U
    sVc?                    @   s  d dl mZ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	Z	d dl
Zd dlmZ d dlm  mZ d dlZd dl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'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z- d dl.m/Z0 d dl1m2Z2m3Z3m4Z4m5Z5m6Z6 d dl7m8Z8 d	d
dgZ9ddddddddgZ:G dd dZ;G dd dZ<G dd dZ=G dd dZ>dd Z?G dd dZ@G d d! d!ZAdS )"    )OrderedDictabc)datedatetime	timedeltaN)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TimedeltaArray)
Int64IndexZ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 d#d d$d gd%d& Ze
jd'g ged(ed)fg g ged*ed)fd+d, d-D ged(ed)fgd.d/ Zd0d1 Zd2d3 Zd4d5 Zd6d7 Zd8d9 Zejd:d; Zejd<d= Zd>d? Zd@dA Ze
jdBdCi gdCd(dDdEdFgdGi ggdHdI ZdJdK ZdLdM ZdNdO Z dPdQ Z!dRdS Z"e
jdTe#j$dUge%dVe#$d*dW gdXge#j$dYge%dVe#$dZgd*dW  d* ggd[d\ Z&e
jdTe#j$d(ge#j'dVe#j$d(ge#j(dVe#j$d(ge#j)dVe#'d(ge#(d(ge#)d(ggd]d^ Z*d_d` Z+dadb Z,dcdd Z-dedf Z.dgdh Z/didj Z0dkdl Z1dmdn Z2e
jdod*e#j3dpdqgdrds Z4e
jdtd*e#j3dpe5dugdvdw Z6e
jdte#j3dpe5dugdxdy Z7dzd{ 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 ZJdd ZKdd ZLe
jdeMdeNdfeOd)ddePddfeQdddeRddfgdd ZSdd ZTdd ZUdd ZVdd ZWdd ZXdd ZYdd ZZe
jj[dd Z\dd Z]e
jddpe^e_dddge%e#j`fdpdpddgde#adfdpe^e_dddgebe#adšfi dpdDdEgdpe#j`fdd(ie^e_de^dƃebe#adšfgddȄ Zce
jddddpgdedjefdddpgdedjffd(d*dpgdedjgfdddgdedjhffddԄ Ziddք Zjdd؄ Zkddڄ Zldd܄ Zmddބ Zndd Zodd Zpdd Zqdd Zrdd Zsdd Zte
jdeQdggdeQdigdeQdgideQdigdd Zudd Zvdd Zwdd Zxdd Zydd Zzdd Z{dd Z|dd 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$d% Zd&d' Zd(d) Zd*d+ Zd,d- Ze
jd.d/d0d1d2d3d4d5gd6d7 Zd8d9 Zd:d; Zd<d= Zd>d? Zd@dA ZdBdC ZdDdE ZdFdG ZdHdI ZdJdK ZdLdM ZdNdO ZdPdQ ZdRdS Ze
jdTe#$dpdpdpdpe dpge#$dpdpe dpge#dUgdpgge#dUgedjggdpge#dUggdpgedjggedjge#dUggedjgdpgggdVdW Ze
jdXdYdZd[d\ge
jd]d^d_d`dadbdcdddegdfdg Ze
jdXdYdZd[d\ge
jd]dhdidjdkdldmdngdodp Zdqdr Zdsdt Zdudv Zdwdx Ze
jdyed(d*dgdddggd(e#j3gdzed(d*dgdddggd{d|e#j3gd}ed)d(d*dgdddd~gge#j3d{d|e#j3gd}edd(d*dgdddd~gge#j3d{d|e#j3gd}edd(d*dgdddd~gge#j3d(d*d*gd}gdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Ze
jd]ejej ej ej ej ej ej dd Ze
jd]ejej ej dd ZĐdd Ze
jje
jd]dpddgdd Zǐdd Ze
jdee^ded(e#j3e#j3e#j3geeOd)d(eOd(dgeedj͐ddddgdd Zΐdd Zϐdd ZАdd Zѐdd ZҐdd ZӐdd ZԐdd ZՐdd Ze
jdd(d*gddge^eאdd*dde^eאdd*dddeOd)ddggdd Zؐdd Ze
jdddgddÄ ZڐdĐdń ZېdƐdǄ ZܐdȐdɄ Ze
jdd(gd*gge#$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dːd̄ Zސd͐d΄ ZߐdϐdЄ ZdpS (  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 r9   H/tmp/pip-unpacked-wheel-xj8nt62q/pandas/tests/frame/test_constructors.py,test_constructor_from_ndarray_with_str_dtypeI   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tzr+      r      r   rC   )
r   _datar0   r   r3   r4   len_mgrblocksAssertionError)r5   using_array_managerdtiZdtar7   r8   r9   r9   r:   &test_constructor_from_2d_datetimearrayQ   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   indexrC   )rM   value)r   Z
tz_convertr   r3   r4   )r5   rM   r7   r8   r9   r9   r:   )test_constructor_dict_with_tzaware_scalar\   s    zCTestDataFrameConstructors.test_constructor_dict_with_tzaware_scalarc              	   C   s   t dt jgddgg}tt t|dd}W 5 Q R X |jj|jksLt	t
|jd s^t	tt t|d ddd}W 5 Q R X |jd }t|| d S )	NrC   rB   r+   i8r,   rD   r   r-   name)r.   arraynanr3   assert_produces_warningFutureWarningr   valuesr-   rI   r   ilocr   assert_series_equal)r5   r6   r7   serr8   r9   r9   r:   -test_construct_ndarray_with_nas_and_int_dtypei   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   nowr-   r.   rI   r5   r7   r9   r9   r:   %test_construct_from_list_of_datetimesw   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rT   r>   objectr,   )
r   tz_localizer   r.   rU   tolistr-   rI   r3   r[   )r5   Znaiveidxr8   resultr9   r9   r:   +test_constructor_from_tzaware_datetimeindex{   s    
zETestDataFrameConstructors.test_constructor_from_tzaware_datetimeindexc              	   C   sh   t dd}t j|gtd}|tkr0|dd}dddg}tjt	|d ||d	d W 5 Q R X d S )
NNaTnsr,   rC   |z+Could not convert object to NumPy timedeltaz=Invalid type for timedelta scalar: <class 'numpy.datetime64'>matchm8[ns])
r.   
datetime64rU   rd   r   r0   joinpytestraises
ValueError)r5   frame_or_seriesZnatr6   msgr9   r9   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   r^   ro   r=   rR   r,   r+   rB   r   c                 S   s   g | ]}t |qS r9   r   .0xr9   r9   r:   
<listcomp>   s     zXTestDataFrameConstructors.test_datetimelike_values_with_object_dtype.<locals>.<listcomp>)r   r   r.   r/   viewr0   r   rd   rG   arraysr-   rI   
isinstanceravelr
   r   )r5   rx   ru   r-   Zscalar_typer6   objZsersr9   r9   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   rC   rc   r   columns)r   ranger   r3   r4   )r5   r~   yrh   r8   r9   r9   r:   )test_series_with_name_not_matching_column   s    zCTestDataFrameConstructors.test_series_with_name_not_matching_columnconstructorc                   C   s   t  S Nr   r9   r9   r9   r:   <lambda>       z"TestDataFrameConstructors.<lambda>c                   C   s   t d S r   r   r9   r9   r9   r:   r      r   c                   C   s   t i S r   r   r9   r9   r9   r:   r      r   c                   C   s   t dS Nr9   r   r9   r9   r9   r:   r      r   c                   C   s   t g S r   r   r9   r9   r9   r:   r      r   c                   C   s   t dd dD S )Nc                 s   s   | ]
}|V  qd S r   r9   r}   _r9   r9   r:   	<genexpr>   s     5TestDataFrameConstructors.<lambda>.<locals>.<genexpr>r9   r   r9   r9   r9   r:   r      r   c                   C   s   t tdS Nr   r   r   r9   r9   r9   r:   r      r   c                   C   s
   t d dS Ndatar   r9   r9   r9   r:   r      r   c                   C   s
   t i dS r   r   r9   r9   r9   r:   r      r   c                   C   s
   t ddS )Nr9   r   r   r9   r9   r9   r:   r      r   c                   C   s
   t g dS r   r   r9   r9   r9   r:   r      r   c                   C   s   t dd dD dS )Nc                 s   s   | ]
}|V  qd S r   r9   r   r9   r9   r:   r      s     r   r9   r   r   r9   r9   r9   r:   r      r   c                   C   s   t tddS )Nr   r   r   r9   r9   r9   r:   r      r   c                 C   s@   t  }| }t|jdkstt|jdks0tt|| d S r   )r   rF   rO   rI   r   r3   r4   )r5   r   r8   rh   r9   r9   r:   test_empty_constructor   s
    z0TestDataFrameConstructors.test_empty_constructorz)emptylike,expected_index,expected_columnsrC   r   rB   c                 c   s   | ]
}|V  qd S r   r9   r   r9   r9   r:   r      s     z#TestDataFrameConstructors.<genexpr>r9   c                 C   s$   t ||d}t |}t|| d S )NrO   r   r   r3   r4   )r5   Z	emptylikeZexpected_indexZexpected_columnsr8   rh   r9   r9   r:   test_emptylike_constructor   s    	z4TestDataFrameConstructors.test_emptylike_constructorc                 C   s8   t  \}}t||d}t|}|d jtjks4td S )NrN   foo)r3   ZgetMixedTypeDictr   r-   r.   object_rI   )r5   Zfloat_string_framerO   r   Zindexed_frameZunindexed_framer9   r9   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 |d jtksHttt	d}t	d
 |d< d	}tjt|d t	d|d
< W 5 Q R X t	d
 |d< d S )NBeither all columns will be cast to that dtype, or a TypeError willrm   abcr,   )r*   rB   r   z5Expected a 1D array, got an array with shape \(4, 2\)testZfoo2)r3   rW   rX   r   r.   r!   r-   rd   rI   onesrf   rr   rs   rt   )r5   rv   r   r7   r9   r9   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)r-   copyg      i@r   r   )r   floatrI   )r5   Zorig_dfZnew_dfr9   r9   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 )NrC   rB   r   r,   c   r   r   )r   r-   rZ   rY   rI   )r5   using_copy_on_writer7   should_be_viewr9   r9   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 )
NrC   rB   r+   r*   r'   r,   r   a   r   )r   rY   r-   rI   rG   r   flagsc_contiguous)r5   rJ   r   r7   r   df2r9   r9   r:   +test_constructor_dtype_nocast_view_2d_array  s    zETestDataFrameConstructors.test_constructor_dtype_nocast_view_2d_arrayc                 C   s0   t jddgdd}t|}t |j|s,td S )Nr   r   rd   r,   r.   rU   r   shares_memoryrY   rI   r5   r6   r7   r9   r9   r:   "test_1d_object_array_does_not_copy+  s    z<TestDataFrameConstructors.test_1d_object_array_does_not_copyc                 C   s8   t jddgddggdd}t|}t |j|s4td S )Nr   r   r   drd   r,   r   r   r9   r9   r:   "test_2d_object_array_does_not_copy2  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 )NrC   2r   r,   rC   r   rD   )r   rd   locrI   r`   r9   r9   r:    test_constructor_dtype_list_data9  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=\(1, 0, 0\)rm   ArC   rB   zshape=\(2, 2, 1\))r   r.   emptyrr   rs   rt   )r5   r   r   r9   r9   r:   "test_constructor_list_of_2d_raises>  s    
z<TestDataFrameConstructors.test_constructor_list_of_2d_raisesztyp, adr   r   barr   rb   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@|dd t||D  t|}tt  }|D ]}||kr|j| |kstqd S )Nr   c                 S   s"   g | ]}t jt jd |dqS )
   r,   )r.   rU   randomrandr}   r   r9   r9   r:   r   Z  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   )sizer,   )r.   rU   r   randintr   r9   r9   r:   r   ]  s     c                 S   s   i | ]\}}||qS r9   r9   )r}   r   r   r9   r9   r:   
<dictcomp>a  s      zKTestDataFrameConstructors.test_constructor_mixed_dtypes.<locals>.<dictcomp>)MIXED_INT_DTYPESMIXED_FLOAT_DTYPESzipr-   rI   updater   dtypes)r5   typadr   r   r   r   r7   r9   r9   r:   test_constructor_mixed_dtypesL  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   )r.   r   r   r2   Z	complex64
complex128r   r-   r   rI   r   r5   r   r   r7   r9   r9   r:   test_constructor_complex_dtypesi  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~   r,   FTr   )	r   r   r3   r4   rZ   rI   r.   rV   isnan)r5   string_dtyper7   rh   r8   r9   r9   r:   $test_constructor_dtype_str_na_valuesr  s    z>TestDataFrameConstructors.test_constructor_dtype_str_na_valuesc           	      C   s   |j dd}t|jjd d d |j_|j}t|}t|jt	|jj t||d}t|jt	|jj t|j| t
t|d d d }t||ddgd}t||djddgd}t|| d S )NFrN   r   rb   r   r   )Z
to_recordslistr-   namesrO   r   r3   assert_index_equalr   r   r.   r/   rF   reindexr4   )	r5   float_frameZrecrO   r7   r   rngdf3r8   r9   r9   r:   test_constructor_rec}  s    z.TestDataFrameConstructors.test_constructor_recc                 C   s8   t tjdtdtjdtdd}|jjtjks4td S )Nr   r,   rD   )	r   r.   r   boolzerosrY   r-   bool_rI   r`   r9   r9   r:   test_constructor_bool  s    "z/TestDataFrameConstructors.test_constructor_boolc                 C   s   t jdd tddD t jd}td|i}|d jt jks@tddd	d
dg}ddg}t jt|f|d}||d d < t|}|d jt jkstd S )Nc                 S   s   g | ]}d | qS )            r9   r}   ir9   r9   r:   r     s     zMTestDataFrameConstructors.test_constructor_overflow_int64.<locals>.<listcomp>rC   r   r,   r   )l   Y2<   )l   FJLW]L*    )l   M:M^ -   )l   8Ma i  )l   r*R3_PvN r   )uidu8)Zscorer   r   )	r.   rU   r   r%   r   r-   rI   r   rF   )r5   rY   rh   Zdata_scoresr-   r   Z	df_crawlsr9   r9   r:   test_constructor_overflow_int64  s     z9TestDataFrameConstructors.test_constructor_overflow_int64rY   r   r,   A   l           l        l        c                 C   s:   |d }t |}|d jtks"t|d d |ks6td S r   )r   r-   rd   rI   r5   rY   rP   rh   r9   r9   r:   test_constructor_int_overflow  s    z7TestDataFrameConstructors.test_constructor_int_overflowc                 C   s<   |d }t |}|d j|jks$t|d d |ks8td S r   r   r-   rI   r   r9   r9   r:   test_constructor_numpy_uints  s    z6TestDataFrameConstructors.test_constructor_numpy_uintsc                 C   s`   dd l }d}tt|}|| dd |D }ttt|dgg| }|t|jks\td S )Nr   d   c                 S   s   g | ]}d |dqS )r   r   r9   r   r9   r9   r:   r     s     zJTestDataFrameConstructors.test_constructor_ordereddict.<locals>.<listcomp>)	r   r   r   shuffler   r   r   r   rI   )r5   r   Znitemsnumsr8   r7   r9   r9   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   rO   rT   r   Zcol4r   r   <Mixing dicts with non-Series may lead to ambiguous ordering.rm   r   r   r   r   r   rb   )r3   makeTimeSeriesr   rF   rI   r[   renamer   r.   ZconcatenaterV   rY   rO   r   allrr   rs   rt   )r5   datetime_seriesdatetime_series_shortframeexprv   r9   r9   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   rC   rB   1r   r  r   )r   r3   r   rO   r   r5   r  r9   r9   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   rC   rB   rN   )r   r   rO   rI   r5   rg   r  r9   r9   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   rC   rB   r   r+   )r   r   rO   rI   r   rF   _seriesr  r9   r9   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   rb   r   r   Texact)r   r3   r   rO   r   r  r9   r9   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   rN   )r   
_get_valuerI   r3   r4   )r5   Z
frame_noneZframe_none_listr9   r9   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 indexrm   r   gffffff?r   rr   rs   rt   r   r5   rv   r9   r9   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   )r5   r"  rh   r8   r9   r9   r:   %test_constructor_invalid_items_unused*  s    z?TestDataFrameConstructors.test_constructor_invalid_items_unusedrP   rV   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 )NrC   r+   r   r   r*   rB   r   c                    s"   i | ]} | t | d qS rN   r{   r}   r   colsrg   rY   r9   r:   r   7  s      zKTestDataFrameConstructors.test_constructor_dict_nan_key.<locals>.<dictcomp>Zaxisr=   r'   r,   r   rN   )r   r   sort_valuesr.   r/   r0   r3   r4   r5   rP   r   rh   r8   r9   r'  r:   test_constructor_dict_nan_key1  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   rB   r   r+   rC   r*   r   c                    s"   i | ]} | t | d qS r%  r{   r&  r'  r9   r:   r   J  s      zQTestDataFrameConstructors.test_constructor_dict_nan_tuple_key.<locals>.<dictcomp>r)  r=   r'   r,   r   rN   )	r   r   r   r*  r.   r/   r0   r3   r4   r+  r9   r'  r:   #test_constructor_dict_nan_tuple_keyD  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   )r3   r	  r   r   r4   )r5   r  r  r   r  r8   r9   r9   r:   %test_constructor_dict_order_insertionW  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 )NrC   rB   r+   r   )r   r.   rV   r3   r4   r5   rh   r8   r9   r9   r:   )test_constructor_dict_nan_key_and_columnsb  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rB   r+   )r+   r+   r   )r   from_tuplesr   r   rY   r   r  rI   )r5   tuplesmir7   r9   r9   r:   test_constructor_multi_indexh  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 )	NrC   rB   r   rO   r'   r,   r   )levelscodesr   )r   r    r   r3   r4   r5   r7   r8   r9   r9   r:   test_constructor_2d_indexu  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.rm   r   r   r   r  r   r   r   r   r  z:Shape of passed values is \(4, 3\), indices imply \(3, 3\)r)   )r*   r+   r   r   baz
2000-01-01r+   r@   r=  r*   r   r=   z:Shape of passed values is \(1, 3\), indices imply \(1, 4\)rO   r   r   z:Shape of passed values is \(3, 1\), indices imply \(1, 4\)Must pass 2-d inputr+   r+   r+   r   rb   r   rC   :Shape of passed values is \(2, 3\), indices imply \(1, 3\)rB   :Shape of passed values is \(2, 3\), indices imply \(2, 2\)z,2 columns passed, passed data had 10 columnsr      )r   Ztwosr  FT)rr   rs   rt   r   r.   r   r   r/   r0   r   rU   r   r   r   r   )r5   rv   r6   r9   r9   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      $@Nr9   r|   r9   r9   r:   r     s     zKTestDataFrameConstructors.test_constructor_subclass_dict.<locals>.<genexpr>r   c                 s   s   | ]}|d | fV  qdS )g      4@Nr9   r|   r9   r9   r:   r     s     r  c                 S   s   i | ]\}}|t | qS r9   )dictitems)r}   colvalr9   r9   r:   r     s      zLTestDataFrameConstructors.test_constructor_subclass_dict.<locals>.<dictcomp>)r   r   rN  r3   r4   )r5   Zdict_subclassr   r7   Zrefdfr9   r9   r:   test_constructor_subclass_dict  s    z8TestDataFrameConstructors.test_constructor_subclass_dictc           	      C   sx   ddl m} i }tj|d d d< | D ]&\}}|t}||  |||< q*t|}|j	|j
d}t|| d S )Nr   )defaultdictrb   r   rN   )collectionsrR  r.   rV   rN  rM  r   Zto_dictr   r   rO   r3   r4   )	r5   r   rR  r   kvdctr  r8   r9   r9   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   )r.   rU   r   r3   assert_numpy_array_equalrY   r5   r8   r7   r9   r9   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 )NrC   rB   r  r  r   3)r  r   r\  r  r,   r+   rb   r   )r   r   rF   rI   r-   r.   r!   r   )r5   	test_datar  r9   r9   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}d}tjt	|d t
|td}W 5 Q R X t|dksnt|d jtjkst|d jtjkstd S )	NrK     r  r   rm   r,   r   rb   )rM  r   r   r3   ZmakeStringIndexr.   r   randnrW   rX   r   r   rF   rI   r-   r   r!   )r5   r]  rv   r  r9   r9   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Row2rb  )r.   rV   r   r   r   rI   )r5   r   r7   r9   r9   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 )NrC   rB   r   r   r   )r   r   r   rI   )r5   dmr9   r9   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)rC   rB   r+   )r*   r   r=   r   c                 S   s   i | ]\}}|t |qS r9   )r   r}   rT  rU  r9   r9   r:   r   	  s      zMTestDataFrameConstructors.test_constructor_dict_of_tuples.<locals>.<dictcomp>FZcheck_dtype)r   rN  r3   r4   r5   r   rh   r8   r9   r9   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 )	Nr+   r=   r   r   rC   rB   r*   r   r   r   r3   r4   rh  r9   r9   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 )Nr+   r   r   rC   rB   )iterr   reversedr   r3   r4   rh  r9   r9   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   r9   r   r9   r9   r:   r     s     zPTestDataFrameConstructors.test_constructor_dict_of_generators.<locals>.<genexpr>r+   r   r   rC   rB   )r   rm  r   r3   r4   rh  r9   r9   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   rC   rB   )r   r   r   jrr  r   r=   r   r*         	   ))r   r   r2  )r   r   c                 S   s   g | ]}|d  qS rC   r9   r|   r9   r9   r:   r   ,  s     zNTestDataFrameConstructors.test_constructor_dict_multiindex.<locals>.<listcomp>c                 S   s   g | ]}|d  qS r   r9   r|   r9   r9   r:   r   ,  s     rN   g     ^@o   )r   rp  rq  rs  zc                 S   s   g | ]}|d  qS rw  r9   r|   r9   r9   r:   r   7  s     c                 S   s   g | ]}|d  qS rx  r9   r|   r9   r9   r:   r   7  s     F)Ztupleize_colsr=  )sortedrN  r   r   r9  TrO   r3   r4   insertr   r   r   )r5   r   Z_dr7   r8   r9   r9   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 rB   r9   r}   r   sr   r9   r:   r   C  s      ziTestDataFrameConstructors.test_constructor_dict_datetime64_index.<locals>.create_data.<locals>.<dictcomp>	enumerater  Zdates_as_strr  r:   create_dataB  s    zUTestDataFrameConstructors.test_constructor_dict_datetime64_index.<locals>.create_datac                 S   s   t | dS )Nz%Y-%m-%d)r   strptimer~   r9   r9   r:   r   F  r   zRTestDataFrameConstructors.test_constructor_dict_datetime64_index.<locals>.<lambda>r   r   rC   rB   r+   rB   r*   r=   c                 S   s   g | ]}t |qS r9   )r   )r}   rM   r9   r9   r:   r   P  s     zTTestDataFrameConstructors.test_constructor_dict_datetime64_index.<locals>.<listcomp>rN   )r.   rp   r   r   r3   r4   )	r5   r  Zdata_datetime64Zdata_datetimeZdata_Timestampr8   Zresult_datetime64Zresult_datetimeZresult_Timestampr9   r  r:   &test_constructor_dict_datetime64_index>  s&    

z@TestDataFrameConstructors.test_constructor_dict_datetime64_indexc           	   	      s   ddddg  fdd}|dd }|d	d }|d
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 |}t |}t|| t|| t|| d S )NrC   rB   r+   r*   c                    s    fddt D S )Nc                    s"   i | ]\}}| |d | iqS r  r9   r  r  r9   r:   r   _  s      zjTestDataFrameConstructors.test_constructor_dict_timedelta64_index.<locals>.create_data.<locals>.<dictcomp>r  r  Z	td_as_intr  r:   r  ^  s    zVTestDataFrameConstructors.test_constructor_dict_timedelta64_index.<locals>.create_datac                 S   s   t | dS Nr#  )r.   timedelta64r  r9   r9   r:   r   a  r   zSTestDataFrameConstructors.test_constructor_dict_timedelta64_index.<locals>.<lambda>c                 S   s
   t | dS )N)days)r   r  r9   r9   r:   r   b  r   c                 S   s
   t | dS r  r   r  r9   r9   r:   r   c  r   r   r  r=   c                 S   s   g | ]}t |d qS )r#  r  )r}   tdr9   r9   r:   r   l  s     zUTestDataFrameConstructors.test_constructor_dict_timedelta64_index.<locals>.<listcomp>rN   r   )	r5   r  Zdata_timedelta64Zdata_timedeltaZdata_Timedeltar8   Zresult_timedelta64Zresult_timedeltaZresult_Timedeltar9   r  r:   'test_constructor_dict_timedelta64_indexZ  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2012-01rj   z2012-04rz   freqz
2012-02-01z
2012-03-01r#  r   r   r   )pdZPeriodIndexr   r-   rI   r2   rd   rf   r   r9   r9   r:   test_constructor_period_dictv  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   rN   rF  )r   r-   rI   r3   r4   )r5   Zea_scalar_and_dtypeZ	ea_scalarZea_dtyper7   r8   r9   r9   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rA   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   rC   r   r   rF  rB   r,   r   )r   r-   rI   r  rU   r3   r4   )r5   r   r-   r7   r6   r8   r9   r9   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   rE  r   r   rN   )r  period_ranger   r.   r   r`  r   rO   r  
setdefaultr3   r4   r|  )r5   r   r7   r   rO  rowrh   r9   r9   r:   "test_nested_dict_frame_constructor  s    



z<TestDataFrameConstructors.test_nested_dict_frame_constructorc              	   C   s  |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 nt}t	
|" t|dddgddgtjd}W 5 Q R X |tjkr|jjtjkstn<|   st|jjtjkstt|j s$t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srtt|d}t|jdkstd S )Nr8  r,   r   rb   r   rC   rB   r=  r+   )r+   r   rO   r-   rI  rm   rJ  rG  rH  Tr  rN   r   )r   r+   r   )r+   r   )r   r   rF   rO   rI   r   r.   r   rX   r3   rW   r'   rY   r-   r   r  r!   rr   rs   rt   r   r   r   )r5   r   matr  warnrv   r9   r9   r:   _check_basic_constructor  sN       
  $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   rC   r   r   rB   )r  r.   r   r   rF   rI   r  r9   r9   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 )Nr8  r,   r   r   r   rC   rB   r   rb   r   rC   rB   r=  )	r  ma
masked_allr   r   rI   r.   r  asarray)r5   r  r  r9   r9   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 |jjtjkstt |}d|d< d|d< t|dddgddgd}d|d dd kst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sdtt|jd	ksxt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st|d d dkstd S )Nr8  r,   r   rb   r   rC   rB   r=  r+   r  r   r  r^   z'datetime64\[ns\] values and dtype=int64rm   ignorezelementwise comparison failed)categorymessagerR   TF)r  r  r   r   rF   rO   rI   r   r.   r  r  r!   rY   r-   r   r   r3   rW   rX   warningscatch_warningsfilterwarningsDeprecationWarningr'   r   r   rd   )r5   r  r  Zmat2rv   r9   r9   r:   %test_constructor_maskedarray_nonfloat
  sh    

   

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)rB   rB   r,   r   rb   rC   rB   r=  r  r  r   )
r  r  r   Zharden_maskr   r.   rV   r3   r4   r   )r5   Zmat_hardrh   r8   r9   r9   r:   %test_constructor_maskedarray_hardenedT  s$    z?TestDataFrameConstructors.test_constructor_maskedarray_hardenedc              	      s   t jjt jjdddgddgd d  tj tt	 t
 td}W 5 Q R X t
t jdtddd	gd
}t|| t
 fdd jjD td}t|| d S )Nr   )r   <f8)pricer  r,   Fmaskr   rB   r   r  r   c                    s   i | ]}| | qS r9   r9   )r}   rT   r   r9   r:   r   z  s      zSTestDataFrameConstructors.test_constructor_maskedrecarray_dtype.<locals>.<dictcomp>)r.   r  rU   r   r   mrecordsZ	mrecarrayr3   rW   rX   r   r   r4   r-   r   )r5   rh   r8   Zaltr9   r   r:   %test_constructor_maskedrecarray_dtypej  s     z?TestDataFrameConstructors.test_constructor_maskedrecarray_dtypec              
   C   s  t jtjddd}dtddgfdtddgfd	td
dgfg}|d d  D ]*\}}|d| tjj|ddgdf qR|dtj	df |dtjjddgddf t
|dD ]}t| \}}tj||d}dd |D }tt t|}	W 5 Q R X t||d}
||	|
 tt t||d d d d}	W 5 Q R X t||d d d d}
||	|
 tt t|ddgd}	W 5 Q R X t||ddgd}
||	|
 qd S )NT)Zcheck_index_typeZcheck_column_typer         ?r   r   rC   rB   r1   r   defZmasked1_Fr  r  r  Zmasked_noner   g      @r+   )r   c                 S   s(   i | ] \}}|t |d r | n|qS )filled)hasattrr  rf  r9   r9   r:   r     s      zHTestDataFrameConstructors.test_constructor_mrecarray.<locals>.<dictcomp>r   r   rN   r=  )	functoolspartialr3   r4   r.   rU   appendr  Zmasked_arrayr  	itertoolscombinationsr   r  Z
fromarraysrW   rX   r   )r5   Zassert_fr_equalr   rT   r6   combr   r   Zmrecsrh   r8   r9   r9   r:   test_constructor_mrecarray}  s>      
 
z4TestDataFrameConstructors.test_constructor_mrecarrayc                 C   s   t g d}|jjdkstd S )NrN   r   )r   rY   shaperI   r`   r9   r9   r:   test_constructor_corner_shape  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   rY   r-   rI   )r5   r   rO   r   r-   r8   r7   r9   r9   r:   test_constructor_dtype  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   r,   r   )r5   r   Zinput_dtypeZexpected_dtyper7   r9   r9   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 )NrC   Tr   y              @r   )r   r   r   complexrd   r   rN   r   r   r   r  rd   )
r   r.   r/   r-   r'   rI   r   r!   r   r   )r5   r   r7   r9   r9   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 indexrm   F)
r   r.   r   r`  rY   r3   r4   rr   rs   rt   )r5   r7   r  r9   r9   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 Nr,   )r   r3   r4   r.   r'   rY   r-   rI   )r5   r   r7   Z	df_castedr9   r9   r:   test_constructor_DataFrame  s    z4TestDataFrameConstructors.test_constructor_DataFramec                 C   s*   t t  dd}t g dd}t|| d S )Nrd   r,   r   )r5   actualr8   r9   r9   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   r=  rB   r   rb   )r   rB   r   )r   rB   rN   )r   r   r   r   r,   rC   z(could not convert string to float: 'foo'rm   rO   r   r-   r  )r.   r   r`  r   r/   rY   ndimrI   r  rU   rd   r0   rr   rs   rt   r   r  r3   r4   r   r   r!   rF   r   r-   )r5   r   r6   rd  r  rv   r9   r9   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 )NrN   r   rb   r   c                   s   s   dE d H  d S r   r9   r9   r9   r9   r:   	empty_gen  s    zHTestDataFrameConstructors.test_constructor_empty_list.<locals>.empty_genr   )r5   r7   r8   r  r9   r9   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 )NrC   r   rB   r   numr1   r4  r   r   c                 S   s   g | ]}t |qS r9   r.   rU   r|   r9   r9   r:   r   .  s     zLTestDataFrameConstructors.test_constructor_list_of_lists.<locals>.<listcomp>)
r   r   rI   r-   r.   r   r/   r   r3   r4   )r5   r7   r8   r   rh   r9   r9   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 )NrC   rB   r,   r   )rB   rC   )r   r.   rU   rd   r   r  r3   r4   r  rI   rY  rY   )r5   r\   r6   r7   r8   r9   r9   r:   .test_nested_pandasarray_matches_nested_ndarray2  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cdefrC   rB   r+   r*   r   r=   rt  r   )r   r   r   Zfrom_arraysr3   r4   )r5   r   rh   r;  r8   r9   r9   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 4rm   rC   rB   r+   r*   r   r=   rt  r   r   rr   rs   rt   r   r5   r   rv   r9   r9   r:   0test_constructor_wrong_length_nested_list_columnJ  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 lengthrm   rC   rB   r+   r*   r   r=   rt  r   r  r  r9   r9   r:   2test_constructor_unequal_length_nested_list_columnR  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   rC   rB   r~   r   r  r+   )r   r   r3   r4   rh  r9   r9   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                   @   s*   e Zd ZddddZdd Zdd ZdS )	zPTestDataFrameConstructors.test_constructor_sequence_like.<locals>.DummyContainerN)returnc                 S   s
   || _ d S r   )_lst)r5   lstr9   r9   r:   __init__o  s    zYTestDataFrameConstructors.test_constructor_sequence_like.<locals>.DummyContainer.__init__c                 S   s   | j |S r   )r  __getitem__)r5   nr9   r9   r:   r  r  s    z\TestDataFrameConstructors.test_constructor_sequence_like.<locals>.DummyContainer.__getitem__c                 S   s
   | j  S r   )r  __len__)r5   r9   r9   r:   r  u  s    zXTestDataFrameConstructors.test_constructor_sequence_like.<locals>.DummyContainer.__len__)__name__
__module____qualname__r  r  r  r9   r9   r9   r:   DummyContainern  s   r  rC   r   rB   r   r  r1   r   Frg  )r   Sequencer   r3   r4   )r5   r  Zlst_containersr   rh   r8   r9   r9   r:   test_constructor_sequence_likej  s    
z8TestDataFrameConstructors.test_constructor_sequence_likec                 C   s   dd l }td| dtdi}tdttdi}tj||dd tttdttdg}t| dtd| dtdg}tj||dd d S )Nr   r   r   r   Frg  )rU   r   r   r   r3   r4   )r5   rU   rh   r8   r9   r9   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   r3   r4   r6  r9   r9   r:   test_constructor_range  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  r6  r9   r9   r:   test_constructor_list_of_ranges  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dd ZdS )zATestDataFrameConstructors.test_constructor_iterable.<locals>.Iterc                 s   s   t dD ]}dddgV  qd S )Nr   rC   rB   r+   )r   )r5   r   r9   r9   r:   __iter__  s    zJTestDataFrameConstructors.test_constructor_iterable.<locals>.Iter.__iter__N)r  r  r  r  r9   r9   r9   r:   Iter  s   r  rC   rB   r+   r   r   )r5   r  r8   rh   r9   r9   r:   test_constructor_iterable  s    
z3TestDataFrameConstructors.test_constructor_iterablec                 C   s0   t ttd}t ttd}t|| d S r  r   rl  r   r   r3   r4   r6  r9   r9   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  r6  r9   r9   r:   "test_constructor_list_of_iterators  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   r9   r   r9   r9   r:   r     s     zGTestDataFrameConstructors.test_constructor_generator.<locals>.<genexpr>r   c                 s   s   | ]
}|V  qd S r   r9   r   r9   r9   r:   r     s     c                 s   s   | ]}|d gV  qdS )r   Nr9   r   r9   r9   r:   r     s     r   rD   Frg  )r   r   r   r3   r4   )r5   Zgen1Zgen2r8   rh   genr9   r9   r:   test_constructor_generator  s    z4TestDataFrameConstructors.test_constructor_generatorc                 C   s&   t i g}t dgd}t|| d S )Nr   rN   r   r6  r9   r9   r:   test_constructor_list_of_dicts  s    
z8TestDataFrameConstructors.test_constructor_list_of_dicts	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 )NrB   rC   r   r   r   r   )r5   r  r8   r   rh   r9   r9   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 )NrB   r   rC   r   r2  r   r   )r5   r  Zrow_oneZrow_twoZ	row_threer8   rh   r9   r9   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   r1   r   r9   r9   r:   r     s     z[TestDataFrameConstructors.test_constructor_list_of_series_aligned_index.<locals>.<listcomp>r+   r   rC   rB   )r   r   r   r   r   r   0r  r   r=  rj  )r5   seriesrh   r8   r9   r9   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  r9   r9   r9   r:   
CustomDict  s   r  r  r+   r   )rM  r   r3   r4   )r5   r  r   Zdata_customr   Zresult_customrh   r9   r9   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   ru  r  z%All arrays must be of the same lengthrm   )r.   r   r`  rr   rs   rt   r   r5   r   r9   r9   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 )Nr+   r   r   rN   Frg  )r   r   r   r3   r4   )r5   rg   r7   r8   r9   r9   r:   test_constructor_scalar  s    z1TestDataFrameConstructors.test_constructor_scalarc                 C   s"   t |d |jdgd}|  d S )Nr   r   )r   rO   r   )r5   r   r7   r9   r9   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 )NrC   rB   r+   )r   r   rC  r   r*   r   ZquxrC  r   rN   rb   zambiguous orderingrm   r   r   r   r  )
r   r   rO   Zis_monotonic_increasingrI   rr   rs   rt   r3   r4   rh  r9   r9   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 )NrC   rB   r+   r*   r+   r*   r   rh  r9   r9   r:    test_constructor_mixed_type_rows   s    z:TestDataFrameConstructors.test_constructor_mixed_type_rowsztuples,lists)r9   r9   r+   r*   r=   c                 C   s    t |}t |}t|| d S r   r   )r5   r:  listsrh   r8   r9   r9   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   r3   r4   r6  r9   r9   r:   test_constructor_list_of_tuples9  s    z9TestDataFrameConstructors.test_constructor_list_of_tuplesc                 C   s   ddl m} |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 )Nr   )
namedtupleZPandasabrC   r+   rB   r*   r   )r   rz  r   rz  r   )rS  r  r   r   r3   r4   )r5   r  Znamed_tupler:  r8   rh   r9   r9   r:   $test_constructor_list_of_namedtuples>  s    z>TestDataFrameConstructors.test_constructor_list_of_namedtuplesc                 C   sd   ddl m} |ddtfdtfg}|dd|ddg}tddgddgd}t|}t|| d S )	Nr   make_dataclassPointr~   r   r+   rC   r~   r   )dataclassesr  r   r   r3   r4   )r5   r  r  r   r8   rh   r9   r9   r:   $test_constructor_list_of_dataclassesM  s    z>TestDataFrameConstructors.test_constructor_list_of_dataclassesc                 C   s   ddl m} |ddtfdtfg}|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  r~   r   HLinex0x1r+   rC   )r~   r   r  r  )r  r  r   r   r.   rV   r3   r4   )r5   r  r  r  r   r8   rh   r9   r9   r:   7test_constructor_list_of_dataclasses_with_varying_typesX  s    "zQTestDataFrameConstructors.test_constructor_list_of_dataclasses_with_varying_typesc              	   C   sb   ddl m} |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  r~   r   z0asdict() should be called on dataclass instancesrm   rC   r  )	r  r  r   rr   rs   	TypeErrorreescaper   )r5   r  r  rv   r9   r9   r:   1test_constructor_list_of_dataclasses_error_thrownh  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 )NrC   r*   rt  r   )FirstSecondThirdFourthr   rB   r-  ru  )r%  r$  r'  r&  r=   r+   r)   rv     r0  )r%  r$  r'  r&  YYYXXX)r$  r%  r&  r'  r)  r*  r   )r5   r   r8   rh   r9   r9   r:   #test_constructor_list_of_dict_orders  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 )NrC   rB   r+   r   r   r   r~   r  r   r   rc   r0  rN   z<Shape of passed values is \(10, 1\), indices imply \(10, 2\)rm   r   rT   r-   )r~   	Unnamed 0r-  r   )r   r   r   rI   r3   r   rO   r.   r   r`  r4   r   rr   rs   rt   rd   r|  )r5   r   r7   r6   r  r8   rv   s1r9   r9   r:   test_constructor_Series_named  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   rc   rC   r   )r   r   r3   r4   r   to_framer   rI   )r5   s0r.  r9   r9   r:   )test_constructor_Series_named_and_columns  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 )NrC   rB   r+   r   r   r   r~   r  rN   r   )
r   r   r   r   r   rI   r3   r4   r   rO   )r5   r.  s2Zother_indexdf1Zexp1r   Zexp2r9   r9   r:   +test_constructor_Series_differently_indexed  s    zETestDataFrameConstructors.test_constructor_Series_differently_indexedz#name_in1,name_in2,name_in3,name_out)rg   rg   rg   rg   )rg   rg   NN)rg   NNN)idx1idx2NN)r6  r6  r7  N)r6  r7  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   rc   r   ec                 S   s$   i | ]\}}|t d ddg|dqS )r   rC   rB   rN   r{   )r}   r   r   r9   r9   r:   r     s     zJTestDataFrameConstructors.test_constructor_index_names.<locals>.<dictcomp>r~   r   rz  r   rC   rB   )r~   r   rz  rN   )r   r   r   r.   rV   r3   r4   )
r5   Zname_in1Zname_in2Zname_in3Zname_outindicesr  rh   Zexp_indr8   r9   r9   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   r+   r   )r   rO   r   r   rG   r3   r   r   )r5   r   rO   r   rh   r9   r9   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   rb   r  r   zdoes not match index lengthrm   )r   r   r3   r4   r   rr   rs   rt   )r5   r   r7   rv   r9   r9   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 ttjdgddgg}t || d S )Nz6float-dtype values containing NaN and an integer dtyperm   rC   r   r,   )r3   rW   rX   r   r.   rV   r'   r4   r5   rv   r7   r8   r9   r9   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 )Nru  r   r   r   )ru  r   )r   r   r3   r4   Zfrom_records)r5   r7   ZedfZidfr9   r9   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   rC   r  ZU5)r   rd   r1   r3   r4   r.   Zstr_Zunicode_rZ  r9   r9   r:   (test_constructor_empty_with_string_dtype  s    zBTestDataFrameConstructors.test_constructor_empty_with_string_dtypec                 C   s.   t g dg|d}t dg|d}t|| d S )NZc1r  r   r-   r   )r5   Znullable_string_dtyper8   r7   r9   r9   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        rC   rB   r+   r   r   r   r   r!   r   r'   r,   z*DataFrame constructor not properly called!rm   r   zincompatible data and dtype)r   r3   r4   r.   r   r  r2   rO   r   rU   rd   rr   rs   rt   r   r   )r5   r7   rv   r9   r9   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 )Nr^   rC   r   r   Z20010101  rB   r   )r   rb   r   r#  Er   rN   r'   ZABCDEr   r   r   r   r,   r!   rd   )r.   r-   int_rT   Zfloat_r   r   r   r   r/   r   r   r   r3   r[   rU   )r5   ZintnameZ	floatnameZdatetime64nameZ
objectnamer7   rh   r8   r9   r9   r:   test_constructor_with_datetimesK  s    

     





     





z9TestDataFrameConstructors.test_constructor_with_datetimesc                 C   s6   t dddd}dd |D }t|}|jdks2td S )NrD  r#  r   startr  r@   c                 S   s   g | ]}|  qS r9   to_pydatetimer}   tsr9   r9   r:   r     s     zNTestDataFrameConstructors.test_constructor_with_datetimes1.<locals>.<listcomp>r^   )r   r   r-   rI   )r5   ind	datetimesZ
datetime_sr9   r9   r:    test_constructor_with_datetimes1  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 )NrD  r#  r   rJ  c                 S   s   g | ]}|  qS r9   rL  rN  r9   r9   r:   r     s     zNTestDataFrameConstructors.test_constructor_with_datetimes2.<locals>.<listcomp>c                 S   s   g | ]}|  qS r9   )r   rN  r9   r9   r:   r     s     rQ  r   datesdatetime64[ns]rd   rN   )r   r   r   r   r.   r-   r3   r[   )r5   rP  rQ  rS  r7   rh   r8   r9   r9   r:    test_constructor_with_datetimes2  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    rC   zEnd Dater   rN   r   datetime64[ns, US/Eastern])pytztimezoneZlocalizer   r   iatrI   r3   r[   r   r   )r5   rA   rM   r7   r9   r9   r:    test_constructor_with_datetimes3  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20130101r+   rE  rP   r   UTCr?   r  )r   r   rZ  rA   rI   r1   )r5   drr7   r9   r9   r:    test_constructor_with_datetimes4  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  r@   r  rA   r   TZdropr   r   Z	to_seriesZreset_indexr3   r4   )r5   r   r8   r7   r9   r9   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 )
Nr`  r   ra  r  rb  r@   r  r   Trc  rd  )r5   r   Zi_no_tzr7   r8   r9   r9   r:    test_constructor_with_datetimes6  s
    z:TestDataFrameConstructors.test_constructor_with_datetimes6r6   rj   c                 C   s*   t |j}ttdg}t|| d S )NrT  )r   r   r   r.   r-   r3   r[   )r5   r6   rh   r8   r9   r9   r:   %test_constructor_datetimes_with_nulls  s    
z?TestDataFrameConstructors.test_constructor_datetimes_with_nullsorderKr   r   Fr-   zdatetime64[M]zdatetime64[D]zdatetime64[h]zdatetime64[m]zdatetime64[s]zdatetime64[ms]zdatetime64[us]rT  c                 C   s\   t jdddgdddgg||d}t|}tdddgdddgg}|j|d}t|| d S )	Nz
2015-01-01z
2015-01-02z
2015-01-03z
2017-01-01z
2017-01-02z
2017-02-03r-   ri  r,   )r.   rU   r   r2   r3   r4   r5   ri  r-   nar7   r8   r9   r9   r:   !test_constructor_datetimes_non_ns  s    z;TestDataFrameConstructors.test_constructor_datetimes_non_nsztimedelta64[D]ztimedelta64[h]ztimedelta64[m]ztimedelta64[s]ztimedelta64[ms]ztimedelta64[us]timedelta64[ns]c                 C   s   t jt ddt ddgt ddt ddgg||d}t|d}ttddtddgtddtddgg}t|| d S )NrC   r#  rB   r*   r   rl  rp  )r.   rU   r  r   r2   r   r3   r4   rm  r9   r9   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   )r.   r/   r|   r9   r9   r:   r   1  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&   r,   )r.   rU   r/   r|   r9   r9   r:   r   6  s     r&   r   l        l       r   r'   rC   rB   r   r   r!   r+   rN   r*   rt  g333333?gffffff@gffffff@g333333@r  c                 S   s   g | ]}t d ddqS )  rC   )r   r   r9   r9   r:   r   Y  s     rX  )r   r   r   r   r8  rd   rT  Zabcde)r   r   r   r   r.   r-   r3   r[   rZ   rI   r   )r5   r7   rh   r8   r9   r9   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 )NTr   r   r   )r   r  rI   )r5   r   Zcopr9   r9   r:   test_constructor_frame_copyj  s    z5TestDataFrameConstructors.test_constructor_frame_copyc                 C   s   |s^t |j}d|jd< |jd dk s.tt |jdd}d|j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   Trt  r=   r   r   r   Fi  )
r   rY   r  rI   r   rG   r   r   r   rZ   )r5   r   rJ   r7   r6   r9   r9   r:   test_constructor_ndarray_copyp  s     



z7TestDataFrameConstructors.test_constructor_ndarray_copyc                 C   sB   |j }td|d idd}d|d d d < |d dk r>td S )Nr   Trt  r   )r  r   r  rI   )r5   r   r  r7   r9   r9   r:   test_constructor_series_copy  s    z6TestDataFrameConstructors.test_constructor_series_copyr7   rN   g?g@r   rt  rD  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$rm   rC   )r   rF   r   rZ   r.   r/   r   rr   rs   KeyErrorr   rV   r3   r[   r4   )r5   r7   r   Zindexerr9   r9   r:   test_constructor_with_nas  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   FrC   )r   r.   rV   r-   r   rI   )r5   r   r9   r9   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   rb   r   r   rC   r  r,   r  )	r   r.   rU   r0   Zbroadcast_tor   r-   r3   r4   )r5   catr6   rh   r8   r9   r9   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  r,   rS   r   r   rc   )r   r   r   r3   r[   r0  )r5   r7   r8   r  rh   r9   r9   r:   test_constructor_categorical  s    z6TestDataFrameConstructors.test_constructor_categoricalc              	   C   sX   d}t jt|d tttdg}W 5 Q R X tdttdddi}t || d S )N%will be changed to match the behaviorrm   r   r   r  r,   r3   rW   rX   r   r   r   r   r4   r>  r9   r9   r:   -test_construct_from_1item_list_of_categorical  s
    zGTestDataFrameConstructors.test_construct_from_1item_list_of_categoricalc              	   C   sx   d}t jt|d" tttdttdg}W 5 Q R X tttdddttdddddd	gd
}t || d S )Nr~  rm   r   Zabdr  r,   rD   r   rC   r   r  r>  r9   r9   r:   (test_construct_from_list_of_categoricals  s    &zBTestDataFrameConstructors.test_construct_from_list_of_categoricalsc              	   C   sl   d}t jt|d tttdtdg}W 5 Q R X tttdddtdddd	gd
}t || d S )Nr~  rm   r   r  r  r,   rD   r   rC   r   r  r>  r9   r9   r:   %test_from_nested_listlike_mixed_types  s    " z?TestDataFrameConstructors.test_from_nested_listlike_mixed_typesc              
   C   sd   d dg}d}tjt|d< tjt|d" ttt	dtt	dg W 5 Q R X W 5 Q R X d S )Nrl   z;Length of values \(6\) does not match length of index \(3\)r~  rm   r   Zabdefg)
rq   rr   rs   rt   r3   rW   rX   r   r   r   )r5   rv   Zmsg2r9   r9   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 )NrC   rB   r+   r  r,   r   r   r   Z20000101rE  )rY   
categoriesr~   rN   )r   r2   r3   r[   r   r   r.   rV   rO   r   r4   )r5   rN  r  resrO   r8   r7   r9   r9   r:   #test_constructor_categorical_series	  s     z=TestDataFrameConstructors.test_constructor_categorical_seriesc                 C   s,   t dddgidg|d}|jj|ks(td S )Nr   rC   rB   r   rB  )r   r   r-   rI   )r5   r-   r   r9   r9   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   rC   rB   r   rB  rd   )	r   r3   BYTES_DTYPESr  &mark_array_manager_not_yet_implementedr   r-   rT   rI   )r5   requestr-   rJ   r   r9   r9   r:   $test_check_dtype_empty_string_column,	  s    
z>TestDataFrameConstructors.test_check_dtype_empty_string_columnc                 C   sL   t dtd j}t dti}t|| tt dtdj}t|| d S )Nr   r,  )r   rd   r0  r   r3   r[   r   r6  r9   r9   r:   test_to_frame_with_falsey_names:	  s
    z9TestDataFrameConstructors.test_to_frame_with_falsey_namesr"   r  c                 C   sb   t ddddddgi|pdd}t td	dg|d
}t|| t dtd	i|d}t|| d S )Nr   r   rC   rB   r+   r*   r'   r,   r   rB  )r   r   r3   r4   )r5   r-   r8   rh   r9   r9   r:   test_constructor_range_dtypeC	  s
    z6TestDataFrameConstructors.test_constructor_range_dtypec                 C   s\   G dd dt }tdddgdddgg}t||dddg|dddgg}t|| d S )	Nc                   @   s   e Zd ZdS )zETestDataFrameConstructors.test_frame_from_list_subclass.<locals>.ListNr  r9   r9   r9   r:   ListR	  s   r  rC   rB   r+   r*   r   r=   )r   r   r3   r4   )r5   r  r8   rh   r9   r9   r:   test_frame_from_list_subclassP	  s    $z7TestDataFrameConstructors.test_frame_from_list_subclassextension_arrZaabbcz1/1/2017z1/1/2018)rK  endr  c                 C   s$   t t|}t |}t|| d S r   r  )r5   r  r8   rh   r9   r9   r:   %test_constructor_with_extension_arrayY	  s    z?TestDataFrameConstructors.test_constructor_with_extension_arrayc                 C   s^   t  }||f}t|ttdtddi|gd}tdddgtt|gd}t|| d S )Nr+   rN   r   r   rC   rB   )r   todayr   r   r   r   r3   r4   )r5   rU  tuprh   r8   r9   r9   r:   *test_datetime_date_tuple_columns_from_dicth	  s
    "zDTestDataFrameConstructors.test_datetime_date_tuple_columns_from_dictc              	   C   s   t dddgtdddgd}t dd	dd
dgtdddddgd}t||g}ttdddtjtjgdddddggdddddgd}t|| d S )N'   r=   r*   ZfemaleZmaleunknownrN   rB            fry   g      c@g     @n@g     b@r   r   )r   r   r   r.   rU   rV   r3   r4   )r5   r.  r3  rh   r8   r9   r9   r:   /test_construct_with_two_categoricalindex_seriesp	  s    $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orderedrN   )r   r   r   Zvalue_countsheadtailr   r   r   r.   rV   r3   r4   )r5   r\   ser1ser2rh   rO   r8   r9   r9   r:   1test_constructor_series_nonexact_categoricalindex~	  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 )NrV  rv  r   ru  r_  r   )DateM8[us])Forecastingr  r,   r  r  rC   )r   r.   rU   r   rI   r   r   r   )r5   rS  r6   r7   r  r9   r9   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  r9   r9   r9   r:   DatetimeSubclass	  s   r  r   i  rC   rT  )r   r   r-   rI   )r5   r  r   r9   r9   r:   test_from_datetime_subclass	  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 )	Nr<   r+   r>   r?   z@Shape of passed values|Passed arrays should have the same lengthrm   r*   rN   )r   rr   rs   rt   r   r   )r5   rK   rv   r9   r9   r:   (test_with_mismatched_index_length_raises	  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 1:59:50ra  r  r  rb   r^   )
r   r.   r  r   r   r`  rF   Z
issubdtyper-   rI   )r5   r   rS  r7   r9   r9   r:   !test_frame_ctor_datetime64_column	  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   r*   c                 S   s   g | ]}t |qS r9   r  r|   r9   r9   r:   r   	  s     zYTestDataFrameConstructors.test_dataframe_constructor_infer_multiindex.<locals>.<listcomp>rN   r   )	r   r.   r   r`  r   rO   r   rI   r   )r5   Zindex_listsZmultir9   r9   r:   +test_dataframe_constructor_infer_multiindex	  s    zETestDataFrameConstructors.test_dataframe_constructor_infer_multiindex
input_valsr  r   r`  Hrf  rb  c                 C   s6   t d|i|d}t d|id|i}t|| d S )Nr   r,   )r   r2   r3   r4   )r5   r  r   rh   r8   r9   r9   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   r,   z1.0z2.0)r   rd   r3   r4   )r5   r   rh   r8   r9   r9   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tdd( t	jddgjdjd d df< W 5 Q R X jjd jks&t|s:|s:|d |rԈ jjdkr d  jddksjtd jddkstn4 d  jdkstd jdkstd |d kstn|sd dkstd S )NrC   rB   r,   r+   r*   )SUr   r   r   rt  c                 S   s0   t | tjr| jS t | jtjr(| jjS td S r   )r   r.   Zndarraybaser-   Z_ndarrayr   r   r9   r9   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   r9   r|   )r   r9   r:   r   
  s     zRTestDataFrameConstructors.test_dict_nocopy.<locals>.check_views.<locals>.<genexpr>rC   c                 3   s(   | ] }t |jtjr| kV  qd S r   r   r-   r.   r|   )r   r  r9   r:   r   
  s   c                 3   s(   | ] }t |jtjr| kV  qd S r   r  r|   )r   r  r9   r:   r   
  s   )sumrG   r   rI   r  r   r   r   r7   r  r9   r:   check_views
  s    "	z?TestDataFrameConstructors.test_dict_nocopy.<locals>.check_viewsr   r   rD   Tzwill attempt to setrm   r   .   rz   rk   )F)r3   STRING_DTYPESr  r  r  r.   rU   r-   rx   r  r   r   r   rZ   rW   r  r   rI   type)	r5   r  r   Zany_numeric_ea_dtypeZany_numpy_dtyperJ   r   Zc_origr  r9   r  r:   test_dict_nocopy	  sN    
	

 ,z*TestDataFrameConstructors.test_dict_nocopyc                 C   s2   t tddddgd}t dgd}t|| d S )NrC   r   rc   r   r   r  r6  r9   r9   r:   'test_from_series_with_name_with_columnsG
  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 )NrC   rB   r+   r*   r   r=   r   r   r   r   r   )r   r   )r   r   )r   r   )r   r   r9  r3   r4   r6  r9   r9   r:   test_nested_list_columnsM
  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
2016-04-05r+   rE  rC   r   rC   r+   r*   r   r=   r  )r  r  rE   r2   rd   r0   r   r  rI   r   r-   r  ZIntervalIndexZfrom_breaksr.   Zr_r|  r3   r4   )
r5   pir   r7   iiZdata2r   Zdata3r   r8   r9   r9   r:   1test_from_2d_object_array_of_periods_or_intervalsX
  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-dimensionalrm   r   r  )r5   Zcol_aZcol_brv   r9   r9   r:   test_error_from_2darrayn
  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 )NrC   rB   r+   r   r   r   F)rO   r   r   r   r   r  rO   r-   )
r   r.   r   Z_valuesrI   rZ   rV   rd   r3   r4   r@  r9   r9   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 )NrB  rm   r   r   r4  )rr   rs   rt   r   r.   rU   r   r9   r9   r:   1test_construction_empty_array_multi_column_raises
  s    zKTestDataFrameConstructors.test_construction_empty_array_multi_column_raises)r  r  r  r;   rL   rQ   r]   ra   ri   rw   rr   markparametrizer   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   r.   rU   rd   r   r#   r$   r%   r   r  r  r  r  r  r  r  r!  rV   r$  r   r,  r1  r5  r7  r<  rA  rL  rQ  rW  r[  r^  ra  rc  re  ri  rk  rn  ro  r~  r  r  r  r  r   r   r   r	   r   r   r  r  r  r  r  r  r  r  Zslowr  r  r   r   r   r-   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  rM  r   r   r  r  r  r	  r
  r  r  r  r  r  r  r  r  r#  r+  r/  r2  r5  r:  r;  r=  r?  r@  rA  rC  rE  rI  rR  rU  r[  r_  re  rg  r   r_   rp   rj   rh  ro  rq  rs  ru  rv  rw  r   ry  rz  r|  r}  r  r  r  r  r  r3   ZALL_INT_NUMPY_DTYPESZALL_INT_EA_DTYPESZFLOAT_NUMPY_DTYPESZCOMPLEX_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  r9   r9   r9   r:   r(   H   s  
!

	


	






&	



4	

=J
/"

	

'
	

	

2&
 G;(.8  4


 			

	f"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.  r3  )r  r  r   r.   r   r`  rF   r   r3   r   rO   )r5   Zrng1r.  Zrng2r3  r7   r  r9   r9   r:   Atest_frame_from_dict_of_series_overlapping_monthly_period_indexes
  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 )Nr<   r+   rE  rN   r]  z
US/Centralr   r,   )r   r   rb   )rb   r   r   )r   rb   r   z0Cannot join tz-naive with tz-aware DatetimeIndexrm   )r   rb   r   r#  )r   rb   r#  )r#  r   rb   )r   r   r   re   r   r   r   rO   rd   r3   r   rr   rs   r   )r5   rK   r  r  Zser3Zser4r4  Z	exp_indexr   Z
exp_index3r   Zdf4Z
exp_index4rv   r9   r9   r:   /test_frame_from_dict_with_mixed_tzaware_indexes
  sH        zVTestDataFrameConstructorIndexInference.test_frame_from_dict_with_mixed_tzaware_indexesN)r  r  r  r  r  r9   r9   r9   r:   r  
  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  t| dd W 5 Q R X 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!if they cannot be cast losslesslyrm   rR   r,   r   z)passing float-dtype values containing NaNr   z9Cannot convert non-finite values \(NA or inf\) to integer)r.   r   r`  r3   rW   rX   r   roundrV   r   rr   rs   rt   r2   )r5   r6   rv   r9   r9   r:   "test_floating_values_integer_dtype
  s"    
zLTestDataFrameConstructorWithDtypeCoercion.test_floating_values_integer_dtypeN)r  r  r  r  r9   r9   r9   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 )'&TestDataFrameConstructorWithDatetimeTZrA   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  rN   rk   rb   c                 S   s   g | ]}|  qS r9   rL  rN  r9   r9   r:   r   
  s     zeTestDataFrameConstructorWithDatetimeTZ.test_construction_preserves_tzaware_dtypes.<locals>.<listcomp>c                 S   s   g | ]}|  qS r9   rL  rN  r9   r9   r:   r   
  s     r^  dr_tzdatetimes_naivedatetimes_with_tzrT  r  )r   re   r   r   tzinfor-   rI   r   r   r.   r3   r[   )
r5   rA   r^  r  r7   Ztz_expectedr  r  rh   r8   r9   r9   r:   *test_construction_preserves_tzaware_dtypes
  s*    

	zQTestDataFrameConstructorWithDatetimeTZ.test_construction_preserves_tzaware_dtypespydtTFc           	   	   C   s  |}t d|d}|r| }t d}tt td|gidd}W 5 Q R X td|gi}t|| tt td|idgdd}W 5 Q R X t|| tt t|gdd}W 5 Q R X t|| tt ttj|gt	ddd}W 5 Q R X t|| tt t|dgdgdd}W 5 Q R X t|| tt tt
|ggdd}W 5 Q R X t|| tt t|ggdgdd}W 5 Q R X t|| d S )	N2019r  r   rT  r,   r  r  rB  )r   rM  r3   rW   rX   r   r4   r.   rU   rd   r   Zassert_equal)	r5   Ztz_aware_fixturer  rA   rO  ts_naiverh   r8   r7   r9   r9   r:   'test_constructor_data_aware_dtype_naive  s6    "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 )Nr\  r+   r  r?   r   rc   Z20130110rE  r  r   zM8[ns, US/Easternrb   )	r   r   r   r-   rI   rT   r3   r[   r   )r5   rg   r^  r7   r9   r9   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 )	Nr\  r+   r  r   )r@   rA   rT   rc   r?   r   )r   r   r3   r[   r   )r5   r7  r   r9   r9   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   rE  rN   r   r   )r   r   r   rY   )r5   r^  r  r9   r9   r:   +test_frame_dict_constructor_datetime64_1680M  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  rN   rb   )r   r   r   r   r  rI   )r5   r^  rO  r   r9   r9   r:   +test_frame_datetime64_mixed_index_ctor_1681U  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20130101T10:00:00r+   r|  r  )rK  r@   r  rA   Z
timestampsr   r  z20130101T10:01:00z20130101T10:02:00)r   r   r   r3   r4   )r5   r^  rh   r8   r9   r9   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@)rF    r  333333?@)rr  rF  r  )r  r  rF  r  i  r   )r  r  )r  r  r=  )r   r.   rV   r   r3   r4   )r5   r   poprh   r8   r9   r9   r:   test_nested_dict_constructionl  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 04:30r+   r]  r?   rC   r   r  )r   rE   r2   rd   r0   r   r  rI   r   r-   r  )r5   rK   r   r7   r9   r9   r:   test_from_tzaware_object_array{  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+0100r,   r   rb   r   r   rT  rW  zdatetime64[ns, CET])r.   rU   r   r  rj   rd   r|  r   r   r  rI   )r5   r6   r  Zexpected_dtypesr9   r9   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  zdatetime64[ns, UTC]r,   )r.   r/   r0   r   r2   r3   r4   )r5   Z
array_dim2r7   r8   r9   r9   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 )NrC   rB   r+   'z' type is unorderedrm   r   )r  rr   rs   r   r   r   )r5   r   rY   rv   r9   r9   r:   !test_construction_from_set_raises  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)   rT  r,   r*   r+   c                 s   s   | ]}t |tV  qd S r   )r   r   )r}   r6   r9   r9   r:   r     s     zeTestDataFrameConstructorWithDatetimeTZ.test_construction_from_ndarray_datetimelike.<locals>.<genexpr>)r.   r/   r0   r   r  rG   r   rI   r   r9   r9   r:   +test_construction_from_ndarray_datetimelike  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   rB   r   z'len\(arrays\) must match len\(columns\)rm   r   rB  r   rX  r   r   )
r.   r   r`  r  rU   r-   rr   rs   rt   r   )r5   r6   r-   rv   Zarr2r9   r9   r:   >test_construction_from_ndarray_with_eadtype_mismatched_columns  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 )NrC   rB   r+   r*   r   r=   zindex cannot be a setrm   r   r   rN   zcolumns cannot be a setr   r   r  r  r9   r9   r:   "test_columns_indexes_raise_on_sets  s
    zITestDataFrameConstructorWithDatetimeTZ.test_columns_indexes_raise_on_setsN)r  r  r  rr   r  r  r  r  r  r  r  r  r  r  r  r  r  set	frozensetr  r  r  r  r9   r9   r9   r:   r  
  s$   

&	

r  c                 C   s"   t | tr| jd S | jd S d S )Nr   r   )r   r   rZ   r  r9   r9   r:   get1  s    

r  c                   @   s   e Zd Zejeedgd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	deejgdd Zej	deejgdd Zdd ZdS )TestFromScalarNparamsc                    s   |j }dtdi tkr$dg d< |d kr:tjf S |tkrhtkrX fddS  fddS n$tkr~ fddS  fd	dS d S )
NrO   rB   r   r   c                    s   | | df |S )NrD   r9   r~   kwargsextraru   r9   r:   r     s
    z,TestFromScalar.constructor.<locals>.<lambda>c                    s   d| if |S Nr   r9   r  r  r9   r:   r     r   c                    s   | | gf |S r   r9   r  r  r9   r:   r     r   c                    s   d| | gif |S r  r9   r  r  r9   r:   r     s
   
 )paramr   r   r  r  rM  r   )r5   r  ru   Zboxr9   r  r:   r     s    
zTestFromScalar.constructorr-   r^   ro   c                 C   s8   |t j|d}t|j|ks"tt| s4td S r  )r  rj   r.   r  r   rI   r   )r5   r-   r   r   r9   r9   r:   test_from_nat_scalar  s    z#TestFromScalar.test_from_nat_scalarc                 C   s(   t d}||dd}t||ks$td S )NrC   ro   r,   r   r  rI   )r5   r   r  r   r9   r9   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 )NrC   r^   r,   r  )r5   r   Zfixed_now_tsrO  r   r9   r9   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 )NrC   r,   )r   Zto_timedelta64rd   r   r  r.   r  rI   )r5   r   r  Ztd64r   r9   r9   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| }d}|t jkr: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 )Nrj   rk   ro   r^   zCannot castrl   z?dtype datetime64\[ns\] cannot be converted to timedelta64\[ns\]rm   r,   r*   )r.   rp   r  rq   rr   rs   r   )r5   r   r  r"  r-   rv   r9   r9   r:   (test_from_scalar_datetimelike_mismatched  s    


z7TestFromScalar.test_from_scalar_datetimelike_mismatchedc                 C   sB   t ddd}|tjkr"t|d}||}tt||ks>td S )N'  rC   r#  )r   r.   rp   r  r  rI   r5   r   r  r"  rh   r9   r9   r:    test_from_out_of_bounds_datetime"  s
    
z/TestFromScalar.test_from_out_of_bounds_datetimec                 C   sN   t dddt ddd }|tjkr.t|d}||}tt||ksJtd S )Nr  rC   i  r#  )r   r.   r  r  r  rI   r	  r9   r9   r:   !test_from_out_of_bounds_timedelta+  s
    
z0TestFromScalar.test_from_out_of_bounds_timedeltac              	   C   sh   d}t d|d}t d}tjtdd ||dd}W 5 Q R X t|jdksRtt||ksdtd S )Nr  r  r  zData is timezone-awarerm   r^   r,   )r   r3   rW   rX   r.   r  r   rI   )r5   r   rA   rO  r  rh   r9   r9   r:   test_tzaware_data_tznaive_dtype4  s    z.TestFromScalar.test_tzaware_data_tznaive_dtype)r  r  r  rr   fixturer   rM  r   r  r  r  r  r  r  r.   rp   r  r  r   r
  r   r  r  r9   r9   r9   r:   r    s   




r  c                   @   sj   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
ejjddddd ZdS )TestAllowNonNanoTFr  c                 C   s   |j S r   )r   )r5   r  r9   r9   r:   as_tdE  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   zM8[s]r   r,   )	r.   r/   r2   r'   r   r   Z_simple_newr-   r   )r5   r  rY   r9   r9   r:   r6   I  s
    zTestAllowNonNano.arrc                 C   s   t |}|j|jkstd S r   )r   r-   rI   )r5   r6   rg   r9   r9   r:   test_index_allow_non_nanoR  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   r-   rI   )r5   r6   r  rg   r9   r9   r:   test_dti_tdi_allow_non_nanoV  s    z,TestAllowNonNano.test_dti_tdi_allow_non_nanoc                 C   s   t |}|j|jkstd S r   )r   r-   rI   )r5   r6   r\   r9   r9   r:   test_series_allow_non_nano]  s    z+TestAllowNonNano.test_series_allow_non_nanoc                 C   s    t |}|jd |jkstd S r   r   r   r-   rI   r   r9   r9   r:   test_frame_allow_non_nanoa  s    z*TestAllowNonNano.test_frame_allow_non_nanozVstack_arrays converts TDA to ndarray, then goes through ensure_wrapped_if_datetimelike)strictreasonc                 C   s$   t d|i}|jd |jks td S r   r  r   r9   r9   r:   #test_frame_from_dict_allow_non_nanoe  s    z4TestAllowNonNano.test_frame_from_dict_allow_non_nanoN)r  r  r  rr   r  r  r6   r  r  r  r  r  Zxfailr  r9   r9   r9   r:   r  A  s   

r  )BrS  r   r   r   r   r   r  r  r!  r  Znumpyr.   Znumpy.mar  Znumpy.ma.mrecordsr  rr   rX  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_testingr3   Zpandas.arraysr   r   r   r   r   Zpandas.core.apir    r   r   r(   r  r  r  r  r  r  r9   r9   r9   r:   <module>   sp   D
                    _9 hi