TestDataFrameConstructors.test_constructor_error_msgsc                 C   s|   |dd t dD |dd t dD d}t|}tdd | D }t|| || }t|}t|| d S )Nc                 s   s   | ]}|d | fV  qdS )g      $@Nr?   r|   r?   r?   r@   r     s     zKTestDataFrameConstructors.test_constructor_subclass_dict.<locals>.<genexpr>r   c                 s   s   | ]}|d | fV  qdS )g      4@Nr?   r|   r?   r?   r@   r     s     r	  c                 S   s   i | ]\}}|t | qS r?   )r   items)r}   colvalr?   r?   r@   r.    s      zLTestDataFrameConstructors.test_constructor_subclass_dict.<locals>.<dictcomp>)r   r   rR  r9   r:   )r;   Zdict_subclassr   r=   Zrefdfr?   r?   r@   test_constructor_subclass_dict  s    z8TestDataFrameConstructors.test_constructor_subclass_dictc                 C   st   i }t j|jd |jd df< | D ]&\}}tt}||  |||< q&t	|}|j
|jd}t|| d S )Nr   rh   rT   )r4   r_   r   rU   rR  r   r   r   to_dictr   r   r9   r:   )r;   r   r   kvdctr  r>   r?   r?   r@   test_constructor_defaultdict  s    
z6TestDataFrameConstructors.test_constructor_defaultdictc                 C   sL   t ddddgg}tdgdgdgdgddddd	gd
}t|j| d S )N      @r   r   r   )r   r   r   r   r   r   r   r   r   )r4   r^   r   r9   assert_numpy_array_equalr   r;   r>   r=   r?   r?   r@   test_constructor_dict_block  s    
z5TestDataFrameConstructors.test_constructor_dict_blockc                 C   s   dddddddd}t |td	}t|d
ks4t|d jtjksHt|d jtjks\tt |}t|d
kstt|d jtjkst|d jtjkstd S )NrI   rH   r  r  r   3)r  r   r_  r  r2   r1   rh   r   )r   r   rL   rO   r3   r4   r'   r   )r;   	test_datar  r?   r?   r@   test_constructor_dict_cast  s    z4TestDataFrameConstructors.test_constructor_dict_castc              	   C   s^   t ttdtdt ttdtjdd}tj	t
dd t|td W 5 Q R X d S )NrP     r  zcould not convert stringrY   r2   )r   r   r   r9   ZmakeStringIndexr4   r   randnr`   ra   r   r   r   )r;   r`  r?   r?   r@   test_constructor_dict_cast2  s
    z5TestDataFrameConstructors.test_constructor_dict_cast2c                 C   s2   ddt jdi}t|}t|d d ts.td S )NZCol1zA String)ZRow1Row2re  )r4   r_   r   r   r   rO   )r;   r   r=   r?   r?   r@   !test_constructor_dict_dont_upcast  s    z;TestDataFrameConstructors.test_constructor_dict_dont_upcastc                 C   s<   t ddgddggddgddgd}t|d d ts8td S )NrI   rH   r   r   r   )r   r   r   rO   )r;   dmr?   r?   r@   "test_constructor_dict_dont_upcast2  s    "z<TestDataFrameConstructors.test_constructor_dict_dont_upcast2c                 C   s<   ddd}t |}t dd | D }tj||dd d S )N)rI   rH   r1   )r0   r   rC   r   c                 S   s   i | ]\}}|t |qS r?   )r   )r}   rW  rX  r?   r?   r@   r.  
  s      zMTestDataFrameConstructors.test_constructor_dict_of_tuples.<locals>.<dictcomp>FZcheck_dtype)r   rR  r9   r:   r;   r   ro   r>   r?   r?   r@   test_constructor_dict_of_tuples  s    
z9TestDataFrameConstructors.test_constructor_dict_of_tuplesc                 C   sF   t dt ddd}t|}tdddgdddgd}t|| d S )	Nr1   rC   r   r   rI   rH   r0   r   r   r   r9   r:   rj  r?   r?   r@   test_constructor_dict_of_ranges  s    z9TestDataFrameConstructors.test_constructor_dict_of_rangesc                 C   sL   t tdttdd}t|}tdddgdddgd}t|| d S )Nr1   r   r   rI   rH   )iterr   reversedr   r9   r:   rj  r?   r?   r@   "test_constructor_dict_of_iterators  s    z<TestDataFrameConstructors.test_constructor_dict_of_iteratorsc                 C   s\   dd t dD dd tt dD d}t|}tdddgdddgd}t|| d S )Nc                 s   s   | ]
}|V  qd S r   r?   r   r?   r?   r@   r     s     zPTestDataFrameConstructors.test_constructor_dict_of_generators.<locals>.<genexpr>r1   r   r   rI   rH   )r   ro  r   r9   r:   rj  r?   r?   r@   #test_constructor_dict_of_generators  s    *z=TestDataFrameConstructors.test_constructor_dict_of_generatorsc                 C   s  dddddddddd	d
dd}t | }t|}tdd |D tdd |D dj}t|j|_t|| ddddd|d< |	dd|d f tdd |D t
dd |D dddj}t
|jdd|_t|}|j|j|jd}t|| d S )Nr   rI   rH   )r   r   r   jrt  r   rC   r   r0         	   ))r   r   r8  )r   r   c                 S   s   g | ]}|d  qS rI   r?   r|   r?   r?   r@   r   -  s     zNTestDataFrameConstructors.test_constructor_dict_multiindex.<locals>.<listcomp>c                 S   s   g | ]}|d  qS r   r?   r|   r?   r?   r@   r   -  s     rT   g     ^@o   )r   rr  rs  ru  zc                 S   s   g | ]}|d  qS ry  r?   r|   r?   r?   r@   r   8  s     c                 S   s   g | ]}|d  qS rz  r?   r|   r?   r?   r@   r   8  s     F)Ztupleize_colsrC  )sortedrR  r   r   r?  TrU   r9   r:   insertr   r   r   )r;   r   Z_dr=   r>   r?   r?   r@    test_constructor_dict_multiindex$  s2    


  z:TestDataFrameConstructors.test_constructor_dict_multiindexc           	   	      s   ddddg  fdd}|t j}|dd }|t}td	d d d d
d dd d d
d d dd d
d d d dd
gdd  D d}t|}t|}t|}t|| t|| t|| d S )Nz
1984-02-19z
1988-11-06z
1989-12-03z
1990-03-15c                    s    fddt D S )Nc                    s"   i | ]\}}| |d | iqS rH   r?   r}   r   sr   r?   r@   r.  D  s      ziTestDataFrameConstructors.test_constructor_dict_datetime64_index.<locals>.create_data.<locals>.<dictcomp>)	enumerater  Zdates_as_strr  r@   create_dataC  s    zUTestDataFrameConstructors.test_constructor_dict_datetime64_index.<locals>.create_datac                 S   s   t | dS )Nz%Y-%m-%d)r   strptimer~   r?   r?   r@   r   G  r   zRTestDataFrameConstructors.test_constructor_dict_datetime64_index.<locals>.<lambda>r   r   rI   rH   r1   rH   r0   rC   c                 S   s   g | ]}t |qS r?   )r   )r}   rS   r?   r?   r@   r   Q  s     zTTestDataFrameConstructors.test_constructor_dict_datetime64_index.<locals>.<listcomp>rT   )r4   rt   r   r   r9   r:   )	r;   r  Zdata_datetime64Zdata_datetimeZdata_Timestampr>   Zresult_datetime64Zresult_datetimeZresult_Timestampr?   r  r@   &test_constructor_dict_datetime64_index?  s&    

z@TestDataFrameConstructors.test_constructor_dict_datetime64_indexz
klass,namec                 C   s   t | dS Nr(  )r4   timedelta64r  r?   r?   r@   r   ^  r   r  c                 C   s
   t | dS )N)days)r	   r  r?   r?   r@   r   _  r   Zpytimedeltac                 C   s
   t | dS r  r   r  r?   r?   r@   r   `  r   zTimedelta[ns]c                 C   s   t | ddS )Nr(  r  )r   Zas_unitr  r?   r?   r@   r   a  r   zTimedelta[s]c              	      s   ddddg} fddt |D }tdd d d dd dd d dd d dd dd d d d	dgd
d |D d}t|}t|| d S )NrI   rH   r1   r0   c                    s"   i | ]\}}| |d | iqS r  r?   r  klassr?   r@   r.  h  s      zUTestDataFrameConstructors.test_constructor_dict_timedelta64_index.<locals>.<dictcomp>r   r  rC   c                 S   s   g | ]}t |d qS )r(  r  )r}   tdr?   r?   r@   r   q  s     zUTestDataFrameConstructors.test_constructor_dict_timedelta64_index.<locals>.<listcomp>rT   )r  r   r9   r:   )r;   r  r]   Z	td_as_intr   r>   ro   r?   r  r@   'test_constructor_dict_timedelta64_index[  s    
zATestDataFrameConstructors.test_constructor_dict_timedelta64_indexc                 C   s   t jdddgdd}t jdddgdd}t||d	}|d
 j|jksJt|d j|jks^tt|t |t d	}|d
 j|jkst|d j|jkstd S )Nz2012-01rq   z2012-04rz   freqz
2012-02-01z
2012-03-01r(  r   r   r   )pdZPeriodIndexr   r3   rO   r8   rj   rl   r   r?   r?   r@   test_constructor_period_dictx  s    "z6TestDataFrameConstructors.test_constructor_period_dictc                 C   sN   |\}}t d|idgd}|d j|ks,tt dgdg|d}t|| d S )Nr   r   rT   rK  )r   r3   rO   r9   r:   )r;   Zea_scalar_and_dtypeZ	ea_scalarZea_dtyper=   r>   r?   r?   r@   &test_constructor_dict_extension_scalar  s
    z@TestDataFrameConstructors.test_constructor_dict_extension_scalarz
data,dtypez2020-01r   )leftrightr-   r  z
2011-01-01
US/EasternrG   c                 C   sl   t ddgddg|d}|d j|ks(t|d j|ks:ttj|gd |d}t ||d}t|| d S )	Nr   rI   r   r   rK  rH   r2   r   )r   r3   rO   r  r^   r9   r:   )r;   r   r3   r=   r<   r>   r?   r?   r@   &test_constructor_extension_scalar_data  s    z@TestDataFrameConstructors.test_constructor_extension_scalar_datac                 C   s   t jddd}ttjdd|d}i }|jD ](}|jD ]}||||	|i |< q8q.t||d}t
|| i }|jD ](}|jD ]}||||	|i |< qqzt||dj}t
|| d S )Nz1/1/2000r   rJ  r   r   rT   )r  period_ranger   r4   r   rc  r   rU   r!  
setdefaultr9   r:   r~  )r;   r   r=   r   rS  rowro   r?   r?   r@   "test_nested_dict_frame_constructor  s    



z<TestDataFrameConstructors.test_nested_dict_frame_constructorc              	   C   sn  |dt d}t|dddgddgd}t|jdks6tt|jd	ksHtt|d
dgddd	gd}t|jd	ksttt|jdkst|tjk	rd}tj	t
|d" t|dddgddgtjd W 5 Q R X d S t|dddgddgtjd}|jjtjkstd}tj	t|d t|dddgdgd W 5 Q R X d}tj	t|d t|ddgddgd W 5 Q R X tj	tdd  t|ddddgdgd W 5 Q R X t|}tj|jttddd tj|jttd	dd t|ddgd}tj|jttd	dd t|dddgd}tj|jttddd t|d}t|jdksJtt|d}t|jdksjtd S )Nr>  r2   r   rh   r   rI   rH   rC  r1   )r1   rX   rY   r   rU   r3   rN  rO  rL  rM  Tr  rT   r   )r   r1   r   )r1   r   )r   r   rL   rU   rO   r   r4   r   r`   ra   r   r-   r   r3   r   r9   r   r   r   )r;   r   matr  rb   r?   r?   r@   _check_basic_constructor  sL    
&     $z2TestDataFrameConstructors._check_basic_constructorc                 C   s8   |  tj tddgddgdgd}t|dks4td S )Nr   r   r   rI   r   r   rH   )r  r4   r   r   rL   rO   r  r?   r?   r@   test_constructor_ndarray  s    z2TestDataFrameConstructors.test_constructor_ndarrayc                 C   s   |  tj tjdtd}d|d< d|d< t|ddd	gd
dgd}d|d d
 ksVtd|d	 d ksjttjdtd}t|ddd	gd
dgd}tt||k std S )Nr>  r2   r   r   r   rI   rH   r   rh   r   rI   rH   rC  )	r  r   
masked_allr   r   rO   r4   r  asarray)r;   r  r  r?   r?   r@   test_constructor_maskedarray  s    z6TestDataFrameConstructors.test_constructor_maskedarrayc              
   C   s  t jdtd}t|dddgddgd}t|jdks8tt|jd	ksJtt	t
||k sdtt|dddgddgtjd
}|jjtjkstt |}d|d< d|d< t|dddgddgd}d|d d kstd|d d kstt jddd}t|dddgddgd}t|jdks&tt|jd	ks:tt|j	 sNtd}tjt|dF t 2 tjdtdd t|dddgddgtjd
 W 5 Q R X W 5 Q R X t |}d|d< d|d< t|dddgddgd}d|d dd kstd|d dd kstt jdtd}t|dddgddgd}t|jdksPtt|jd	ksdtt	t
||k stt|dddgddgtd
}|jjtkstt |}d|d< d|d< t|dddgddgd}|d d dkst|d d dks
td S )Nr>  r2   r   rh   r   rI   rH   rC  r1   r  r   r  rd   z8datetime64\[ns\] values and dtype=int64 is not supportedrY   ignorezelementwise comparison failed)categorymessager[   TF)r   r  r   r   rL   rU   rO   r   r4   r  r  r'   r   r3   r   r!   r`   ra   ru   warningscatch_warningsfilterwarningsDeprecationWarningr-   r   r   rj   )r;   r  r  Zmat2rb   r?   r?   r@   %test_constructor_maskedarray_nonfloat  s\    

0

z?TestDataFrameConstructors.test_constructor_maskedarray_nonfloatc                 C   s   t jdtd }t|ddgddgd}ttjtjgtjtjgdddgddgtd	}t|| t j	dtd }t|ddgddgd}td
d
gd
d
gdddgddgtd	}t|| d S )N)rH   rH   r2   r   rh   rI   rH   rC  r  r  r   )
r   r  r   Zharden_maskr   r4   r_   r9   r:   r   )r;   Zmat_hardro   r>   r?   r?   r@   %test_constructor_maskedarray_hardenedN  s$    z?TestDataFrameConstructors.test_constructor_maskedarray_hardenedc              	   C   s\   t jjt jjdddgddgd d}|tj}tjt	dd t
|td W 5 Q R X d S )	Nr   )r   <f8)Zpricer  r2   F)maskzPass \{name: data\[name\]rY   )r4   r   r^   r   r   r   Z	mrecarrayr`   ra   ru   r   r   r;   r   r?   r?   r@   %test_constructor_maskedrecarray_dtyped  s     z?TestDataFrameConstructors.test_constructor_maskedrecarray_dtypec                 C   s   t g d}|jjdkstd S )NrT   r   )r   r   shaperO   rf   r?   r?   r@   test_constructor_corner_shapen  s    
z7TestDataFrameConstructors.test_constructor_corner_shapez%data, index, columns, dtype, expectedr   r   r   r'   r   c                 C   s"   t ||||}|jj|kstd S r   )r   r   r3   rO   )r;   r   rU   r   r3   r>   r=   r?   r?   r@   test_constructor_dtyper  s    z0TestDataFrameConstructors.test_constructor_dtypezdata,input_dtype,expected_dtypeTFbooleanr   r   ZFloat64ZInt64r   stringc                 C   s(   t d|i|d}|d j| ks$td S )Nr   r2   r  )r;   r   Zinput_dtypeZexpected_dtyper=   r?   r?   r@   0test_constructor_dtype_nullable_extension_arrays  s    zJTestDataFrameConstructors.test_constructor_dtype_nullable_extension_arraysc                 C   s   dddddd}t |tdd}|d	 jtjks6t|d
 jtjksJt|d jtjks^t|d jtjksrt|d jtj	kstd S )NrI   Tr   y              @r   )r   r   r   complexrj   r   rT   r   r   r   r  rj   )
r   r4   r5   r3   r-   rO   r   r'   r   r   )r;   r   r=   r?   r?   r@   !test_constructor_scalar_inference  s    z;TestDataFrameConstructors.test_constructor_scalar_inferencec              	   C   sh   t tjddd}t |d jdgd d}t|| tjt	dd t ddd W 5 Q R X d S )Nr   Tr   r   zmust pass an indexrY   F)
r   r4   r   rc  r   r9   r:   r`   ra   r   )r;   r=   r  r?   r?   r@   #test_constructor_arrays_and_scalars  s
    z=TestDataFrameConstructors.test_constructor_arrays_and_scalarsc                 C   s8   t |}t|| t |tjd}|jjtjks4td S Nr2   )r   r9   r:   r4   r-   r   r3   rO   )r;   r   r=   Z	df_castedr?   r?   r@   test_constructor_DataFrame  s    z4TestDataFrameConstructors.test_constructor_DataFramec                 C   s*   t t  dd}t g dd}t|| d S )Nrj   r2   r   )r;   actualr>   r?   r?   r@    test_constructor_empty_dataframe  s    z:TestDataFrameConstructors.test_constructor_empty_dataframec              	   C   s  t jd}t|dgt dd}|jjdks2tt jd}t|}|jjdksVt|jjdksfttddgt dd}|jjdksttddgd}|jjd	ksttt dd
}|jjdkstt j	ddgt
ddd}d}tjt|d t|ddgdgtd W 5 Q R X tt|j}t|| tt jdtdt jdt jddt dd
}t|jdkstt|jjt jkstd S )Nr   r   rC  rH   r   rh   )r   rH   r   )r   rH   rT   )r   r   r   r   r2   rI   z(could not convert string to float: 'foo'rY   rU   r   r3   r  )r4   r   rc  r   r5   r   ndimrO   r  r^   rj   r6   r`   ra   r   r   r  r9   r:   r   r   r'   rL   r   r3   )r;   r   r<   rg  r  rb   r?   r?   r@   test_constructor_more  s2     z/TestDataFrameConstructors.test_constructor_morec                 C   sx   t g g d}t g d}t|| t g ddgd}t i ddgd}t|| dd }t | ddgd}t|| d S )NrT   r   rh   r   c                   s   s   dE d H  d S r   r?   r?   r?   r?   r@   	empty_gen  s    zHTestDataFrameConstructors.test_constructor_empty_list.<locals>.empty_genr   )r;   r=   r>   r  r?   r?   r@   test_constructor_empty_list  s    
z5TestDataFrameConstructors.test_constructor_empty_listc                 C   s|   t ddgddggddgd}t|d s,t|d jtjks@tt dtd	i}d
d td	D }t |}t	|| d S )NrI   r   rH   r   numr7   r:  r   r   c                 S   s   g | ]}t |qS r?   r4   r^   r|   r?   r?   r@   r     s     zLTestDataFrameConstructors.test_constructor_list_of_lists.<locals>.<listcomp>)
r   r   rO   r3   r4   r   r5   r   r9   r:   )r;   r=   r>   r   ro   r?   r?   r@   test_constructor_list_of_lists  s    z8TestDataFrameConstructors.test_constructor_list_of_listsc                 C   sx   t ddg}tjd d gtd}||d< |d |d< t|}tt|}t|| |jdksbt	t
|d j| d S )NrI   rH   r2   r   )rH   rI   )r   r4   r^   rj   r   r  r9   r:   r  rO   r\  r   )r;   serr<   r=   r>   r?   r?   r@   .test_nested_pandasarray_matches_nested_ndarray  s    zHTestDataFrameConstructors.test_nested_pandasarray_matches_nested_ndarrayc                 C   sj   t dt dg}tddddgdddd	gg|d
}t|}tddddgdddd	gg|d
}t|| d S )NabcdZcdefrI   rH   r1   r0   r   rC   rv  r   )r   r   r   Zfrom_arraysr9   r:   )r;   r   ro   rA  r>   r?   r?   r@   2test_constructor_list_like_data_nested_list_column  s
     
 zLTestDataFrameConstructors.test_constructor_list_like_data_nested_list_columnc              	   C   sR   t dt dg}d}tjt|d& tddddgdd	d
dgg|d W 5 Q R X d S )Nr   cdez#3 columns passed, passed data had 4rY   rI   rH   r1   r0   r   rC   rv  r   r   r`   ra   r   r   r;   r   rb   r?   r?   r@   0test_constructor_wrong_length_nested_list_column  s    zJTestDataFrameConstructors.test_constructor_wrong_length_nested_list_columnc              	   C   sR   t dt dg}d}tjt|d& tddddgdd	d
dgg|d W 5 Q R X d S )Nr  r  zall arrays must be same lengthrY   rI   rH   r1   r0   r   rC   rv  r   r  r  r?   r?   r@   2test_constructor_unequal_length_nested_list_column  s    zLTestDataFrameConstructors.test_constructor_unequal_length_nested_list_columnr   
2021-01-01r~   c                 C   s<   t |dddgdgd}t dtdgd i}t|| d S )Nr   rI   rH   r~   r   r  r1   )r   r   r9   r:   rj  r?   r?   r@   &test_constructor_one_element_data_list  s    z@TestDataFrameConstructors.test_constructor_one_element_data_listc                 C   sj   G dd dt j}|ddg|ddgg}ddg}t||d	}tddgddgg|d	}tj||d
d d S )Nc                   @   s0   e Zd ZddddZdd ZedddZdS )	zPTestDataFrameConstructors.test_constructor_sequence_like.<locals>.DummyContainerNreturnc                 S   s
   || _ d S r   )_lst)r;   lstr?   r?   r@   __init__0  s    zYTestDataFrameConstructors.test_constructor_sequence_like.<locals>.DummyContainer.__init__c                 S   s   | j |S r   )r  __getitem__)r;   nr?   r?   r@   r  3  s    z\TestDataFrameConstructors.test_constructor_sequence_like.<locals>.DummyContainer.__getitem__c                 S   s
   | j  S r   )r  __len__)r;   r?   r?   r@   r  6  s    zXTestDataFrameConstructors.test_constructor_sequence_like.<locals>.DummyContainer.__len__)__name__
__module____qualname__r  r  r   r  r?   r?   r?   r@   DummyContainer/  s   r  rI   r   rH   r   r  r7   r   Fri  )r   Sequencer   r9   r:   )r;   r  Zlst_containersr   ro   r>   r?   r?   r@   test_constructor_sequence_like+  s    
z8TestDataFrameConstructors.test_constructor_sequence_likec                 C   s   t dtdtdi}t dttdi}tj||dd t ttdttdg}t tdtdtdtdg}tj||dd d S )Nr   r   r   Fri  )r   r^   r   r   r9   r:   r<  r?   r?   r@   test_constructor_stdlib_array?  s    $z7TestDataFrameConstructors.test_constructor_stdlib_arrayc                 C   s,   t td}t ttd}t|| d S Nr   r   r   r   r9   r:   r<  r?   r?   r@   test_constructor_rangeJ  s    z0TestDataFrameConstructors.test_constructor_rangec                 C   s@   t tdtdg}t ttdttdg}t|| d S r  r  r<  r?   r?   r@   test_constructor_list_of_rangesP  s    z9TestDataFrameConstructors.test_constructor_list_of_rangesc                 C   s<   G dd d}t dddggd }t | }t|| d S )Nc                   @   s   e Zd ZedddZdS )zATestDataFrameConstructors.test_constructor_iterable.<locals>.Iterr  c                 s   s   t dD ]}dddgV  qd S )Nr   rI   rH   r1   )r   )r;   r   r?   r?   r@   __iter__X  s    zJTestDataFrameConstructors.test_constructor_iterable.<locals>.Iter.__iter__N)r  r  r  r
   r  r?   r?   r?   r@   IterW  s   r  rI   rH   r1   r   r   )r;   r  r>   ro   r?   r?   r@   test_constructor_iterableU  s    
z3TestDataFrameConstructors.test_constructor_iterablec                 C   s0   t ttd}t ttd}t|| d S r  r   rn  r   r   r9   r:   r<  r?   r?   r@   test_constructor_iterator`  s    z3TestDataFrameConstructors.test_constructor_iteratorc                 C   sH   t ttdttdg}t ttdttdg}t|| d S r  r  r<  r?   r?   r@   "test_constructor_list_of_iteratorse  s    z<TestDataFrameConstructors.test_constructor_list_of_iteratorsc                 C   s   dd t dD }dd t dD }ttt dtt dg}t||g}t|| dd t dD }t|}tt ddd}tj||dd	 d S )
Nc                 s   s   | ]
}|V  qd S r   r?   r   r?   r?   r@   r   m  s     zGTestDataFrameConstructors.test_constructor_generator.<locals>.<genexpr>r   c                 s   s   | ]
}|V  qd S r   r?   r   r?   r?   r@   r   n  s     c                 s   s   | ]}|d gV  qdS )r   Nr?   r   r?   r?   r@   r   t  s     r   rJ   Fri  )r   r   r   r9   r:   )r;   Zgen1Zgen2r>   ro   genr?   r?   r@   test_constructor_generatorj  s    z4TestDataFrameConstructors.test_constructor_generatorc                 C   s*   t i g}t tdg d}t|| d S )NrI   r   )r   r   r9   r:   r<  r?   r?   r@   test_constructor_list_of_dictsy  s    
z8TestDataFrameConstructors.test_constructor_list_of_dictsc                 C   sf   t ddg}t ddg}t d|fd|fg}t|}ddgdd	gd
}t|ddgd}t|| d S )N)r   rI   )r   rH   )r   rH   )r   r   r   r   rI   rH   r   )r   r   r   r   )r   rU   )r   r   r9   r:   )r;   Znested1Znested2r   ro   r>   r?   r?   r@   3test_constructor_ordered_dict_nested_preserve_order~  s    zMTestDataFrameConstructors.test_constructor_ordered_dict_nested_preserve_order	dict_typec                 C   st   t ddggddgd}| }dg|d< dg|d< t |}t|| | }d|d< d|d< t |g}t|| d S )NrH   rI   r   r   r   r   )r;   r  r>   r   ro   r?   r?   r@   ,test_constructor_ordered_dict_preserve_order  s    


zFTestDataFrameConstructors.test_constructor_ordered_dict_preserve_orderc                 C   s   | }d|d< d|d< | }d|d< d|d< ddd}t ddgddggddgd}t ||g}t|| t ddgddgddggddgd}t |||g}t|| d S )NrH   r   rI   r   r8  r   r   )r;   r  Zrow_oneZrow_twoZ	row_threer>   ro   r?   r?   r@   0test_constructor_ordered_dict_conflicting_orders  s    
"zJTestDataFrameConstructors.test_constructor_ordered_dict_conflicting_ordersc                 C   s^   dd t dD }t|}tdddgdddgdddgddd	d
gdddgd}t|| d S )Nc                 S   s$   g | ]}t |d ddgt|dqS )r   r   r   r  )r   r7   r   r?   r?   r@   r     s     z[TestDataFrameConstructors.test_constructor_list_of_series_aligned_index.<locals>.<listcomp>r1   r   rI   rH   )r   r   r   r   r   r   0r  r   rC  rl  )r;   seriesro   r>   r?   r?   r@   -test_constructor_list_of_series_aligned_index  s    zGTestDataFrameConstructors.test_constructor_list_of_series_aligned_indexc                 C   sJ   G dd dt }ddd}||g}|g}t|}t|}t|| d S )Nc                   @   s   e Zd ZdS )zTTestDataFrameConstructors.test_constructor_list_of_derived_dicts.<locals>.CustomDictNr  r  r  r?   r?   r?   r@   
CustomDict  s   r        ?r1   r   )r   r   r9   r:   )r;   r  r   Zdata_customr   Zresult_customro   r?   r?   r@   &test_constructor_list_of_derived_dicts  s    

z@TestDataFrameConstructors.test_constructor_list_of_derived_dictsc              	   C   s@   t jdt jdd}tjtdd t| W 5 Q R X d S )Nr   rw  r  z%All arrays must be of the same lengthrY   )r4   r   rc  r`   ra   r   r   r  r?   r?   r@   test_constructor_ragged  s    z1TestDataFrameConstructors.test_constructor_raggedc                 C   sF   t td}tddi|d}tddddgi|d}tj||dd d S )Nr1   r   r   rT   Fri  )r   r   r   r9   r:   )r;   rn   r=   r>   r?   r?   r@   test_constructor_scalar  s    z1TestDataFrameConstructors.test_constructor_scalarc                 C   s"   t |d |jdgd}|  d S )Nr   r   )r   rU   r   )r;   r   r=   r?   r?   r@    test_constructor_Series_copy_bug  s    z:TestDataFrameConstructors.test_constructor_Series_copy_bugc              	   C   s   i }dddd|d< t ddddgddd	d
gd|d< t|}|jjsHttjtdd tddgdddd W 5 Q R X tddgt ddgddgdd}tddgddgdddgd}t	|| d S )NrI   rH   r1   )r   r   rH  r   r0   r   ZquxrH  r   rT   rh   zambiguous orderingrY   r   r   r   r  )
r   r   rU   Zis_monotonic_increasingrO   r`   ra   r   r9   r:   rj  r?   r?   r@   &test_constructor_mixed_dict_and_Series  s     ""z@TestDataFrameConstructors.test_constructor_mixed_dict_and_Seriesc                 C   s8   ddgdg}t |}t ddgddgg}t|| d S )NrI   rH   r1   r0   r1   r0   r   rj  r?   r?   r@    test_constructor_mixed_type_rows  s    z:TestDataFrameConstructors.test_constructor_mixed_type_rowsztuples,lists)r?   r?   r1   r0   rC   c                 C   s    t |}t |}t|| d S r   r   )r;   r@  listsro   r>   r?   r?   r@   test_constructor_tuple  s    z0TestDataFrameConstructors.test_constructor_tuplec                 C   s4   t dddgi}t dtddgi}t|| d S )Nr   r  r  r   r   r9   r:   r<  r?   r?   r@   test_constructor_list_of_tuples  s    z9TestDataFrameConstructors.test_constructor_list_of_tuplesc                 C   s   t dtd}|dd|ddg}tddgddgd}t|}t|| tddgddgd}t|d	d
gd}t|| d S )NZPandasabrI   r1   rH   r0   r   )r   r|  r   r|  r   )r   r   r   r9   r:   )r;   Znamed_tupler@  r>   ro   r?   r?   r@   $test_constructor_list_of_namedtuples  s    z>TestDataFrameConstructors.test_constructor_list_of_namedtuplesc                 C   sX   t ddtfdtfg}|dd|ddg}tddgddgd}t|}t|| d S )NPointr~   r   r   r1   rI   r~   r   )r   r   r   r9   r:   )r;   r
  r   r>   ro   r?   r?   r@   $test_constructor_list_of_dataclasses  s
    z>TestDataFrameConstructors.test_constructor_list_of_dataclassesc                 C   s   t ddtfdtfg}t ddtfdtfdtfg}|dd|d	ddg}tdtjgddgtjd	gtjdgd
}t|}t|| d S )Nr
  r~   r   HLinex0x1r   r1   rI   )r~   r   r  r  )r   r   r   r4   r_   r9   r:   )r;   r
  r  r   r>   ro   r?   r?   r@   7test_constructor_list_of_dataclasses_with_varying_types  s    "zQTestDataFrameConstructors.test_constructor_list_of_dataclasses_with_varying_typesc              	   C   sV   t ddtfdtfg}d}tjtt|d t|dddddg W 5 Q R X d S )	Nr
  r~   r   z0asdict() should be called on dataclass instancesrY   r   rI   r  )r   r   r`   ra   ru   reescaper   )r;   r
  rb   r?   r?   r@   1test_constructor_list_of_dataclasses_error_thrown*  s    zKTestDataFrameConstructors.test_constructor_list_of_dataclasses_error_thrownc              	   C   s~   ddddddddd	d
dddddddg}t dddgdddgdd	dgdddgd d dgd d dgd}t |}t|| d S )NrI   r0   rv  r   )FirstSecondThirdFourthr   rH   r3  rw  )r  r  r  r  rC   r1   r/   rx     r6  )r  r  r  r  YYYXXX)r  r  r  r  r  r  r   )r;   r   r>   ro   r?   r?   r@   #test_constructor_list_of_dict_order3  s    
z=TestDataFrameConstructors.test_constructor_list_of_dict_orderc              	   C   sv  t dddgdddgdd}t|}|jd	 dks4tt|j|j tj	d
}t |dd}t|}td|i}t
|| t |tddd}t|}td	|i}t
|| d}tjt|d t|ddgd W 5 Q R X t g dtd}t|}|jd	 dkstt |dd}t||gj}t||dddgd}t
|| t||gj}t||dd	dgd}t
|| d S )NrI   rH   r1   r   r   r   r~   r  r   r   ri   r6  rT   z<Shape of passed values is \(10, 1\), indices imply \(10, 2\)rY   r   r]   r3   )r~   	Unnamed 0r  r   )r   r   r   rO   r9   r   rU   r4   r   rc  r:   r   r`   ra   r   rj   r~  )r;   r   r=   r<   r  r>   rb   s1r?   r?   r@   test_constructor_Series_namedG  s4    z7TestDataFrameConstructors.test_constructor_Series_namedc                 C   s   t tddd}t tddd}tt|dgd|  tt|dgd|  t|dgdjshtt|dgdjs|td S )Nr   r   ri   rI   r   )r   r   r9   r:   r   to_framer   rO   )r;   s0r  r?   r?   r@   )test_constructor_Series_named_and_columnsm  s    zCTestDataFrameConstructors.test_constructor_Series_named_and_columnsc                 C   s   t dddgdddgdd}t dddgdddgd	}tddg}t||d	}t||}|jd
 dksjtt|| t||d	}t||}|jd
 d
kstt|j	| t|| d S )NrI   rH   r1   r   r   r   r~   r  rT   r   )
r   r   r   r   r   rO   r9   r:   r   rU   )r;   r  s2Zother_indexdf1Zexp1r   Zexp2r?   r?   r@   +test_constructor_Series_differently_indexed{  s    zETestDataFrameConstructors.test_constructor_Series_differently_indexedz#name_in1,name_in2,name_in3,name_out)rn   rn   rn   rn   )rn   rn   NN)rn   NNN)idx1idx2NN)r&  r&  r'  N)r&  r'  Zidx3N)NNNNc           
      C   s   t dddg|dt dddg|dt dddg|dg}dd t|d	d
dgD }t|}t dddddg|d}tdddtjtjgtjdddtjgtjtjdddgd|d}	t||	 d S )Nr   r   r   ri   r   ec                 S   s$   i | ]\}}|t d ddg|dqS )r   rI   rH   rT   r{   )r}   r   r   r?   r?   r@   r.    s     zJTestDataFrameConstructors.test_constructor_index_names.<locals>.<dictcomp>r~   r   r|  r   rI   rH   )r~   r   r|  rT   )r   r   r   r4   r_   r9   r:   )
r;   Zname_in1Zname_in2Zname_in3Zname_outindicesr  ro   Zexp_indr>   r?   r?   r@   test_constructor_index_names  s"    	z6TestDataFrameConstructors.test_constructor_index_namesc                 C   s\   t |jd d }t |jd d }t|j||d}t|jt| t|jt| d S )Nr   r1   r   )r   rU   r   r   rM   r9   r   r   )r;   r   rU   r   ro   r?   r?   r@   test_constructor_manager_resize  s
    z9TestDataFrameConstructors.test_constructor_manager_resizec              	   C   s   t |d t|d dddgd}t||jd d ddgf  d}tjt|d( t |d t|d d d d W 5 Q R X d S )Nr   rh   r  r   zdoes not match index lengthrY   )r   r   r9   r:   r   r`   ra   r   )r;   r   r=   rb   r?   r?   r@   %test_constructor_mix_series_nonseries  s     z?TestDataFrameConstructors.test_constructor_mix_series_nonseriesc              	   C   s>   d}t jt|d" ttjdgddggtjd W 5 Q R X d S )NrX   rY   rI   r   r2   )r`   ra   r   r   r4   r_   r-   r%  r?   r?   r@   %test_constructor_miscast_na_int_dtype  s    z?TestDataFrameConstructors.test_constructor_miscast_na_int_dtypec                 C   s^   t ddggddgd}t ddgg}ddg|_t|| t jdgddgd}t|| d S )Nrw  r   r   r   )rw  r   )r   r   r9   r:   Zfrom_records)r;   r=   ZedfZidfr?   r?   r@   "test_constructor_column_duplicates  s    
z<TestDataFrameConstructors.test_constructor_column_duplicatesc                 C   s   t ddgddgtd}t ddgddgtd}t|| t ddgddgtjd}t|| t ddgddgtjd}t|| t ddgddgdd}t|| d S )Nr   rI   r  ZU5)r   rj   r7   r9   r:   r4   Zstr_Zunicode_r]  r?   r?   r@   (test_constructor_empty_with_string_dtype  s    zBTestDataFrameConstructors.test_constructor_empty_with_string_dtypec                 C   s,   t dg|d}t dg|d}t|| d S )Nc1r   r3   r   )r;   Znullable_string_dtyper>   r=   r?   r?   r@   ,test_constructor_empty_with_string_extension  s    zFTestDataFrameConstructors.test_constructor_empty_with_string_extensionc              	   C   sX  t ddddgdddgd}t|t t|jd	|j|j t d
dddgdddgd}t|t t|jd|j|j t dddgddgd}t|t tj	ddgddggt
dddgddgd d}tjt|d t dddg W 5 Q R X tjt|d t dddgd W 5 Q R X d}tjt|d t dddgddgt W 5 Q R X d S )N        rI   rH   r1   r   r   r   r   r'   r   r-   r2   z*DataFrame constructor not properly called!rY   r   zincompatible data and dtype)r   r9   r:   r4   r   r  r8   rU   r   r^   rj   r`   ra   r   ru   r   )r;   r=   rb   r?   r?   r@   test_constructor_single_value  s6      	z7TestDataFrameConstructors.test_constructor_single_valuec                 C   s  t t jj}t t jj}t dj}t t jj}tdddtdtdddddd	t 	d
d}|j
}tt dgt |gd  t |gd  tdd}t|| tdddddd|t jd|d|t jd|dit 	d
d}|j
}tt dgt dg t dg t dg t |g ddd||gd}t|| tdddddd|t jdgd
 |d|t jdgd
 |dit 	d
d}|j
}tt dgt dg t dg t dg t |g ddd||gd}t|| d S )Nrd   rI   r   r   Z20010101  rH   r   )r   rh   r   r(  Er   rT   r-   ZABCDEr   r   r   r   r2   r'   rj   )r4   r3   int_r]   Zfloat_r   r   r   r   r5   r   r   r   r9   rm   r^   )r;   ZintnameZ	floatnameZdatetime64nameZ
objectnamer=   ro   r>   r?   r?   r@   test_constructor_with_datetimes
  s    

     





     





z9TestDataFrameConstructors.test_constructor_with_datetimesc                 C   s6   t dddd}dd |D }t|}|jdks2td S )NrI  r(  r   startr  rF   c                 S   s   g | ]}|  qS r?   to_pydatetimer}   tsr?   r?   r@   r   T  s     zNTestDataFrameConstructors.test_constructor_with_datetimes1.<locals>.<listcomp>rd   )r    r   r3   rO   )r;   ind	datetimesZ
datetime_sr?   r?   r@    test_constructor_with_datetimes1Q  s    z:TestDataFrameConstructors.test_constructor_with_datetimes1c                 C   sv   t dddd}dd |D }dd |D }t|dgd	}||d
< |j}ttdtdgdd
gd}t|| d S )NrI  r(  r   r:  c                 S   s   g | ]}|  qS r?   r<  r>  r?   r?   r@   r   [  s     zNTestDataFrameConstructors.test_constructor_with_datetimes2.<locals>.<listcomp>c                 S   s   g | ]}|  qS r?   )r   r>  r?   r?   r@   r   \  s     rA  r   datesdatetime64[ns]rj   rT   )r    r   r   r   r4   r3   r9   rm   )r;   r@  rA  rC  r=   ro   r>   r?   r?   r@    test_constructor_with_datetimes2X  s    z:TestDataFrameConstructors.test_constructor_with_datetimes2c                 C   s   t d}|tddd}td|idgd}|jd |ks@tt|j	t
ddi td|ig}|jd |ksvtt|j	t
ddi d S )	Nr    rI   zEnd Dater   rT   r   datetime64[ns, US/Eastern])pytztimezoneZlocalizer   r   iatrO   r9   rm   r   r   )r;   rG   rS   r=   r?   r?   r@    test_constructor_with_datetimes3f  s    
 
 
z:TestDataFrameConstructors.test_constructor_with_datetimes3c                 C   s   t ddd}td|i}|jd jd ks,tt dddd}td|i}t|jd jdks^tt dddd}td|i}t|jd jdkstd S )	N20130101r1   rJ  rV   r   UTCrE   r  )r    r   rJ  rG   rO   r7   )r;   drr=   r?   r?   r@    test_constructor_with_datetimes4x  s    z:TestDataFrameConstructors.test_constructor_with_datetimes4c                 C   s^   t ddddd}td| jddi}t }||d< t|| td|i}t|| d S )	N1/1/2011r   10sr  rF   r  rG   r   TZdropr    r   Z	to_seriesZreset_indexr9   r:   )r;   r   r>   r=   r?   r?   r@    test_constructor_with_datetimes5  s    z:TestDataFrameConstructors.test_constructor_with_datetimes5c                 C   sV   t ddddd}t dddd}t||d}t| jdd	|d}t|| d S )
NrP  r   rQ  r  rR  rF   r  r   TrS  rT  )r;   r   Zi_no_tzr=   r>   r?   r?   r@    test_constructor_with_datetimes6  s
    z:TestDataFrameConstructors.test_constructor_with_datetimes6r<   rq   c                 C   s*   t |j}ttdg}t|| d S )NrD  )r   r   r   r4   r3   r9   rm   )r;   r<   ro   r>   r?   r?   r@   %test_constructor_datetimes_with_nulls  s    
z?TestDataFrameConstructors.test_constructor_datetimes_with_nullsorderKr   r   Funithr  msusrr   c              	   C   s   d| d}t jdddgdddgg||d	}t|}t|d
}|dkrztjtdd || W 5 Q R X |d}n|j|d}t|| d S )Nzdatetime64[]z
2015-01-01z
2015-01-02z
2015-01-03z
2017-01-01z
2017-01-02z
2017-02-03r3   rY  rd   )rz   r(  r]  ry   Cannot castrY   zdatetime64[s]r2   )	r4   r^   r   r8   r`   ra   ru   r9   r:   )r;   rY  r\  r3   nar=   r>   r?   r?   r@   !test_constructor_datetimes_non_ns  s     z;TestDataFrameConstructors.test_constructor_datetimes_non_nsc           	      C   s   d| d}t jt ddt ddgt ddt ddgg||d}t|}|d	kr^d
}n|}t d| d}ttddtddgtddtddgg|d}t|| d S )Nztimedelta64[r`  rI   r(  rH   r0   r   ra  )r(  r]  ry   r  zm8[r2   )r4   r^   r  r   r3   r   r9   r:   )	r;   rY  r\  r3   rc  r=   Zexp_unit	exp_dtyper>   r?   r?   r@   !test_constructor_timedelta_non_ns  s(    	z;TestDataFrameConstructors.test_constructor_timedelta_non_nsc              	   C   s2  t dd tdD }|j}ttdgd }t|| t dd tdD }|j}ttdgd }t|| t ddd	gi}|jjd
 tdkst	t ddg}|jjd
 tdkst	t ddg}|jjd
 tdkst	t dddgi}|jjd
 tdkst	t dddgi}|jjd
 tdksFt	t dditdd}|jjd
 tdksvt	t dditdd}|jjd
 tdkst	t ddddgddddgt
ddd tdD ddddgd}|j}ttdtdtdtdtdgt
dd}t|| d S ) Nc                 S   s   g | ]}t d qS )r   )r4   r5   r|   r?   r?   r@   r     s     zSTestDataFrameConstructors.test_constructor_for_list_with_dtypes.<locals>.<listcomp>r   r   c                 S   s    g | ]}t jt d ddqS )r   r,   r2   )r4   r^   r5   r|   r?   r?   r@   r     s     r,   r   l        l       r   r-   rI   rH   r   r   r'   r1   rT   r0   rv  g333333?gffffff@gffffff@g333333@r  c                 S   s   g | ]}t d ddqS )  rI   )r   r   r?   r?   r@   r     s     r[  )r   r   r   r   r(  rj   rD  Zabcde)r   r   r   r   r4   r3   r9   rm   r   rO   r   )r;   r=   ro   r>   r?   r?   r@   %test_constructor_for_list_with_dtypes  sR    


	
z?TestDataFrameConstructors.test_constructor_for_list_with_dtypesc                 C   s@   t |dd}d|d< |d dk s(t|d dk r<td S )NTr   r   r   )r   r  rO   )r;   r   copr?   r?   r@   test_constructor_frame_copy-  s    z5TestDataFrameConstructors.test_constructor_frame_copyc                 C   s@   |  }t|}|j|jk	s ttt||_t	|| d S r   )
r   r   rM   rO   r4   r5   rL   rU   r9   r:   )r;   r   origri  r?   r?   r@   #test_constructor_frame_shallow_copy3  s
    z=TestDataFrameConstructors.test_constructor_frame_shallow_copyc                 C   s   |s||j  }t|}d|d< |r:|j d dk rPtn|j d dk sPtt|dd}d|d< |j d dk rtnz|j  }t|}|jjd jjstd|d< |j	d dkstt|dd}|jjd jjrtd	|d< |j	d d	kstd S )
Nr   Tr   rC   r   r  r   Fi  )
r   r   r   r  rO   rM   r   r   r   r   )r;   r   rP   r   r<   r=   r?   r?   r@   test_constructor_ndarray_copy>  s&    

z7TestDataFrameConstructors.test_constructor_ndarray_copyc                 C   sP   |j }td|d idd}d|j|jd |jd df< |d dk rLtd S )Nr   Tr   r   r   r   )r  r   r   rU   r  rO   )r;   r   r  r=   r?   r?   r@   test_constructor_series_copy\  s    z6TestDataFrameConstructors.test_constructor_series_copyr=   rT   g?g@r   rv  r4  r   c              	   C   s   t t|jD ]}|jd d |f  qtt|jt|j }t|dkr|tjt	dd |j
d d tjf  W 5 Q R X nft|dkrt|jd d |d f |j
d d tjf  n*t|jd d |f |j
d d tjf  d S )Nr   z^nan$rY   rI   )r   rL   r   r   r4   r5   r!   r`   ra   KeyErrorr   r_   r9   rm   r:   )r;   r=   r   Zindexerr?   r?   r@   test_constructor_with_nasf  s     0z3TestDataFrameConstructors.test_constructor_with_nasc                 C   s:   t dtjdgi}|d jtjks&t|d d r6td S )Nr   FrI   )r   r4   r_   r3   r   rO   )r;   r   r?   r?   r@   &test_constructor_lists_to_object_dtype  s    z@TestDataFrameConstructors.test_constructor_lists_to_object_dtypec                 C   s\   t dddg}t|dd}t|d}t||jd}t||||d}t|| d S )	Nr   rh   r   r   rI   r  r2   r  )	r   r4   r^   r6   Zbroadcast_tor   r3   r9   r:   )r;   catr<   ro   r>   r?   r?   r@   *test_constructor_ndarray_categorical_dtype  s    zDTestDataFrameConstructors.test_constructor_ndarray_categorical_dtypec                 C   s   t dtdidd}ttdddd}t|d | ttddd}| }ttdddd}t|d | |jdd}ttdddd}t|d | t tddd}ttdddd}t|d | d S )	Nr   r   r  r2   r\   r   r   ri   )r   r   r   r9   rm   r   )r;   r=   r>   r  ro   r?   r?   r@   test_constructor_categorical  s    z6TestDataFrameConstructors.test_constructor_categoricalc                 C   s6   t td}t|g}t|tg}t|| d S )Nr   )r   r   r   r8   rj   r9   r:   )r;   rr  r=   r>   r?   r?   r@   -test_construct_from_1item_list_of_categorical  s    
zGTestDataFrameConstructors.test_construct_from_1item_list_of_categoricalc                 C   sD   t ttdttdg}t dddgdddgg}t|| d S )Nr   Zabdr   r   r   r   r   r   r   r9   r:   rE  r?   r?   r@   (test_construct_from_list_of_categoricals  s    zBTestDataFrameConstructors.test_construct_from_list_of_categoricalsc                 C   s@   t ttdtdg}t dddgdddgg}t|| d S )	Nr   defr   r   r   r   r(  frv  rE  r?   r?   r@   %test_from_nested_listlike_mixed_types  s    z?TestDataFrameConstructors.test_from_nested_listlike_mixed_typesc                 C   s@   t ttdttdg}t tdtdg}t|| d S )Nr   Zabdefgrv  rE  r?   r?   r@   0test_construct_from_listlikes_mismatched_lengths  s    zJTestDataFrameConstructors.test_construct_from_listlikes_mismatched_lengthsc                 C   s   ddddg}t |d}t |dd}t|| ddddg}t |d}t |dd}t|| td	dd
}t ttjtjtjgdddgd}||_t	d|i}t	dt dddgddi|d}t
|| d S )NrI   rH   r1   r  r2   r   r   r   Z20000101rJ  )r   
categoriesr~   rT   )r   r8   r9   rm   r    r   r4   r_   rU   r   r:   )r;   rR  r  resrU   r>   r=   r?   r?   r@   #test_constructor_categorical_series  s     z=TestDataFrameConstructors.test_constructor_categorical_seriesr3   c                 C   s,   t dddgidg|d}|jj|ks(td S )Nr   rI   rH   r   r2  )r   r   r3   rO   )r;   r3   r   r?   r?   r@   %test_check_dtype_empty_numeric_column  s    
z?TestDataFrameConstructors.test_check_dtype_empty_numeric_columnc                 C   sF   t dddgidg|d}|r0|tjkr0t| |jjjdksBtd S )Nr   rI   rH   r   r2  rj   )	r   r9   BYTES_DTYPESr  &mark_array_manager_not_yet_implementedr   r3   r]   rO   )r;   requestr3   rP   r   r?   r?   r@   $test_check_dtype_empty_string_column  s    
z>TestDataFrameConstructors.test_check_dtype_empty_string_columnc                 C   sL   t dtd j}t dti}t|| tt dtdj}t|| d S )Nr   r  )r   rj   r   r   r9   rm   r   r<  r?   r?   r@   test_to_frame_with_falsey_names  s
    z9TestDataFrameConstructors.test_to_frame_with_falsey_namesr(   r  c                 C   sb   t ddddddgi|pdd}t td	dg|d
}t|| t dtd	i|d}t|| d S )Nr   r   rI   rH   r1   r0   r-   r2   r   r2  )r   r   r9   r:   )r;   r3   r>   ro   r?   r?   r@   test_constructor_range_dtype	  s
    z6TestDataFrameConstructors.test_constructor_range_dtypec                 C   s\   G dd dt }tdddgdddgg}t||dddg|dddgg}t|| d S )	Nc                   @   s   e Zd ZdS )zETestDataFrameConstructors.test_frame_from_list_subclass.<locals>.ListNr  r?   r?   r?   r@   List	  s   r  rI   rH   r1   r0   r   rC   )r   r   r9   r:   )r;   r  r>   ro   r?   r?   r@   test_frame_from_list_subclass	  s    $z7TestDataFrameConstructors.test_frame_from_list_subclassextension_arrZaabbcz1/1/2017z1/1/2018)r;  endr  c                 C   s$   t t|}t |}t|| d S r   r  )r;   r  r>   ro   r?   r?   r@   %test_constructor_with_extension_array	  s    z?TestDataFrameConstructors.test_constructor_with_extension_arrayc                 C   s^   t  }||f}t|ttdtddi|gd}tdddgtt|gd}t|| d S )Nr1   rT   r   r   rI   rH   )r   todayr   r   r   r   r9   r:   )r;   rX  tupro   r>   r?   r?   r@   *test_datetime_date_tuple_columns_from_dict,	  s
    "zDTestDataFrameConstructors.test_datetime_date_tuple_columns_from_dictc              	   C   s   t dddgtdddgd}t dd	dd
dgtdddddgd}t||g}ttdddtjtjgdddddggdddddgd}t|| d S )N'   rC   r0   ZfemaleZmaleunknownrT   rH            ry  ry   g      c@g     @n@g     b@r   r   )r   r   r   r4   r^   r_   r9   r:   )r;   r  r#  ro   r>   r?   r?   r@   /test_construct_with_two_categoricalindex_series4	  s    $zITestDataFrameConstructors.test_construct_with_two_categoricalindex_seriesc                 C   s  t tdd}t|d d}t|d d}t||d}ttdddd	tdd
dd	td
ddd	tdddd	tdddd	tdddd	tdddd	tdddd	tdddd	tdddd	g
dd}tdgd t	j
gd  t	j
gd dgd  d|d}t|| d S )Nr   r  r   r   r  gMbXg#@r  )closedg3@g33333=@gC@g     H@g33333M@g33333SQ@gS@gfffffFV@r   T)ZorderedrT   )r   r   r   Zvalue_countsheadtailr   r   r   r4   r_   r9   r:   )r;   r  ser1ser2ro   rU   r>   r?   r?   r@   1test_constructor_series_nonexact_categoricalindexB	  s.    , zKTestDataFrameConstructors.test_constructor_series_nonexact_categoricalindexc                 C   s   t dddddt dddddfg}tj|ddgd	}t|}|d
 d |d d ksXt|d d |d d ksttt|d
 }t|d tst|d |d d kstd S )NrF  rx  r   rw  rb  r   )DateM8[us])Forecastingr  r2   r  r  rI   )r   r4   r^   r   rO   r   r   r   )r;   rC  r<   r=   r  r?   r?   r@   test_from_M8_structured\	  s    "z1TestDataFrameConstructors.test_from_M8_structuredc                 C   s>   G dd dt }td|dddddgi}|j jdks:td S )Nc                   @   s   e Zd ZdS )zOTestDataFrameConstructors.test_from_datetime_subclass.<locals>.DatetimeSubclassNr  r?   r?   r?   r@   DatetimeSubclassj	  s   r  r   i  rI   rD  )r   r   r3   rO   )r;   r  r   r?   r?   r@   test_from_datetime_subclassh	  s    z5TestDataFrameConstructors.test_from_datetime_subclassc              	   C   s@   t dddd}d}tjt|d t|tdd W 5 Q R X d S )	NrB   r1   rD   rE   z@Shape of passed values|Passed arrays should have the same lengthrY   r0   rT   )r    r`   ra   r   r   r   )r;   rQ   rb   r?   r?   r@   (test_with_mismatched_index_length_raisesp	  s    zBTestDataFrameConstructors.test_with_mismatched_index_length_raisesc                 C   sR   t dddd}t|}ttjt||d}t|d jtdsNt	d S )Nz1/1/2000 00:00:00z1/1/2000 1:59:50rQ  r  r  rh   rd   )
r    r4   r  r   r   rc  rL   Z
issubdtyper3   rO   )r;   r   rC  r=   r?   r?   r@   !test_frame_ctor_datetime64_columnw	  s    
z;TestDataFrameConstructors.test_frame_ctor_datetime64_columnc                 C   s   ddddgddddgg}t tjdddd |D d}t|jtsHtt|jtrXtt tjdd|d	}t|jts~td S )
Nr   r   r~   r   r0   c                 S   s   g | ]}t |qS r?   r  r|   r?   r?   r@   r   	  s     zYTestDataFrameConstructors.test_dataframe_constructor_infer_multiindex.<locals>.<listcomp>rT   r   )	r   r4   r   rc  r   rU   r   rO   r   )r;   Zindex_listsmultir?   r?   r@   +test_dataframe_constructor_infer_multiindex~	  s    zETestDataFrameConstructors.test_dataframe_constructor_infer_multiindex
input_valsr  r   rP  HrV  rR  c                 C   s6   t d|i|d}t d|id|i}t|| d S )Nr   r2   )r   r8   r9   r:   )r;   r  r   ro   r>   r?   r?   r@   test_constructor_list_str	  s    z3TestDataFrameConstructors.test_constructor_list_strc                 C   s<   t dddd gi|d}t dddd gitd}t|| d S )Nr   r   r   r2   z1.0z2.0)r   rj   r9   r:   )r;   r   ro   r>   r?   r?   r@   test_constructor_list_str_na	  s    z6TestDataFrameConstructors.test_constructor_list_str_nar   c           	         s  |r"|s"|t jt j kr"t| tjddg|d tjddg|djjdkrVd S t	jddg|d
 }t d|dd	d
 dtd fdd}|s|  djd< djd< |s|d t	jddgjdjd d df< jjd jkst|s |s |d |r jjdkrn d  jddksPtd jddkstn4 d  jdkstd jdkstd |d kstn|s҈d dkstd S )NrI   rH   r2   r1   r0   )SUr   r   r   r   c                 S   s0   t | tjr| jS t | jtjr(| jjS td S r   )r   r4   Zndarraybaser3   Z_ndarrayru   r   r?   r?   r@   get_base	  s
    z<TestDataFrameConstructors.test_dict_nocopy.<locals>.get_baseFZc_onlyc                    sv   t fddjjD dks"t| r*d S t  fddjjD dksNtt fddjjD dksrtd S )Nc                 3   s   | ]}| kV  qd S r   r?   r|   )r   r?   r@   r   	  s     zRTestDataFrameConstructors.test_dict_nocopy.<locals>.check_views.<locals>.<genexpr>rI   c                 3   s(   | ] }t |jtjr| kV  qd S r   r   r3   r4   r|   )r   r  r?   r@   r   	  s   c                 3   s(   | ] }t |jtjr| kV  qd S r   r  r|   )r   r  r?   r@   r   	  s   )sumrM   r   rO   r  r   r   r   r=   r  r?   r@   check_views	  s    "	z?TestDataFrameConstructors.test_dict_nocopy.<locals>.check_viewsr   r   rJ   Tr   .   rz   rr   )F)r9   STRING_DTYPESr  r  r  r4   r^   r3   rx   r  r   r   r   r   r   rO   type)	r;   r  r   Zany_numeric_ea_dtypeZany_numpy_dtyperP   r   Zc_origr  r?   r  r@   test_dict_nocopy	  sF    
	

"z*TestDataFrameConstructors.test_dict_nocopyc                 C   s2   t tddddgd}t dgd}t|| d S )NrI   r   ri   r   r   r  r<  r?   r?   r@   'test_from_series_with_name_with_columns
  s    zATestDataFrameConstructors.test_from_series_with_name_with_columnsc                 C   sd   t dddgdddggdddgdd	d
ggd}t dddgdddggtdddgd}t|| d S )NrI   rH   r1   r0   r   rC   r   r   r   r   r   )r   r   )r   r   )r   r   )r   r   r?  r9   r:   r<  r?   r?   r@   test_nested_list_columns
  s     z2TestDataFrameConstructors.test_nested_list_columnsc           
      C   s  t jddd}|jtdd}t|}|jdks8t|j	|j
k sLt||k  s`tt jdddd	g}|jtdd}t|}|jdkst|j	|j
k st||k  sttj||||f j}t|}t||||d
}	t||	 d S )Nz
2016-04-05r1   rJ  rI   r   rI   r1   r0   r   rC   r  )r  r  rK   r8   rj   r6   r   r  rO   r   r3   r  ZIntervalIndexZfrom_breaksr4   Zr_r~  r9   r:   )
r;   pir   r=   iiZdata2r   Zdata3r   r>   r?   r?   r@   1test_from_2d_object_array_of_periods_or_intervals
  s     zKTestDataFrameConstructors.test_from_2d_object_array_of_periods_or_intervalszcol_a, col_bc              	   C   s0   d}t jt|d t||d W 5 Q R X d S )Nz,Per-column arrays must each be 1-dimensionalrY   r   r$  )r;   Zcol_aZcol_brb   r?   r?   r@   test_error_from_2darray.
  s    	z1TestDataFrameConstructors.test_error_from_2darrayc                 C   s   t dddgdddgdd}t|d j|d jr6td	|jd
< t d	tjtjgtjtjtjgtjtjtjgddddgtd}t	|| d S )NrI   rH   r1   r   r   r   F)rU   r   r   r   r   r  rU   r3   )
r   r4   r   Z_valuesrO   r   r_   rj   r9   r:   rE  r?   r?   r@   &test_from_dict_with_missing_copy_false;
  s    
	z@TestDataFrameConstructors.test_from_dict_with_missing_copy_falsec              	   C   s8   d}t jt|d ttg ddgd W 5 Q R X d S )NrG  rY   r   r   r:  )r`   ra   r   r   r4   r^   r%  r?   r?   r@   1test_construction_empty_array_multi_column_raisesL
  s    zKTestDataFrameConstructors.test_construction_empty_array_multi_column_raises)r  r  r  rA   rR   rW   rc   rg   rp   rw   r`   markparametrizer   r   r   r   r   r   r   r   r   r   r   r  Zskip_array_manager_invalid_testr   r   r   r   r   r   r   r   r   r   r4   r^   rj   r   r)   r*   r+   r  r  r  r  r  r  r   r"  r&  r_   r)  r   r2  r7  r;  r=  rB  rF  rQ  rU  rZ  r^  ra  rd  rf  rh  rk  rm  rp  rq  r  r  r  r  r  r   r   r   r   r   r   r  r  r  r  r  r  r  r  r  r   r   r   r3   r   r  r  ZBooleanDtypeZFloat64DtypeZ
Int64DtypeZStringDtyper  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r   r  r  r  r  r  r  r   r  r  r  r  r	  r  r  r  r  r  r"  r%  r*  r+  r-  r.  r/  r0  r3  r5  r9  rB  rE  rK  rO  rU  rW  r   re   rt   rq   rX  rd  rf  rh  rj  rl  rm  rn  r   rp  rq  rs  rt  ru  rw  rz  r{  r~  r9   ZALL_NUMERIC_DTYPESZDATETIME64_DTYPESZTIMEDELTA64_DTYPESZBOOL_DTYPESr  r  r  ZOBJECT_DTYPESr  r  Zarm_slowr  r  r   r%   r#   r$   r  r  r  r  r  r  r  r  r  r  r    r  r  r  r  r  r  r  r  r  r?   r?   r?   r@   r.   M   s  
!


	



	





&	



4	



	
	

8G
"

	

'
	

	



2		&
 G;
(.8  4
	 			

	c"r.   c                   @   s   e Zd Zdd Zdd ZdS )&TestDataFrameConstructorIndexInferencec                 C   s|   t jdddd}ttjt||}t jdddd}ttjt||}t||d}t jdddd}t	|j
| d S )Nz1/1/19991/1/2012rz   r  z1/1/1980z	12/1/2001)r  r#  )r  r  r   r4   r   rc  rL   r   r9   r   rU   )r;   Zrng1r  Zrng2r#  r=   r  r?   r?   r@   Atest_frame_from_dict_of_series_overlapping_monthly_period_indexesT
  s    zhTestDataFrameConstructorIndexInference.test_frame_from_dict_of_series_overlapping_monthly_period_indexesc              	   C   s  t ddd}ttd|d}ttd|dd}ttd|dd}ttd}t|||d}tt|jt|j t|j td}t	
|j| t|||d	}tt|jt|j t|j td}	t	
|j|	 t|||d
}
tt|jt|j t|j td}	t	
|
j|	 t|||d}tt|jt|j t|j td}t	
|j| d}tjt|d t||||d W 5 Q R X tjt|d t|||d W 5 Q R X tjt|d t|||d W 5 Q R X d S )NrB   r1   rJ  rT   rM  z
US/Centralr   r2   )r   r   rh   )rh   r   r   )r   rh   r   z0Cannot join tz-naive with tz-aware DatetimeIndexrY   )r   rh   r   r(  )r   rh   r(  )r(  r   rh   )r    r   r   rk   r   r   r   rU   rj   r9   r   r`   ra   ru   )r;   rQ   r  r  Zser3Zser4r$  Z	exp_indexr   Z
exp_index3r   Zdf4Z
exp_index4rb   r?   r?   r@   /test_frame_from_dict_with_mixed_tzaware_indexes_
  sH        zVTestDataFrameConstructorIndexInference.test_frame_from_dict_with_mixed_tzaware_indexesN)r  r  r  r  r  r?   r?   r?   r@   r  S
  s   r  c                   @   s   e Zd Zdd ZdS ))TestDataFrameConstructorWithDtypeCoercionc              	   C   s  t jdd}d}tjt|d t|dd W 5 Q R X t| dd}|jdk	 sZt
t j|d< d}tjt|d t|dd W 5 Q R X tjt|d t|d	 dd W 5 Q R X d}tjt|d t|d W 5 Q R X tjt|d t|d	 d W 5 Q R X d S )
Nr   r   z)Trying to coerce float values to integersrY   r[   r2   r   rX   r   )r4   r   rc  r`   ra   r   r   roundr   r  rO   r_   r   r   r8   )r;   r<   rb   r=   r?   r?   r@   "test_floating_values_integer_dtype
  s"    
zLTestDataFrameConstructorWithDtypeCoercion.test_floating_values_integer_dtypeN)r  r  r  r  r?   r?   r?   r@   r  
  s   r  c                   @   s   e Zd Zejdddgdd Zejdddgd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zejdeegdd Zd d! Zd"d# Zd$d% Zd&S )'&TestDataFrameConstructorWithDatetimeTZrG   r  zdateutil/US/Easternc           
      C   s   t dddd}||}td|d|d}td|j}|d	 j|ksHtd
d |D }dd |D }td|i}||d< ||d< ||d< |j}tt	dt|dt	dt|dgddddgd}	t
||	 d S )N2011/1/12012/1/1W-FRIr  r   r  rT   rr   rh   c                 S   s   g | ]}|  qS r?   r<  r>  r?   r?   r@   r   
  s     zeTestDataFrameConstructorWithDatetimeTZ.test_construction_preserves_tzaware_dtypes.<locals>.<listcomp>c                 S   s   g | ]}|  qS r?   r<  r>  r?   r?   r@   r   
  s     rN  dr_tzdatetimes_naivedatetimes_with_tzrD  r  )r    rk   r   r   tzinfor3   rO   r   r   r4   r9   rm   )
r;   rG   rN  r  r=   Ztz_expectedr  r  ro   r>   r?   r?   r@   *test_construction_preserves_tzaware_dtypes
  s*    

	zQTestDataFrameConstructorWithDatetimeTZ.test_construction_preserves_tzaware_dtypespydtTFc              	   C   sf  |}t d|d}|r| }d}tjt|d td|gidd W 5 Q R X d}tjt|d td|idgdd	 W 5 Q R X tjt|d t|gdd W 5 Q R X tjt|d ttj|gt	ddd W 5 Q R X tjt|d t|dgdgdd
 W 5 Q R X tjt|d tt
|ggdd W 5 Q R X tjt|d t|ggdgdd W 5 Q R X d S )N2019r  sCannot convert timezone-aware data to timezone-naive dtype. Use pd.Series\(values\).dt.tz_localize\(None\) instead.rY   r   rD  r2   /Cannot unbox tzaware Timestamp to tznaive dtyper  r  r2  )r   r=  r`   ra   r   r   ru   r4   r^   rj   r   )r;   Ztz_aware_fixturer  rG   r?  rb   Zmsg2r?   r?   r@   'test_constructor_data_aware_dtype_naive
  s*    "zNTestDataFrameConstructorWithDatetimeTZ.test_constructor_data_aware_dtype_naivec                 C   s   t tdddddd}tddd}t||d	}|d
 jsBtd|d
 jd
ksTtt|d
 t|d
d t|d t|dd d S )NrL  r1   r  rE   r   ri   Z20130110rJ  r  r   zM8[ns, US/Easternrh   )	r   r    r   r3   rO   r]   r9   rm   r   )r;   rn   rN  r=   r?   r?   r@   test_from_dict
  s    z5TestDataFrameConstructorWithDatetimeTZ.test_from_dictc                 C   s   t ddddd}t|}t|d t|dd tt|}t|d t|dd t dddd}t|}t|d t|dd tt|}t|d t|dd d S )	NrL  r1   r  r   )rF   rG   r]   ri   rE   r   )r    r   r9   rm   r   )r;   r'  r   r?   r?   r@   test_from_index
  s    z6TestDataFrameConstructorWithDatetimeTZ.test_from_indexc                 C   sB   t ddd}t||d}td|d|d td|jd|d d S )Nr  r   rJ  rT   r   r   )r    r   r   r   )r;   rN  r  r?   r?   r@   +test_frame_dict_constructor_datetime64_1680  s    zRTestDataFrameConstructorWithDatetimeTZ.test_frame_dict_constructor_datetime64_1680c                 C   s@   t dddd}t|}td|d|d}|d   s<td S )	Nr  r  r  r  r   r  rT   rh   )r    r   r   r!   r  rO   )r;   rN  r?  r   r?   r?   r@   +test_frame_datetime64_mixed_index_ctor_1681  s    zRTestDataFrameConstructorWithDatetimeTZ.test_frame_datetime64_mixed_index_ctor_1681c                 C   sX   t ddddd}t|dgd}tdtdddtd	ddtd
ddgi}t|| d S )Nz20130101T10:00:00r1   r~  r  )r;  rF   r  rG   Z
timestampsr   r  z20130101T10:01:00z20130101T10:02:00)r    r   r   r9   r:   )r;   rN  ro   r>   r?   r?   r@   test_frame_timeseries_column  s    


	zCTestDataFrameConstructorWithDatetimeTZ.test_frame_timeseries_columnc                 C   sj   ddg}ddddddd	d
}t |dddg|d}t ddtjtjfg|tdddgd}t|| d S )NNevadaOhio333333@333333@)r6    r  333333?@)rg  r6  r  )r  r  r6  r  i  r   )r  r  )r  r  rC  )r   r4   r_   r   r9   r:   )r;   r   popro   r>   r?   r?   r@   test_nested_dict_construction'  s    
zDTestDataFrameConstructorWithDatetimeTZ.test_nested_dict_constructionc                 C   sd   t dddd}|jtdd}t|}|jdks8t|j|j	k
 sLt||k
 
 s`td S )Nz2016-04-05 04:30r1   rM  rE   rI   r   r  )r    rK   r8   rj   r6   r   r  rO   r   r3   r  )r;   rQ   r   r=   r?   r?   r@   test_from_tzaware_object_array6  s    zETestDataFrameConstructorWithDatetimeTZ.test_from_tzaware_object_arrayc              	   C   s   t jtdtdtdgtdddtjtdddgtdd	dtjtd
d	dggtdj}t|dddgd}dddg}|j|k	 st
d S )Nz2013-01-01 00:00:00z2013-01-02 00:00:00z2013-01-03 00:00:00z2013-01-01 00:00:00-0500r  r  z2013-01-03 00:00:00-0500z2013-01-01 00:00:00+0100ZCETz2013-01-03 00:00:00+0100r2   r   rh   r   r   rD  rG  zdatetime64[ns, CET])r4   r^   r   r  rq   rj   r~  r   r   r  rO   )r;   r<   r}  Zexpected_dtypesr?   r?   r@   $test_from_tzaware_mixed_object_array?  s,    



zKTestDataFrameConstructorWithDatetimeTZ.test_from_tzaware_mixed_object_arrayc                 C   s:   t dd}t|dd}t|d}t|| d S )Nr   )r   rH   zdatetime64[ns, UTC]r2   )r4   r5   r6   r   r8   r9   r:   )r;   Z
array_dim2r=   r>   r?   r?   r@   test_from_2d_ndarray_with_dtype^  s    zFTestDataFrameConstructorWithDatetimeTZ.test_from_2d_ndarray_with_dtyper   c              	   C   sh   |dddh}d|j  d}tjt|d td|i W 5 Q R X tjt|d t| W 5 Q R X d S )NrI   rH   r1   'z' type is unorderedrY   r   )r  r`   ra   ru   r   r   )r;   r   r   rb   r?   r?   r@   !test_construction_from_set_raisesf  s    zHTestDataFrameConstructorWithDatetimeTZ.test_construction_from_set_raisesc                 C   s>   t jdddddd}t|}tdd |jjD s:td S )	Nr   r/   rD  r2   r0   r1   c                 s   s   | ]}t |tV  qd S r   )r   r"   )r}   r<   r?   r?   r@   r   v  s     zeTestDataFrameConstructorWithDatetimeTZ.test_construction_from_ndarray_datetimelike.<locals>.<genexpr>)r4   r5   r6   r   r  rM   r   rO   r   r?   r?   r@   +test_construction_from_ndarray_datetimelikeq  s    zRTestDataFrameConstructorWithDatetimeTZ.test_construction_from_ndarray_datetimelikec              	   C   s   t jdd}tdgj}d}tjt|d t	|dg|d W 5 Q R X tddd	g}tjt|d t	|dd
gd W 5 Q R X d S )Nr   rH   r   z'len\(arrays\) must match len\(columns\)rY   r   r2  r   r[  r   r   )
r4   r   rc  r  r^   r3   r`   ra   r   r   )r;   r<   r3   rb   Zarr2r?   r?   r@   >test_construction_from_ndarray_with_eadtype_mismatched_columnsx  s    zeTestDataFrameConstructorWithDatetimeTZ.test_construction_from_ndarray_with_eadtype_mismatched_columnsc              	   C   sn   dddgdddgg}t jtdd t|d	d
hd W 5 Q R X t jtdd t|d	d
dhd W 5 Q R X d S )NrI   rH   r1   r0   r   rC   zindex cannot be a setrY   r   r   rT   zcolumns cannot be a setr   r   r$  r  r?   r?   r@   "test_columns_indexes_raise_on_sets  s
    zITestDataFrameConstructorWithDatetimeTZ.test_columns_indexes_raise_on_setsN)r  r  r  r`   r  r  r  r  r  r  r  r  r  r  r  r  r  set	frozensetr  r  r  r  r?   r?   r?   r@   r  
  s$   

!	

r  c                 C   s"   t | tr| jd S | jd S d S )Nr   r   )r   r   r   r  r?   r?   r@   get1  s    

r  c                   @   s  e Zd Zejeedgddd Zejdd Zej	
ddd	gd
d Zdd Zdd Zdd Zej	
dejejgdd Zej	jddej	
deejgdd Zdd Zej	jddej	
deejgdd Zej	
dejejgdd Zd d! ZdS )"TestFromScalarNparamsc                 C   s   |j S r   paramr;   r  r?   r?   r@   box  s    zTestFromScalar.boxc                    s   dt di tkrdg d< |d kr4tjf S |tkrbtkrR fddS  fddS n$tkrx fddS  fd	dS d S )
NrU   rH   r   r   c                    s   | | df |S )NrJ   r?   r~   kwargsextrarv   r?   r@   r     s
    z,TestFromScalar.constructor.<locals>.<lambda>c                    s   d| if |S Nr   r?   r  r  r?   r@   r     r   c                    s   | | gf |S r   r?   r  r  r?   r@   r     r   c                    s   d| | gif |S r  r?   r  r  r?   r@   r     s
   
 )r   r   	functoolspartialr   r   )r;   rv   r  r?   r  r@   r     s    
zTestFromScalar.constructorr3   rd   rs   c                 C   s8   |t j|d}t|j|ks"tt| s4td S r  )r  rq   r4   r  r   rO   r!   )r;   r3   r   r   r?   r?   r@   test_from_nat_scalar  s    z#TestFromScalar.test_from_nat_scalarc                 C   s(   t d}||dd}t||ks$td S )NrI   rs   r2   r   r  rO   )r;   r   r  r   r?   r?   r@   *test_from_timedelta_scalar_preserves_nanos  s    z9TestFromScalar.test_from_timedelta_scalar_preserves_nanosc                 C   s,   |t d }||dd}t||ks(td S )NrI   rd   r2   r   )r;   r   Zfixed_now_tsr?  r   r?   r?   r@   *test_from_timestamp_scalar_preserves_nanos  s    z9TestFromScalar.test_from_timestamp_scalar_preserves_nanosc                 C   s4   t d}| }||td}tt|tjs0td S )NrI   r2   )r   Zto_timedelta64rj   r   r  r4   r  rO   )r;   r   r  Ztd64r   r?   r?   r@   #test_from_timedelta64_scalar_object  s    z2TestFromScalar.test_from_timedelta64_scalar_objectclsc              	   C   s   |dd}t jdt jdi| }|t jkr.d}nd}dd|g}tjt|d	 |||d
 W 5 Q R X |dd}tjt|d	 |||d
 W 5 Q R X d S )Nrq   rr   rs   rd   z?dtype datetime64\[ns\] cannot be converted to timedelta64\[ns\]z?dtype timedelta64\[ns\] cannot be converted to datetime64\[ns\]|rb  rY   r2   r0   )r4   rt   r  joinr`   ra   ru   )r;   r   r  r'  r3   Zmsg1rb   r?   r?   r@   (test_from_scalar_datetimelike_mismatched  s    


z7TestFromScalar.test_from_scalar_datetimelike_mismatchedziTimestamp constructor has been updated to cast dt64 to non-nano, but DatetimeArray._from_sequence has not)reasonc                 C   s   t ddd}d}|tjkr*t|d}d}||}t|}t|trJ|jn
|jjd }t	|t
ksft|jj|ksvt||kstd S )N'  rI   r  r(  M8[s]r   )r   r4   rt   r  r   r   r3   r   r   r  r   rO   asm8r;   r   r  r'  re  ro   itemr3   r?   r?   r@   #test_from_out_of_bounds_ns_datetime  s    
z2TestFromScalar.test_from_out_of_bounds_ns_datetimec                 C   sd   t t t jjd}||}t|}t|t jks8tt|t	rH|j
n
|jjd }|tks`td S Nr(  r   )r4   rt   iinfor-   maxr  r  rO   r   r   r3   r   r   rj   )r;   r   r'  ro   r  r3   r?   r?   r@   test_out_of_s_bounds_datetime64  s    z.TestFromScalar.test_out_of_s_bounds_datetime64zoTimedeltaArray constructor has been updated to cast td64 to non-nano, but TimedeltaArray._from_sequence has notc                 C   s   t dddt ddd }d}|tjkr6t|d}d}||}t|}t|trV|jn
|jjd }t	|t
ksrt|jj|kst||kstd S )Nr	  rI   i  zm8[us]r(  zm8[s]r   )r   r4   r  r  r   r   r3   r   r   r  r   rO   r  r  r?   r?   r@   $test_from_out_of_bounds_ns_timedelta  s    
z3TestFromScalar.test_from_out_of_bounds_ns_timedeltac                 C   s`   |t t jjd}||}t|}t||ks4tt|trD|j	n
|j
jd }|tks\td S r  )r4   r  r-   r  r  r  rO   r   r   r3   r   r   rj   )r;   r   r  r'  ro   r  r3   r?   r?   r@    test_out_of_s_bounds_timedelta64  s    z/TestFromScalar.test_out_of_s_bounds_timedelta64c              	   C   sd   d}t d|d}|d ks(|tkr2|tkr2d}t}nd}t}tj||d ||dd W 5 Q R X d S )	Nr  r  r  r  r  rY   rd   r2   )r   r   r   ru   r   r`   ra   )r;   r   r  rv   rG   r?  rb   errr?   r?   r@   test_tzaware_data_tznaive_dtype  s    z.TestFromScalar.test_tzaware_data_tznaive_dtype)r  r  r  r`   fixturer   r   r  r   r  r  r  r  r  r  r4   rt   r  r  Zxfailr   r  r  r	   r  r  r  r?   r?   r?   r@   r    s2   




r  c                   @   sZ   e Zd Zejddgddd Zejdd Zdd	 Zd
d Zdd Z	dd Z
dd ZdS )TestAllowNonNanoTFr  c                 C   s   |j S r   r  r  r?   r?   r@   as_td-  s    zTestAllowNonNano.as_tdc                 C   sL   t dt jd}|r8||d  }tj||jdS tj||jdS d S )Nr   r
  r   r2   )	r4   r5   r8   r-   r   r&   Z_simple_newr3   r"   )r;   r  r   r?   r?   r@   r<   1  s
    zTestAllowNonNano.arrc                 C   s   t |}|j|jkstd S r   )r   r3   rO   )r;   r<   rn   r?   r?   r@   test_index_allow_non_nano:  s    z*TestAllowNonNano.test_index_allow_non_nanoc                 C   s,   |rt |}nt|}|j|jks(td S r   )r  ZTimedeltaIndexr   r3   rO   )r;   r<   r  rn   r?   r?   r@   test_dti_tdi_allow_non_nano>  s    z,TestAllowNonNano.test_dti_tdi_allow_non_nanoc                 C   s   t |}|j|jkstd S r   )r   r3   rO   )r;   r<   r  r?   r?   r@   test_series_allow_non_nanoE  s    z+TestAllowNonNano.test_series_allow_non_nanoc                 C   s    t |}|jd |jkstd S r   r   r   r3   rO   r   r?   r?   r@   test_frame_allow_non_nanoI  s    z*TestAllowNonNano.test_frame_allow_non_nanoc                 C   s$   t d|i}|jd |jks td S r   r  r   r?   r?   r@   #test_frame_from_dict_allow_non_nanoM  s    z4TestAllowNonNano.test_frame_from_dict_allow_non_nanoN)r  r  r  r`   r  r  r<   r  r  r  r  r  r?   r?   r?   r@   r  )  s   

r  )Hr^   collectionsr   r   r   r   dataclassesr   r   r   r	   r  r   r  typingr
   r  numpyr4   r   Znumpy.mar   r`   rH  Zpandas.errorsr   Zpandas.util._test_decoratorsutilZ_test_decoratorsr  Zpandas.core.dtypes.commonr   Zpandas.core.dtypes.dtypesr   r   r   r   Zpandasr  r   r   r   r   r   r   r   r   r   r   r   r   r   r    r!   Zpandas._testingZ_testingr9   Zpandas.arraysr"   r#   r$   r%   r&   r   r   r.   r  r  r  r  r  r  r?   r?   r?   r@   <module>   sx   D
                    9  a 