+
    LV-j D  ã            "       óÖ  € ^ RI t^ RIt^ RIHt ^ RIHt ^ RIHtH	t	H
t
 ^ RIHtHt ^ RIHt ^ RIHtHt ^ RIHt ]P&                  ! R	4      t]P*                  P-                  ]'       * R
R7      .t]P*                  P0                  tRRR]RRHRR/R lt]! RRR7      ]! RRR7      ]! RRR7      ]P*                  P7                  R]! ]P8                  / 4      ]! ]P:                  / 4      ]! ]P<                  R^/4      .4      ]P*                  P7                  R^ ^.4      R 4       4       4       4       4       t]! RRR7      ]! RRR7      ]! RRR7      ]P*                  P7                  R. RIO4      ]P*                  P7                  RRR.4      R  4       4       4       4       4       t ]! RRR7      ]! RRR7      ]! RR!R7      ]P*                  P7                  R]! ]PB                  R"^/4      ]! ]PD                  / 4      ]! ]PD                  R#R/4      ]! ]PF                  / 4      ]! ]PF                  R#R/4      ]! ]PH                  / 4      ]! ]PJ                  R$^/4      ]! ]PJ                  R$^/4      ]! ]PJ                  R$^/4      ]! ]PJ                  R$^/4      ]! ]PL                  R$^/4      ]! ]PL                  R$^/4      ]! ]PN                  / 4      ]! ]PP                  / 4      ]! ]PR                  / 4      ]! ]PT                  / 4      ]! ]PV                  / 4      ]/ 3]! ]PX                  R%RJ/4      ]! ]PZ                  R%RJ/4      ]! ]P\                  R&R'/4      ]! ]P^                  R(R'/4      ]! ]P`                  R%RJ/4      ]! ]Pb                  R%RJ/4      .4      ]P*                  P7                  R. RIO4      R) 4       4       4       4       4       t2]! ]Pf                  4      ]! RRR7      ]! RRR7      ]! RR!R7      ]P*                  P7                  R^ ^.4      ]P*                  P7                  R*/ .4      R+ 4       4       4       4       4       4       t4]! RRR7      ]! RRR7      ]! RR!R7      ]P*                  P7                  R,]! ]Pj                  4      ]! ]Pl                  4      ]! ]Pn                  4      .4      ]P*                  P7                  R. RIO4      R- 4       4       4       4       4       t8]! RRR7      ]! RRR7      ]! RR!R7      ]! R.R/R7      ]P*                  P7                  R0]! ]Pr                  4      ]! ]Pt                  4      ]! ]Pv                  4      .4      ]P*                  P7                  R. RIO4      R1 4       4       4       4       4       4       t<]! RRR7      ]! RRR7      ]! RR!R7      ]! R.R/R7      ]P*                  P{                  R24      ]P*                  P7                  R0]! ]P|                  4      ]! ]P~                  4      ]! ]P€                  4      ]! ]P‚                  4      .4      ]P*                  P7                  R. RIO4      R3 4       4       4       4       4       4       4       tBR4 tC]! R5 R]CR67      RKR^ /R7 ll4       tD]! ]PŠ                  ]PŒ                  4      ]! RRR7      ]! RRR7      ]! RR!R7      ]! R.R/R7      ]P*                  P7                  R8. RLO4      ]P*                  P7                  R9^ ^.4      ]P*                  P7                  R. RIO4      R: 4       4       4       4       4       4       4       4       tG]! ]P�                  4      ]! RRR7      ]! RRR7      ]! RR!R7      ]! R.R/R7      ]P*                  P7                  R;. RMO4      ]P*                  P7                  R. RIO4      R< 4       4       4       4       4       4       4       tI]! ]P”                  4      ]! RRR7      ]! RRR7      ]! RR!R7      ]! R.R/R7      R= 4       4       4       4       4       tK]P*                  P-                  ]P˜                  ! ]Pš                  4      ]P˜                  ! R>4      8  R?R7      R@ 4       tN]! ]Pž                  4      ]! RRR7      ]! RRR7      ]! RR!R7      ]P*                  P{                  RA4      RB 4       4       4       4       4       tP]! ]P¢                  4      ]! RRR7      ]! RRR7      ]! RR!R7      ]! R.R/R7      ]P*                  P7                  R]P¢                  / 3]P¤                  RCR/3]P¤                  RCR/3.4      ]P*                  P7                  R. RIO4      RD 4       4       4       4       4       4       4       tS]! RRR7      ]! RRR7      ]! RR!R7      ]! R.R/R7      ]P*                  P7                  R0]! ]P¨                  4      ]! ]Pª                  4      .4      RE 4       4       4       4       4       tV]! ]P®                  4      ]! RRR7      ]! RRR7      ]P*                  P7                  RFRR.4      ]P*                  P7                  R. RIO4      RG 4       4       4       4       4       tXR# )Né    N)Ústats)Úversion)Úxp_assert_closeÚxp_assert_equalÚ_length_nonmasked)Úmake_xp_pytest_paramÚmake_xp_test_case)ÚSCIPY_ARRAY_API)Ú_xp_meanÚ_xp_var)Ú_axis_nan_policy_factoryÚmarrayzcspecial function dispatch to marray required for these tests is hidden behind SCIPY_ARRAY_API flag.)ÚreasonÚdtypeÚfloat64ÚxpÚshapeÚseedl   !wëNè4 c                óœ  € \         P                  V4      p\        P                  P	                  V4      p. . r‡\        V 4       F›  p	VP                  VR 7      p
VP                  R4      '       d(   ^
V
,          R,          VP                  VR 7      ,          p
V
P                  V4      p
VP                  V
4       VP                  VR 7      R8„  pVP                  V4       K�  	  . p. p\        Wx4       FU  w  rëVP                  VP                  WëR7      4       VP                  4       pVP                  Wû&   VP                  V4       KW  	  W\V3# ))ÚsizeÚcomplexy              $@g      è?©Úmask)r   Ú_get_namespaceÚnpÚrandomÚdefault_rngÚrangeÚ
startswithÚstandard_normalÚastypeÚappendÚzipÚasarrayÚcopyÚnan)Ún_arraysr   r   r   r   ÚmxpÚrngÚdatasÚmasksÚiÚdatar   ÚmarraysÚ
nan_arraysÚarrayÚ	nan_arrays   &$$$$           Ún/Volumes/fast/ai/experiments/ui-tars-smoke/.venv/lib/python3.14/site-packages/scipy/stats/tests/test_marray.pyÚ
get_arraysr3      s  € Ü
×
Ñ
 Ó
#€CÜ
�)‰)×
Ñ
 Ó
%€Cà�rˆ5Ü�8Ž_ˆØ�z‰z˜uˆzÓ%ˆØ×Ñ˜I×&Ò&Ø�d•7˜S•= ×!4Ñ!4¸%Ð!4Ó!@Õ@ˆDØ�{‰{˜5Ó!ˆØ�‰�TÔØ�z‰z˜uˆzÓ%¨Ñ,ˆØ�‰�TÖñ ð €GØ€JÜ˜5Ö(‰ˆØ�‰�s—{‘{ 5�{Ó4Ô5Ø—J‘J“Lˆ	ØŸ&™&ˆ	‰Ø×Ñ˜)Ö$ñ	 )ð ˜Ð#Ð#ó    z
dask.arrayz/Arrays need `device` attribute: dask/dask#11711z	jax.numpyz"JAX doesn't allow item assignment.Útorchz	marray#99zfun, kwargsÚpÚaxisc           	      óà   € \        ^VR7      w  rEpV ! V^ ,          3RV^,          RV/VB pV ! V^ ,          3RV^,          RRRV/VB p\        VP                  VP                  V4      4       R# )é   ©r   Úweightsr7   Ú
nan_policyÚomitN)r3   r   r-   r$   ©	ÚfunÚkwargsr7   r   r(   r.   ÚnarraysÚresÚrefs	   &&&&     r2   Ú
test_xmeanrD   3   sr   € ô ' q¨RÔ0Ñ€C�'Ù
ˆg�a�jÑ
B '¨!¥*Ð
B°4Ð
B¸6Ñ
B€CÙ
ˆg�a�jÑ
U '¨!¥*Ð
U¸Ð
UÀdÐ
UÈfÑ
U€CÜ�C—H‘H˜bŸj™j¨›oÖ.r4   ÚkeepdimsFTc                 óü   € \        ^VR7      w  r4p\        WR7      p\        V^ ,          3RV^,          /VB p\        V^ ,          3RV^,          RR/VB p\        VP                  VP                  V4      4       R# )r9   r:   ©r7   rE   r;   r<   r=   N)r3   Údictr   r   r-   r$   )	r7   rE   r   r(   r.   rA   r@   rB   rC   s	   &&&      r2   Útest_xp_meanrI   A   sr   € ô ' q¨RÔ0Ñ€C�'Ü�tÔ/€FÜ
�7˜1•:Ñ
< w¨q¥zÐ
<°VÑ
<€CÜ
�7˜1•:Ñ
O w¨q¥zÐ
O¸fÐ
OÈÑ
O€CÜ�C—H‘H˜bŸj™j¨›oÖ.r4   zarray-api-compat#242ÚorderÚbiasÚnÚlimitsÚ
lowerlimitg      à?Ú
upperlimitc                 óÚ   € \        ^VR7      w  rEp\        VR7      V,          pV ! V^ ,          3/ VB pV ! V^ ,          3RR/VB p\        VP                  VP	                  V4      4       R# ©é   r:   ©r7   r<   r=   N)r3   rH   r   r-   r$   r>   s	   &&&&     r2   Útest_severalrT   N   sd   € ô> ' q¨RÔ0Ñ€C�'Ü�tŒ_˜vÕ%€FÙ
ˆg�a�jÑ
#˜FÑ
#€CÙ
ˆg�a�jÑ
6 VÐ
6¨vÑ
6€CÜ�C—H‘H˜bŸj™j¨›oÖ.r4   r@   c                 ó  € \        ^VR7      w  r4p\        V R7      V,          p\        P                  ! V^ ,          3/ VB p\        P                  ! V^ ,          3RR/VB p\	        VP
                  P                  VP                  VP
                  4      4       \	        VP                  ^ ,          P                  VP                  VP                  ^ ,          P                  4      4       \	        VP                  ^,          P                  VP                  VP                  ^,          P                  4      4       \	        VP                  P                  VP                  VP                  P                  4      4       \	        VP                  P                  VP                  VP                  P                  4      4       \	        VP                  P                  VP                  VP                  P                  4      4       R# rQ   )r3   rH   r   Údescriber   Únobsr-   r$   ÚminmaxÚvarianceÚskewnessÚkurtosis)r7   r@   r   r(   r.   rA   rB   rC   s   &&&     r2   Útest_describer\   t   sH  € ô ' q¨RÔ0Ñ€C�'Ü�tŒ_˜vÕ%€FÜ
�.Š.˜ �Ñ
. vÑ
.€CÜ
�.Š.˜ �Ñ
A°Ð
A¸&Ñ
A€CÜ�C—H‘H—M‘M 2§:¡:¨c¯h©hÓ#7Ô8Ü�C—J‘J˜q•M×&Ñ&¨¯
©
°3·:±:¸aµ=×3EÑ3EÓ(FÔGÜ�C—J‘J˜q•M×&Ñ&¨¯
©
°3·:±:¸aµ=×3EÑ3EÓ(FÔGÜ�C—L‘L×%Ñ% r§z¡z°#·,±,×2CÑ2CÓ'DÔEÜ�C—L‘L×%Ñ% r§z¡z°#·,±,×2CÑ2CÓ'DÔEÜ�C—L‘L×%Ñ% r§z¡z°#·,±,×2CÑ2CÓ'DÖEr4   r?   c           	      óv  € V \         P                  8X  d   \        ^VR7      M\        ^VR7      w  r4pV ! VRV/ pVP                  V ! VRRRV/ 4      p\	        VP
                  VP                  ( ,          WrP                  V4      ( ,          4       \        VP                  V^ ,          P                  4       R# ©r9   r:   r7   r<   r=   N)	r   Úzmapr3   r$   r   r-   r   Úisnanr   )r?   r7   r   r(   r.   rA   rB   rC   s   &&&     r2   Útest_zscorera   ‡   s”   € ð 69¼E¿J¹JÔ5FœZ¨¨bÕ1Ü",¨Q°2Ô"6ñ €C�'á
ˆwÐ
"˜TÑ
"€CØ
�*‰*‘S˜'Ð@¨fÐ@¸4Ñ@Ó
A€CÜ�C—H‘H˜cŸh™h˜YÕ'¨¯h©h°s«m¨^Õ)<Ô=Ü�C—H‘H˜g a�jŸo™oÖ.r4   Úcupyzspecial functions won't workÚfc                 óþ  € V P                   p\        ^VR7      w  rEpVR8X  dD   VP                  V^,          WRJR7      V^&   \        P                  ! V^,          WRJR7      V^&   V ! VRV/ pV ! VRRRV/ p\        VP                  P                  VP                  VP                  4      4       \        VP                  P                  VP                  VP                  4      4       VP                  4       p	VP                  4       p
\        V	P                  P                  VP                  V
P                  4      4       \        V	P                  P                  VP                  V
P                  4      4       R# )r9   r:   Úttest_1sampNrG   r7   r<   r=   )Ú__name__r3   Úmeanr   Únanmeanr   Ú	statisticr-   r$   ÚpvalueÚconfidence_intervalÚlowÚhigh)rc   r7   r   Úf_namer(   r.   rA   rB   rC   Úres_ciÚref_cis   &&&        r2   Ú
test_ttestrq   —   s!  € ð �Z‰Z€FÜ& q¨RÔ0Ñ€C�'Ø�ÔØ—X‘X˜g a�j¨tÈ$Ð>N�XÓOˆ�‰
Ü—Z’Z ¨¥
°ÈDÐ@PÔQˆ�‰
Ù
ˆWÐ
 ˜4Ñ
 €CÙ
ˆWÐ
3 Ð
3¨dÑ
3€CÜ�C—M‘M×&Ñ&¨¯
©
°3·=±=Ó(AÔBÜ�C—J‘J—O‘O R§Z¡Z°·
±
Ó%;Ô<Ø×$Ñ$Ó&€FØ×$Ñ$Ó&€FÜ�F—J‘J—O‘O R§Z¡Z°·
±
Ó%;Ô<Ü�F—K‘K×$Ñ$ b§j¡j°·±Ó&=Ö>r4   z7ignore::scipy.stats._axis_nan_policy.SmallSampleWarningc                 ó0  € \        ^VRR7      w  r4pV ! VRV/ pV ! VRRRV/ p\        VP                  P                  VP	                  VP                  4      4       \        VP
                  P                  VP	                  VP
                  4      4       R# )rR   ©r   r   r7   r<   r=   N©é
   é   ©r3   r   ri   r-   r$   rj   )rc   r7   r   r(   r.   rA   rB   rC   s   &&&     r2   Útest_normality_testsrx   ¯   sz   € ô ' q¨R°xÔ@Ñ€C�'á
ˆWÐ
 ˜4Ñ
 €CÙ
ˆWÐ
3 Ð
3¨dÑ
3€Cä�C—M‘M×&Ñ&¨¯
©
°3·=±=Ó(AÔBÜ�C—J‘J—O‘O R§Z¡Z°·
±
Ó%;Ö<r4   c                 ó2   € V P                  R R4      e   ^# ^# )Úf_expN)Úget)r@   s   &r2   Úpd_nsamplesr|   Ã   s   € Ø—
‘
˜7 DÓ)Ò5ˆ1Ð<¸1Ð<r4   c                  ó   € \        V 4      # ©N)Útuple)Úargss   *r2   Ú<lambda>r�   Ç   s   € ¬¨d¬r4   )ÚpairedÚ	n_samplesc                ó4   € \         P                  ! WWBVR 7      # ))r7   ÚddofÚlambda_©r   Úpower_divergence)Úf_obsrz   r…   r†   r7   s   &&$$$r2   Úpower_divergence_refrŠ   Ç   s   € ä×!Ò! %°TÈgÔVÐVr4   r†   r…   c                 ó.  a € \        ^VRR7      w  rEp\        W!R7      pS R8X  d   Ro R pMV 3R lpV! V^ ,          3/ VB p	\        V^ ,          3RRR	S /VB p
\        V	P                  P
                  VP                  V
^ ,          4      4       \        V	P                  P
                  VP                  V
^,          4      4       \        P                  ! V^ ,          4      \        P                  ! V^,          4      ,          p\        P                  ! V^,          V( ,          VR
R7      \        P                  ! V^ ,          V( ,          VR
R7      ,          pV^ ;;,          VP                  V4      ,          uu&   V^ ;;,          V,          uu&   V! V/ VB p	\        VRRR	S /VB p
\        V	P                  P
                  VP                  V
^ ,          4      4       \        V	P                  P
                  VP                  V
^,          4      4       R# )r9   rs   )r7   r…   Ú	chisquareÚpearsonc                  ó.   € \         P                  ! V / VB # r~   )r   rŒ   )r€   r@   s   *,r2   rc   Ú*test_power_divergence_chisquare.<locals>.fÜ   s   € Ü—?’? DÐ3¨FÑ3Ð3r4   c                  ó4   <€ \         P                  ! V R S/VB # )r†   r‡   )r€   r@   r†   s   *,€r2   rc   r�   ß   s   ø€ Ü×)Ò)¨4ÐK¸ÐKÀFÑKÐKr4   r<   r=   r†   TrG   N)é   é   )r3   rH   rŠ   r   ri   r-   r$   rj   r   r`   Únansum)r†   r…   r7   r   r(   r.   rA   r@   rc   rB   rC   Úcommon_maskÚ	normalizes   f&&&         r2   Útest_power_divergence_chisquarer–   Ì   sž  ø€ ô ' q¨R°vÔ>Ñ€C�'ä�tÔ'€FØ�+ÔØˆó	4õ	Lñ ˆG�A�JÑ
!˜&Ñ
!€CÜ
˜w q�zÑ
X°fÐ
XÀgÐ
XÐQWÑ
X€Cä�C—M‘M×&Ñ&¨¯
©
°3°qµ6Ó(:Ô;Ü�C—J‘J—O‘O R§Z¡Z°°AµÓ%7Ô8ô —(’(˜7 1�:Ó&¬¯ª°'¸!µ*Ó)=Õ=€KÜ—’˜7 1�:¨¨Õ4¸4È$ÔOÜ—9’9˜W Q�Z¨;¨,Õ6¸TÈDÔQõR€IàˆA‡J�"—*‘*˜YÓ'Õ'ƒJØˆA‡J�)ÕƒJá
ˆWÐ
˜Ñ
€CÜ
 Ð
V°FÐ
VÀGÐ
VÈvÑ
V€Cä�C—M‘M×&Ñ&¨¯
©
°3°qµ6Ó(:Ô;Ü�C—J‘J—O‘O R§Z¡Z°°AµÓ%7Ö8r4   Úmethodc                 ó6  € \        ^VRR7      w  r4p\        WR7      p\        P                  ! V^ ,          3/ VB p\        P                  ! V^ ,          3RR/VB p\	        VP
                  P                  VP                  VP
                  4      4       \	        VP                  P                  VP                  VP                  4      4       V R8w  d   R# \        P                  ! V^ ,          3RV^,          /VB p\        P                  ! V^ ,          3RV^,          RR/VB p\	        VP
                  P                  VP                  VP
                  4      4       \	        VP                  P                  VP                  VP                  4      4       R# )	r9   rs   )r—   r7   r<   r=   ÚstoufferNr;   rt   )	r3   rH   r   Úcombine_pvaluesr   ri   r-   r$   rj   )	r—   r7   r   r(   r.   rA   r@   rB   rC   s	   &&&      r2   Útest_combine_pvaluesr›   ÷   s8  € ô ' q¨R°xÔ@Ñ€C�'ä˜Ô+€FÜ
×
Ò
 ¨¥
Ñ
5¨fÑ
5€CÜ
×
Ò
 ¨¥
Ñ
H°vÐ
HÀÑ
H€Cä�C—M‘M×&Ñ&¨¯
©
°3·=±=Ó(AÔBÜ�C—J‘J—O‘O R§Z¡Z°·
±
Ó%;Ô<à�ÔÙä
×
Ò
 ¨¥
Ñ
I°G¸AµJÐ
IÀ&Ñ
I€CÜ
×
Ò
 ¨¥
ñ =°G¸AµJð =Ø+1ð=Ø5;ñ=€Cô �C—M‘M×&Ñ&¨¯
©
°3·=±=Ó(AÔBÜ�C—J‘J—O‘O R§Z¡Z°·
±
Ó%;Ö<r4   c           
      óœ  € Rp\        ^WR7      w  r#p\        P                  ! \        P                  ! V Uu. uF  p\        P                  ! V4      NK  	  up4      ^ R7      P                  \        4      pV Uu. uF  qUV( ,          NK  	  ppV^,          ^d,          V^,          ^d,          uV^&   V^&   V^,          ^d,          V^,          ^d,          uV^&   V^&   \        P                  ! V!  p\        P                  ! V!  pV P                  V4      pV P                  V4      '       d   V P                  V( 4      '       g   Q h\        VP                  P                  V( ,          V P                  VP                  4      4       \        VP                  P                  V( ,          V P                  VP                  4      4       \        VP                  P                  V4       \        VP                  P                  V4       VP                  P                   V8X  g   Q hVP                  P                   V8X  g   Q hR# u upi u upi )ru   rs   rS   Nrt   )r3   r   ÚsumÚstackr`   r!   Úboolr   Úttest_ind_from_statsr$   Úanyr   ri   r-   rj   r   r   )	r   r   r(   r.   rA   Úargr   rB   rC   s	   &        r2   Útest_ttest_ind_from_statsr£     s¶  € ð €EÜ& q¨RÔ=Ñ€C�'Ü�6Š6”"—(’(±WÓ=±W¨cœBŸHšH SžM±WÑ=Ó>ÀQÔG×NÑNÌtÓT€DÙ%,Ó-¡W˜c�D�5�zˆz¡W€GÐ-Ø$ Q�Z¨#Õ-¨w°q­z¸CÕ/?Ð€GˆA�J�˜‘
Ø$ Q�Z¨#Õ-¨w°q­z¸CÕ/?Ð€GˆA�J�˜‘
ä
×
$Ò
$ gÑ
.€CÜ
×
$Ò
$ gÑ
.€Cà�:‰:�dÓ€DØ�6‰6�$�<Š<˜BŸF™F D 5ŸMšMÐ)Ð)Ü�C—M‘M×&Ñ&¨ uÕ-¨r¯z©z¸#¿-¹-Ó/HÔIÜ�C—J‘J—O‘O T EÕ*¨B¯J©J°s·z±zÓ,BÔCÜ�C—M‘M×&Ñ&¨Ô-Ü�C—J‘J—O‘O TÔ*Ø�=‰=×Ñ %Ô'Ð'Ð'Ø�:‰:×Ñ˜uÔ$Ð$Ò$ùò >ùÚ-s   ·IÁ:I	Ú2z/Call to _getnamespace fails with AttributeErrorc                  ó  € \         P                  \        4      p R R.RR..pRR.RR..pV P                  WR7      p\        P
                  ! \        RR7      ;_uu_ 4        \        VRV R	7       R
R
R
4       R
#   + '       g   i     R
# ; i)g      ð?g       @g      @g      @FTr   z7`axis` must be an integer or None for use with `MArray`)Úmatch)r7   r   N)r   rR   )r   r   r   r$   ÚpytestÚraisesÚNotImplementedErrorr   )r   r-   r   Úmarrs       r2   Ú1test_length_nonmasked_marray_iterable_axis_raisesr«   .  sˆ   € ô 
×	Ñ	œrÓ	"€Bà�#ˆJ˜˜c˜
Ð#€DØ�EˆN˜T 5˜MÐ*€DØ�:‰:�dˆ:Ó&€Dô 
�ŠÔ*ØG÷
Iö 
Iä˜$ V°Õ3÷
I÷ 
I÷ 
Iò 
Iús   Á A9Á9B
	zignore::RuntimeWarningc                 óš  € \        ^RV R7      w  rp\        P                  ! V!  pV^ ,          \        P                  ! \        P
                  ! V^ ,          4      ^R7      ( ,          V^ &   \        P                  ! V!  p\        VP                  P                  V P                  VP                  4      4       \        VP                  P                  V P                  VP                  4      4       V P	                  VP                  P                  4      '       d   Q hV P	                  VP                  P                  4      '       d   Q hR# )rR   ©r   r   rS   N)éd   é   )r3   r   Údirectional_statsr   r¡   r`   r   Úmean_directionr-   r$   Úmean_resultant_lengthr   )r   r(   r.   rA   rB   rC   s   &     r2   Útest_directional_statsr³   >  sö   € ô ' q°¸RÔ@Ñ€C�'Ü
×
!Ò
! 7Ñ
+€CØ˜•œRŸVšV¤B§H¢H¨W°Q­ZÓ$8¸qÔAÐAÕB€GˆA�JÜ
×
!Ò
! 7Ñ
+€CÜ�C×&Ñ&×+Ñ+¨R¯Z©Z¸×8JÑ8JÓ-KÔLÜ�C×-Ñ-×2Ñ2Ø—J‘J˜s×8Ñ8Ó9ô;à�v‰v�c×(Ñ(×-Ñ-×.Ò.Ð.Ð.Ø�v‰v�c×/Ñ/×4Ñ4×5Ò5Ð5Ð5Ñ5r4   Ú	equal_varc                 ó6  € \        ^VR7      w  rEpV ! VRV/VB pV ! VRRRV/VB p\        VP                  P                  VP	                  VP                  4      4       \        VP
                  P                  VP	                  VP
                  4      4       R# )r¯   r:   r7   r<   r=   Nrw   r>   s	   &&&&     r2   Útest_k_sample_testsr¶   O  s‚   € ô ' q¨RÔ0Ñ€C�'Ù
ˆwÐ
,˜TÐ
, VÑ
,€CÙ
ˆwÐ
? 6Ð
?°Ð
?¸Ñ
?€CÜ�C—M‘M×&Ñ&¨¯
©
°3·=±=Ó(AÔBÜ�C—J‘J—O‘O R§Z¡Z°·
±
Ó%;Ö<r4   c                 óº  € \        ^RVR7      w  r#pV ! V!  pVw  rg\        P                  ! V4      \        P                  ! V4      ,          pV ! Wh( ,          Wx( ,          4      p	\        VP                  P
                  VP                  V	P                  4      4       \        VP                  P
                  VP                  V	P                  4      4       V \        P                  8X  dq   VP                  4       w  r«V	P                  4       w  rÍ\        V
P
                  VP                  V4      4       \        VP
                  VP                  V4      4       R# R# )r9   r­   N)é   )r3   r   r`   r   ri   r-   r$   rj   r   Úpearsonrrk   )rc   r   r(   r.   rA   rB   ÚxÚyr   rC   Ú
res_ci_lowÚres_ci_highÚ
ref_ci_lowÚref_ci_highs   &&            r2   Útest_pearsonrrÀ   b  sø   € ô ' q°¸"Ô=Ñ€C�'Ù
ˆW‰+€Cà�D€AÜ�8Š8�A‹;œŸš !›Õ$€DÙ
ˆAˆe�H�a˜•hÓ
€Cä�C—M‘M×&Ñ&¨¯
©
°3·=±=Ó(AÔBÜ�C—J‘J—O‘O R§Z¡Z°·
±
Ó%;Ô<àŒE�N‰NÔØ"%×"9Ñ"9Ó";Ñˆ
Ø"%×"9Ñ"9Ó";Ñˆ
Ü˜
Ÿ™¨¯©°JÓ)?Ô@Ü˜×(Ñ(¨"¯*©*°[Ó*AÖBñ	 r4   Úqkc                 óà   € \        V '       d   ^M^VR7      w  r4p\        P                  ! VRV/ p\        P                  ! VRRRV/ p\        VP                  VP                  V4      4       R# r^   )r3   r   Úentropyr   r-   r$   )rÁ   r7   r   r(   r.   rA   rB   rC   s   &&&     r2   Útest_entropyrÄ   y  sZ   € ô '¯B¡q°A¸"Ô=Ñ€C�'Ü
�-Š-˜Ð
, tÑ
,€CÜ
�-Š-˜Ð
?¨VÐ
?¸$Ñ
?€CÜ�C—H‘H˜bŸj™j¨›oÖ.r4   )é   é   )r   rR   N)gš™™™™™¹?gÍÌÌÌÌÌì?r~   )r�   zlog-likelihoodzfreeman-tukeyzmod-log-likelihoodÚneymanzcressie-readrŒ   )Úfisherr�   Úmudholkar_georgeÚtippettr™   )YÚnumpyr   r§   Úscipyr   Ú	packagingr   Úscipy._lib._array_apir   r   r   r   r	   r
   Úscipy.stats._stats_pyr   r   Úscipy.stats._axis_nan_policyr   Úimportorskipr   ÚmarkÚskipifÚ
pytestmarkÚskip_xp_backendsÚskip_backendr3   ÚparametrizeÚgmeanÚhmeanÚpmeanrD   rI   ÚmomentÚskewr[   ÚsemÚkstatÚkstatvarÚcircmeanÚcircvarÚcircstdÚgstdÚ	variationÚtmeanÚtvarÚtminÚtmaxÚtstdÚtsemrT   rV   r\   ÚzscoreÚgzscorer_   ra   re   Ú	ttest_relÚ	ttest_indrq   ÚfilterwarningsÚskewtestÚkurtosistestÚ
normaltestÚjarque_berarx   r|   rŠ   rŒ   rˆ   r–   rš   r›   r    r£   ÚparseÚ__version__r«   r°   r³   ÚbartlettÚf_onewayr¶   r¹   ÚpointbiserialrrÀ   rÃ   rÄ   © r4   r2   Ú<module>rú      s¿
  ðÛ Û Ý Ý ç UÑ Uß IÝ 1ß 3Ý Að 
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