1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
Ë
oñúhÙ(ã    ó —ddlZddlZddlmZddlmZmZm    Z    m
Z
m Z ddl m Z ddlmZddlmZGd„d«ZGd„d    e«ZGd
„d e«Zej,j/d d dg«d„«Zd„Zej,j/dgd¢«d„«Zd„Zd„Zd„Zd„Zd„Zd„Z ej,j/dejBgejBgejBggejBgejBggfejBgejBgejB ggejBgejDggfejBgejB gejBggejBgejDggfejBgejB gejB ggejBgejB ggfg«d„«Z#y)éN)Úgroupby)Ú group_cumprodÚ group_cumsumÚ
group_meanÚ    group_sumÚ    group_var)Úensure_platform_int)Úisnacó*—eZdZd„Zd„Zd„Zd„Zd„Zy)ÚGroupVarTestMixincóú—tjjd«}tjtjd«zj |j «}tjdd¬«}d|jd«j |j «z}tjtjd«d«j d    «}tj|«jd
d ¬ «jd d ¬«dzdd…tjf}|dz}|j||||«tj|||j «sJ‚t#j$||«y)Né©éérÚint64©Údtypeé
)ér)éÚintp)rrÚF©Úorderr)ÚaxisÚddofr)ÚnpÚrandomÚ default_rngÚnanÚonesÚastyperÚzerosÚtileÚarangeÚsqueezeÚreshapeÚstdÚnewaxisÚalgoÚallcloseÚrtolÚtmÚassert_numpy_array_equal©ÚselfÚprngÚoutÚcountsÚvaluesÚlabelsÚ expected_outÚexpected_countss        úWH:\Change_password\venv_build\Lib\site-packages\pandas/tests/groupby/test_libgroupby.pyÚtest_group_var_generic_1dz+GroupVarTestMixin.test_group_var_generic_1ds€Üy‰y×$Ñ$ QÓ'ˆäv‰vœŸ™ ›Ñ'×/Ñ/°·
±
Ó;ˆÜ—‘˜! 7Ô+ˆØd—k‘k 'Ó*×1Ñ1°$·*±*Ó=Ñ=ˆÜ—‘œŸ™ 1› tÓ,×3Ñ3°FÓ;ˆô J‰JvÓ × &Ñ & v°SÐ &Ó 9× =Ñ =À1È1Ð =Ó MÐQRÑ RÚ
ŒRZ‰Zˆ-ñˆ ð! 1™*ˆà     ‰    #v˜v vÔ.܏{‰{˜3  ¨d¯i©iÔ8Ð8Ð8Ü
×#Ñ# F¨OÕ<ócón—tjjd«}tjtjd«zj |j «}tjdd¬«}d|jd«j |j «z}tjdd    ¬«}tj|jd¬
«dzgg«}|dz}|j||||«tj|||j«sJ‚tj||«y) Nr©rrrrrrrrr)r)rrr r!r"r#rr$Úarrayr)r+r,r-r.r/r0s        r9Ú%test_group_var_generic_1d_flat_labelsz7GroupVarTestMixin.test_group_var_generic_1d_flat_labels%sæ€Üy‰y×$Ñ$ QÓ'ˆäv‰vœŸ™ ›Ñ'×/Ñ/°·
±
Ó;ˆÜ—‘˜! 7Ô+ˆØd—k‘k &Ó)×0Ñ0°·±Ó<Ñ<ˆÜ—‘˜! 6Ô*ˆä—x‘x &§*¡*°! *Ó"4¸Ñ"9Ð!:Р;Ó<ˆ Ø  1™*ˆà     ‰    #v˜v vÔ.ä{‰{˜3  ¨d¯i©iÔ8Ð8Ð8Ü
×#Ñ# F¨OÕ<r;có´—tjjd«}tjtjd«zj |j «}tjdd¬«}d|jd«j |j «z}tjtjd«d«j d    «}tj|jddd«d
d ¬ «dz}|dz}|j||||«tj|||j«sJ‚tj ||«y) Nr©rrrrrr©rr©rrrr©rr)rrr r!r"r#rr$r%r&r)r(r+r,r-r.r/r0s        r9Ú$test_group_var_generic_2d_all_finitez6GroupVarTestMixin.test_group_var_generic_2d_all_finite5sù€Üy‰y×$Ñ$ QÓ'ˆäv‰vœŸ™ ›Ñ'×/Ñ/°·
±
Ó;ˆÜ—‘˜! 7Ô+ˆØd—k‘k 'Ó*×1Ñ1°$·*±*Ó=Ñ=ˆÜ—‘œŸ™ 1› tÓ,×3Ñ3°FÓ;ˆä—v‘v˜fŸn™n¨Q°°1Ó5¸AÀAÔFÈ!ÑKˆ Ø  1™*ˆà     ‰    #v˜v vÔ.܏{‰{˜3  ¨d¯i©iÔ8Ð8Ð8Ü
×#Ñ# F¨OÕ<r;cóŠ—tjjd«}tjtjd«zj |j «}tjdd¬«}d|jd«j |j «z}tj|dd…df<tjtjd«d    «j d
«}tj|dd…d fjddd ¬ «jdd¬«dztjtjd«zg«jj |j «}|dz}|j||||«tj ||d¬«tj"||«y)NrrArrrrrBrrCrrrrrDgíµ ÷Æ >©r-)rrr r!r"r#rr$r%r&Úvstackr(r)ÚTr+r.Úassert_almost_equalr/r0s        r9Ú"test_group_var_generic_2d_some_nanz4GroupVarTestMixin.test_group_var_generic_2d_some_nanDsP€Üy‰y×$Ñ$ QÓ'ˆäv‰vœŸ™ ›Ñ'×/Ñ/°·
±
Ó;ˆÜ—‘˜! 7Ô+ˆØd—k‘k 'Ó*×1Ñ1°$·*±*Ó=Ñ=ˆÜ—v‘vˆŠq!ˆt‰ Ü—‘œŸ™ 1› tÓ,×3Ñ3°FÓ;ˆä—y‘yà’q˜!t‘ ×$Ñ$ Q¨°Ð$Ó5×9Ñ9¸qÀqÐ9ÓIÈQÑNÜ—‘œŸ™ ›Ñ#ð ó
÷
‰!F‰F4—:‘:Ó ð     ð ! 1™*ˆà     ‰    #v˜v vÔ.Ü
×јs L°wÕ?Ü
×#Ñ# F¨OÕ<r;cóŽ—tjtjgg|j¬«}tjdgd¬«}dtjd|j¬«z}tj
dd¬«}|j ||||«|ddk(sJ‚|ddk\sJ‚tj|dd    «y)
NrrrgUUUÕª¦ê?)rrrr©rrg)    rr>r!rr"r$r+r.rJ)r1r3r4r5r6s     r9Útest_group_var_constantz)GroupVarTestMixin.test_group_var_constantYs¡€ôh‰hœŸ™˜z¨¯©Ô4ˆÜ—‘˜1˜# WÔ-ˆØ"¤R§W¡W¨V¸4¿:¹:Ô%FÑFˆÜ—‘˜! 6Ô*ˆà     ‰    #v˜v vÔ.àa‰y˜AŠ~Ј~ؐ4‰y˜AŠ~Ј~Ü
×јs 4™y¨#Õ.r;N)Ú__name__Ú
__module__Ú __qualname__r:r?rErKrN©r;r9r r s„ò=ò"=ò  =ò=ó* /r;r cóB—eZdZdZee«ZejZ    dZ
d„Z y)ÚTestGroupVarFloat64Tgñh㈵øä>cóÜ—tjjd«}tjtjgg|j
¬«}tjdgd¬«}|jd«dzj |j
«}d|_tjdd¬«}|j||||«|ddk(sJ‚tj|d    d
d ¬ «y) Nrrrré@BlJ)£)rVrrrMgUUUUUUµ?gü©ñÒMb@?rG) rrr r>r!rr#Úshaper$r+r.rJ)r1r2r3r4r5r6s      r9Útest_group_var_large_inputsz/TestGroupVarFloat64.test_group_var_large_inputsos·€Üy‰y×$Ñ$ QÓ'ˆäh‰hœŸ™˜z¨¯©Ô4ˆÜ—‘˜1˜# WÔ-ˆØ—+‘+˜eÓ$ vÑ-×5Ñ5°d·j±jÓAˆØ!ˆŒ Ü—‘˜% vÔ.ˆà     ‰    #v˜v vÔ.àa‰y˜EÒ!Ð!Ð!Ü
×јs 4™y¨(¸Ö@r;N) rOrPrQÚ__test__Ú staticmethodrr+rÚfloat64rr-rXrRr;r9rTrThs%„Ø€Há ˜    Ó "€DØ J‰J€EØ €Dó Ar;rTcó<—eZdZdZee«ZejZ    dZ
y)ÚTestGroupVarFloat32Tg{®Gáz„?N) rOrPrQrYrZrr+rÚfloat32rr-rRr;r9r]r]~s„Ø€Há ˜    Ó "€DØ J‰J€EØ Dr;r]rr^r[c
óÞ—tjtjjd«j    d«|¬«}tjgd¢«}tj
d|«}tj
t |«tj¬«}ttjtjd«tjtjd|f«««}tj}||||dd…df|«d„}tj||dd    «||d    d
«||d
d«g«}tj ||«tj"|tjgd ¢tj¬««tj$|dd    ||||dd…df|«tj$|d<tj ||«y) Nrér)éé r`)rérrcó̗t|«j«r$tjtjd«S|d|j «|j «|dgS)Nrcréÿÿÿÿ)r
ÚallrÚrepeatr!ÚmaxÚmin)Úgroups r9Ú_ohlcztest_group_ohlc.<locals>._ohlc’sH€Ü ‹;?‰?Ô Ü—9‘9œRŸV™V QÓ'Ð 'ؐa‘˜%Ÿ)™)›+ u§y¡y£{°E¸"±IÐ>Ð>r;rarb)raraé)rr>rr Ústandard_normalr$Úlenrr    rgr&ÚdiffÚr_Ú
libgroupbyÚ
group_ohlcr.rJr/r!)    rÚobjÚbinsr3r4r6ÚfuncrkÚexpecteds             r9Útest_group_ohlcrw†sa€ä
(‰(”2—9‘9×(Ñ(¨Ó+×;Ñ;¸BÓ?ÀuÔ
M€Cä 8‰8’KÓ  €DÜ
(‰(6˜5Ó
!€CÜ X‰X”c˜#“h¤b§h¡hÔ /€FÜ  ¤§¡¬2¯9©9°Q«<¼¿¹ÄÇÁÀqÈ$ÀwÁÓ9PÓ!QÓ R€Fä ×  Ñ  €DÙˆˆfcš!˜T˜'‘l FÔ+ò?ô
x‰x™˜s 2 A˜w›©¨s°1°R¨yÓ)9¹5ÀÀRÀSÀ»?ÐKÓL€Hä×ј3 Ô)Ü×Ñ ¬¯©²Ä"Ç(Á(Ô(KÔLäf‰f€Cˆˆ€GÙˆˆfcš!˜T˜'‘l FÔ+Ü—&‘&€HˆQKÜ×ј3 Õ)r;có$—d}tjdgdgdgdgg|¬«}tj|«}tjgd¢tj¬«}d}||||||«t    j
||«|dd…d    fd¬
«y) a
    Check a group transform that executes a cumulative function.
 
    Parameters
    ----------
    pd_op : callable
        The pandas cumulative function.
    np_op : callable
        The analogous one in NumPy.
    dtype : type
        The specified dtype of the data.
    Frrrrcr)rrrrNr)Ú check_dtype)rr>Ú
zeros_likerr.r/)Úpd_opÚnp_oprÚis_datetimelikeÚdataÚanswerr6Úngroupss        r9Ú(_check_cython_group_transform_cumulativer¢s€ð€Oä 8‰8aS˜1˜# ˜s Q CÐ(°Ô 6€DÜ ]‰]˜4Ó  €Fä X‰X’l¬"¯'©'Ô 2€FØ€GÙ    ˆ&$˜ ¨Ô9ä×Ñ¡ d£ ¨V²A°q°D©\ÀuÖMr;Únp_dtype)rÚuint64r^r[cóˆ—tj|«j}ttj}}t |||«y©N)rrÚtyperÚcumsumr)r‚rr{r|s    r9Ú"test_cython_group_transform_cumsumrˆ»s1€ô H‰HXÓ × #Ñ #€Eܤ§¡ˆ5€EÜ,¨U°E¸5ÕAr;cój—tj}ttj}}t    |||«yr…)rr[rÚcumprodr)rr{r|s   r9Ú#test_cython_group_transform_cumprodr‹Ãs$€ä J‰J€EÜ ¤"§*¡*ˆ5€EÜ,¨U°E¸5ÕAr;c
ó—d}tjgd¢tj¬«}d}tjdgdgdgtjgdggd¬«}tj|«}|j tj«t |||||«tjddd    tjd
gd¬«}tj|dd…d f|«tj|«}|j tj«t|||||«tjddd    tjd gd¬«}tj|dd…d f|«d }tjtjdd«gdzd¬«dd…df}tj|d¬«}t||jd«|||«tjtjdd«tjdd«tjdd«tjdd«tjdd«g«}tj|dd…d fjd«|«y)NF)rrrrrrrrrrcr[raérrTÚnsrúm8[ns]r) rr>rr!rzÚfillrr.r/rÚ timedelta64Úview)r}r6r€r~Úactualrvs      r9Ú!test_cython_group_transform_algosr”Êsï€à€OôX‰X’o¬R¯W©WÔ 5€FØ€Gä 8‰8aS˜1˜# ˜s¤R§V¡V H¨q¨cÐ2¸)Ô D€DÜ ]‰]˜4Ó  €FØ
‡KK”—‘Ôܐ&˜$ ¨°ÔA܏x‰x˜˜A˜q¤"§&¡&¨"Ð-°YÔ?€HÜ×Ñ ¢q¨! t¡ ¨hÔ7ä ]‰]˜4Ó  €FØ
‡KK”—‘Ôܐ˜˜v w°Ô@܏x‰x˜˜A˜q¤"§&¡&¨"Ð-°YÔ?€HÜ×Ñ ¢q¨! t¡ ¨hÔ7ð€OÜ 8‰8”R—^‘^ A tÓ,Ð-°Ñ1¸Ô BÂ1ÀdÀ7Ñ K€DÜ ]‰]˜4 wÔ /€Fܐ˜Ÿ™ 7Ó+¨V°W¸oÔN܏x‰xä N‰N˜1˜dÓ #Ü N‰N˜1˜dÓ #Ü N‰N˜1˜dÓ #Ü N‰N˜1˜dÓ #Ü N‰N˜1˜dÓ #ð     
ó€Hô×Ñ ¢q¨! t¡ × 1Ñ 1°(Ó ;¸XÕFr;có8—tjdd¬«}tjdgd¬«}tjtjdd«tjd    d«tjd
«gd ¬«dd…dfj    d«j d«}tjt |«tj¬«}t||||d ¬ «tj|dd…dftjdgd¬««y)Nr=r[©rWrrrrrrŽrcÚNaTrT©r}r) rr$r>r‘r’r#rnrrr.r/©r“r4r~r6s    r9Ú#test_cython_group_mean_datetimelikeršðsÓ€Ü X‰X˜F¨)Ô 4€FÜ X‰Xqc Ô )€Fä
‰Ü ^‰^˜A˜tÓ $¤b§n¡n°Q¸Ó&=¼r¿~¹~ÈeÓ?TÐ UØô    
ò ˆTˆ'ñ    ÷
‰ˆg‹ß    ‰    Ó    ð     ôX‰X”c˜$“i¤r§w¡wÔ /€Fäˆvv˜t V¸TÕBä×Ñ ¢q¨! t¡ ¬b¯h©h¸°sÀ)Ô.LÕMr;c    óh—tjdd¬«}tjdd¬«}tjdd¬«dd…df}tjdtj¬«}tjt
d¬«5t ||||d    d
¬ «ddd«y#1swYyxYw) Nr=r[r–rrrÚ    min_count)ÚmatchTr)r}rœ)rr$rÚpytestÚraisesÚAssertionErrorrr™s    r9Ú&test_cython_group_mean_wrong_min_countr¡s‰€Ü X‰X˜F¨)Ô 4€FÜ X‰Xa˜wÔ '€FÜ 8‰8A˜YÔ 'ª¨4¨Ñ 0€DÜ X‰XaœrŸw™wÔ '€Fä    ‰”~¨[Ô    9ñTܐ6˜6 4¨ÀÐQRÕS÷T÷TñTús  B(Â(B1c óf—tjdd¬«}tjdgd¬«}tjtjd«tjd«gd¬«dd…dfj    d«j d«}tjt |«tj¬«}t||||d    ¬
«tj|dd…dftjtjtj|d|d «d «d¬««y) Nr=r[r–rrrr—rFr˜rr) rr$r>r‘r’r#rnrrr.r/ÚdivideÚaddr™s    r9Ú:test_cython_group_mean_not_datetimelike_but_has_NaT_valuesr¥ sã€Ü X‰X˜F¨)Ô 4€FÜ X‰Xqc Ô )€Fä
‰Ü ^‰^˜EÓ "¤B§N¡N°5Ó$9Ð :Øô    
ò ˆTˆ'ñ    ÷
‰ˆg‹ß    ‰    Ó    ð     ôX‰X”c˜$“i¤r§w¡wÔ /€Fäˆvv˜t V¸UÕCä×ÑØŠq!ˆt‰ ”b—h‘hœrŸy™y¬¯©°°Q±¸¸a¹Ó)AÀ1ÓEÈYÔWõr;c    óv—tjtjtjgtjtjggd¬«}tjddgd¬«}tjtjdgddgddgddgdd    gd
tjggd¬«}tjgd ¢tj¬«}t ||||d ¬ «tjtjdgdtjggd¬«}t j||«y)Nr[rrrgð?g@g@g@g@r)rrrrrrFr˜r)rr>r!Úinfrrr.r/)r“r4r~r6rvs     r9Ú.test_cython_group_mean_Inf_at_begining_and_endr¨ sæ€ä X‰XœŸ™¤§¡Ð'¬"¯&©&´"·&±&Ð)9Ð:À)Ô L€FÜ X‰Xq˜!f GÔ ,€FÜ 8‰8Ü
&‰&#ˆ˜˜c˜
 S¨# J°°c°
¸SÀ#¸JÈÌBÏFÉFÈ ÐTØô €DôX‰XÒ(´·±Ô 8€Fäˆvv˜t V¸UÕCäx‰xœ"Ÿ&™& !˜ q¬"¯&©& kÐ2¸)ÔD€Hä×ÑØØõr;z values, outcóœ—tjtjgtjggd¬«}tjddgd¬«}tj|d¬«}tjgd¢tj¬«}t    ||||dd¬«tj|d¬«}t j ||«y)Nr[rrr)rrrFr˜)rr>r!rrr.r/)r5r3r“r4r~r6rvs       r9Ú-test_cython_group_sum_Inf_at_begining_and_endrª4s“€ôX‰XœŸ™x¤"§&¡& Ð*°)Ô <€FÜ X‰Xq˜!f GÔ ,€FÜ 8‰8F )Ô ,€DÜ X‰X’i¤r§w¡wÔ /€Fä ˆff˜d F¨DÀ%ÕHäx‰x˜ 9Ô-€Hä×ÑØØõr;)$ÚnumpyrržÚ pandas._libsrrqÚpandas._libs.groupbyrrrrrÚpandas.core.dtypes.commonr    Úpandasr
Úpandas._testingÚ_testingr.r rTr]ÚmarkÚ parametrizerwrrˆr‹r”ršr¡r¥r¨r§r!rªrRr;r9ú<module>r´sÅðÛÛ å.÷õõ:åÝ÷R/ñR/ôjAÐ+ôAô,Ð+ôð‡×ј 9¨iÐ"8Ó9ñ*ó:ð*ò6Nð2‡×јÒ%NÓOñBóPðBòBò#GòLNò$Tòò(ð(‡×ÑØà 6‰6ˆ(R—V‘VH˜rŸv™v˜hР   '¨2¯6©6¨(°R·V±V°HÐ)=Ð>Ø 6‰6ˆ(R—V‘VH §¡˜w˜iР   (¨B¯F©F¨8°b·f±f°XÐ*>Ð?Ø 6‰6ˆ(b—f‘fWI §¡˜xР   (¨B¯F©F¨8°b·f±f°XÐ*>Ð?Ø 6‰6ˆ(b—f‘fWI §¡ ˜yР   )¨R¯V©V¨H¸¿¹°w°iÐ+@ÐAð    óñóñr;