+
    LV-j'¿  ã                   óž  € ^ RI t ^ RIt^ RIt^ RIHtHt ^ RIt^ RIH	t	 ^ RI
Ht ^RIHt ^ RIHt ^ RIHt ^ RIHt . RWOtR	tR
t. RXOt. RYOt. RZOt. R$NRNRNR%NR&NRNRNRNR'NRNR(NRNR)NR*NR+NR,NRNR-NR.NR/NR0NR1NR2NRNRNR3NR4NRNRNR5NR6NR7NRNR8NR9NR NR:NRNRNRNR!NR"NR;NRNR<NR=NR>NRNRNRNRNt. R[OtR#.tR?]],           R@]/tR?]R@]/tR0t. R\Ot RA t!]PD                  PF                  ]PD                  PI                  RB]!! 4       4      ]PD                  PI                  RCR@R?.4      RD 4       4       4       t%R]RE lt&RF t'RG t(RH t)]PD                  PI                  RI]	PT                  R^3]	PV                  R_3.4      RJ 4       t,RK t-RL t.RM t/]PD                  PI                  RN]/! 4       4      RO 4       t0R`RP lt1 ! RQ RR4      t2. ^AN^=N^QN^XN^EN^YN^7N^TN^VN^TN^GN^QN^TN^QN^NN^CN^`N^BN^IN^KN^;N^GN^EN^?N^ON^LN^?N^UN^WN^XN^PN^GN^AN^TN^GN^KN^QN^ON^@N^AN^TN^MN^FN^KN^TN^KN^IN^\N^ZN^ON^PN^GN^IN^GN^:N^ON^IN^@N^MN^RN^QN^;N^6N^RN^9N^ON^ON^IN^JN^RN^?N^@N^IN^EN^WN^DN^QN^IN^SN^IN^PN^IN^IN^GN^BN^NN^@N^JN^DN^CN^KN^KN^PN^UN^JN^LN^PN^MN^]N^FN^VN^PN^QN^SN^DN^<N^UN^@N^JN^RN^QN^MN^BN^UN^KN^QN^EN^<N^SN^HNt3 ! RS RT4      t4 ! RU RV4      t5R# )aé    N)Úassert_allcloseÚassert_equal)Ústats©Údifferential_evolution)Údistcont)ÚFitError)Údistdiscrete)Úgoodness_of_fitç      Ð?ç      è?Údpareto_lognormÚgengammaÚ	irwinhallÚksoneÚkstwoÚncfÚncx2ÚtukeylambdaÚlevy_stableÚtruncparetoÚtruncweibull_minÚstudentized_rangeÚ	betaprimeÚcrystalballÚfÚ	jf_skew_tÚnctÚrel_breitwignerÚburrÚchiÚchi2ÚmielkeÚparetoÚpowerlognormÚ
wrapcauchyÚalphaÚburr12ÚcauchyÚdgammaÚdweibullÚfatiguelifeÚfiskÚ
foldcauchyÚ
genextremeÚgenhyperbolicÚgennormÚ	genparetoÚ
halfcauchyÚinvgammaÚ
invweibullÚ	johnsonsuÚkappa3ÚlandauÚlevyÚlevy_lÚ
loglaplaceÚlomaxÚnakagamiÚ	powernormÚ
skewcauchyÚtÚtriangÚMMÚMLEc               #   óP   "  € \          F  w  rV \        9  g   K  W3x € K  	  R # 5i©N)r   Úskip_fit)ÚdistnameÚargs     Úk/Volumes/fast/ai/experiments/ui-tars-smoke/.venv/lib/python3.14/site-packages/scipy/stats/tests/test_fit.pyÚcases_test_cont_fitrJ   b   s#   é € ÷
 "‰ˆØœ8Ö#Ø�-Ôó "ùs   ‚&›&zdistname,argÚmethodc           
      ó4  € \        \        P                  ! R RR7      4      p\        \        P                  ! RRR7      4      pV \        V,          9   d!   V'       g   Rp\        P
                  ! V4       V \        V,          9   d!   V'       g   Rp\        P                  ! V4       \        \        V 4      p\        P                  ! VRR..4      p\        P                  ! \        P                  ! V\        ,          \        P                  ! VP                   ^,           \"        4      .4      ^ 4      p\$         EFm  p	\        P&                  P)                  R4      p
\        P*                  ! R	R
7      ;_uu_ 4        VP,                  ! VRV	RV
/ pVR8X  d   VP.                  \0        9   d   R^ /pM/ pVP2                  ! V3RV/VB pVR8X  dM   \        P4                  ! V4      pVP2                  ! V3/ VB pRVP.                   RV RV 2p\7        WýRVR7       VR8X  d·   V \8        9  d¬   ^p\        P:                  ! W»34      pVRV1^ 3;;,          R,          uu&   VRV1^3;;,          R,          uu&   VP=                  ^R7       \        P4                  ! VR7      pVP2                  ! V3/ VB pRVP.                   RV RV 2p\7        VVRVR7       RRR4       XV,
          p\        P                  ! \        P>                  ! XPA                  4       4      \        ,          \"        .4      VR#&   \        PB                  ! \        PD                  ! V4      4      '       d   \G        R4      h\        PH                  ! \        P>                  ! V4      V8*  4      '       g   EKm   R# 	  R\K        V4       R2pVR \K        X4       R2,          pVR!\K        X4       R2,          p\G        R"VP.                   R2V,           4      h  + '       g   i     EL7; i)$ÚSCIPY_XFAILF)ÚdefaultÚSCIPY_XSLOWz@Failure expected; set environment variable SCIPY_XFAIL=1 to run.z9Very slow; set environment variable SCIPY_XSLOW=1 to run.g        ç      ð?iÒ  Úignore)ÚallÚsizeÚrandom_staterC   ÚflocrK   zCDifferent results fitting uncensored data wrapped as CensoredData: z: est=z est1=g»½×Ùß|Û=)ÚrtolÚerr_msgNç®Gáz®ï?ç)\�Âõ(ð?©Úaxis)Úintervalz2Different results fitting interval-censored data: z est2=çš™™™™™©?znan returned in fitzparameter: Ú
zestimated: zdiff     : zfit not very good in éþÿÿÿ)&ÚintÚosÚgetenvÚfailing_fitsÚpytestÚxfailÚ
xslow_fitsÚskipÚgetattrr   ÚnpÚhstackÚmaxÚvstackÚthresh_percentÚfullÚnumargsÚ
thresh_minÚ	fit_sizesÚrandomÚdefault_rngÚerrstateÚrvsÚnameÚmle_use_floc0ÚfitÚCensoredDatar   Úfail_interval_censoredÚcolumn_stackÚsortÚabsÚmeanÚanyÚisnanÚAssertionErrorrR   Ústr)rG   rH   rK   Ú	run_xfailÚ	run_xslowÚmsgÚdistfnÚtrueargÚdiffthresholdÚfit_sizeÚrngru   ÚkwdsÚestÚdata1Úest1Únicr\   Údata2Úest2ÚdiffÚtxts   &&&                   rI   Útest_cont_fitr”   l   s^  € ô ”B—I’I˜m°UÔ;Ó<€IÜ”B—I’I˜m°UÔ;Ó<€Ià”< Õ'Ô'·	ð QˆÜ�Š�SÔà”:˜fÕ%Ô%¯iØIˆÜ�Š�CÔä”U˜HÓ%€Fä�iŠi˜˜s C˜jÐ)Ó*€GÜ—F’Fœ2Ÿ9š9 g¬nÕ&<Ü&(§g¢g¨f¯n©n¸QÕ.>Ä
Ó&Kð&Mó Nàó€M÷ �Iˆä�i‰i×#Ñ# DÓ)ˆä�[Š[˜X×&Ö&Ø—*’*¨SÐC (ÐC¸sÑCˆCØ˜Œ 6§;¡;´-Ô#?Ø �{‘à�à—*’*˜SÑ8¨Ð8°4Ñ8ˆCØ˜Œô ×*Ò*¨3Ó/�Ø—z’z %Ñ0¨4Ñ0�ð)Ø)/¯©¨°V¸C¸5ÀÀtÀfðN�ä °¸sÕCØ˜Œ 8Ô3IÔ#Ið �ÜŸ?š?¨C¨:Ó6�Ø˜˜#˜˜q˜×! TÕ)Ó!Ø˜˜#˜˜q˜×! TÕ)Ó!Ø—‘ 1�Ô%Ü×*Ò*°HÔ=�Ø—z’z %Ñ0¨4Ñ0�ð!Ø!'§¡ ¨V°C°5¸¸t¸fðF�ä  c°¸cÕB÷= 'ð@ �W�}ˆô ŸFšF¤B§F¢F¨3¯8©8«:Ó$6´~Õ$EÜ$.ð$0ó 1ˆ�bÑô �6Š6”"—(’(˜3“-× Ò Ü Ð!6Ó7Ð7ä�vŠv”b—f’f˜T“l mÑ3×4Õ4Úñ] ð` œC ›L˜>¨Ð,ˆØ�œS ›X˜J bÐ)Õ)ˆØ�œS ›Y˜K rÐ*Õ*ˆÜÐ4°V·[±[°MÀÐDÀsÕJÓKÐK÷_ '×&Ð&ús   Å;EPÐPc                 óp   € \        \        V 4      pVP                  V4      RR p\        WRVRV  2R7       R# )é   Nz poor mle fit of (loc, scale) in )ÚatolrW   r_   )rh   r   rx   r   )rv   ÚdataÚdesiredr—   ÚdÚactuals   &&&&  rI   Ú_check_loc_scale_mle_fitrœ   º   s9   € Ü”�tÓ€AØ�U‰U�4‹[˜˜Ð€FÜ�F¨$Ø>¸t¸fÐE÷Gó    c                  óv   € \         P                  ! . RO4      p \        RV R R.R4       \        RV R R.R4       R# )rY   ÚuniformrX   çü©ñÒMbP?Úexpong¤p=
×£ç?N)rY   ç{®Gázü?r¢   r¢   ç®Gázþ?r£   r£   ç       @)ri   Úarrayrœ   )r˜   s    rI   Ú"test_non_default_loc_scale_mle_fitr¦   Á   s5   € Ü�8Š8ÒDÓE€DÜ˜Y¨¨t°T¨l¸DÔAÜ˜W d¨T°7¨O¸TÖBr�   c                 óp   € . ROp \         P                  P                  V ^ R7      p\        V^ R.RR7       R# )zgh-6167)rU   rP   r    ©r—   N)r   r   r   r   r–   r–   r–   r–   )r   r¡   rx   r   )r˜   Úphats     rI   Útest_expon_fitrª   Ç   s-   € â#€DÜ�;‰;�?‰?˜4 aˆ?Ó(€DÜ�D˜1˜c˜(¨×.r�   c            	      óÆ  € \         P                  ! \         P                  ! ^4      \         P                  ! ^4      .4      p Rp\        P
                  ! \        VR7      ;_uu_ 4        \        P                  ! \        4      ;_uu_ 4        \        P                  P                  V 4       RRR4       RRR4       R#   + '       g   i     L; i  + '       g   i     R# ; i)é   z0Optimization converged to parameters that are...©ÚmatchN)ri   ÚconcatenateÚzerosÚonesrd   Úraisesr	   ÚwarnsÚRuntimeWarningr   Úbetarx   )r˜   Úmessages     rI   Útest_fit_errorr·   Î   sz   € Ü�>Š>œ2Ÿ8š8 B›<¬¯ª°«Ð5Ó6€DØ@€GÜ	�Š”x w×	/Ö	/Ü�LŠLœ×(Õ(Ü�
‰
�‰�tÔ÷ )÷ 
0Ñ	/ß(×(ú÷ 
0×	/Ð	/ús$   Á'#CÂ
 B<	Â*CÂ<CÃCÃC 	zdist, paramsc                 ód  € \         P                  P                  R 4      p\        V R4      '       d   V P                  pMV P
                  pV P                  ! VR^dRV/ pV! V.VO5!  P                  4       ) pV P                  W4      pV P                  W4      p\        We4       \        Wu4       R# )iðgž:ÚpdfrS   rT   N)ri   rr   rs   ÚhasattrÚlogpdfÚlogpmfru   ÚsumÚnnlfÚ_penalized_nnlfr   )ÚdistÚparamsrŠ   ÚlogpxfÚxÚrefÚres1Úres2s   &&      rI   Útest_nnlf_and_related_methodsrÇ   Ö   s˜   € ô �)‰)×
Ñ
 	Ó
*€Cäˆt�U×ÒØ—‘‰à—‘ˆà�Š�&Ð5˜sÐ5°Ñ5€AÙ�!Ð�fÓ×!Ñ!Ó#Ð
#€CØ�9‰9�VÓ€DØ×Ñ Ó*€DÜ�DÔÜ�DÖr�   c               #   óô  "  € 0 R;mp 0 RkRkRkRkRkRkRkRkR	kR
kRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkR kR!kR"kR#kR$kR%kR&kR'kR(kR)kR*kR+kR,kR-kR.kR/kR0kR1kR2kR3kR4kp0 R<mp\        \        \        ,           4       Fã  pW09   g   \        V\        4      '       g=   R5p\
        P                  ! V\
        P                  P                  VR67      R77      x € K[  W19   d=   R8p\
        P                  ! V\
        P                  P                  VR67      R77      x € K�  W29   d=   R9p\
        P                  ! V\
        P                  P                  VR67      R77      x € Kß  Vx € Kå  	  R:# 5i)=Úargusr'   Úarcsiner   ÚbinomÚbradfordr(   r!   r   r+   ÚerlangÚ	exponnormÚexponpowr   r,   r-   r.   ÚgammaÚgenexponr/   r1   r2   ÚgompertzÚhalfgennormr4   Úinvgaussr5   r   Ú	johnsonsbr6   r7   Ú	kstwobignr;   Úlognormr<   r#   ÚnbinomÚnorminvgaussr$   Úpearson3Úpowerlawr>   ÚrandintÚrdistÚrecipinvgaussÚriceÚskewnormr@   rŸ   Úweibull_maxÚweibull_minr&   Úzipfianztested separately©Úreason©Úmarksútoo slow (>= 0.25s)útoo slow (>= 1.0s)N>   rµ   rÉ   r   r   Úfoldnormr=   r   Ú	truncnormr   r   Úpoisson_binomr   r   >   r   r   r    r   Úkappa4rA   Úskellamr   ÚvonmisesÚ	betabinomÚ	exponweibÚ	hypergeomÚ	trapezoidÚ
betanbinomÚ
gausshyperÚ
loguniformÚ
nhypergeomÚ
reciprocalÚgeninvgaussr   r%   r0   r   Úgenhalflogisticr   Únchypergeom_fisherÚnchypergeom_wallenius)Údictr
   r   Ú
isinstancer‚   rd   ÚparamÚmarkrg   ÚslowÚxslow)Úskip_basic_fitÚslow_basic_fitÚxslow_basic_fitrÀ   rå   s        rI   Úcases_test_fit_mler  é   sº  é € ò'€Nð!�gð !˜yð !¨+ð !°wð !À
ð !ÈHð !Øð!Ø*ð!Ø,6ð!Ø8@ð!ØBMð!à ð!à"%ð!à'4ð!à6<ð!à>Jð!àLSð!ð !ð!ð #/ð!ð 1:ð!ð <Gð!ð !ð	!ð #0ð	!ð 2<ð	!ð >Hð	!ð JVð	!ð
 "ð!ð
 $/ð!ð
 1<ð!ð
 >Fð!ð "ð!ð $0ð!ð 2;ð!ð =Dð!ð FNð!ð ð!ð !/ð!ð ð!ð !+ð!ð -7ð!ð 9Dð!ð  ð!ð ")ð!ð +:ð!ð <Bð!ð DNð!ð ð!ð %ð!ð '4ð!ð 6Cð!ð EQð!ð  ð!€Nò2€Oô ”\¤HÕ,Ö-ˆØÔ!¬°D¼#×)>Ò)>Ø(ˆFÜ—,’,˜t¬6¯;©;×+;Ñ+;À6Ð+;Ó+JÔKÔKØÔ#Ø*ˆFÜ—,’,˜t¬6¯;©;×+;Ñ+;À6Ð+;Ó+JÔKÔKØÔ$Ø)ˆFÜ—,’,˜t¬6¯;©;×+<Ñ+<ÀFÐ+<Ó+KÔLÔLàŒJó .ùs   ‚E6E8c               #   óø  "  € 0 R\mp 0 RkRkRkRkRkRkRkR	kR
kRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkR kR!kR"kR#kR$kR%kR&kR'kR(kR)kR*kR+kR,kR-kR.kR/kR0kR1kR2kR3kp0 RkR4kR5kR6kR7kR8kR9kR:kR;kR<kR=kR>kR?kR@kRAkRBkRCkRDkREkRFkRGkRHkRIkRJkRKkRLkRMkRNkROkRPkRQkRRkRSkpRT0p\        \        \        ,           4       EF%  pW@9   g   \        V\        4      '       g=   RUp\
        P                  ! V\
        P                  P                  VRV7      RW7      x € K\  WA9   d=   RXp\
        P                  ! V\
        P                  P                  VRV7      RW7      x € Kž  WB9   d=   RYp\
        P                  ! V\
        P                  P                  VRV7      RW7      x € Kà  WC9   d<   \
        P                  P                  RZ4      p\
        P                  ! WFRW7      x € EK!  Vx € EK(  	  R[# 5i)]r   rÉ   r'   Úanglitrð   rÌ   r!   r"   r   r+   rÍ   rÎ   rÏ   rñ   r,   r-   r.   rê   rÐ   rÑ   r/   rú   Úgenlogisticr2   rÒ   rò   r5   r6   r7   rÖ   Úlaplace_asymmetricÚloggammar;   r×   r<   Úmaxwellr÷   r$   r>   rÜ   rÞ   Úsemicircularr@   rA   Ú
truncexponr   rŸ   Úwaldrá   râ   r&   rã   rµ   r   r    r(   r*   r   r   r   r1   rÓ   r4   rÔ   r   rÕ   rí   rö   r#   r=   r   rû   rü   r   r   rÚ   r%   rø   r   rß   ró   rë   r   Úvonmises_linerî   zFails. Oh well.rä   ræ   rè   ré   zignore::RuntimeWarningN>   rÉ   r   r   rÝ   rÊ   rÛ   rà   rï   r   rõ   rù   r   r   rÙ   r0   rì   r   )rý   r
   r   rþ   r‚   rd   rÿ   r   rg   r  r  Úfilterwarnings)r  r  r  Úwarns_basic_fitrÀ   rå   r   s          rI   Úcases_test_fit_mser    s  é € ò
€Nð!�gð !˜xð !¨ð !°jð !Øð!Ø#ð!Ø%2ð!Ø4>ð!àð!à +ð!à-7ð!à9Dð!ð $ð!ð &,ð!ð .:ð!ð <Fð!ð ð	!ð  *ð	!ð ,8ð	!ð :Kð	!ð
 $ð!ð
 &1ð!ð
 3=ð!ð "ð!ð $0ð!ð "ð!ð $,ð!ð .9ð!ð +ð!ð -7ð!ð 9Eð!ð  ð!ð ")ð!ð  ð!ð ".ð!ð ð!ð !,ð!ð .7ð!ð 9Hð!ð %ð!ð ð!ð $ð!ð &2ð!ð 4Að!ð  ð!ð ð!ð ,ð!ð .;ð!ð =Ið!ð   ð!!€Nð&	(�wð 	( ð 	(¨ð 	(°Vð 	(¸Xð 	(Øð	(Ø!2ð	(Ø47ð	(Ø9Cð	(ØENð	(à$ð	(à&0ð	(à2<ð	(à>Ið	(ð #ð	(ð %-ð	(ð /;ð	(ð =Eð	(ð "ð		(ð $)ð		(ð +?ð		(ð
 /ð	(ð
 16ð	(ð
 8>ð	(ð "ð	(ð $2ð	(ð $ð	(ð &7ð	(ð 9?ð	(ð #ð	(ð %0ð	(ð 2Dð	(ð 'ð	(€Oð !�k€Oä”\¤HÕ,×-ˆØÔ!¬°D¼#×)>Ò)>Ø&ˆFÜ—,’,˜t¬6¯;©;×+;Ñ+;À6Ð+;Ó+JÔKÔKØÔ#Ø*ˆFÜ—,’,˜t¬6¯;©;×+;Ñ+;À6Ð+;Ó+JÔKÔKØÔ$Ø)ˆFÜ—,’,˜t¬6¯;©;×+<Ñ+<ÀFÐ+<Ó+KÔLÔLØÔ$Ü—;‘;×-Ñ-Ð.FÓGˆDÜ—,’,˜tÔ0Õ0à�Jó .ùs   ‚G8G:c               #   ó¢   "  € \        \        4      P                  4        F)  w  r\        V \        4      '       d   V R9   d   K$  W3x € K+  	  R# 5i)r   N>   rÞ   r   )rý   r   Úitemsrþ   r‚   )rG   Úshapess     rI   Úcases_test_fitstartr  X  sA   é € Ü ¤›N×0Ñ0Ö2ÑˆÜ˜8¤S×)Ò)ØÐBÔBÙØÐÔó	 3ùs   ‚AAzdistname, shapesc                 óV  € \        \        V 4      p\        P                  P	                  R 4      pVP                  ^
4      p\        P
                  ! RRR7      ;_uu_ 4        VP                  V4      pRRR4       VP                  ! XRR !  '       g   Q hR#   + '       g   i     L-; i)iV årQ   )ÚinvalidÚdivideNr_   )rh   r   ri   rr   rs   rt   Ú	_fitstartÚ	_argcheck)rG   r  rÀ   rŠ   r˜   Úguesss   &&    rI   Útest_fitstartr  `  sy   € ä”5˜(Ó#€DÜ
�)‰)×
Ñ
 	Ó
*€CØ�:‰:�b‹>€Dä	�Š˜X¨h×	7Ö	7Ø—‘˜tÓ$ˆ÷ 
8ð �>Š>˜5  "˜:×&Ð&Ð&Ò&÷ 
8×	7ús   Á!BÂB(	c                 óŽ   € \        W4      pV! W!4      pV! W14      p	W‰8  g$   \        P                  P                  W‰WER 7       R# R# ))rV   r—   N)rh   ri   Útestingr   )
rÀ   r˜   Úparams1Úparams0rV   r—   Ú	nlff_nameÚnlffÚnlff1Únlff0s
   &&&&&&&   rI   Úassert_nlff_less_or_closer'  l  sA   € ä�4Ó#€DÙ�Ó€EÙ�Ó€EØŒMÜ
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‰
×"Ñ" 5°dÐ"ÖFñ r�   c                   ó6  a € ] tR tRt o ]P
                  tRt]P                  P                  ]4      t]P
                  P                  ^R^d]R7      tR'R(.tRR'RR(/tRtRtR	]R
]/tR^/R ltR tR tR tR tR)R lt]P4                  P7                  R]! 4       4      R 4       t]P4                  P7                  R]! 4       4      R 4       t]P4                  P@                  R 4       t!]P4                  P7                  RR*4      R 4       t"]P4                  PF                  R 4       t$R t%R t&]P4                  P@                  R 4       t'R t(]P4                  P@                  R 4       t)R t*R t+R  t,R! t-]P4                  PF                  R" 4       t.R# t/R$ t0R%t1V t2R&# )+ÚTestFitiu  l   »�Vaç      à?©rS   rT   ÚnÚpr]   ç{®Gáz„?r—   rV   rŠ   c               ó   € \        VR V/VB # ©rŠ   r   )ÚselfrŠ   Úargsr‹   s   &$*,rI   ÚoptÚTestFit.opt€  s   € Ü% tÐ=°Ð=¸Ñ=Ð=r�   c                óä   € R p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! ^
V P
                  V P                  4       RRR4       R#   + '       g   i     R# ; i)z `dist` must be an instance of...r­   N)rd   r²   Ú
ValueErrorr   rx   r˜   Úshape_bounds_a©r1  r¶   s   & rI   Útest_dist_ivÚTestFit.test_dist_ivƒ  sA   € Ø4ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�b˜$Ÿ)™) T×%8Ñ%8Ô9÷ 6×5×5Ò5ús   §-AÁA/	c           	     óÄ  € R p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  . RO.V P                  4       RRR4       Rp\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  ^^^\        P                  .V P                  4       RRR4       \         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  ^^^\        P                  .V P                  4       RRR4       \         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  . ROV P                  4       RRR4       R#   + '       g   i     ELF; i  + '       g   i     Lì; i  + '       g   i     L”; i  + '       g   i     R# ; i)z'`data` must be exactly one-dimensional.r­   Nz.All elements of `data` must be finite numbers.©é   r–   é   )Ú1Ú2Ú3)
rd   r²   r6  r   rx   rÀ   r7  ri   ÚnanÚinfr8  s   & rI   Útest_data_ivÚTestFit.test_data_ivˆ  s  € Ø;ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i¢) ¨d×.AÑ.AÔB÷ 6ð CˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i ! Q¨¬2¯6©6Ð!2°D×4GÑ4GÔH÷ 6ä�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i ! Q¨¬2¯6©6Ð!2°D×4GÑ4GÔH÷ 6ä�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i¢°$×2EÑ2EÔF÷ 6Ñ5÷ 6×5Ð5ú÷ 6×5úç5×5úç5×5Ð5ús/   §0FÂ?F(Ã0?F;Å/GÆF%	Æ(F8	Æ;G	ÇG	c                ó
  € R pRRRRRR/p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       RpRR.p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       RpRR.p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       ^^ .p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       RpR.p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       R	p. ROp\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       R
pRRRR/p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       RpRR.p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       RpRR.p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       Rp\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  4       RRR4       \        P                  ) \        P                  3R.p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V4       RRR4       R#   + '       g   i     ELà; i  + '       g   i     EL•; i  + '       g   i     ELJ; i  + '       g   i     EL; i  + '       g   i     EL·; i  + '       g   i     ELl; i  + '       g   i     EL; i  + '       g   i     ELÔ; i  + '       g   i     EL‰; i  + '       g   i     ELC; i  + '       g   i     R# ; i)z1Bounds provided for the following unrecognized...r,  r-  r?  r­   Nz6Each element of a `bounds` sequence must be a tuple...z6Each element of `bounds` must be a tuple specifying...z7A `bounds` sequence must contain at least 2 elements...z;A `bounds` sequence may not contain more than 3 elements...z.There are no values for `p` on the interval...z.There are no values for `n` on the interval...z6There are no integer values for `n` on the interval...z0The intersection of user-provided bounds for `n`©r=  é
   ©r   r=  ©r   rH  )r=  rH  r>  )r   r=  r*  )rG  rG  rG  rG  )r=  r   )rH  r=  )gffffffö?gš™™™™™ù?)rd   r³   r´   r   rx   rÀ   r˜   r²   r6  ri   rC  )r1  r¶   Úshape_boundsÚboundss   &   rI   Útest_bounds_ivÚTestFit.test_bounds_iv•  s=  € ØEˆØ˜W c¨6°3¸Ð@ˆÜ�\Š\œ.°×8Ö8Ü�IŠI�d—i‘i §¡¨LÔ9÷ 9ð KˆØ" FÐ+ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨LÔ9÷ 6ð KˆØ" KÐ0ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨LÔ9÷ 6à˜1�vˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨LÔ9÷ 6ð LˆØ�yˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨LÔ9÷ 6ð PˆÚ5ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨FÔ3÷ 6ð CˆØ˜W c¨6Ð2ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨LÔ9÷ 6ð CˆØ Ð(ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨LÔ9÷ 6ð KˆØ" FÐ+ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨LÔ9÷ 6ð EˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡Ô+÷ 6äŸ&™&˜¤"§&¡&Ð)¨6Ð2ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨LÔ9÷ 6Ñ5÷[ 9×8Ð8ú÷
 6×5Ð5ú÷
 6×5Ð5ú÷ 6×5Ð5ú÷
 6×5Ð5ú÷
 6×5Ð5ú÷
 6×5Ð5ú÷
 6×5Ð5ú÷
 6×5Ð5ú÷ 6×5Ð5ú÷ 6×5Ð5úsƒ   ¯-P3Â-QÃ--QÅ
-Q/Æ(-RÈ-RÉ(-R+Ë-R?Ì&-SÎ,S'Ï<-S;Ð3Q	ÑQ	ÑQ,	Ñ/R 	ÒR	ÒR(	Ò+R<	Ò?S	ÓS$	Ó'S8	Ó;T	c           	     óþ	  € R pR^RRR^ÿ/p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       RpR^RR	/p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       ^R
.p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       ^^..p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       Rp^.p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       Rp. ROp\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       RpRRRR/p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       Rp. ROp\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       RpR^RR/p\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       Rp. ROp\         P                  ! \        VR7      ;_uu_ 4        \        P                  ! V P
                  V P                  V P                  VR7       RRR4       R#   + '       g   i     ELØ; i  + '       g   i     EL; i  + '       g   i     EL*; i  + '       g   i     ELÔ; i  + '       g   i     EL~; i  + '       g   i     EL'; i  + '       g   i     ELÎ; i  + '       g   i     ELw; i  + '       g   i     EL; i  + '       g   i     R# ; i)z2Guesses provided for the following unrecognized...r,  r-  r*  r?  r­   )r  Nz+Each element of `guess` must be a scalar...Úhir   z-A `guess` sequence must contain at least 2...z1A `guess` sequence may not contain more than 3...zCGuess for parameter `n` rounded.*|Guess for parameter `p` clipped.*g      @z$Guess for parameter `loc` rounded...z"Guess for parameter `p` clipped...z$Guess for parameter `loc` clipped...)r=  r–   r>  é   g      à¿)é   r*  r*  )rR  r*  r=  )
rd   r³   r´   r   rx   rÀ   r˜   Úshape_bounds_dr²   r6  )r1  r¶   r  s   &  rI   Útest_guess_ivÚTestFit.test_guess_ivÈ  s:  € ØFˆØ�a˜˜c 3¨Ð,ˆÜ�\Š\œ.°×8Ö8Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 9ð @ˆØ�a˜˜dÐ#ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 6à�C�ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 6à�Q��ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 6ð BˆØ�ˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 6ð FˆÚˆÜ�]Š]œ:¨W×5Ö5Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 6ð XˆØ�c˜3 Ð%ˆÜ�\Š\œ.°×8Ö8Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 9ð 9ˆÚˆÜ�\Š\œ.°×8Ö8Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 9ð 7ˆØ�a˜˜dÐ#ˆÜ�\Š\œ.°×8Ö8Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 9ð 9ˆÚˆÜ�\Š\œ.°×8Ö8Ü�IŠI�d—i‘i §¡¨D×,?Ñ,?ÀuÕM÷ 9Ñ8÷S 9×8Ð8ú÷
 6×5Ð5ú÷ 6×5Ð5ú÷ 6×5Ð5ú÷
 6×5Ð5ú÷
 6×5Ð5ú÷
 9×8Ð8ú÷
 9×8Ð8ú÷
 9×8Ð8ú÷
 9×8Ð8úsw   ¯9P7Â9QÄ9QÅ/9Q3Ç9RÉ9RÊ19R/Ì9SÎ	9SÏ49S+Ð7Q	ÑQ	ÑQ0	Ñ3R	ÒR	ÒR,	Ò/S 	ÓS	ÓS(	Ó+S<	c           
     óä  € R p\        \        \        ,           4      p\        P                  P                  V P                  4      p\        \        V4      p\        P                  ! WQ,          4      p\        P                  ! \        V4      ^,           ^3\        P                  R7      pVR\        P                  ! V4      ,          ,          VRR1^ 3&   VR\        P                  ! V4      ,          ,          VRR1^3&   RVR&   RVR&   VP                  ! VR,          !  p	VP                  ! VR,          !  p
\        WQ,          4      Wš.,           p\        VRR4      '       d8   VRR p\        P                   ! V	4      VR&   VP"                  ! VRVRV/ pVRR p\        VRR4      '       d   VP"                  ! VRVRV/ p\$        P&                  ! 4       ;_uu_ 4        \$        P(                  ! R	R
\*        4       \        P,                  ! VXW‚V P.                  R7      pRRR4       RRRR/pWâ,          p\1        VXXP2                  V3/ V P4                  BRV/B  R#   + '       g   i     LG; i)éˆ  )Údtypeg      $@NÚpmfFrS   rT   r¹   rQ   zoverflow encountered©rK   Ú	optimizerÚmler¾   ÚmseÚ_penalized_nlpsfr#  r_   rJ  )g¼‰Ø—²Òœ<rH  éÿÿÿÿ)rý   r   r
   ri   rr   rs   Úseedrh   r   r¥   ÚemptyÚlenÚfloat64ÚsignrŸ   ÚlistÚfloorru   ÚwarningsÚcatch_warningsr  r´   rx   r3  r'  rÁ   Útols)r1  Ú	dist_namerK   rŠ   ÚNÚ	dist_datarÀ   r  rL  ÚlocÚscalerÄ   r˜   ÚresÚ
nlff_namesr#  s   &&&&            rI   Úbasic_fit_testÚTestFit.basic_fit_test÷  sü  € àˆÜœ¤LÕ0Ó1ˆ	Ü�i‰i×#Ñ# D§I¡IÓ.ˆÜ”u˜iÓ(ˆÜ—’˜)Õ.Ó/ˆÜ—’œ3˜v›;¨�?¨AÐ.´b·j±jÔAˆØ ¤R§W¢W¨V£_Õ 4Õ4ˆˆs�ˆs�Aˆv‰Ø ¤R§W¢W¨V£_Õ 4Õ4ˆˆs�ˆs�Aˆv‰Øˆˆr‰
Ø ˆˆr‰
Ø�kŠk˜6 "�:Ñ&ˆØ—’˜V B�ZÑ(ˆÜ�9Õ'Ó(¨C¨<Õ7ˆä�4˜ ×&Ò&Ø�c�r�(ˆCÜ—h’h˜s“mˆC�‰GØ—8’8˜SÐ; qÐ;°sÑ;ˆDØ˜C˜R�[ˆFÜ�4˜ ×&Ò&Ø—8’8˜SÐ; qÐ;°sÑ;ˆDä×$Ò$×&Õ&Ü×#Ò# HÐ.DÄnÔUÜ—)’)˜D $¨Ø&*§h¡hô0ˆC÷ 'ð
 ˜V UÐ,>Ð?ˆ
ØÕ&ˆ	Ü! $¨¨c¯j©j¸#ñ 	7ÀÇÁñ 	7Ø,5õ	7÷ '×&ús   ÇAIÉI/	rj  c                ó.   € V P                  VR ^R7       R# )r\  r0  N©rq  ©r1  rj  s   &&rI   Útest_basic_fit_mleÚTestFit.test_basic_fit_mle  ó   € à×Ñ˜I u°!ÐÖ4r�   c                ó.   € V P                  VR ^R7       R# )r]  r0  Nrt  ru  s   &&rI   Útest_basic_fit_mseÚTestFit.test_basic_fit_mse  rx  r�   c                óD  € R p\         P                  P                  V P                  4      p\        P
                  pR
pVP                  ! VRVRV/ pRRRR/p\        P                  ! W5VRV P                  R7      p\        W5VP                  V3RR/V P                  B  R	# )éè  rS   rT   rm  rn  r]  rZ  r#  r^  N)rP   r¤   ©çš™™™™™¹?rH  )ri   rr   rs   r`  r   rÊ   ru   rx   r3  r'  rÁ   ri  ©r1  rk  rŠ   rÀ   r  r˜   rK  ro  s   &       rI   Útest_arcsineÚTestFit.test_arcsine!  s–   € ð
 ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆÜ�}‰}ˆØˆØ�xŠx˜Ð: aÐ:°cÑ:ˆØ˜y¨'°9Ð=ˆÜ�iŠi˜ L¸È$Ï(É(ÔSˆÜ! $¨c¯j©j¸&ñ 	MØ,>ð	MØBFÇ)Á)ô	Mr�   rK   c                ód  € R p\         P                  P                  V P                  4      p\        P
                  pRpVP                  ! VRVRV/ pRRRRRR/p\        P                  ! WFWpP                  VR7      pRRR	R
/V,          p	\        WFVP                  V3/ V P                  BRV	/B  R# )r}  rS   rT   r!   rm  rn  )r[  rK   r\  r¾   r]  r^  r#  N)rP   r¤   ç      @r~  )ri   rr   rs   r`  r   rÉ   ru   rx   r3  r'  rÁ   ri  )
r1  rK   rk  rŠ   rÀ   r  r˜   rK  ro  r#  s
   &&        rI   Ú
test_argusÚTestFit.test_argus0  s¨   € ð
 ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆÜ�{‰{ˆØˆØ�xŠx˜Ð: aÐ:°cÑ:ˆØ˜y¨%°¸GÀYÐOˆÜ�iŠi˜ L¿H¹HÈVÔTˆØ˜F EÐ+=Ð>¸vÕFˆ	Ü! $¨c¯j©j¸&ñ 	7ÀDÇIÁIñ 	7Ø,5õ	7r�   c                óL  € R p\         P                  P                  V P                  4      p\        P
                  pRpVP                  ! VRVRV/ pRRRRRRRR/p\        P                  ! W5VRV P                  R7      p\        W5VP                  V3R	R
/V P                  B  R# )r}  rS   rT   ÚaÚbrm  rn  r\  rZ  r#  r¾   N)g�µds’z@g@ø¯eä?rP   r¤   r~  )ri   rr   rs   r`  r   rµ   ru   rx   r3  r'  rÁ   ri  r€  s   &       rI   Ú	test_betaÚTestFit.test_beta@  s¡   € ð
 ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆÜ�z‰zˆØBˆØ�xŠx˜Ð: aÐ:°cÑ:ˆØ˜Y¨¨IØ˜y¨'°9ð>ˆä�iŠi˜ L¸È$Ï(É(ÔSˆÜ! $¨c¯j©j¸&ñ 	AØ,2ð	AØ6:·i±iô	Ar�   c                ó@  € R p\         P                  P                  V P                  4      p\        P
                  pRpVP                  ! VRVRV/ pRR	RR	RR	/p\        P                  ! W5W`P                  R7      p\        W5VP                  V3/ V P                  B  R# )
r}  rS   rT   Úcrm  rn  ©r[  N)gÕ)Çç;ÿ?r¤   r„  r~  )ri   rr   rs   r`  r   rê   ru   rx   r3  r'  rÁ   ri  r€  s   &       rI   Útest_foldnormÚTestFit.test_foldnormP  s†   € ð ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆÜ�~‰~ˆØ,ˆØ�xŠx˜Ð: aÐ:°cÑ:ˆØ˜Y¨¨y¸'À9ÐMˆÜ�iŠi˜ L¿H¹HÔEˆä! $¨c¯j©j¸&ÑNÀDÇIÁIÔNr�   c                óH  € R p\         P                  P                  V P                  4      p\        P
                  pRpVP                  ! VRVRV/ pRRRRRR/p\        P                  ! W5VRV P                  R7      p\        W5VP                  V3RR	/V P                  B  R
# )r}  rS   rT   Únurm  rn  r\  rZ  r#  r¾   N)g¹7hº˜Þ@rP   r¤   r~  )ri   rr   rs   r`  r   r=   ru   rx   r3  r'  rÁ   ri  r€  s   &       rI   Útest_nakagamiÚTestFit.test_nakagami^  sš   € ð ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆÜ�~‰~ˆØ-ˆØ�xŠx˜Ð: aÐ:°cÑ:ˆØ˜Y¨¨y¸'À9ÐMˆÜ�iŠi˜ L¸È$Ï(É(ÔSˆÜ! $¨c¯j©j¸&ñ 	AØ,2ð	AØ6:·i±iô	Ar�   c                óH  € R p\         P                  P                  V P                  4      p\        P
                  pRpVP                  ! VRVRV/ pRRRRRR/p\        P                  ! W5VRV P                  R7      p\        W5VP                  V3RR	/V P                  B  R
# )r}  rS   rT   rˆ  rm  rn  r]  rZ  r#  r^  N)g¾ôkº‹ú?rP   r¤   r~  )ri   rr   rs   r`  r   rÛ   ru   rx   r3  r'  rÁ   ri  r€  s   &       rI   Útest_powerlawÚTestFit.test_powerlawl  sš   € ð
 ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆÜ�~‰~ˆØ-ˆØ�xŠx˜Ð: aÐ:°cÑ:ˆØ˜Y¨¨y¸'À9ÐMˆÜ�iŠi˜ L¸È$Ï(É(ÔSˆÜ! $¨c¯j©j¸&ñ 	MØ,>ð	MØBFÇ)Á)ô	Mr�   c                óD  € R p\         P                  P                  V P                  4      p\        P
                  pRpVP                  ! VRVRV/ pR.^,          p\        P                  ! W5W`P                  R7      p\        W5VP                  V3/ V P                  B  R# )r}  rS   rT   rŽ  N)gÍÌÌÌÌÌü?g333333@gffffff@gffffff@r~  )ri   rr   rs   r`  r   r   ru   rx   r3  r'  rÁ   ri  r€  s   &       rI   Útest_truncparetoÚTestFit.test_truncpareto{  s�   € ð ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆÜ× Ñ ˆØ%ˆØ�xŠx˜Ð: aÐ:°cÑ:ˆØ!�{ 1•}ˆÜ�iŠi˜ L¿H¹HÔEˆä! $¨c¯j©j¸&ÑNÀDÇIÁIÔNr�   c                óD  € R p\         P                  P                  V P                  4      p\        P
                  pRpVP                  ! VRVRV/ pR.^,          p\        P                  ! W5W`P                  R7      p\        W5VP                  V3/ V P                  B  R# )r}  rS   rT   rŽ  N)ç      @r   g      ü?r¤   r„  r~  )ri   rr   rs   r`  r   r   ru   rx   r3  r'  rÁ   ri  r€  s   &       rI   Útest_truncweibull_minÚTestFit.test_truncweibull_min‰  s�   € ð
 ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆÜ×%Ñ%ˆØ*ˆØ�xŠx˜Ð: aÐ:°cÑ:ˆØ!�{ 1•}ˆÜ�iŠi˜ L¿H¹HÔEˆä! $¨c¯j©j¸&ÑNÀDÇIÁIÔNr�   c                ó@  € R p\         P                  P                  V P                  4      p\        P
                  p^
R^ repVP                  WEWaVR7      pR\         P                  ! ^ ^.4      /p\        P                  ! W7W€P                  R7      p	\        V	P                  WEV33/ V P                  B  \        P                  pR^ reVP                  WVWR7      p\        P                  ! W7V P                  R7      p	\        V	P                  WV33/ V P                  B  R# )r}  çÍÌÌÌÌÌä?©rm  rS   rT   r,  rŽ  g¿ž¯Y.Ô?N)ri   rr   rs   r`  r   rË   ru   r¥   rx   r3  r   rÁ   ri  Ú	bernoulli)
r1  rk  rŠ   rÀ   r,  r-  rm  r˜   rK  ro  s
   &         rI   Útest_missing_shape_boundsÚ!TestFit.test_missing_shape_bounds˜  sÞ   € ð
 ˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆä�{‰{ˆØ˜˜aˆcˆØ�x‰x˜ #¸CˆxÓ@ˆØœRŸXšX q¨" gÓ.Ð/ˆÜ�iŠi˜ L¿H¹HÔEˆÜ˜Ÿ
™
 Q¨3 KÑ=°4·9±9Ò=ä�‰ˆØ˜1ˆ3Ø�x‰x˜¨ˆxÓ=ˆÜ�iŠi˜¨d¯h©hÔ7ˆÜ˜Ÿ
™
 Q HÑ:°·	±	Ô:r�   c                óÜ  € R p\         P                  P                  V P                  4      p\        P
                  pR^rTVP                  WAVR7      pR
pRV/p\        P                  ! W6W€P                  R7      p	\        V	P                  WE33/ V P                  B  ^ RrTVP                  WQVR7      pRp
RV
/p\        P                  ! W6W€P                  R7      p	\        V	P                  WE33/ V P                  B  \        P
                  pRRrTVP                  WEWR7      pRVRV
/p\        P                  ! W6W€P                  R7      p	\        V	P                  WE33/ V P                  B  R	# )rW  ç      ø?r¡  rm  rŽ  rœ  )rn  rS   rT   rn  ©rm  rn  rS   rT   N)r   rR  )r.  rR  )ri   rr   rs   r`  r   Únormru   rx   r3  r   rÁ   ri  )r1  rk  rŠ   rÀ   rm  rn  r˜   Ú
loc_boundsrL  ro  Úscale_boundss   &          rI   Útest_fit_only_loc_scaleÚTestFit.test_fit_only_loc_scale­  s3  € àˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆä�z‰zˆØ˜!ˆUØ�x‰x˜C°cˆxÓ:ˆØˆ
Ø˜Ð$ˆÜ�iŠi˜ F·h±hÔ?ˆÜ˜Ÿ
™
 S LÑ>°D·I±IÒ>ð ˜ˆUØ�x‰x˜e¸#ˆxÓ>ˆØ ˆØ˜<Ð(ˆÜ�iŠi˜ F·h±hÔ?ˆÜ˜Ÿ
™
 S LÑ>°D·I±IÒ>ô �z‰zˆØ˜#ˆUØ�x‰x˜C°1ˆxÓGˆØ˜ W¨lÐ;ˆÜ�iŠi˜ F·h±hÔ?ˆÜ˜Ÿ
™
 S LÑ>°D·I±IÔ>r�   c                ó€  € R p\         P                  P                  V P                  4      p\        P
                  pRRrTVP                  WEWR7      p\        P                  ! W64      p\        VP                  R3/ V P                  B  RWD3RWU3/p\        P                  ! W6V4      p\        VP                  WE33/ V P                  B  \        P                  p^
R^ rJp	VP                  WšWAVR7      pRRR	R/p\        P                  ! W6W°P                  R
7      p\        VP                  WšV33/ V P                  B  R# )rW  r¦  rœ  r§  rm  rn  r   r¡  r,  r-  rŽ  NrI  )r   é   )r   r   )ri   rr   rs   r`  r   r¨  ru   rx   r   rÁ   ri  rË   r3  )r1  rk  rŠ   rÀ   rm  rn  r˜   ro  rL  r,  r-  rK  s   &           rI   Útest_everything_fixedÚTestFit.test_everything_fixedÊ  s  € ØˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆä�z‰zˆØ˜#ˆUØ�x‰x˜C°1ˆxÓGˆô �iŠi˜Ó#ˆÜ˜Ÿ
™
 FÑ8¨d¯i©iÒ8ð ˜#˜ W¨u¨nÐ=ˆÜ�iŠi˜ FÓ+ˆÜ˜Ÿ
™
 S LÑ>°D·I±IÒ>ô �{‰{ˆØ˜˜aˆcˆØ�x‰x˜ #¸CˆxÓ@ˆØ˜W c¨<Ð8ˆÜ�iŠi˜ L¿H¹HÔEˆÜ˜Ÿ
™
 Q¨3 KÑ=°4·9±9Ô=r�   c                óz  € R p\         P                  P                  V P                  4      p\        P
                  pRpVP                  ! VRVRV/ pVP                  4       ^ 8X  g   Q h. ROp\        P                  ! W5V4      pRpVP                  P                  V4      '       g   Q hVP                  RJ g   Q hR# )rW  rS   rT   z3Optimization converged to parameter values that areFN)rR  r*  )©r   é   rI  )r*  rH  )ri   rr   rs   r`  r   rØ   ru   Úminrx   r¶   Ú
startswithÚsuccess)	r1  rk  rŠ   rÀ   r  r˜   rL  ro  r¶   s	   &        rI   Útest_failureÚTestFit.test_failureã  sž   € ØˆÜ�i‰i×#Ñ# D§I¡IÓ.ˆä�|‰|ˆØˆØ�xŠx˜Ð: aÐ:°cÑ:ˆà�x‰x‹z˜QŒÐˆâ-ˆÜ�iŠi˜ FÓ+ˆØGˆØ�{‰{×%Ñ% g×.Ò.Ð.Ð.Ø�{‰{˜eÓ#Ð#Ò#r�   c                óÐ  € R p\         P                  P                  R4      p\        P                  pRp. ROpVP
                  ! VRVRV/ p\        P                  ! W6WPP                  R7      p\         P                  ! VP                  V3/ V P                  B '       d   Q h\        P                  ! W6WTV P                  R7      p\        VP                  V3/ V P                  B  R# )	iÐ  l   ^�s¶ rS   rT   rŽ  )r  r[  N)r®  é   é   r   ))r–   éÈ   )çffffffæ?éF   )g333333ó?éx   rJ  )ri   rr   rs   r   r÷   ru   rx   r3  ÚallcloserÁ   ri  r   )r1  rk  rŠ   rÀ   rÁ   rL  r˜   ro  s   &       rI   Ú
test_guessÚTestFit.test_guessó  s¯   € ð ˆä�i‰i×#Ñ# LÓ1ˆÜ×ÑˆØˆÚ;ˆà�xŠx˜Ð: aÐ:°cÑ:ˆä�iŠi˜ F·h±hÔ?ˆÜ—;’;˜sŸz™z¨6Ñ?°T·Y±Y×?Ð?Ð?Ð?ä�iŠi˜ FÀDÇHÁHÔMˆÜ˜Ÿ
™
 FÑ8¨d¯i©iÔ8r�   c                ó&  € ^^.p\         P                  pRR
RR/p\         P                  ! W!VRR7      p\        VP                  P
                  ^RR7       \         P                  ! W!VRR7      p\        VP                  P
                  RRR7       R	# )r–   rm  rn  r\  ©rL  rK   r    r¨   r]  gR¸…ëQ@N)r   r   ©ç:Œ0âŽyE>rH  )r   r¡   rx   r   rÁ   rn  )r1  r˜   rÀ   rL  Úres_mleÚres_mses   &     rI   Útest_mse_accuracy_1ÚTestFit.test_mse_accuracy_1  st   € ð �1ˆvˆÜ�{‰{ˆØ˜ ¨*Ð5ˆÜ—)’)˜D¨v¸eÔDˆÜ˜Ÿ™×,Ñ,¨a°dÕ;Ü—)’)˜D¨v¸eÔDˆÜ˜Ÿ™×,Ñ,¨e¸$×?r�   c                óô  € \         P                  P                  R 4      p\        P                  p^
pV! ^^4      P                  W1R7      pRR	RR
/p\        P                  ! W$VRR7      p\         P                  ! V4      pW7^ ,          ,          VR,          ,
          V^,
          ,          pW7R,          ,          V^ ,          ,
          V^,
          ,          p	W‰V,
          3p
\        VP                  V
RR7       R# )l   4gûcävÐD r+  rm  rn  r]  rÄ  ç-Cëâ6?©rV   NrJ  rÅ  r_  )
ri   rr   rs   r   rŸ   ru   rx   r|   r   rÁ   )r1  rŠ   rÀ   r,  r˜   rL  ro  rÃ   rˆ  r‰  rÄ   s   &          rI   Útest_mse_accuracy_2ÚTestFit.test_mse_accuracy_2  s¿   € ô �i‰i×#Ñ#Ð$7Ó8ˆä�}‰}ˆØˆÙ�A�q‹z�~‰~ 1ˆ~Ó7ˆØ˜ '¨:Ð6ˆÜ�iŠi˜¨6¸%Ô@ˆô �GŠG�D‹MˆØ��t�V�a˜•e�^˜a !�eÕ$ˆØ��u�W�q˜•t�^˜a !�eÕ$ˆØ�1•ˆfˆÜ˜Ÿ
™
 C¨d×3r�   © NrG  rI  )r=  )r\  r]  )3Ú__name__Ú
__module__Ú__qualname__Ú__firstlineno__r   rË   rÀ   r`  ri   rr   rs   rŠ   ru   r˜   r7  rS  r—   rV   ri  r3  r9  rD  rM  rT  rq  rd   r   Úparametrizer  rv  r  rz  r  r�  r…  r  rŠ  r�  r“  r–  r™  r�  r£  r«  r¯  r·  rÁ  rÉ  rÎ  Ú__static_attributes__Ú__classdictcell__©Ú__classdict__s   @rI   r)  r)  u  sè  ø‡ € Ø�;‰;€DØ€DØ
�)‰)×
Ñ
 Ó
%€CØ�;‰;�?‰?˜1˜c¨¸#ˆ?Ó>€DØ˜vÐ&€NØ˜7 C¨Ð0€NØ€DØ€DØ�D˜& $Ð'€Dð>˜Qô >ò:ò
Gò1:òf-Nô^ 7ðD ‡[�[×Ñ˜[Ñ*<Ó*>Ó?ñ5ó @ð5ð ‡[�[×Ñ˜[Ñ*<Ó*>Ó?ñ5ó @ð5ð ‡[�[×ÑñMó ðMð ‡[�[×Ñ˜X ~Ó6ñ7ó 7ð7ð ‡[�[×ÑñAó ðAòOòAð ‡[�[×ÑñMó ðMòOð ‡[�[×ÑñOó ðOò;ò*?ò:>ò2$ð  ‡[�[×Ññ9ó ð9ò"	@÷4ð 4r�   r)  c                   ó|  a € ] tR tRt o R tR tR tR tR tR t	R t
R	 t]P                  P                  R
 4       tR tR t]P                  P%                  R^. RO3^2. RO3^_. RO3.4      R 4       t]P                  P                  ]P                  P%                  R. RO4      R 4       4       tR tR tRtV tR# )ÚTestGoodnessOfFiti.  c                óp  € \         P                  p. ROpRp\        P                  ! \        VR7      ;_uu_ 4        \        \         P                  ! 4       V4       RRR4       Rp\        P                  ! \        VR7      ;_uu_ 4        \        V. RO.4       RRR4       Rp\        P                  ! \        VR7      ;_uu_ 4        \        WRR7       RRR4       Rp\        P                  ! \        VR7      ;_uu_ 4        \        WR	R
7       RRR4       Rp\        P                  ! \        VR7      ;_uu_ 4        \        WRR7       RRR4       R#   + '       g   i     EL; i  + '       g   i     LÚ; i  + '       g   i     L±; i  + '       g   i     Lˆ; i  + '       g   i     R# ; i)r=  z.`dist` must be a \(non-frozen\) instance of...r­   Nz2`data` must be a one-dimensional array of numbers.z`statistic` must be one of...Úmm)Ú	statisticz"`n_mc_samples` must be an integer.g     D�@)Ún_mc_samplesz$SeedSequence expects int or sequenceÚherringr0  r<  )r   r¨  rd   r²   Ú	TypeErrorr   r6  )r1  rÀ   rÃ   r¶   s   &   rI   Útest_gof_ivÚTestGoodnessOfFit.test_gof_iv0  s  € Ü�z‰zˆÚˆàCˆÜ�]Š]œ9¨G×4Ö4ÜœEŸJšJ›L¨!Ô,÷ 5ð GˆÜ�]Š]œ:¨W×5Ö5Ü˜D¢9 +Ô.÷ 6ð 2ˆÜ�]Š]œ:¨W×5Ö5Ü˜D¨tÕ4÷ 6ð 7ˆÜ�]Š]œ9¨G×4Ö4Ü˜D°&Õ9÷ 5ð 9ˆÜ�]Š]œ9¨G×4Ö4Ü˜D¨Õ3÷ 5Ñ4÷! 5×4Ð4ú÷ 6×5ú÷ 6×5ú÷ 5×4ú÷ 5×4Ð4ús;   » EÂ	E+ÃE>ÄFÄ?F$ÅE(	Å+E;	Å>F	ÆF!	Æ$F5	c                óÜ  € \         P                  P                  R 4      p\        pR\         P                  ! V4      R\         P
                  ! V^R7      /p\        \        P                  W#RVR7      p\        P                  ! V\        P                  ! R/ VB P                  RR7      p\        VP                  VP                  4       \        VP                  VP                  RR	7       R
# )l   •H]VhŸ1 rm  rn  ©ÚddofÚks©Úknown_paramsrÞ  rŠ   Úexact©rK   ç{®Gázt?r¨   NrÐ  )ri   rr   rs   Ú
examgradesr~   Ústdr   r   r¨  ÚkstestÚcdfr   rÞ  Úpvalue©r1  rŠ   rÃ   ré  ro  rÄ   s   &     rI   Útest_against_ksÚ!TestGoodnessOfFit.test_against_ksH  sž   € Ü�i‰i×#Ñ#Ð$7Ó8ˆÜˆØœrŸwšw q›z¨7´B·F²F¸1À1Ô4EÐFˆÜœeŸj™j¨!Ø(,°#ô7ˆä�lŠl˜1œeŸjšjÑ8¨<Ñ8×<Ñ<ÀWÔMˆÜ˜Ÿ™ s§}¡}Ô5Ü˜Ÿ
™
 C§J¡J°T×:r�   c                óÈ  € \         P                  P                  R 4      p\        p\	        \
        P                  VRVR7      pR\         P                  ! V4      R\         P                  ! V^R7      /p\
        P                  ! V\
        P                  ! R/ VB P                  RR7      p\        VP                  VP                  4       \        VP                  RR	R
7       R# )l   ¤8<*}p~ rç  )rÞ  rT   rm  rn  rå  rê  rë  g¨5Í;NÑ¡?rì  r¨   NrÐ  )ri   rr   rs   rí  r   r   r¨  r~   rî  rï  rð  r   rÞ  rñ  ©r1  rŠ   rÃ   ro  ré  rÄ   s   &     rI   Útest_against_lillieforsÚ)TestGoodnessOfFit.test_against_lillieforsR  s—   € Ü�i‰i×#Ñ#Ð$7Ó8ˆÜˆäœeŸj™j¨!°tÈ#ÔNˆØœrŸwšw q›z¨7´B·F²F¸1À1Ô4EÐFˆÜ�lŠl˜1œeŸjšjÑ8¨<Ñ8×<Ñ<ÀWÔMˆÜ˜Ÿ™ s§}¡}Ô5Ü˜Ÿ
™
 F°×6r�   c                óØ  € \         P                  P                  R 4      p\        pR\         P                  ! V4      R\         P
                  ! V^R7      /p\        \        P                  W#RVR7      p\        P                  ! V\        P                  ! R	/ VB P                  4      p\        VP                  VP                  4       \        VP                  VP                  RR7       R# )
l   vj!$Ó'C rm  rn  rå  Úcvmrè  rì  r¨   NrÐ  )ri   rr   rs   rí  r~   rî  r   r   r¨  Úcramervonmisesrð  r   rÞ  rñ  rò  s   &     rI   Útest_against_cvmÚ"TestGoodnessOfFit.test_against_cvm\  sž   € Ü�i‰i×#Ñ#Ð$7Ó8ˆÜˆØœrŸwšw q›z¨7´B·F²F¸1À1Ô4EÐFˆÜœeŸj™j¨!Ø(-°3ô8ˆä×"Ò" 1¤e§j¢jÑ&@°<Ñ&@×&DÑ&DÓEˆÜ˜Ÿ™ s§}¡}Ô5Ü˜Ÿ
™
 C§J¡J°T×:r�   c                ó  € \         P                  P                  R 4      p\         P                  ! ^^e4      pRRR^/p\	        \
        P                  W#RVR7      p\        VP                  R4       \        VP                  RRR	7       R
# )l   jHJE›Ù3 rm  g…F6‚F@rn  Úadrè  gV-²�ï@r]   rì  r¨   N©
ri   rr   rs   Úaranger   r   r¨  r   rÞ  rñ  ©r1  rŠ   rÃ   ré  ro  s   &    rI   Útest_against_anderson_case_0Ú.TestGoodnessOfFit.test_against_anderson_case_0f  sk   € ä�i‰i×#Ñ#Ð$7Ó8ˆÜ�IŠI�a˜ÓˆàÐ0°'¸2Ð>ˆÜœeŸj™j¨!Ø(,°#ô7ˆä˜Ÿ™ uÔ-Ü˜Ÿ
™
 D¨t×4r�   c                ó  € \         P                  P                  R 4      p\         P                  ! ^^e4      pRR/p\	        \
        P                  W#RVR7      p\        VP                  R4       \        VP                  RRR7       R	# )
l   H'èb4:“/ rn  gó‡{Uõ=@rÿ  rè  gu“Ví?r  rì  r¨   Nr   r  s   &    rI   Útest_against_anderson_case_1Ú.TestGoodnessOfFit.test_against_anderson_case_1q  sg   € ä�i‰i×#Ñ#Ð$7Ó8ˆÜ�IŠI�a˜ÓˆàÐ!3Ð4ˆÜœeŸj™j¨!Ø(,°#ô7ˆä˜Ÿ™ uÔ-Ü˜Ÿ
™
 C¨d×3r�   c                ó  € \         P                  P                  R 4      p\         P                  ! ^^e4      pRR/p\	        \
        P                  W#RVR7      p\        VP                  R4       \        VP                  RRR7       R	# )
l   £P�^Qq­Prm  g�÷fë´HF@rÿ  rè  g¬Zd;@çš™™™™™™?rì  r¨   Nr   r  s   &    rI   Útest_against_anderson_case_2Ú.TestGoodnessOfFit.test_against_anderson_case_2|  sg   € ä�i‰i×#Ñ#Ð$6Ó7ˆÜ�IŠI�a˜ÓˆàÐ/Ð0ˆÜœeŸj™j¨!Ø(,°#ô7ˆä˜Ÿ™ uÔ-Ü˜Ÿ
™
 E°×5r�   c                ó"  € \         P                  P                  R 4      p\        P                  P                  R^^^dVR7      p\        \        P                  VRVR7      p\        VP                  R4       \        VP                  RRR7       R	# )
l   ÞiÖ·Uën gáBQ_ *÷?r§  rÿ  ©rÞ  rŠ   gÙÎ÷Sãá?g333333Ã?rì  r¨   N)ri   rr   rs   r   rà   ru   r   r¨  r   rÞ  rñ  )r1  rŠ   rÃ   ro  s   &   rI   Útest_against_anderson_case_3Ú.TestGoodnessOfFit.test_against_anderson_case_3‡  sn   € ä�i‰i×#Ñ#Ð$7Ó8ˆä�N‰N×ÑÐ1°qÀÈØ,/ð ó 1ˆäœeŸj™j¨!°tÀÔEˆÜ˜Ÿ™ uÔ-Ü˜Ÿ
™
 D¨t×4r�   c                óˆ  € \         P                  P                  R 4      p\        P                  ! RRRR7      P                  RVR7      p\        \        P                  VRVR7      p\        P                  ! VR	R
R7      p\        VP                  VP                  4       \        VP                  VP                  RR7       R# )l   /‚JGÏ gQûä8’ª?r*  r¦  )rm  rn  r}  r+  rÿ  r  Úgumbel_rÚinterpolate)rÀ   rK   rì  r¨   N)ri   rr   rs   r   r/   ru   r   r  Úandersonr   rÞ  rñ  )r1  rŠ   rÃ   ro  rÄ   s   &    rI   Útest_against_anderson_gumbel_rÚ0TestGoodnessOfFit.test_against_anderson_gumbel_r‘  sŒ   € ä�i‰i×#Ñ#Ð$4Ó5ˆä×ÒÐ1°sØ#&ô(ß(+©°ÀC¨Ó(Hð 	
äœeŸn™n¨a¸4ÀSÔIˆÜ�nŠn˜Q Z¸ÔFˆÜ˜Ÿ™ s§}¡}Ô5Ü˜Ÿ
™
 C§J¡J°T×:r�   c                ót  € \         P                  P                  R 4      p. ROpR^ R^/p\        P                  ! \        P
                  W#RVR7      p\        VP                  RRR7       RVP                  u;8  d	   R	8  g   Q h Q h\        VP                  R
RR7       \        VP                  RRR7       R# )l   ËfKW7/ßz rm  rn  Úfillibenrè  gG=D£;ˆï?rÌ  r¨   r   çÍÌÌÌÌÌì?gF8‹§yˆï?gñhãˆµøô>rÍ  gffffffì?çü©ñÒMb`?N)é   r=  éüÿÿÿé   r_   rR  r   )	ri   rr   rs   r   r   r¨  r   rÞ  rñ  )r1  rŠ   Úyré  ro  s   &    rI   Útest_against_filliben_normÚ,TestGoodnessOfFit.test_against_filliben_normœ  sš   € ä�i‰i×#Ñ#Ð$7Ó8ˆÚ#ˆØ˜q '¨1Ð-ˆÜ×#Ò#¤E§J¡J°Ø.8¸côCˆô
 	˜Ÿ™ w°TÕ:Ø�c—j‘jÖ& 3Ô&Ð&Ñ&Ð&Ð&ô 	˜Ÿ™Ð'7¸dÕCÜ˜Ÿ
™
 F°×6r�   c                ó\  € \         P                  P                  R 4      pVP                  ^
R^dR7      p\        P
                  ! \        P                  VRVR7      pR^ R^/p\        P
                  ! \        P                  W$RVR7      p\        VP                  VP                  RR	7       R
# )l   1gDùF¦3 r*  )rm  rn  rS   r  r  rm  rn  rè  gVçž¯Ò<rÍ  N)	ri   rr   rs   Únormalr   r   r¨  r   rÞ  rö  s   &     rI   Útest_filliben_propertyÚ(TestGoodnessOfFit.test_filliben_property³  s‰   € ä�i‰i×#Ñ#Ð$7Ó8ˆØ�J‰J˜2 S¨sˆJÓ3ˆÜ×#Ò#¤E§J¡J°Ø.8¸côCˆà˜q '¨1Ð-ˆÜ×#Ò#¤E§J¡J°Ø.8¸côCˆä˜Ÿ™ s§}¡}¸5×Ar�   Úcasec                ód  € \         P                  P                  R 4      pVw  r4VP                  V4      pR^ R^/p\        P                  ! \        P
                  WVRVR7      p\         P                  ! . RO4      p\        P                  ! VP                  V^d,          4      p\        WtRR7       R# )	l   ý+ó^8rm  rn  r  rè  r  r¨   N)rì  r.  r	  r]   r  )
ri   rr   rs   r   r   r¨  r¥   ÚscoreatpercentileÚnull_distributionr   )	r1  r$  rŠ   r,  rÄ   rÃ   ré  ro  Úpercentiless	   &&       rI   Ú test_against_filliben_norm_tableÚ2TestGoodnessOfFit.test_against_filliben_norm_table¾  sŽ   € ô
 �i‰i×#Ñ#Ð$6Ó7ˆØ‰ˆØ�J‰J�q‹MˆØ˜q '¨1Ð-ˆÜ×#Ò#¤E§J¡J°Ø.8¸côCˆä—h’hÒ>Ó?ˆÜ×%Ò% c×&;Ñ&;¸[È½_ÓMˆÜ˜ t×,r�   c                ó"  € Vw  r#p\         P                  P                  R 4      pVP                  VR7      p\        P
                  ! \        P                  VRVR7      p\        VP                  VRR7       \        VP                  VRR7       R# )	l   ìvªT¨V�_ )rS   r  r  rÌ  rÍ  g¸…ëQ¸Ž?r¨   N)
ri   rr   rs   r!  r   r   Úrayleighr   rÞ  rñ  )r1  r$  r,  Úref_statisticÚ
ref_pvaluerŠ   rÃ   ro  s   &&      rI   Útest_against_ppccÚ#TestGoodnessOfFit.test_against_ppccÍ  sp   € ð (,Ñ$ˆ˜*Ü�i‰i×#Ñ#Ð$7Ó8ˆØ�J‰J˜AˆJÓˆÜ×#Ò#¤E§N¡N°AÀØ(+ô-ˆä˜Ÿ™ }¸4Õ@Ü˜Ÿ
™
 J°V×<r�   c           
     ó|  € \         P                  P                  R 4      p\        P                  P                  R^^^2VR7      pRR/pRR/pRR/p\         P                  P                  R 4      p\        \        P                  V^VVWQR7      p\         P                  ! VP                  P                  P                  R4      '       d   Q h\        VP                  P                  P                  R4       \        VP                  P                  P                  R4       R^/p\         P                  P                  R 4      p\        \        P                  V^VVWQR7      p\         P                  ! VP                  P                  P                  VP                  P                  P                  RR	7      '       d   Q h\         P                  ! VP                  VP                  RR	7      '       d   Q h\        VP                  P                  P                  R4       \        VP                  P                  P                  R4       RRRR/p\         P                  P                  R 4      p\        \        P                  V^VVWQR7      p\        VP                  P                  P                  R4       \        VP                  P                  P                  R4       \        VP                  P                  P                  R4       \         P                  ! VP                  VP                  4      '       d   Q hR
# )ì   ÏzøV8½t r§  r�  gÍÌÌÌÌÌ*@rn  gö(\�Âu+@rm  )rß  Úguessed_paramsÚ
fit_paramsré  rŠ   rÆ  rÍ  Ng˜}¡-Àg33333³+À)ri   rr   rs   r   rà   ru   r   râ   rÀ  Ú
fit_resultrÁ   r�  r   rn  rm  r'  )	r1  rŠ   rÃ   r3  r4  ré  rÅ   rÆ   Úres3s	   &        rI   Útest_params_effectsÚ%TestGoodnessOfFit.test_params_effectsà  s—  € ô �i‰i×#Ñ#Ð$7Ó8ˆÜ�N‰N×ÑÐ1°qÀÈØ,/ð ó 1ˆð
 ˜t˜ˆØ˜uÐ%ˆ
Ø˜v�ˆÜ�i‰i×#Ñ#Ð$7Ó8ˆÜœu×0Ñ0°!À!Ø.<Ø*4Ø,8ôCˆô —;’;˜tŸ™×5Ñ5×7Ñ7¸×>Ò>Ð>Ð>Ü�T—_‘_×+Ñ+×1Ñ1°5Ô9Ü�T—_‘_×+Ñ+×/Ñ/°Ô8ð ˜q˜ˆÜ�i‰i×#Ñ#Ð$7Ó8ˆÜœu×0Ñ0°!À!Ø.<Ø*4Ø,8ôCˆô —;’;˜tŸ™×5Ñ5×7Ñ7Ø#Ÿ™×5Ñ5×7Ñ7¸d÷Dó Dð 	Dð Dä—;’;˜t×5Ñ5Ø#×5Ñ5¸D÷Bó Bð 	Bð Bä�T—_‘_×+Ñ+×1Ñ1°5Ô9Ü�T—_‘_×+Ñ+×/Ñ/°Ô8ð
 ˜4 ¨%Ð0ˆ
Ü�i‰i×#Ñ#Ð$7Ó8ˆÜœu×0Ñ0°!À!Ø.<Ø*4Ø,8ôCˆô 	�T—_‘_×+Ñ+×-Ñ-¨tÔ4Ü�T—_‘_×+Ñ+×1Ñ1°5Ô9Ü�T—_‘_×+Ñ+×/Ñ/°Ô8Ü—;’;˜t×5Ñ5°t×7MÑ7M×NÒNÐNÐNÑNr�   c                ó:  € R  p\         P                  P                  R4      p\        P                  P                  ^VR7      p\        \        P                  VR^ R^/WR7      p. R	Op. R
Op\         P                  ! VP                  V4      p\        WvRR7       R# )c                óÂ   € \         P                  ! WR 7      pV P                  V4      p\         P                  ! WB^ ^R7      p\         P                  ! V^,          VR 7      # )rZ   )r[   ÚprependÚappend)ri   r|   rð  r’   r½   )rÀ   r˜   r[   rÃ   r  rš   s   &&$   rI   Ú	greenwoodÚ:TestGoodnessOfFit.test_custom_statistic.<locals>.greenwood  sD   € Ü—’˜Ô(ˆAØ—‘˜“ˆAÜ—’˜¨a¸Ô:ˆAÜ—6’6˜!˜q�& tÔ,Ð,r�   r2  r+  rm  rn  rè  rì  r¨   N)r.  r]   r  gš™™™™™É?ç333333Ó?gš™™™™™Ù?r*  g333333ã?r½  gš™™™™™é?r  çffffffî?rX   )g¬ãø¡ÒˆÇ?gxµÜ™	†É?g&¤à)äÊ?gW>ËóàîÌ?gãûâR•¶Î?gEÕ¯t><Ð?gí¸áwÓ-Ñ?gLÆ1’=BÒ?gŠ­ i‰•Ó?g1³Ïc”gÕ?gV(Òýœ‚Ø?gŽ?QÙ°¦Û?g­hsœÛ„á?)
ri   rr   rs   r   r¡   ru   r   Úquantiler'  r   )r1  r=  rŠ   r˜   Úresultr-  Úexact_quantilesÚsimulated_quantiless   &       rI   Útest_custom_statisticÚ'TestGoodnessOfFit.test_custom_statistic  s‰   € ò	-ô �i‰i×#Ñ#Ð$7Ó8ˆÜ�{‰{�‰ A°CˆÓ8ˆÜ ¤§¡¨dØ/4°a¸À!Ð.DØ+4ô?ˆò EˆòBˆô !Ÿkšk¨&×*BÑ*BÀAÓFÐÜÐ+À5×Ir�   rÐ  N)gV-²í?g–C‹lçûí?r@  g-²�ï§î?g¶óýÔxéî?)gã¥›Ä °î?gáz®Gáî?g´Èv¾Ÿï?çÝ$�•Cï?g1¬Zdï?)rG  g‡ÙÎ÷Sï?gÛù~j¼tï?gZd;ßO�ï?gÙÎ÷Sã¥ï?))rR  gì„ü´¥î?g;ßO�—nÞ?)r  g¢ØÇ„‡î?gà-� Ø?)rº  g-€hC/î?g\ AñcÌÍ?)rÑ  rÒ  rÓ  rÔ  râ  ró  r÷  rü  r  r  r
  r  rd   r   r  r  r  r"  rÕ  r)  r/  r7  rE  rÖ  r×  rØ  s   @rI   rÛ  rÛ  .  sï   ø‡ € ò4ò0;ò7ò;ò	5ò	4ò	6ò5ð ‡[�[×Ññ;ó ð;ò7ò.	Bð ‡[�[×Ñ˜V rÒ+IÐ&JØ')Ò+IÐ&JØ')Ò+IÐ&Jð&Ló Mñ
-óMð
-ð ‡[�[×ÑØ‡[�[×Ñ˜Vò &Dó Eñ=óEó ð=ò0O÷dJð Jr�   rÛ  c                   ó&   a € ] tR tRt o R tRtV tR# )ÚTestFitResulti2  c                ó~  a€ \         P                  P                  R 4      o\        P                  P                  ^ ^^dSR7      pV3R lpR
R.p\        P                  ! \        P                  WVR7      p ^ RIpRp\        P                  ! \        VR7      ;_uu_ 4        VP                  RR7       RRR4       R#   + '       g   i     R# ; i  \        \        3 d[    R	p\        P                  ! \        TR7      ;_uu_ 4        TP                  RR7       RRR4        R#   + '       g   i      R# ; ii ; i)l   ‘u!u°\xD r+  c                  ó"   <€ \        V / VBR S/B # r0  r   )r2  ÚkwargsrŠ   s   *,€rI   r[  Ú-TestFitResult.test_plot_iv.<locals>.optimizer7  s   ø€ Ü)¨4ÐC°6ÑC¸sÒCÐCr�   rŽ  Nz!`plot_type` must be one of \{'...r­   Úllama)Ú	plot_typez2matplotlib must be installed to use method `plot`.r²  rI  )ri   rr   rs   r   r¨  ru   rx   Ú
matplotlibrd   r²   r6  ÚplotÚModuleNotFoundErrorÚImportError)r1  r˜   r[  rL  ro  rP  r¶   rŠ   s   &      @rI   Útest_plot_ivÚTestFitResult.test_plot_iv3  sÝ   ø€ Ü�i‰i×#Ñ#Ð$7Ó8ˆÜ�z‰z�~‰~˜a ¨¸3ˆ~Ó?ˆõ	Dð ˜6Ð"ˆÜ�iŠiœŸ
™
 D¸IÔFˆð	,ÛØ:ˆGÜ—’œz°×9Ö9Ø—‘ 7�Ô+÷ :×9×9Ò9ûä#¤[Ð1ô 	,ØKˆGÜ—’Ô2¸'×BÖBØ—‘ 7�Ô+÷ C×B×BÔBúð	,úsH   Á6*C Â B=Â3C Â=C	ÃC ÃC Ã7D<ÄD&ÄD<Ä&D8Ä1D<Ä8D<rÐ  N)rÑ  rÒ  rÓ  rÔ  rT  rÖ  r×  rØ  s   @rI   rI  rI  2  s   ø‡ € ÷,ð ,r�   rI  )r}  rW  i'  )r   rõ   rÑ   r   r   rí   r   r   r   r   r  r   rï   r   r   r   r   )
r   r   rñ   r   rù   r   r   rÞ   r   r  )r    r!   r"   r#   rÚ   rú   rÝ   r$   rÛ   r%   r&   r   )rÉ   rÏ   rñ   rõ   rÑ   rú   rÓ   rÒ   rÕ   rí   rÖ   rÞ   r  rï   r  )rÍ   r0   rÙ   rE   )r*  rœ  )rH  r?  r–   )gH¯¼šò×z>r   r¾   )6ra   rg  Únumpyri   Únumpy.testingr   r   rd   Úscipyr   Úscipy.optimizer   Útest_continuous_basicr   Ú!scipy.stats._distn_infrastructurer	   Úscipy.stats._distr_paramsr
   Úscipy.statsr   rq   rm   rp   Úmle_failing_fitsÚmle_Xslow_fitsrw   Úmm_failing_fitsÚmm_XXslow_fitsÚmm_Xslow_fitsrc   rf   rz   rF   rJ   r   r  rÕ  r”   rœ   r¦   rª   r·   r¨  rË   rÇ   r  r  r  r  r'  r)  rí  rÛ  rI  rÐ  r�   rI   Ú<module>rc     s  ðÛ 	Û ã ß 7Û Ý Ý 1å +Ý 6Ý 2Ý 'ò  €	à€Ø€
òÐ ò*#€ò€ð
(�7ð 
(˜Kð 
(¨ð 
(°ð 
(¸8ð 
(ÀUð 
(Øð
(Ø(ð
(Ø*2ð
(Ø4Eð
(ØGQð
(àð
(à%ð
(à'-ð
(à/;ð
(à=Ið
(ð ð
(ð  /ð
(ð 1:ð
(ð <Gð
(ð  ð	
(ð ",ð	
(ð .:ð	
(ð <Gð	
(ð ITð	
(ð
 ð
(ð
 !)ð
(ð
 +2ð
(ð
 4;ð
(ð
 =Eð
(ð
 GMð
(ð
 OWð
(ð !ð
(ð #/ð
(ð 18ð
(ð :Bð
(ð DNð
(ð ð
(ð  ð
(ð "(ð
(ð *2ð
(ð 4Bð
(ð DOð
(ð %ð
(ð '3ð
(ð 58ð
(ð :Bð
(ð !ð
(ð #5ð
(ð 7Dð
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