+ ,i<Rt^RIt^RIt^RIt^RIt^RIHt^RIHt^RI H uH t ^RI t ^RIt^RIHtHtHtHtHtHtHtHtHt^RIt^RIHt^RI HtHtHtHt^RI t ^RI!H"t"^RI#H"uH$t$^RI%H"uH&t'^RI(H)t)^RI*H+t+^R I,H-t-^R I.H/t/^R I0H1t1^R I2H3t3H4t4H5t5H6t6H7t7H8t8^R I9H:t:H;t;Ht>H?t?H@t@^RIAHBtB^RICHDtD^RIEHFtFHGtGHHtHHItIHJtJHKtKHLtLHMtMHNtN^RIOHPtPHQtQ^RIRHSuHTtU]".tV]PPtX]!.RO]Y4tZ]!.RO]Y4t[]!.RO]Y4t\]!.RO]Y4t]]!.RO]Y4t^]!.RO]Y4t_]!.RO]Y4t`!RR4ta!RR4tb]N!]"P4!RR44td!RR4te!RR4tf!RR4tgR thR!tiR"tj]PPR#4tl!R$R%4tmR&tnR'toR(tpR)tq!R*R+4tr!R,R-4tsR.ttR/tuR0tv!R1R24tw!R3R44tx]N!]"P4!R5R644tz]N!]"P4!R7R844t|]N!]"P4!R9R:44t~]N!]"P4!R;R<44t!R=R>4tR?t!R@RA4t]N!]"EP4!RBRC44t!RDRE4t]N!]"EP4!RFRG]44t]N!]"EP4!RHRI]44t] EPEPRJ4t]N!]"EP4!RKRL44t!RMRN4t]!RO.RQO4t]!.ROR^R^^^] EP$!R4,^ ] EP$!R4,,,^^] EP$!R4,^] EP$!R4,,,RRQ7]!.RO.RO^R^^^] EP$!R4,^] EP$!R4,,^] EP$!R4,,,^^] EP$!R4,^] EP$!R4,,^] EP$!R4,,,RRQ7]!.RO^^R^^^] EP$!R4,^ ] EP$!R4,,,^^] EP$!R4,^] EP$!R4,,,RRQ7]!.RO.RO^^^^^^RQ7.t]!.R^^^^^^RQ7]!] P8!....4EP(R^^.RO.RO.RO.RORQ7]!] P8!....4R^^....RQ7.t]N!]"EP,4!RRRS44t]N!]"EP04!RTRU44tRVt!RWRX4t!RYRZ4t!R[R\4tR]tR^tR_t]PEPCR`] EPD!R4R3] EPD!R4R3.4Ra4tRbt]PEPCRc.RO4Rd4t]PEPCRe]"EP] P:!^ 4^33]"EPL] P:!^ 4] P:!^ 433.4Rf4tRRgR/Rhllt]N!]"EPR]"EPT4Ri4tRjtRkt]PEP]Rl4!RmRn44t]PEP]Rl4!RoRp44t!RqRr4t]N!]"EPR4!RsRt44tRut]N!]"EPR4!RvRw44t]N!]"EPT4!RxRy44t]PPRzR{R|7]PEP]R}4R~44tRt]PEPp]PEP]R4]PEP]R4]N!]"EP4R4444t]X!RzRR7R4t]N!]"EP4]PPRRR7R44t]N!]"EPx4!RR44t!RR4t]N!]"EP~4!RR]44t]N!]"EP4!RR]44t]N!]"EP4!RR]44t!RR4t]N!]"EP4!RR44t!RR4tRtRtRPRRRRRRR/RltRtRtRt]N!]"EP4!RR44t]N!]"EP4!RR44t]N!]"EP4!RR44t]N!]"EP4!RR44tRtRtRt!RR4t!RR4t!RR4t!RR4t!RR4t]N!]"EP4!RR44t!RR4t!RR4t!RR4t!RR4t!RR4t!RR4t!RR4t] EPEPR4t]EP^ 4t]EP^ 4t]PEPCR]"EP]33]"EP]]"EPEP33]"EP]]33]"EP]]33.4R4t!RR4t!RR4t!RR4t!RR4tRt]X!RRR7R4tR#)zTest functions for stats module WRITTEN BY LOUIS LUANGKESORN FOR THE STATS MODULE BASED ON WILKINSON'S STATISTICS QUIZ https://www.stanford.edu/~clint/bench/wilk.txt Additional tests by a host of SciPy developers. N) namedtuple)product) assert_ assert_equalassert_almost_equalassert_array_almost_equalassert_array_equalassert_approx_equalassert_allclosesuppress_warningsassert_array_less)raises)arrayarangefloat32power)kolmogn)FuncData)binom)optimize)check_named_results)_broadcast_concatenateSmallSampleWarningtoo_small_nd_omittoo_small_nd_not_omittoo_small_1d_omittoo_small_1d_not_omit)_permutation_distribution_t _chk_asarray_momentLinregressResult_xp_mean_xp_var _SimpleChi2) AxisError)skip_xp_invalid_arg) array_namespace eager_warns is_lazy_arrayis_numpyis_torchxp_default_dtypexp_sizeSCIPY_ARRAY_APImake_xp_test_case)xp_assert_closexp_assert_equal??ca]tRt^Oto]P !]P 4Pt] !] P4R4t ] !] P4]PP!R4R44t] !] P$4R4t] !] P(4R4t]!RRR7R 4t] !] P04R 4t]!RRR7R 4t] !] P(] P04R 4t]!RR R7] !] P(] P04R44t] !] P:4R4tRtVt R#)TestTrimmedStatsc \V4pVP\VR7p\P!VRR4p\ WAPR44\P!VRRR7p\P!VRR7p\ WV4VP VPR4R4p\P!VRR7p\ WAPV44\P!V^R7p\ WAPV^R74\P!V^R7p\ WAPV^R74\P!VRRR7p\ WAPR 44\P!VR^R7p.ROp\ WAPV44\P!VRR^R 7p.ROp\ WAPV44\P!V4RRR13,PVPRR 7p \P!V R^R7p^R R RVPVPVP.p\ WAPV44\P!VR^R7p^^ ^^VPVPVPVPVP. p\ WAPV44\P!VRR^R 7pR ^ ^^VPVPVPVPVP. p\ WAPV44R#)dtypeT@limits inclusiveNr:O@axis)r:r?g?@)r:r;r?)copy@@@TT)FF )rE=)rE)'@rI TF)%@rNrIrOrPrQrR)rRFT) r+asarrayXstatstmeanr/reshapermeanxpxatsetnan) selfxp default_dtypexyy1y2x_2dy_true x_2d_with_nans && >/usr/lib/python3/dist-packages/scipy/stats/tests/test_stats.py test_tmeanTestTrimmedStats.test_tmeanSss(, JJq J . KK6< 0::c?+ [[6^ D [[4 (zz"))C.&1 KK4 (774=) KK1 %774a701 KK1 %774a701 KKW4 8::d+, KKW1 5.::f-. KKW A N0::f-.t RW-11"&&t1D KK gA >S#sBFFBFFBFF;::f-. KKW1 5RRH::f-. KKW"/a 9r2r266266266266266J::f-.z>ignore:invalid value encountered in divide:RuntimeWarning:daskcVP\P44p\P!VR RR7p\ W1PR44\P!VRR7p\ W1P V^R74VPVPR4R4p\P!VRR7p\ W1P V^R74\P!V^R7p\ W1PRR44\P!V^R7p\ W1PRR 44\P!VR^RR 7p\ V^,VPR 44\P!VR^RR 7p\ V^,VPR 44\V^,VPVP44R#)rEr9g@Nr< correctionr=r>gv@g㪪@)r:r?r;@g@rDrGrHrJ)rIrW) rYrZtolistr[tvarr/varr]rfullr0rb)rcrdrfrgrjs&& rm test_tvarTestTrimmedStats.test_tvarsY JJqxxz " JJq< @::&89: JJq &66!623zz"))C.&1 JJt$ '66$1656 JJt! $774/0 JJt! $77445 JJtFl K!bjjo. JJtFl K!bjj):;<!bjj01rpcVP\P44p\P!VRR4p\ W1PR44\P!VRR7p\ W1P V^R74R#)rEgB Ć/H@Nr<rrrDrG)rYrZr{r[tstdr/stdrcrdrfrgs&& rm test_tstdTestTrimmedStats.test_tstds_ JJqxxz " JJq&, /::&89: JJq &66!623rpc \VPR4p\\P!V4VP R44\\P!V^R7VP R44\\P!V^RR7VP R44VP VR 4p\\P!V^RR7VP RR.44\\P!V^R7VP .R O44\\P!VRR7VP R44\ P!VPR4^ 4PVP4p\\P!V4VP VP44VP VP^4R 4p\P!V^^R 7p\W1P \P^^^ .44R#) $@ lowerlimitF)rr;?@r>N)rr?rwrE)rr@@ @r) rr0r[tminrYr]r_r`rarbnprcrdrfress&& rm test_tminTestTrimmedStats.test_tminsi IIcN 1 rzz"~6 13RZZ^D 1eDbjjQSnU JJq& ! 1eD B8, . 11-rzz:N/OP 140"**R.A FF299S>1 % ) )"&& 1 1 rzz"&&'9: JJryy}f -jjqq1ZZAr(:;1Cz55 1160Cz55 126! 6565! =AD=0D #D=,D* D= D' "D=* D: 5D== E c VPR4p\\P!V4VP R44\\P!V^ R7VP R44\\P!V^ RR7VP R44VP VR 4p\\P!V^ RR7VP RR.44\\P!V^R7VP .R O44\\P!VRR7VP R44\ P!VPR4^ 4PVP4p\\P!V4VP VP44\4;_uu_4pVP\R 4VP VP^4R 4p\P!V^ ^R 7p\WAP ^^^ \P.44RRR4R# +'giR#;i)r"@ upperlimitF)rr;r@r>NzAll-NaN slice encountered)rr?r)r@r8rrr)rr0r[tmaxrYr]r_r`rarbr filterrr)rcrdrfrrs&& rm test_tmaxTestTrimmedStats.test_tmaxs IIcN 1 rzz"~6 13RZZ^D 1eDbjjQSnU JJq& ! 1eD B8, . 11-rzz:N/OP 140"**R.A FF299S>1 % ) )"&& 1 1 rzz"&&'9: C JJ~'B C 299R=&1A**Q2A6C CQ2rvv,>!? @ ! s A=I I0 c \\P!^4^4\P!R4p\P V^&\ 4;_uu_4pVP\R4\\P!VRR7R4Rp\\VR7;_uu_4\P!VRR7R R R 4R p\\VR7;_uu_4\P!VR R7R R R 4R R R 4R # +'giLV;i +'giL-;i +'giR #;i) rrrrrrrrrNrr) rr[rrrrbr rrrrrs&& rmtest_tmax_scalar_and_nanpolicy/TestTrimmedStats.test_tmax_scalar_and_nanpolicyrrcVPVP^ VPR7R4Pp\ V4'd \ V4M VP p\\P!V4VP^^.VR74\\P!V4VP^^ .VR74\\P!V^R7VPVPR.44\\P!V^R7VPRVP.44R#)rOr6rrrrNrErw) r]rint16Tr(r+r7r0r[rrYrrb)rcrdrf expect_dtypes&& rmtest_tmin_tmax_int_dtype)TestTrimmedStats.test_tmin_tmax_int_dtypes JJryy288y4f = ? ? 0=Q/?/?'+QWW  1 rzz1a& z'MN 1 rzz1a& z'MN  13RZZ 5MN 13RZZRVV 5MNrpz%Only with data-dependent output dtype eager_onlyrcVPRR4p\\P!VR,4V4\\P!VR,4V4R#)rENll )NNNN)rr0r[rrrcrdrfs&& rm test_gh_22626TestTrimmedStats.test_gh_22626 sB IIeX & 1W:.2 1W:.2rpc~VP\P44p\P!VRRR7pVP.RO4p\ W1P V^R7\V4R,, 4\ \P!VR ^ .R7\P!VRR74R#) r9rrr1r<N)rrFrX)rr8rrrrU)rYrZr{r[tsemr/rr,)rcrdrfrgy_refs&& rm test_tsemTestTrimmedStats.test_tsems~ JJqxxz " JJq= A /066%A669LLM 1b"X6 1T8RSrpN)!__name__ __module__ __qualname____firstlineno__rfinfofloat64 precisiondprecr.r[r\rnr|pytestmarkfilterwarningsrrrrrskip_xp_backendsrrrrrrrr__static_attributes____classdictcell__ __classdict__s@rmr4r4Os HHRZZ * *Eu{{#,/$,/\uzz" [[H2#28uzz"4#4uzz"=#=*dSU 3U 3uzz"A#A.dSU 3U 3uzz5::. O/ O.UVuzz5::.3/W3 uzz"T#Trpr4ca]tRtRtoRtRtRtRtRtRt Rt R t R t R t R tR tRtRtRtRtRtRtRtRtRtRtRtVtR#)TestPearsonrWilkinsoni W.II.D. Compute a correlation matrix on all the variables. All the correlations, except for ZERO and MISS, should be exactly 1. ZERO and MISS should have undefined or missing correlations with the other variables. The same should go for SPEARMAN correlations, if your program has them. cn\P!\\4pV^,p\VR4R#ryrN)r[pearsonrrZr rcrgrs& rmtest_pXXTestPearsonrWilkinson.test_pXX&s% NN1Q  aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrZBIGr rs& rm test_pXBIG TestPearsonrWilkinson.test_pXBIG+s% NN1S ! aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrZLITTLEr rs& rm test_pXLITTLE#TestPearsonrWilkinson.test_pXLITTLE0s% NN1V $ aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrZHUGEr rs& rm test_pXHUGE!TestPearsonrWilkinson.test_pXHUGE5% NN1T " aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrZTINYr rs& rm test_pXTINY!TestPearsonrWilkinson.test_pXTINY:rrpcn\P!\\4pV^,p\ VR4R#r)r[rrZROUNDr rs& rm test_pXROUND"TestPearsonrWilkinson.test_pXROUND?s% NN1U # aDAc"rpcn\P!\\4pV^,p\VR4R#r)r[rrr rs& rm test_pBIGBIG"TestPearsonrWilkinson.test_pBIGBIGDs% NN3s # aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rmtest_pBIGLITTLE%TestPearsonrWilkinson.test_pBIGLITTLEIs% NN3v & aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rm test_pBIGHUGE#TestPearsonrWilkinson.test_pBIGHUGEN% NN3t $ aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rm test_pBIGTINY#TestPearsonrWilkinson.test_pBIGTINYSr rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rmtest_pBIGROUND$TestPearsonrWilkinson.test_pBIGROUNDXs% NN3u % aDAc"rpcn\P!\\4pV^,p\VR4R#r)r[rrr rs& rmtest_pLITTLELITTLE(TestPearsonrWilkinson.test_pLITTLELITTLE]s% NN6& ) aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rmtest_pLITTLEHUGE&TestPearsonrWilkinson.test_pLITTLEHUGEb% NN6$ ' aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rmtest_pLITTLETINY&TestPearsonrWilkinson.test_pLITTLETINYgrrpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rmtest_pLITTLEROUND'TestPearsonrWilkinson.test_pLITTLEROUNDls% NN6% ( aDAc"rpcn\P!\\4pV^,p\VR4R#r)r[rrr rs& rmtest_pHUGEHUGE$TestPearsonrWilkinson.test_pHUGEHUGEq% NN4 % aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rmtest_pHUGETINY$TestPearsonrWilkinson.test_pHUGETINYvr$rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rmtest_pHUGEROUND%TestPearsonrWilkinson.test_pHUGEROUND{% NN4 & aDAc"rpcn\P!\\4pV^,p\VR4R#r)r[rrr rs& rmtest_pTINYTINY$TestPearsonrWilkinson.test_pTINYTINYr$rpcn\P!\\4pV^,p\ VR4R#r)r[rrrr rs& rmtest_pTINYROUND%TestPearsonrWilkinson.test_pTINYROUNDr+rpcn\P!\\4pV^,p\VR4R#r)r[rrr rs& rmtest_pROUNDROUND&TestPearsonrWilkinson.test_pROUNDROUNDs% NN5 ' aDAc"rprN)rrrr__doc__rrrrrrrrr rrrrrrr"r&r)r-r0r3rrrs@rmrrsx# # # # # # # # # # # # # # # # # # # # ##rprca]tRtRtoRtRtRtRtRt] PPRRR .4R 4t R t R tR tRtRt] PP%R4R4t]!RR7] PPR.R'O4R44tRtRtRt] PP3^ 4] PP5R4] PPRR(4] PPRR)4R4444t] PP8] PPRR(4R44t] PPR^^.4R4tR tR!t ] PP%R4R"4t!R#t"] PPR.R*O4] PPR.R(O4R%44t#R&t$Vt%R$#)+ TestPearsonrc\P!\\4pRp\W4\ VP VP 4R# correlationNr;pvalue)r[rrZrrr; statisticrcr attributess& rmtest_pearsonr_result_attributes,TestPearsonr.test_pearsonr_result_attributess1nnQ". C,S__cmm4rpc &VPR4p\P!W"4wr4\W1P R4RR7\WAP R4\ P !^\ P!R4,4R7R#)rrV瞯<atolrNrr[rr/rYrsqrtspacingrcrdarprobs&& rmtest_r_almost_exactly_pos1'TestPearsonr.test_r_almost_exactly_pos1s[ IIcN..&::c?7 jjoBGGAbjjo>!'DA Azz"&&1 2 Azz"&&1 2 A @ @ @ BC C r7rrc \\V4p\W4pVP^^^\P!^VR7,.VR7pVP^^^^\P!^VR7,,.VR7pRp\P !\ PVR7;_uu_4\ P!WE4RRR4R# +'giR#;i)rEr6z/An input array is nearly constant; the computedrN) getattrrrYrIrrbr[NearConstantInputWarningr)rcrdr7npdtyperfrgrs&&& rmtest_near_constant_input%TestPearsonr.test_near_constant_inputs"e$" JJ1a"**Qg">>?uJ M JJ1a!BJJq$@"@@AJ O? \\%88 D D NN1 E D D Ds 9C C+ cJVP.ROVPR7pVP.ROVPR7p\P!W#4wrE\ WAPRVPR74\ WQPRVPR74R#) y)r?r6ge;E?g3R?N)rpgxd{s?gnp?g$9"o?ge =:k?)goȟg` ,gzg2l?g>??' rYrr[rr/rcrdrfrgrres&& rmtest_very_small_input_values)TestPearsonr.test_very_small_input_valuess JJVZZ  ) JJNZZ  )~~a# ::&8 :KL::&8 :KLrpcbRVP.ROVPR7,pRVP^VPR7,p\P!W#4wrE\ WAPRVPR74\ WQPRVPR74R#)gY) kRr6rUg͗~-?N)ryryryrWrWrWrW)rYrrr[rr/rrs&& rmtest_very_large_input_values)TestPearsonr.test_very_large_input_valuess 1D D 1BJJ/ /~~a# ::&8 :KL::&:"**:MNrpcJVP.ROVPR7pVP.ROVPR7p\P!W#4wrE\ WAPRVPR74\ WQPRVPR74R#)7 ir6g*D{?gݣ ?N)rygNig_b4igZbi)g Dig<'(½igmQiZbtirqrrs&& rm!test_extremely_large_input_values.TestPearsonr.test_extremely_large_input_valuessx JJ9J L JJ;2::J N~~a# ::&7rzz:JK::&7rzz:JKrpc&VPRR.4pVPRR.4p\P!W#4pVwrVVPR4p\WW4\Wg4VP 4wr\W)4\W4R#)rrrr8NrYr[rr0confidence_interval rcrdrfrgrrreonelowhighs && rmtest_length_two_pos1!TestPearsonr.test_length_two_pos1s| JJBx  JJBx nnQ"jjn++- T""rpc(VPRR.4pVPRR.4p\P!W#4pVwrVVPR4p\WW)4\Wg4VP 4wr\W)4\W4R#)rrrr8Nr~rs && rmtest_length_two_neg1!TestPearsonr.test_length_two_neg1s~ JJBx  JJBx nnQ"jjn4 ++- T""rp*ignore:invalid value encountered in dividecRp\P!\PVR7;_uu_4VP RR.4pVP RR.4p\P !W44wrV\ WQP VP44\ WaP VP44RRR4R# +'giR#;i)r[rr]r_r`Nrards&& rmtest_length_two_constant_input+TestPearsonr.test_length_two_constant_inputs + \\%44C @ @ E5>*A E5>*A>>!'DA Azz"&&1 2 Azz"&&1 2 A @ @ @rhTrz$alternative, pval, rlow, rhigh, signc(.ROp\P!.RO4V,p\P!WxVR7p \ V P RV,RR7\ V P VRR7V P4p \ WV3RR7R#) rW alternativeg ?-q=rtolư>NrWrErr)ryrWr1rW)rrr[rr r>r=r) rcrpvalrlowrhighsignrdrfrgresultcis &&&&&&& rmtest_basic_exampleTestPearsonr.test_basic_example%sp  HH^ $t ++>((*rENrrr)r8gg*)rYr[rr/rr0rs && rm#test_length3_r_exactly_negative_one0TestPearsonr.test_length3_r_exactly_negative_one>s~ JJ| $ JJ 'nnQ"jjo4 1S5t,++- T""rpc.R Op^.pRp\P!\VR7;_uu_4\P!W4RRR4.R Op^^.pRp\P!\VR7;_uu_4\P!W4RRR4^.p^.pRp\P!\VR7;_uu_4\P!W4RRR4.R Op.R OpRp\P!\VR7;_uu_4\P!W4RRR4Rp\P!\VR7;_uu_4\P!^^.^^.RR 7RRR4\P!^^.^^.4p\P!\VR7;_uu_4VP R R 7RRR4R# +'giEL;i +'giELe;i +'giEL.;i +'giL;i +'giL;i +'giR#;i) rWz3`x` and `y` must have the same length along `axis`.rN"`x` and `y` must be broadcastable.(`x` and `y` must have length at least 2.z+This function does not support complex dataz"`method` must be an instance of... asymptoticmethodexactrWrEr)yy)rr rr[rr)rcrfrgmessagers& rmtest_input_validation"TestPearsonr.test_input_validationLs  CG ]]:W 5 5 NN1 6  F6 ]]:W 5 5 NN1 6C C< ]]:W 5 5 NN1 6  ? ]]:W 5 5 NN1 67 ]]:W 5 5 NNAq6Aq6, ?6nnaVaV, ]]:W 5 5  # #7 # 36 556 5 5 6 5 5 6 5 5 6 56 56 5 5sGG;G.HHH)=H< G+ . G?  H  H& ) H9 < I z-Monte Carlo method needs > a few kB of memoryr method_namec D\PPR4pVR8XdRMRpVPVR7pVPVR7pR\P !VR7R\P !VP3^,R7R\P !RR7/pWq,p\P!WVW(RR7p \P!WVVRR 7p \V PV PR R 7\V PV PR R R7VR8Xds\P !RR7p\P!WVW(RR7p \V PV P4\V PV P4R#R#)lo#[m permutationsizerng monte_carlorvs monte_carlo2i)rrr?rr?rDr{Gz?MbP?rrFNrEd)rErU) rrandom default_rngnormalr[PermutationMethodMonteCarloMethodrr r>r=r) rcrrrrrfrgmethodsrrrefres2s &&& rmtest_resampling_pvalue#TestPearsonr.test_resampling_pvaluens6 ii##$56&-7xY JJDJ ! JJDJ ! %"9"9c"B %"8"8cjj]1_"M!5#9#9d#CE%nnQ{PRSnnQ{D s}}5A CJJTE . (++5F>>!KUWXD  7 cjj 1 )rpc.\PPR4pVPR R7pVPR R7p\P !W4VR R7p\PPR4p\P !VR7pVPVR7pVP4p\WxRR7\PPR4p\P !VR7pVPVR7p \W4R #) l_YFrrl|#(AkP random_statergQ?rErNrrU) rrrrr[rBootstrapMethodrr ) rcrrrfrgrrres_ciref_cires_ci2s && rmtest_bootstrap_ciTestPearsonr.test_bootstrap_cisii##$45 JJHJ % JJHJ %nnQ{Dii##$67&&C8(((7((*V4ii##$67&&3/)))8(rpr?c\PPR4pRpVPRV,R7wrE\P !WEVR7pVP 4pV^8XdVPVPrT\VP^,4Fp\P !WH,WX,4p V P 4p \VPV,V P4\VPV,V P4\VPV,V P4\VPV,V P4K R#)I.v#rr>NrIrOrE)rrrrr[rrrrangeshaper r>r=rr) rcr?rrrfrgrrires_ici_is && rm test_axis01TestPearsonr.test_axis01sii##K0zzte|z,nnQ-  $ $ & 1933qqwwqz"ANN14.E,,.D CMM!,eoo > CJJqM5<< 8 BFF1Itxx 0 BGGAJ 2 #rpc\PPR4pRpVPRV,R7wr4\P !W4RR7pVP 4p\P !VP4VP44pVP 4p\VPVP4\VPVP4\Wh4R#)rrNr>rr) rrrrr[rrravelr r>r=) rcrrrfrgrrrci_refs & rmtest_axis_NoneTestPearsonr.test_axis_Nonesii##K0zzte|z,nnQ-  $ $ &nnQWWY 2((* s}}5 CJJ/#rpcVPR 4;r#Rp\P!\VR7;_uu_4\P !W#RR7RRR4Rp\P!\VR7;_uu_4\P !W!PR 4^R7RRR4Rp\P!\VR7;_uu_4\P !VPR 4VPR 4^R7RRR4Rp\P!\VR7;_uu_4\P !W!PR 4^R7RRR4R p\ V4'glVP^ 4p\P!\VR7;_uu_4\P !W"\P!4R 7RRR4R#R# +'giEL;i +'giELa;i +'giEL;i +'giL;i +'giR#;i)rEz`axis` must be an integer.rr2r>Nz2`x` and `y` must have the same length along `axis`rrz:`method` must be `None` if arguments are not NumPy arrays.rrrErWrrw) onesrr rr[rr)rr)rcrdrfrgrs&& rmtest_nd_input_validation%TestPearsonr.test_nd_input_validationsk. ]]:W 5 5 NN1c *6G ]]:W 5 5 NN1ggfoA 66= ]]:W 5 5 NN2776?BGGFO! D67 ]]:W 5 5 NN1ggfoA 66O|| " Az99qE,C,C,EF:9!6 5 56 5 56 5 56 5 :99s;G,(H8H<(H(4,H;, G= H  H% ( H8 ; I c\PPR4pVPR 4VPR 4rCRp\P!\ P VR7;_uu_4^^uVR &VR &VPV4VPV4rv\ P!Wg^R7pVP4p VPVPVP.VPR7p \VPR,V 4\VPR,V 4\V PR,V 4\V P R,V 4VP#VP%VPR,44'gQhVP#VP%VPR,44'gQhVP#VP%V PR,44'gQhVP#VP%V P R,44'gQhRRR4Rp\P!\ P&VR7;_uu_4R RuVR&VR&VPV4VPV4rv\ P!Wg^R7RRR4VP^^.^^.^^.^R ..4pVP^^.^^.^^.^R ..4pVP)^4p \ P!WgRR7pVP4p \+VPVP.RO44\+VPV 4\+V PV )4\+V P V 4R# +'giELm;i +'giEL;i)lU!Jr[rr>r6ryrENrENNNz!An input array is nearly constantrrrw)ry.)rW.g?g@ryryrWrWrU)rWrUrUr)rrrrrbr[rcrYrrrbrr0r>r=rrallisfiniterkrr/) rcrdrx0y0rrfrgrrnansrs && rmtest_nd_special_cases"TestPearsonr.test_nd_special_casessii##N3F#SZZ%7B. \\%44G D D%& "BvJ6 ::b>2::b>q..A.C((*B::rvvrvv.bjj:AD CMM#. 5 CJJsOT 2 BFF3K . BGGCL$ /66"++cmmB&7899 9966"++cjjn566 6666"++bffRj122 2266"++bggbk233 33E6 \\%88 H H!*I BtHbh::b>2::b>q NN1a (I JJAAAB8 9 JJAAAB8 9wwqznnQ+  $ $ & rzz/'BC D)&&=E D D I H Hs,1E+N68N68N6N6 AO 6 O O c(\PPR4pVPR4pVP^ 4p\P!W4^R7p\P!W4RR7p\ VP VP 4R#)l[LYr>N)rrOrU)rrrr[rrr>rcrdrrfrgrrs&& rmtest_different_dimensionality*TestPearsonr.test_different_dimensionalitysfii##$56 JJw  JJrNnnQ*nnQ+S]]CMM2rpNc\PRR7wrE\P!VP V4VP V4W#R7p\P!WEW#R7p\ VP VP VP 44\ VPVP VP44VP4pVP4p \ VPVP V P44\ VPVP V P44R#)rErr?rN)rErOrP) rrr[rrYr/r>r=rrr) rcrdr?rrfrgrrrrs &&&& rmtest_array_apiTestPearsonr.test_array_api szz{z+nnRZZ]BJJqM"&AnnQF rzz#--'@A BJJszz$:;((*((* BJJvzz$:; RZZ %<=rpr)) two-sided?gmgƎ?rW)rK˅?rUg? ?rW)r.?gդζrWrW)rrgfǎgl?rU)rr rPgդζ?rU)rrg? rrUrrr)rrr)ryrWN)&rrrrrArMrQrXrfrr parametrizermrsrvr{rrrrrrrrr fail_slowxfail_on_32bitrslowrrrrrrrrrrs@rmr7r7s$5 PP/ 3 [[Wy)&<= !> ! M O L # # [[ LM 3N 3&d# [[C HI6I$6F # 4D [[2 [[ OP [[],LM [[]KM2MNQ 2( [[ [[],LM)N)& [[VaV,3-3 $G0 [[ LM#'N#'J3$ [[V\2 [[],LM >N3 >rpr7cva]tRtRtoRt]P P]P!4R8HRR7R4t Rt Rt R t ]P PR 4tR tR tR tRt]P P)R.RO4R4tRt]P P/^ 4]P P4R44t]P P/^ 4]P P4R44t]P P54R4tRtVtR#)TestFisherExactiaSome tests to show that fisher_exact() works correctly. Note that in SciPy 0.9.0 this was not working well for large numbers due to inaccuracy of the hypergeom distribution (see #1218). Fixed now. Also note that R and SciPy have different argument formats for their hypergeometric distribution functions. R: > phyper(18999, 99000, 110000, 39000, lower.tail = FALSE) [1] 1.701815e-09 ppcztest known to fail on powerpcrcF\PpV!RR.RR..4^,p\VR^R7V!^d^.R^..4^,p\VR^R7V!^^.^^..4^,p\VR^R7V!^^.^ ^ ..4^,p\VR ^R7V!^^.^^..4^,p\VR ^R7V!^^.^^..4^,p\VR ^R7V!^ ^.^ ^..4^,p\VR ^R7V!^^.^^..4^,p\VR ^R7V!^^.^^..4^,p\VR 4V!^^.^^..4^,p\VR4V!^^.^^..4p\V^,R^R7\V^,R4R#)8 N0u@g؞Y? significantrg,Ԛ?g2c?gY A?g_?gO^M?gօa?rggE?Ng$I$I?)r[ fisher_exactr )rcrrs& rmrXTestFisherExact.test_basic's)) UENUEN;? @!fq!f O P!fq!f (>? @!fq!f O P $LE$$RZZ%67C JJ * *3q658R37 + 9$rpc,^^%.^l^..p\P!V4p\V^,R4^^.^^f..p\P!V4p\V^,R4^^^0.RR..p\P!V4p\V^,R4R#)rzgmt?g,:i i\BgNQ8Nr[rr rcrfrs& rm test_gh4130TestFisherExact.test_gh4130[sWsCj !  #A 12!Wq#h   #A 56"Xe} %  #A 56rpclRR.RR..p\P!V4p\V^,^RR7R#)iiXiViWgѧRrENr)r*s& rm test_gh9231TestFisherExact.test_gh9231qs8w '7!3 4  #A/rpc.R Op\V.R O4F5wr#\P!RR.RV..4^,p\WB^R7K7 \P!RR.RR..4^,p\VR ^R7R #) ?=i(Eii)riPFi8ri_g^K=?N)r1gNuP=gs=)KLM)zipr[rr )rcpvalsrnumrs& rmtest_large_numbers"TestFisherExact.test_large_numbersxsx1UL1ID$$uclT3K%@A!DC q 92  5%.5%.!AB1ECQ7rpcRp\P!\VR7;_uu_4\P!\ P !^44RRR4R# +'giR#;i)z+The input `table` must have two dimensions.rN)rr rr[rrrrcrs& rm test_raisesTestFisherExact.test_raisess=? ]]:W 5 5   ryy| ,6 5 5 5s +A A- c^^.^^ ..^^ .^^..^^.^^ ..^^.^ ^..3pVFAp\P!V4wr4\VR4\V\P4KC R#r)r[rrrrb)rctablesr$ oddsratiors& rmtest_row_or_col_zero$TestFisherExact.test_row_or_col_zerosq6Ar7#r7QF#q6Ar7#q6B7#%E#007OI s # BFF +rpc ^^.^^..^^.^R..^^.^R..^R.^R..^^.^^..^^.^^..^^.^^..^^.^^..^^.^^..3 pRR.RR.RR .R R .R R.R R.RR.RR.RR.3 p\W4Fqwr4.pVP\P!VRR7^,4VP\P!VRR7^,4\ WT^RR7Ks R#)rEi,ii igI[?gq}!?rg2\&gQp6g:O_?ga?皙?ffffff??333333?rrrr)rFrNUUUUUU?rV)r5appendr[rr )rcr?r6r$rrs& rmtest_less_greater!TestFisherExact.test_less_greatersLVaV 1X3x "X4y !3Z#s $VaV VaV VaV VaV VaV   "#5 6 ) * ( )  " #J #J #J 3K $K v-KEC JJu))%VDQG H JJu))%YGJ K CAD 9 .rpcB\P!^^.^ R..4wrR#)rWi"N)r[r)rcoddsr=s& rm test_gh3014TestFisherExact.test_gh3014s%))Aq6Ax=*AB frprc\P!RR.RR..4p\P!W!R7p\ VP VP 3V4R#)rrrrrN)rrr[rrr>r=)rcrr$rs&& rm test_resultTestFisherExact.test_resultsD5%.5%.9:  @cmmSZZ0#6rpc\PPR4p\P!^^.^^..4pRp\P !\ VR7;_uu_4\P!VR7p\P!W$RR7RRR4Rp\P !\ VR7;_uu_4\P!VR7p\P!W$R7RRR4R p\P !\ VR7;_uu_4\P!\PPR 7p\P!W$R7RRR4R p\P !\ VR7;_uu_4\P!\P!R 44RRR4\PP!\P!.R O.4R4\PP!\P!^.^.^..4R4\PP!\P!\P!R44R4R# +'giEL;i +'giEL;i +'giELM;i +'giEL;i)9o8oz4`alternative` must be the default \(None\) unless...rrrrrNz6...not recognized; if provided, `method` must be an...rz3If the `method` argument of `fisher_exact` is an...rz2`table` must have at least one row and one column.ryrWrrrEr)rrrrYrr rr[rrrrnormrzerosr"r)rcrr$rrs& rm$test_input_validation_edge_cases_rxc4TestFisherExact.test_input_validation_edge_cases_rxcsii##$78 QFQF+,I ]]:W 5 5,,5F   u H6K ]]:W 5 5**s3F   u 46H ]]:W 5 5++ ?F   u 46G ]]:W 5 5   rxx/ 06  2 2I; ?H  2 2QC!qc? CVL  2 2288F3C DfM-6 5 5 6 5 5 6 5 5 6 5 5s1"0J/JAJ(+J< J  J% ( J9 < K c\PPR4p\P!^^.^^..4p\P !V4pVP p\P!VP^R7VP^R74PV4p\P!VR7p\P !W&R7p\VP VRR7\VPV4\P!VR7p\P !W&R7p\VP VP RR7\VPV4R#)rTr>rrg{Gzd?rEN)rrrrYr[rr= random_tablesumpmfrr rr>r)rcrr$r ref_pvalueref_statrrs& rmtest_resampling_2x2#TestFisherExact.test_resampling_2x2sii##$78 QFQF+,  'ZZ %%eiiQi&79JKOOPUV''C0  6 JV<S]]H-((S1  6 CJJV<S]]H-rpc.R O.R O.R O.R O.RO.p\P!V4pRp\PPR4p\P !VR7p\P !WR7p\VPVRR7\P!VRR7p\P !WR7p\VPVRR7R #)rWgk$?l| KrrgMb@?rEi)r n_resamplesN)rWrErErWrWryrW)rEryryrErryry)ryrWrWrWrErJr)rWrWrEryryryrW)ryrWrWrWrWryry) rrYrrr[rrr r=r)rcr$r`rrrs& rmtest_resampling_rxc#TestFisherExact.test_resampling_rxcs'&&&& (  5!% ii##M2((S1  6 JT:''CUC  6 JT:rpc \PPR4p\P!VR7p\ ^^4Fp\ ^^4Fp\ ^^4Fp\ ^^4Flp\P !W4.WV..4p\P!V4p\P!WrR7p \V PVPRR7Kn K K K R#)rTrr+=rEN) rrrr[rrrYrr r=) rcrrrKrWcdr$rrs & rmtest_resampling_exact_2x2)TestFisherExact.test_resampling_exact_2x2sii##$78((S1q!A1a[q!A"1a[ " QFQF+; <#007#00F' CJJUK )%!rprNrrr)rrrrr5rrskipifplatformmachinerXr&r+r.rr8r<rArJrNr rQrZr rbrfxslowrlrrrs@rmrrsE  [[((*E1:YZ.[.6907,0 [[88- , :DC  [[],LM7N7 N> [[2 [[.." [[2 [[;;: [[ L Lrprca]tRtRtoRtRtRtRtRtRt Rt R t R t R t R tR tRtRtRtRtRtRtRtRtRtRtRtRtRtRtRtRtRt Rt!R t"R!t#R"t$R#t%R$t&R%t'Vt(R&#)'TestCorrSpearmanri!rc\P!RR4p\\P!V4P 44R#)rrN)r[ spearmanrrrisnanr)rcrgs& rm test_scalarTestCorrSpearmanr.test_scalar*s) OOB # !"rpc\\\P.RO^^ .4\\\P.RO^4R#rWN)rWrErW)rrr[rvrcs&rmtest_uneven_lengths%TestCorrSpearmanr.test_uneven_lengths.s*j%//9q!fEj%//9a@rpc`\PPR4\PP^^4p\PP^^4p\P !W4P PR8XgQh\P !VPVP^R7PPR8XgQh\\\P W^R7\\\P VPVP4R#)鄋r>Nrwrw) rrseedrandnr[rvr>rrr=rrrcrfrgs& rmtest_uneven_2d_shapes'TestCorrSpearmanr.test_uneven_2d_shapes2s v IIOOAq ! IIOOAq !q$..44>>>qssACCa077==GGGj%//1a@j%//133) rrrrrrr[rvr flattenrcrfs& rmtest_ndim_too_high$TestCorrSpearmanr.test_ndim_too_high=s v IIOOAq! $j%//15j%//18j%//1dDA48 QYY[qI Krpc\P!R4p\PV^ &\\P !W4\P\P34\\P !WRR7R4\ \\P WRR7\ \\P WRR7R#)rrrrrN)rr)rrrbrr[rvrrrs& rmtest_nan_policy!TestCorrSpearmanr.test_nan_policyGsx IIcNvv!5??102662662BC5??1FC% 'j%//1GLj%//1HMrpc6\PP^4\PP^^ 4p^p\PVRV3&\P !W^R7p\ P!VRR7wrE\ P!V4wrg\P !\P !WB^R7V^R7p\P !\P !WR^R7V^R7p\WFRR7\WWRR7R#)rwrr>rrrirEN) rrrrandrbdeleter[rvr )rcrfkrgcorxpxcorypys& rmtest_nan_policy_bug_12458+TestCorrSpearmanr.test_nan_policy_bug_12458Ps q IINN1b ! &&!Q$ IIa #??18??1%yy43QQ? YYryyQ/ ;/U+rpc \PP^4^p^ p\PPW4p\PVR&\PVR&\ P !V^RR7wrE\V4UUu.uFMp\V4Uu.uF4p\ P !W7R3,W6R3,4PNK6 upNKO ppp\WH4R#uupiuuppi)rw propagater?rrNrWry)rrU) rrrrrbr[rvrr>r ) rcmnrfcorrr=jrrs & rmtest_nan_policy_bug_12411+TestCorrSpearmanr.test_nan_policy_bug_12411]s q   IIOOA !&&$66%qq[I a" 1FK1XNXQ$a41;;XN  ""O"sC:$:C5 C:5C:cn\P!\\4pV^,p\VR4R#r)r[rvrZr rs& rmtest_sXXTestCorrSpearmanr.test_sXXis% OOAa  aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrZrr rs& rm test_sXBIGTestCorrSpearmanr.test_sXBIGns% OOAc " aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrZrr rs& rm test_sXLITTLETestCorrSpearmanr.test_sXLITTLEss% OOAf % aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrZrr rs& rm test_sXHUGETestCorrSpearmanr.test_sXHUGEx% OOAd # aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrZrr rs& rm test_sXTINYTestCorrSpearmanr.test_sXTINY}rrpcn\P!\\4pV^,p\ VR4R#r)r[rvrZrr rs& rm test_sXROUNDTestCorrSpearmanr.test_sXROUNDs% OOAe $ aDAc"rpcn\P!\\4pV^,p\VR4R#r)r[rvrr rs& rm test_sBIGBIGTestCorrSpearmanr.test_sBIGBIGs% OOC $ aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rmtest_sBIGLITTLE!TestCorrSpearmanr.test_sBIGLITTLEs% OOC ' aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rm test_sBIGHUGETestCorrSpearmanr.test_sBIGHUGE% OOC % aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rm test_sBIGTINYTestCorrSpearmanr.test_sBIGTINYrrpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rmtest_sBIGROUND TestCorrSpearmanr.test_sBIGROUNDs% OOC & aDAc"rpcn\P!\\4pV^,p\VR4R#r)r[rvrr rs& rmtest_sLITTLELITTLE$TestCorrSpearmanr.test_sLITTLELITTLEs% OOF6 * aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rmtest_sLITTLEHUGE"TestCorrSpearmanr.test_sLITTLEHUGE% OOF4 ( aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rmtest_sLITTLETINY"TestCorrSpearmanr.test_sLITTLETINYrrpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rmtest_sLITTLEROUND#TestCorrSpearmanr.test_sLITTLEROUNDs% OOF5 ) aDAc"rpcn\P!\\4pV^,p\VR4R#r)r[rvrr rs& rmtest_sHUGEHUGE TestCorrSpearmanr.test_sHUGEHUGE% OOD & aDAc"rpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rmtest_sHUGETINY TestCorrSpearmanr.test_sHUGETINYrrpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rmtest_sHUGEROUND!TestCorrSpearmanr.test_sHUGEROUND% OOD ' aDAc"rpcn\P!\\4pV^,p\VR4R#r)r[rvrr rs& rmtest_sTINYTINY TestCorrSpearmanr.test_sTINYTINYrrpcn\P!\\4pV^,p\ VR4R#r)r[rvrrr rs& rmtest_sTINYROUND!TestCorrSpearmanr.test_sTINYROUNDrrpcn\P!\\4pV^,p\VR4R#r)r[rvrr rs& rmtest_sROUNDROUND"TestCorrSpearmanr.test_sROUNDROUNDs% OOE% ( aDAc"rpc\P!\\4pRp\W4\ VP VP 4R#r:)r[rvrZrrr;r>r?s& rm test_spearmanr_result_attributes2TestCorrSpearmanr.test_spearmanr_result_attributess1ooa#. C,S__cmm4rpc.ROp.ROp\P!W4p\P!\P!W.4P4p\ W44R#)rWNrWrErrrwrz)rWrErrrzrw)r[rvrrYrr rcx1x2res1rs& rm test_1d_vs_2dTestCorrSpearmanr.test_1d_vs_2dsA  r&rzz2(3556#rpc$RFp^\P^^^^.p^^^^^\P.p\P!W#VR7p\P!\P!W#.4P VR7p\ WE4K R#)rrN)rr)rrbr[rvrYrr )rcrrrrrs& rmtest_1d_vs_2d_nans$TestCorrSpearmanr.test_1d_vs_2d_nanssq/JRVVQ1a(BQ1a(B??2jAD??2::rh#7#9#9jQD D ' 0rpc\P!^4pV)p\P!.RO4p\P!WV.4Pp\ P !V4p\P!.RO.RO.RO.4p\P!R\R7pRVR &RVR &\VPV4\VPV4R#) rzr6g+Hs]s?N)ryrWrErrwr)rWrU3+?)rUrW3+)rrrW)rr)rEr)rrE) rrrrYrr[rvrYfloatr r>r=)rcrrx3rfactual expected_correxpected_pvalues& rm test_3colsTestCorrSpearmanr.test_3colss YYq\S XX( ) JJ| $ & &#"5"6">"@A ((67"/"/((-8 7rpc \P!\PRRRRRR.R\PRRRRR..RO.4Pp\P!\P\P\P.\P\P\P.\P\PR ..4p\ \ P !VR R 7PV4\ P !VR R 7Pp\ V^,^,V^,^,V^,^,3RR R7R#)rrr8ffffff@rffffff"@ffffff@g333333@皙@rrrrrrN)r1rffffff@ffffff@rrffffff@)gacJC?g%ln?g_0nYt!޿)rrrbrr r[rvr>)rcrfrrs& rm test_gh_9103TestCorrSpearmanr.test_gh_9103s HHrvvsCc3<BFFCc3<9; <<=A xx"&&"&&"&&1&&"&&"&&1&&"&&"-/0 kBLL ooaF3==QCF1Is1vay9: Grpc^dp\PPR4pVPV4pVPV4R8pVR8p\P!V4p\ P !WVRR7Pp\PWd&\ P !WVRR7PpVP\P4p\ P !WVRR7Pp .ROp \WxV .V 4R#)riHrEr1rrN)gonj?)Wn%?r ) rr RandomStaterrr[rvr>rbastypeint32r ) rcrrrfrrKrWrrres3expecteds & rm test_gh_8111TestCorrSpearmanr.test_gh_8111s ii##F+ HHQK HHQK# V HHQKq7AAvvq7AA HHRXX q7AA:T*H5rprN))rrrrr5rxr}rrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrrs@rmrtrt!s#A =KN , ## # # # # # # # # # # # # # # # # # # # # 5 $(8 G66rprtca]tRtRtoRtRtRtRtRtRt Rt R t R t R t R tR tRtRtRtRt]P*P-RR4R4tRtVtR#)TestCorrSpearmanr2iz-Some further tests of the spearmanr function.c.ROp.ROpRp\P!W4p\V^,V^,4\V^,V^,4R#)rWNrWrErrrwrwrzrJrFrJgh C?gR?)r[rvr rcrrrrs& rmtest_spearmanr_vs_r&TestCorrSpearmanr2.test_spearmanr_vs_r"sE >oob%CFHQK0CFHQK0rpc\\P!..4\P\P34R#N)rr[rvrrbr|s&rmtest_empty_arrays$TestCorrSpearmanr2.test_empty_arrays,s$U__R,rvvrvv.>?rpc \PPR4p\P!VP ^^RR7VP ^^RR7.4pRR.RR..p\P !\P PV4V4pRp\P!V^,V^,4p\V^,V^,4\V^,V^,4R#)zlocscalerrrGN)gCzYW?ge*=) rrr rrdotlinalgcholeskyr[rvr )rcrrfrrrs& rmtest_normal_draws$TestCorrSpearmanr2.test_normal_draws/sii##D) HHcjjQacj:jjQacj:< =c c  FF299%%d+Q /?ooadAaD)CFHQK0CFHQK0rpc^\\P!.RO.RO4^,R4R#)rWrNrWrWrE)r r[rvr|s&rm test_corr_1TestCorrSpearmanr2.test_corr_1;sEOOIyA!DcJrpc\P!R4p\PV^ &\\P !W4\P\P34\ \P !WRR7R4\\\P WRR7\\\P WRR7R#)rrrrrN)rry) rrrbrr[rvr rrrs& rmtest_nan_policies$TestCorrSpearmanr2.test_nan_policies>sx IIcNvv!5??102662662BC@  "j%//1GLj%//1HMrpc\P!R4p\P!R4p\\\P W4R#)r4@N)rrrrr[rvrs& rmtest_unequal_lengths'TestCorrSpearmanr2.test_unequal_lengthsGs, IIcN IIcNj%//18rpc.ROp^^^\P.p\P!WRR7p\P!VR,VR,RR7p\ W44R#)rWrr:NrNNr)rrbr[rvrrs& rmtest_omit_paired_value)TestCorrSpearmanr2.test_omit_paired_valueLsK Arvv r&9r"vr"v&AT rpc\\R44p\\R44pV^ ,V^,uV^&V^ &VR,V^ ,uV^ &VR&VR,VR,uVR&VR&VP\P4VPR4\ \ P!WRR7^,R4R#) iiirrrgV-?N)listrrIrrbrr[rvrs& rm#test_gh_issue_6061_windows_overflow6TestCorrSpearmanr2.test_gh_issue_6061_windows_overflowSs t  t qT1Q4 !ad#" "qvD'1S6#$   EOOAVDQGOrpcRp\P!\PVR7;_uu_4\P!.RO.RO4wr#\ V\ P4\ V\ P4\P!.RO.RO4wr#\ V\ P4\ V\ P4\P!.RO.RO4wr#\ V\ P4\ V\ P4RRR4R# +'giR#;i)r[rNrErErErEryrE)rrbr[rcrvrrrb)rcwarn_msgrres& rm test_tie0TestCorrSpearmanr2.test_tie0`s/ \\%44H E E??9i8DA BFF # BFF #??9i8DA BFF # BFF #??9i8DA BFF # BFF #F E E Es C4D// E c.ROp.ROp.ROp.ROp\P!W4p\P!W44p\WV4R#)rNrrrr)rrrr)rrtrtr)r[rvrr)rcrfrgxryrsrprs& rm test_tie1TestCorrSpearmanr2.test_tie1ns<   ! !__Q " ^^B #B#rpc.ROp.ROp^^R^\P.p^^R^\P.p\P!W4p\P!W4RR7p\ WV4R#)rWrtrrN)rWrErtrE)rWrrtr)rrbr[rvr)rcrrhrrisr1sr2s& rm test_tie2TestCorrSpearmanr2.test_tie2{s^ CBFF #CBFF #oob%oob8C%rpc\P!.RO.RO.4p\P!.RO.RO.4p\P!.RO.RO.4pRp\P!\P VR7;_uu_4\P !V^R7wrV\V\P4\V\P4\P !V^R7wrV\V\P4\V\P4\P !V^R7wrV\V\P4\V\P4RRR4R# +'giR#;i)rWr[rr>NrWrWrWrWr rrrrbr[rcrvrrb)rcz1z2z3r@rres& rmtest_ties_axis_1#TestCorrSpearmanr2.test_ties_axis_1s XX|\2 3 XX|\2 3 XX|\2 3/ \\%44H E E??2A.DA BFF # BFF #??2A.DA BFF # BFF #??2A.DA BFF # BFF #F E E Es C+E:: F c\P!.RO4p\P!.RO4pRp\P!\P VR7;_uu_4\P !W4wrE\V\P4\V\P4RRR4R# +'giR#;i)rr[rN) rrrrrrrrrr rygN} ?ryryg /`?gY%uX-H?gC1tq1?ryryg *I?rR)rcrfrgr@rres& rm test_gh_11111 TestCorrSpearmanr2.test_gh_11111s~ HHG H HH- .0 \\%44H E E??1(DA BFF # BFF #F E E Es !A B88 C c\P!.RO4p\P!.RO4p\\\P W^R7R#)rr>N) rrrrrrrrrrrY)rrrrr[rvrs& rmtest_index_error#TestCorrSpearmanr2.test_index_errors8 HHG H HH- . j%//1a@rpc&.ROp.R OpR p\P!WRR7p\V^,V^,4\V^,^V^,^, , 4\P!WRR7p\V^,V^,4\V^,V^,^, 4\P!\ RR7;_uu_4\P!WRR7RRR4R# +'giR#;i) rWrrr`alternative` must be 'less'...r ekki-ekkiNrrr)r[rvr rr rrs& rmtest_alternative#TestCorrSpearmanr2.test_alternatives ?oob&9CFHQK0CFA!q$9:oob)<CFHQK0CFHQK!O4 ]]:-N O O OOB <P O O Os C?? D rc .R Op.R OpV\P.,pV\P.,p\\P!WE4\P\P34\P!WERVR7p\P!W#VR7p\ Wg4Rp\ P!\VR7;_uu_4\P!WERVR7RRR4Rp\ P!\VR7;_uu_4\P!WER VR7RRR4R# +'giLZ;i +'giR#;i) rWrrrrrrrNrrarr) rrbrr[rvr rr r) rcrrrx1nanx2nan res_actual res_expectedrs && rmtest_alternative_nan_policy.TestCorrSpearmanr2.test_alternative_nan_policys bffX bffX  5??58266266:JK__Uf1<> r;G  12 ]]:W 5 5 OOEW(3 56 1 ]]:W 5 5 OOE[(3 56 5 6 5 6 5 5sE!E E  E) rNrn)rrrrr5rrr(r,r/r3r6r;rArIrNrVrZr]rbrrr rjrrrs@rmrrs71@ 1KN9 ! P $ $ &$ $A=. [[],LM5N5rprc  R!p.R"Op.R#OpR$pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ .R%Op.R&OpR$pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ .R'Op.R(OpR)pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ .R*Op.R+OpR,pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ \P!^ 4p\P!^ 4pR-pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ V^,pV^,V^&Wb^&R.pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ V^,pV^,V^&Wb^&R/pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ \P!^ 4p\P!^ 4RRR01,pR1pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ V^,pV^,V^&Wb^&R2pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ V^,pV^,V^&Wb^&R3pVFOp\P!WVR7p\V^,V^,4\V^,V^,4KQ \ .R4O4p\ .R5O4pRp\\P!WRR7^,V4Rp\\P!WRR7^,V4V^,V^&\ \\PWRR7\ \\PWR R7\ \\PWR R7.R6Op.R7OpR8p\P!Wx4p\V^,V^,4\V^,V^,4R9p VFFp\P!WxVR7p\WY4\VPVP4KH VFp\\P!.R:O.R:OVR7\P\P34\\P!.R;O.R:OVR7\P\P34\\P!.R:O.R;OVR7\P\P34K \P!\R R 7;_uu_4\\P!..4\P\P34RRR4\P P#R 4p \P !V P%^^RR7V P%^^RR7.4pRR.RR..p \P&!\P(P+V 4V4pRRR7\/\P!WRRR7R?RR7\ \\PWRR7\ \\PWRR7\P!R4p\P!R4p\ \\PW4\P!\R R 7;_uu_4\P!^.^.4wrRRR4\\PX 4\\PX 4\P!R\0R7p\P2P5VR4p\P!R\0R7p\P6!VR,VR ,34p\9\P:!\P<PW4^,44R# +'giEL;i +'giEL;i)@rWrjr)variantNgok|?gffffff?rrbananarmsOne or more sample...rr r!r"rGg#q?rrrrrr)rrrrr2r9r6i:iNN:NiN)rWrj)rwrErWrrzrrJrF)rwrErzrrWrFrJrr ) ryrwrErWrrzrrJrF) rwrEryrzrrWrFrJr)rwrErWrrzrrJ)rwrErzrrWrJr)gJ$I¿gmK?)rErWrrzrrJrF)rErzrrWrFrJr)gJkaa?r)r紞xO~>)g?>?aV>)g}'}'?o&5>rU)rPrq)g?>rr)g}'}'rs) rWrErErrrzrzrFrIrI) rWrErrrrrFrFrFrOrQrErWrQrErWrrJrWry)g}+޿g`=i?r<r>r?)g\zf?g^n)=r+)rg/>)rg&?)r[ kendalltaur rrrrrrrr;r>rbrrbrrr rr%r&r'rr rmamasked_greater concatenaterrmstats)variantsrfrgrtauxrrWrrr@rrtaup_values rmtest_kendalltaurseH !A AHqT2CFHQK0CFHQK0 $A#AHqT2CFHQK0CFHQK0 AA/HqT2CFHQK0CFHQK0 AA%HqT2CFHQK0CFHQK0 " A " A)HqT2CFHQK0CFHQK0 !A Q4AaD aD8HqT2CFHQK0CFHQK0 !A Q4AaD aD8HqT2CFHQK0CFHQK0 " A " ddA*HqT2CFHQK0CFHQK0 !A Q4AaD aD9HqT2CFHQK0CFHQK0 !A Q4AaD aD9HqT2CFHQK0CFHQK0 ,-A -.AH((s;A>IH((s;A>I Q4AaD*e..WE*e..XF*e..eD B B:H   2 "CA ,A ,+Jrt4C,S__cmm4 U%%iDIffbff% 'U%%iDIffbff% 'U%%iDIffbff% '  (0G H HU%%b"-/?@ I ))   %C #**!#*6**!#*68 9A #J #J D ryy!!$'+A)rfrgr1r2s rmtest_kendalltau_nan_2nd_argrsYA c3A   !6 2B   !B%2 'BBLL",,U;rpc ^RIpVPR4.ROpR pVPWR7pVPWR7p\P!W44p\ VP R4\ VPRRR7R#) ryNi_rg*8_2\S?gd`TR?gMb`?rErWrErrrwrzrJi@ )rrchoicesr[rwr r>r=)rclasses n_samplesrfrgrs rm test_kendalltau_gh18139_overflowrsn  KK#GIw,Aw,A   1 CCMM#89CJJT2rpc la]tRtRtoRtRt]P]P]P.t.ROt .ROt .ROt .ROt .ROt .ROt.ROt.ROtRt]!]!]]R.^,44]!]!]]!]4R.^,44,t]P.P1R]4R4t]!]!]] R.^,44]!]!]]!] 4R.^,44,t]P.P1R]4R4t]!]!]] R.^,44]!]!]]!] 4R.^,44,t]P.P1R]4R 4t]!]!]] R.^,44]!]!]]!] 4R.^,44,t]P.P1R]4R 4t]!]!]] R.^,44]!]!]]!] 4R.^,44,t ]P.P1R] 4R 4t!]!]!]] R.^,44]!]!]]!] 4R.^,44,t"]P.P1R]"4R 4t#]!]!]]R.^,44]!]!]]!]4R.^,44,t$]P.P1R]$4R 4t%]!]!]]R.^,44]!]!]]!]4R.^,44,t&]P.P1R]&4R4t']!]!]]R.^,44]!]!]]!]4R.^,44,t(]P.P1R](4R4t)]!]!]R.^,44]!]!]R.^,44,t*]P.P1R]*4R4t+]P.P1RR 4]P.P1RR!4R44t,Rt-Vt.R#)"TestKendallTauAlternativeic<.R Op.R Op\P!WRR7pV^,^8gQh\P!WRR7p\V^,V^,4\V^,^V^,^, , 4\P!WRR7p\V^,V^,4\V^,V^,^, 4VP 4\P!WRR7pV^,^8gQh\P!WRR7p\V^,V^,4\V^,^V^,^, , 4\P!WRR7p\V^,V^,4\V^,V^,^, 4\ P !\RR7;_uu_4\P!WRR7RRR4R# +'giR#;i) rWrrrrr`rraNrr)r[rwrr reverserr rrs& rm&test_kendalltau_alternative_asymptotic@TestKendallTauAlternative.test_kendalltau_alternative_asymptotics ##B D{Qr6:SVXa[)AXa[1_ 56r9=SVXa[)A a0 ##B D{Qr9=SVXa[)AXa[1_ 56r6:SVXa[)A a0 ]]:-N O O   R =P O O Os 'H  H cV'd!\P!V4)pVR,p\P!WRVR7pWV3p\ Wx4R#)rWrrUNrU)rrYr[rwr ) rcrfrgrrev stat_expected p_expectedrris &&&&&&& rm exact_test$TestKendallTauAlternative.exact_test0sB AA R MqGM$0 *rpFTzalternative, p_expected, revc ^.^.rT\Pp\P!\RR7;_uu_4VP WEWWb4RRR4R# +'giR#;i)rWrprN)rrbrrbrrrcrrrrfrgrs&&&& rmtest_against_R_n1+TestKendallTauAlternative.test_against_R_n1;sIsQC1 \\,4K L L OOA+M NM L L Ls A A) c>^^.^^.rTRpVPWEWWb4R#)rWg?Nrrs&&&& rmtest_against_R_n2+TestKendallTauAlternative.test_against_R_n2Es&1v1v1*  k Jrpc>.RO.ROrT^pVPWEWWb4R#rWNrrrs&&&& rmtest_against_R_c0+TestKendallTauAlternative.test_against_R_c0Ns)1  k Jrpc>.RO.ROrTRpVPWEWWb4R#)rWgVUUUUU?Nr)rWrErrrrs&&&& rmtest_against_R_c1+TestKendallTauAlternative.test_against_R_c1Ws\1*  k Jrpc>.RO.ROrT^pVPWEWWb4R#)rWNr)rWrwrrErrrs&&&& rmtest_against_R_no_correlation7TestKendallTauAlternative.test_against_R_no_correlationas1  k Jrpc>.RO.ROrT^pVPWEWWb4R#)rWNrWrErrrwrzrJrF)rFrzrWrrErwrrJrrs&&&& rmtest_against_R_no_correlationb8TestKendallTauAlternative.test_against_R_no_correlationbks')A1  k Jrpc@.ROp.ROpRpVPWEWWb4R#)333333F@gqq?N) rg33333F@g33333D@gfffffJ@gYF@g F@gYI@gF@g N@) g@@rtr8 @rg@ffffff@rrrs&&&& rmtest_against_R_lt_171/TestKendallTauAlternative.test_against_R_lt_171ts$ C 9*  k Jrpc\PP^4pVP^d4pVP^d4pRpVP WVWWr4R#)ryNgUm*,rrr rrrcrrrrrfrgrs&&&& rmtest_against_R_lt_171b0TestKendallTauAlternative.test_against_R_lt_171bsEii##A& HHSM HHSM,  k Jrpc\PP^4pVP^4pVP^4pRpVP WVWWr4R#)rygH4?Nrrs&&&& rmtest_against_R_lt_171c0TestKendallTauAlternative.test_against_R_lt_171csEii##A& HHSM HHSM*  k Jrpzalternative, revcX\PP^4pVPR4pVPR4p\P !WERVR7p\P !WERVR7p\ V^,V^,4\V^,V^,RR7R#)ryr8rrUrrrN)rrr rr[rwrr )rcrrrrfrgres0rs&&& rm test_gt_171%TestKendallTauAlternative.test_gt_171sii##A& HHSM HHSMW,79\,79T!Wd1g&Qat4rprrc .R Op.R OpV\P.,pV\P.,p\P!WVWR7p\P\P3p\ Wx4\P!WVRWR7p\P!W4VVR7p\ Wx4Rp \ P !\V R7;_uu_4\P!WVRWR7RRR4Rp \ P !\V R7;_uu_4\P!WVR WR7RRR4R# +'giLZ;i +'giR#;i) rWrUr)rrrrrrNrrarrwrzrJrFrI)rrbr[rwr rr r) rcrrrrrfrgrhrirs &&& rmr)TestKendallTauAlternative.test_nan_policys bffX bffX %%e-3N '  1%%ev-3N ''v4?A  12 ]]:W 5 5   Ug$* E6 1 ]]:W 5 5   Uk$* E6 5 6 5 6 5 5sE 'E E  E/ rN)rrr)rWrWr1)rWRUUUU?ZUUUU?)g~?rr)?rWr)ˮ[?rWr)g?gSnj?gSnj?)g: ?g3 ?gh4L FFBFFBFF #D D 0D >D<=DJCKGK+c,ugai89L(4.4&(CDEI [[;YGOHO c,ugai89L(4.4&(CDEI [[;YGKHK c,ugai89L(4.4&(CDEI [[;YGKHK c,ugai89L(4.4&(CDEI [[;YGKHK 3|-=wqyIJSx8H/I"&+,,N [[;^LKMK #l,=wqyIJC h7H.I!%q*++M [[;]KKLK #lJ BCC hz.BTF1HMNOM [[;]KKLK3|[5'!)DESx /D"&+,,N [[;^LKMK3|[5'!)DESx /D"&+,,N [[;^LKMKL5'!)45L4&(345K [[/= 5> 5 [[X'>? [[],LMEN@Erprc .ROp.ROp\P!W4wr#\VR4\\P V4\P!WRR7wr#\VR4\\P V4\P!WRR7wr#\VR4\\P V4\P!W4pRp\ WE4\VPVP4\P!WRR7wr#\VR4\\P V4\P!WRR7wr#\VR4\\P V4\P!WRRR7wr#\VR4\\P V4\P!WRRR7wr#\VR4\\P V4\P!WRR7wr#\VR4\\P V4\P!WRR R 7wr#\VR4\\P V4\P!WRR R 7wr#\VR4\\P V4\P!\P!V\PR 7V4wr#\VR4\P!\P!V\PR 7V4wr#\VR4\P!\P!V\PR 7\P!V\PR 74wr#\VR4\P!\R R7;_uu_4\P!..4wr#RRR4\\P V4\\P V4\P!\R R7;_uu_4\P!^.^.4wr#RRR4\\P V4\\P V4\\ \P^^..RO4\\ \P^^.^^..RO4.ROp^^^^\P .p\P!W4wr#\VR4^ ^\P ^ ^.p\P!W4wr#\VR4.R OpRRRR\P .p\P!W4wr#\VR4RR\P RR.p\P!W4wr#\VR4.R!Op.R"Op\P!W4wr#\VR#4RR\P R\P .p\P!W4wr#\VR#4\P RR\P \P .p\P!W4wr#\VR#4R# +'giEL;i +'giELZ;i)$rQF)additivec^#rWrrfs&rm"test_weightedtau..sQrp)weigherN)rank)rrTc^#rrrs&rmrrrp)rrc^#rrrs&rmrrrrpr6rpr(@rrrrrtrugs$gROorvr<gڿgng @ڿg[đ(gIکn࿩ryrWrE)rrrrr)rrrrr)rrrrrgt34+)r[ weightedtaur rrrbrr;r>rYrrrrbrrr)rfrgr~rrr@s rmtest_weightedtaursAA$$Q*LC12!$$QE:LC12!$$Q;?LC12!   A !C*J(#--0$$Q5LC01!$$Q5LC01!$$QuELC12!$$QuELC12!$$Q6LC12!$$QkJLC12!$$QkJLC12!$$RZZ%DaHLC12$$RZZ%BAFLC12$$RZZ%D%'ZZ%DFLC12 (0G H H((R0  I! (0G H H((!qc2  I!*e//!QC*e//!Q!QKA Aq!RVVA$$Q*LC12 QAA$$Q*LC12#A c3RVV$A$$Q*LC12 sBFFD#&A$$Q*LC12#A!A$$Q*LC01 sBFFD"&&)A$$Q*LC01 c266266*A$$Q*LC01K I H H I H Hs4[.[ [  [, c>Rp\P!\VR7;_uu_4\P!^.R.4\P!^.R.4\P!\ P .^4.4RRR4R# +'giR#;i)z)One or more sample arguments is too smallrrN)rrbrr[rrrb)rs rmtest_segfault_issue_9710r#sj:G ( 8 8 1#u% 1#u% 266(RD) 9 8 8 8s AB  B c>^p\P!V^,4P\4p\P!V^,4P\4p\PVR&\ P !WRRR7wr4\VR4R#)rr)rrrNrU)rrr rrbr[rwr)rrfrg_rs rmtest_kendall_tau_larger/sn A !a%&A !a%&A FFAbEqGGGAsrpc <RpRp\PP^*4p\^^ 4Fp.p\V4FpWE.V,, pK \ V4pVP V4VP V4\P !\V4\PR7p\^4FTpRF:p V!WFWqV 4p \P!WFWqV 4Pp \W4K< VP V4KV K R#)c^;p;p;p;r\\\V44\\V444EF>wrV'd"V!W*,4V!W+,4,M V!W*,4V!W+,4,p W\, pW ,W ,8Xd W, pW,W,8Xd W, p W ,W ,8dW,W,8g'W ,W ,8dW,W,8d Wl, pKW ,W ,8dW,W,8g-W ,W ,8gEK W,W,8gEK6W|, pEKA Wg, \P!WX, 4, \P!WY, 4, #ry)rrlenrrH) rfrgrraddtotconcdiscuvrrws &&&&& rmwkq*test_weightedtau_vs_quadratic..wkq;s$$%%%d%T%AeCFmU3q6];FQ7: 747#33TW%(88  HCtqt|tqt|tad{qtad{adQTkadQTk qt qt  < rwwsw//"''#'2BBBrpc"RV^,, #)rrrs&rmr.test_weightedtau_vs_quadratic..weigherKsQU|rpr6NrS) rrrrr:rrrintpr[rr>r ) rrrrrKrrWrrrrrs rmtest_weightedtau_vs_quadraticr 9sC  ))   #C 1R[ qA QJA G A AyyQrww/qA$qTC8**1DNN#H5% KK  rpc,a]tRtRtoRtRtRtVtR#)TestFindRepeatsibc.ROpRp\P!VR7;_uu_4\P!V4wr4RRR4\ X.RO4\ X.RO4R# +'giL.;i)rW+`scipy.stats.find_repeats` is deprecated...rN) rWrErrrWrErrrWrErwr)rrrErErdeprecated_callr[ find_repeatsr)rcrKrrnumss& rmrXTestFindRepeats.test_basicdsQ -?  # #' 2 2**1-IC33 -4.3 2s A%% A5 c.RO.3F]pRp\P!VR7;_uu_4\P!V4wr4RRR4\ X.4\ X.4K_ R# +'giL.;i)rOrrN)rO2(r)rcrKrrepeatedcountss& rmtest_empty_result!TestFindRepeats.test_empty_resultlsZ&+ACG''g66#(#5#5a#8 7 x , vr * ,66s A** A: rN)rrrrrXrrrrs@rmrrbs/++rprca]tRtRtoRtRtRtRtRtRt Rt R t R t R t R tR tRtRtRtRtRtVtR#)TestRegressionivc\P!\\4p\ VP R4\ VP R4\ VPR4\ VPR4R#)irrN) r[ linregressrZrr interceptrvaluestderrintercept_stderrrcrs& rmtest_linregressBIGX"TestRegression.test_linregressBIGXwsR!!!S)F,,h7FMM3/ FMM3/F33S9rpc\P!\\4p\VPR4\VP R4\VP R4\VPR4R#)rrN)r[r#rZrr$r%r&r'r(s& rmtest_regressXXTestRegression.test_regressXXsR !!!Q'F,,c2FMM3/FMM3/F33S9rpc\P!\\4p\ VP R4\ P!\PRR7;_uu_4\P!\\4PpRRR4\ VPX4R# +'giL(;i)rzAn input array...rN) r[r#rZZEROrr$rrbrcrr>r%)rcr ref_rvalues& rmtest_regressZEROX TestRegression.test_regressZEROXsr !!!T*F,,c2 \\%44 ct\P!^^d^d4pR\P!^^d^d4,^ ,pV\P!\P!^^^d44, p\P!W4p\ p\ \W444\VPR4R#)ry皙?g4_Qc?N) rlinspacesinr[r#r r isinstancerr&)rcrfrgrlrs& rmtest_regress_simple"TestRegression.test_regress_simples KK3 $ "++ac* *R / RVVBKK2s+ ,,!!!'  6&'FMM+@Arpc6\P!^^d^d4pR\P!^^d^d4,^ ,pV\P!\P!^^^d44, p\P!\ RR7;_uu_4\ P!WRR7RRR4\ P!WRR7p\ P!WRR7p\VP^VP^, , 4\ P!WR R7p\VPVP^, 4VPVPu;8XdVP8XgQhQhR# +'giL;i) ryr4r`rrarNrrr) rr5r6rr rr[r#r r=r%)rcrfrgrrrs& rmtest_regress_alternative'TestRegression.test_regress_alternatives KK3 $ "++ac* *R / RVVBKK2s+ ,, ]]:-N O O   Q{ ;P+>&9 Q$++/%:;)< T[[1_5{{dkk8T[[88888P Os F F cv.R Op.R Op\P!WRR7p\VPR4\VPR 4\VP \ P!R44\VPR4\VPR4\VPR4R#) rrgؗh?gag?g->g5ՒO?g]؊E @N) r?) ?Q8[/9r3H>0gJK@:C) r[r#r sloper$r%rrHr=r&r')rcrfrgrs& rmtest_regress_against_R%TestRegression.test_regress_against_Rs ? 4q= ?3 '89 BGGM$:; $56 O4,,o>rpc\P!^ 4p\P!^^4pV^R .;;,^,uu&V^R .;;,^, uu&\P!W4pRpV!VPR4V!VP R4V!VP R4V!VPR4V!VPR4V!VPR4R#) rPc\W^R7#)rMr)r)rfrgs&&rm assert_ae1TestRegression.test_linregress..assert_aes&qR8 8rprr8geP Un?g.bt>gڽE?gʺL7?NrU) rrr[r#rRr$r%r=r&r')rcrfrgrrXs& rmtest_linregressTestRegression.test_linregresss IIbM IIa  A+! A+!!!!'  9&,,$&""C(&--!12&--1&--!56&))+>?rpcRRr!\P!V^V,V4p\P!^V,W4p\P!W44p\ VP R84\ VP R4\ \P!VP4'*4\ \P!VP4'*4R#)gJr 11順NrU) rr5r[r#rr%rrwr&r')rcrKrrfrgrs& rm test_regress_simple_negative_cor/TestRegression.test_regress_simple_negative_corsf1 KK1q5! $ KKAq $!!!'  #$FMM2. BHHV]]++,BHHV44556rpc\P!^^d^d4pR\P!^^d^d4,^ ,pV\P!\P!^^^d44, p\P!W4p\ p\ \W444Rp\W54R\V49gQhR#)ryr4r'N)rRr$r%r=r&) rr5r6r[r#r rr7rdir)rcrfrgrr8r@s& rm!test_linregress_result_attributes0TestRegression.test_linregress_result_attributess KK3 $ "++ac* *R / RVVBKK2s+ ,,!!!' 6&'J F/!S[000rpc\P!^4p\P!^^4p\P!W4p\ VP R4\ VP R4\ VPR4R#)rErN)rrr[r#rr=r&r'rcrfrgrs& rmtest_regress_two_inputs&TestRegression.test_regress_two_inputs s^ IIaL IIaO!!!' FMM3/ FMM3/F33S9rpc\P!^4p\P!^4p\P!W4p\ VP R4\ VPR4\ VPR4R#)rErrN) rrrr[r#rr=r&r'rfs& rm'test_regress_two_inputs_horizontal_line6TestRegression.test_regress_two_inputs_horizontal_line s\ IIaL GGAJ!!!' FMM3/ FMM3/F33S9rpcp.RNRNRNRNRNRNRNRNRNR NR NR NR NR NRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNR NR!NR"Np.R#NR$NR%NR&NR'NRNR(NR)NR*NR+NR,NRNR#NR-NR.NR/NR!NR0NR1NR2NR3NR4NR5NRNR NR6NR/NR&NR)NR+NR7NR8NR9NR:NR;NRNp\P!W4p\VPR<4\VPRB4\VP ^,R=4\VP R>4\VPR?4\VPR@4RA#)Cr4gfffffu@ǧ]@g̤@333333$@gPl@gfffff҄@gfffff"@g |@gH@gq@皙?333333?g<@g33333ׄ@g u@g{@g333333'@g`@g33333l@gfffff@g̼@g ^@rGgffffff@g1u@g@g8@gX@333333&@g33333]@gfffffl@g@gfffff|@r1rDg,u@gfffff]@g@rg@g4@g|@g33333W@gy@gP@gfffff@g4u@g%@gm@gl@g0@gfffffƋ@gfffff]@gl@gffffff$@gffffff]@g̜l@g33333@g33333|@g?gpX?rgh-h*E&G"Ees# 3' !A#A%*%6%6qT>H&J"Eeq! 3'tQ/tQ/%*%6%6qT>E&G"Eeq! 3'tQ/tQ// . -s E E, c(.ROp\P!V^R7wrr4\V\P!.RO44\P!V^RR7wrr4\ V^8H4Rp\P!V^RR7p\ We4R#)rWnumbins)rdefaultreallimitsNrWrrErWrrW)rrr8r)r2rw)cumcountrbinsize extrapoints)r[cumfreqrrrrr)rfcumfreqslowlimrrr@rs rm test_cumfreqr syA-2]]1a-H*Hgh1A(BC-2]] 1.2*Hg K1 FJ --1 AC(rpc4\P!.RO4p\P!V^R7wrr4\ V\.RO44Rp\P!V^R7p\ We4\P!.RO^R7wrrr4\ W4R#)rWrNr)r1K}\UU?rr) frequencyrrr)rrr[relfreqrr)rKrelfreqsrrrr@r relfreqs2s rm test_relfreqr s~ #$A-2]]1a-H*Hgh#$MNPGJ --1 %C(/4mm@AB D[eBi"e6=?@A C[eBi"E6>@AB D[eCj!12u6=?@A C[eCj!12u6>@AB D[,!7Y6=?@B D[,!796>@AD F[,!7W6=?@A C[,!776>@AC Erpc >\^4R,p\P!.RO4p\P!V.RO4p\ W24\ \V\P44\ \P!V\P!.RO44V4\P!\P!^ 4PR4\P!.RO4^R7p\.RO.R O.R O.R O.4p\ WE4R#) rFr1r>N)ryrr)ryrrrr)ryrWrr)ryrrF)Q?gQ@g(\ @rrJrP) rrrr[rr rr7ndarrayr])rcrfrrr expected2s& rmtest_sequence_per'TestScoreatpercentile.test_sequence_per s 1IO88N+%%a6& 3 +,//288L3IJ  "&&ryy}'<'rN)rr)g@rB&@)rErrrwrrwrzrJ)rFrIrOrP)?g@g!@)r2rB#@rrWrWrW)rrrrr)r[rrr]rrr)rcrrfr0rscores& rm test_axisTestScoreatpercentile.test_axis s-- 2J  q! $[M24EFL. 9[M:B? /: >[M:B? 9   ''2.U[["%UC ''2A6U[[$'UI&rpc\\\P^^.^8RR7\\\P^.^e4\\\P^.R4R#)rWrrNrU)rrr[rr|s&rmtest_exception$TestScoreatpercentile.test_exception sKj%"9"9Aq62+3 5j%"9"9A3Dj%"9"9A3Crpcp\\P!.^24\P4\\P!\P !...4^24\P4\\P!.^2^c.4\P\P.4R#)rN)rr[rrrbrr|s&rm test_empty TestScoreatpercentile.test_empty smU,,R4bff=U,,RXXr2h-?DbffMU,,R"b:RVVRVV\P!\\R7;_uu_4\P !.4wrRRR4\ X\P!.44\ X\P!.44R# +'giLR;irN) rrbrrr[moderrrrcvalsrs& rmrTestMode.test_empty sX \\,4I J J ::b>LDKT288B<(VRXXb\*K Js B  B c\P!R4wr\V\P!R.44\V\P!^.44R#)rN)r[rrrrrs& rmrxTestMode.test_scalar% s9zz"~ T288RD>*VRXXqc]+rpc.ROp\P!V4p\V^,^4\V^,^4R#)rN rrwrWrOrrErzrFrzrOrzr[rr)rcdata1rs& rmrXTestMode.test_basic* s17zz% T!Wa T!Wa rpc .ROp.ROp.ROp.ROp.ROp\P!WW4V.4p\P!VRRR7p\ V^,\P!^..44\ V^,\P!^..44\P!V^RR7p\ V^,\P!.R O.44\ V^,\P!.R O.44\P!V^RR7p\ V^,\P!^ .^ .^.^.^..44\ V^,\P!^.^.^.^.^..44R#) rONTr?keepdims)rOrOrr)rOrOrOrO)rrOrr)rrrr)rrrr)rOrOrr)rErrrE)rrr[rr)rcrdata2data3data4data5arrrs& rm test_axesTestMode.test_axes0 s'     hheE:;zz#D48T!Wbhhv./T!Wbhhuo.zz#A5T!Wbhh(8'9:;T!Wbhh ~67zz#A5T!WbhhrdRD2$'EFGT!WbhhaS1#sQC'@ABrpr?cD\PPR4\PP^ ^ ^ ^ 4p\P !W"P V,R7p\P !W!R7p\PPW44R#):r>N) rrrrr[rndimr"r)rcr?rKrrs&& rmtest_negative_axes_gh_15375$TestMode.test_negative_axes_gh_15375D s` y! IINN2r2r *zz!&&+.zz!' %%d1rpc$.ROp.p\P!V4pRp\W44\P!\ \ R7;_uu_4\P!V4pRRR4\XV4R# +'giL;i)rrNr)rcount)r[rrrrbrr)rcrrrr@actual2s& rmtest_mode_result_attributes$TestMode.test_mode_result_attributesL sb7E"& F/ \\,4I J Jjj'GKGZ0K Js A?? B c P^\P^^^ ^^^^^^^ ^. p\P!V4p\ VR4\P!VRR7p\ VR4\ \ \PVRR7\ \ \PVRR7R#)rrrrrN)rzr)rrbr[rrrr)rcrrs& rm test_mode_nanTestMode.test_mode_nanV s|BFFAq"b!Q1aQ?E"VV$Ef5VV$j%**eHj%**eIrpdatarFTc\P!VRVR7pV'd\V^,^,^4R#\V^,^4R#)r)rrNr)rcrrrs&&& rmtest_smallest_equalTestMode.test_smallest_equal` s9DVhG  1q ) A &rpc\PPR4pVPRR7P V4p\ P !WARR7p\VP4pVPV4\PPVP PV4\PPVPPV4R#)rrFrNrrrw) rrruniformr r[rr:rpopr"rr)rcr?r7rrKrreference_shapes&&& rmtest_mode_shape_gh_9955 TestMode.test_mode_shape_gh_9955n sii##I. KKYK ' . .u 5jj6qww-D! %%chhnnoF %%ciiooGrpc^\P^\P.p\P!V4p\P!VP4'dVP ^8XgQhR#rEN)rrbr[rrwr)rcrKrs& rm!test_nan_policy_propagate_gh_9815*TestMode.test_nan_policy_propagate_gh_9815x sL266 "jjmxx!!cii1n44nrpc~ \P!R 4p\P!V^RR7pVPPVP Pu;8Xd R 8XgQhQh\P!V^RR7pVPPVP Pu;8Xd R 8XgQhQh^^^\P .^^\P ^..p\P!V^RR7p\VP^^.4\VP ^^.4\P!V^RR7p\VP^.^..4\VP ^.^..4\P!V4p\P!VRRR7p\P!VP4RR7p\W#4VPPVPPu;8Xd R 8XgQhQh\P!VRRR7p\P!VP4RR7p\VPP4VPP44VPPR 8XgQh\VP P4VP P44VP PR 8XgQh^\P \P \P ^.\P \P \P \P ^.^^\P ^^..p\P!V^RRR7p\VP.RO4\VP .RO4\P!V^RRR7p\VP^.^.^..4\VP ^.^.^..4\P!V4p\P!VRRRR7p\P!VP4RRR7p\W#4VPPVPPu;8Xd R 8XgQhQh\P!VRRRR7p\P!VP4RRR7p\VPP4VPP44VPPR 8XgQh\VP P4VP P44VP PR 8XgQhR#)rWFrTNrr)r?rr)rr)rWrErry)rWrry)rWrWrryrr)rWrErw)rErWrE) rrYr[rrrrbrrrr)rcrKrrs& rm test_keepdimsTestMode.test_keepdims s HH\ "jjU3xx~~=I=====jjT2xx~~@L@@@@@Arvv Arvvq 1 2jjU3388aV,399q!f-jjT2388qcA3Z0399sQCj1 HHQKjj6jjU33$xx~~5255555jj5jjT2SXX^^%sxx~~'78xx~~'''SYY__& (9:yy&((( +ffbffbffbffa 0BFFAq ! #jjUvF388Y/399i0jjTfE388qcA3_5399sQC!o6 HHQKjj&IjjUvF3$xx~~5255555jjHjjTfESXX^^%sxx~~'78xx~~'''SYY__& (9:yy&(((rprrrcFR p\P!V4p\PVR &\P!V^RVR7p\ VP.R O4\ VP .R O4\P!R\P3R\PR3.4p\P!^ VR7pRp\P!\VR7;_uu_4\P!WaR7R R R 4R # +'giR #;i)rF)rKr?rrasdfqwerr6z=Argument `a` is not....|An argument has dtype...|The DType...rrN)rrrrQrErrrr)rrrbr[rrrr7uint8rrYrr TypeError)rcrrrrmy_dtypetestrs&& rm test_gh16955TestMode.test_gh16955 swwu~VVT jj4a%JO388\2399l388fbhh/&"**d1KLMxx(+Q ]]9G 4 4 JJt 35 4 4 4s -D D c\P!\\R7;_uu_4\P !.4pRRR4\ P^3p\XV4\P!\\R7;_uu_4\P !\ P.RR7pRRR4\W4.RO\ P\ P\ P..p\P!\\R7;_uu_4\P !V^RR7pRRR4^\ P.^^.3p\W4\P !V^RR7p^\ P.^^.3p\W4\ P!...4p\P!\\R7;_uu_4\P !V^R7pRRR4\ P\ P.^^.3p\W4R# +'giEL;i +'giEL;i +'giEL&;i +'giL};i)rNrrrrr>)rr2r2) rrbrrr[rrrbrrrrr)rcrrrKzs& rm test_gh9955TestMode.test_gh9955 s\\,4I J J**R.CKvvqkS# \\,4E F F**bffX&9CGS rvvrvvrvv6 7 \\,4E F F**QQ6:CGBFF|aV$Sjj{;BFF|aV$S HHb"X  \\,4I J J**QQ'CK!Q(S/K J J G F F G F FK Js/H3(I$I!I/3 I  I  I, / I? zignore::RuntimeWarningr,cVP^8XdL\P!\\R7;_uu_4\ P !VRRR7pRRR4M\ P !VRRR7p\P!VRRR7pX^,PV^,Pu;8XdVPu;8Xd R8XgQhQhR# +'giLs;i)ryrNTrr) rrrbrrr[rrr^r)rcr,rrs&& rm test_gh17214TestMode.test_gh17214 s 66Q;08MNNjj=ON**QTD9CggadT21v||s1v||EsyyEIEEEEE ONs C C) c \'dRMRp!RR4p\P!\VR7;_uu_4\P !V!\ P!^444RRR4\P!\VR7;_uu_4\P !\ P!^\R74RRR4R# +'giLo;i +'giR#;i)z'...only boolean and numerical dtypes...z*Argument `a` is not recognized as numeric.c0a]tRtRtoRtRRltRtVtR#)8TestMode.test_raise_non_numeric_gh18254..ArrLikei cWnR#r_xrs&&rm__init__ATestMode.test_raise_non_numeric_gh18254..ArrLike.__init__ srpNc@VPP\4#r)r7r object)rcr7r@s&&&rm __array__BTestMode.test_raise_non_numeric_gh18254..ArrLike.__array__ sww~~f--rpr6)NN)rrrrr8r<rrrs@rmArrLiker4 s  . .rpr>rNr6) r-rr r&r[rrrr;)rcrr>s& rmtest_raise_non_numeric_gh18254'TestMode.test_raise_non_numeric_gh18254 s@O<D  . .]]9G 4 4 JJwryy|, -5 ]]9G 4 4 JJryy&1 25 45 4 4 4 4s1C1C* C' * C; rN)rrwrWrWr)rrwrWrVrr+)rrrrrrxrXrrrr rrrr r rbrrrrrr)r-remptyr0r?rrrs@rmrr s+ , ! C( [[VRYYr1%562721J [[V BFFAq!Q BFFAq &  [[Z%7'8 ' [[VRYYr1%5624**H7H5:)x [[\K+@A4B4": [[ 89 [[S288I#68K"LMFN:F33rprca]tRtRto.R OtRt]PPR4R4t Rt ] !RRR7R 4t R t VtR #) TestSEMi rrcXVPVP4R,p\V4'dI\P!\ \ R7;_uu_4\P!V4pRRR4Mo\PP4;_uu_4pVP\4VP\4\P!V4pRRR4VPX4'gQhR# +'giL+;i +'giL>;irNr)rYscalar_testcaser)rrbrrr[semrr"r r UserWarningrrw)rcrdrGrgrs&& rmtest_sem_scalarTestSEM.test_sem_scalar s**T%9%9:2> B<<08MNNIIo.ON--//3 ;' >*IIo.0xx{{{ON0/sD"AD D  D) c@VPVP4p\P!V4p\ W1PR44\ VP4p\ \P!V^R7WD^, , R,,\P!V^R74VP R4pVPV^ 8HVPV4p\\P!V4VPVP44R#)g㝎?ddofr1rN) rYtestcaser[rHr/rrwhererbr0)rcrdrOrgrrfs&& rmtest_semTestSEM.test_sem s::dmm, IIh ::l34   (3qA#wnD (3 5 IIcN HHQ!VRVVQ ' ! bjj&89rpTz(`nan_policy` only supports NumPy backendrc \P!R4p\PV^ &\\P !VRR7R4\ \\P VRR7\ \\P VRR7R#)rrrgH=6?rrN)rrrbrr[rHrrrs&& rmtest_sem_nan_policyTestSEM.test_sem_nan_policy+ sX IIcNvv!UYYqV46HIj%))Q7Cj%))Q8DrprNrD)rrrrrOrGrrrrJrQrrTrrrs@rmrDrD s[ HO [[ LMN$ :dGIEIErprDca]tRtRto]P P R.RO.RO3.RO.RO3.4R4tRtRt ]P P R^^.4R4t ]P P R^^.4R4t ] !R R R 7R 4t ]P PR 4]P PR4R44t]P PR 4R4tRtVtR#)TestZmapi5 zx, ycVPV4VPV4r!WPV4, VPV^R7, p\P!W4p\ WT4R#)ryrrN)rYr^rr[zmapr/)rcrfrgrdrr,s&&&& rm test_zmapTestZmap.test_zmap8 sRzz!}bjjm1 NbffQ1f&== JJq $rpcVP.RO.RO.RO.4pRpRpR p\P!W"^R7p\P!W"^R7pV)V)^, V)^, R.RWU)^, V.W5)^, WS)..p.R OV)V)V)R..R O.p VPV4pVPV 4p \Wh4\Wy4R# rr>Nrrrr)rrrr)rrrr.! ?gLXz?3Ey?;f?rPrPrr)rrPrrPrYr[rYr/ rcrdrft1t2t3z0rS z0_expected z1_expecteds && rmtest_zmap_axisTestZmap.test_zmap_axisE s JJ,,,. /   ZZ1 % ZZ1 %bSURCE3/RQ+CE2s+- .bS2#w/-/ jj- jj- ((rpcVP.RO.RO.4p\P!W"^^R7pVP.RO4R, pVP.RO4R, p\VR ,V4\VR ,V4R# r)r?rNNr^)rrrr)ror1r1g3Ey?)ror1r2g4?ryrrWrrcrcrdrfr,rirjs&& rmtest_zmap_ddofTestZmap.test_zmap_ddof^ ss JJ,,. / JJq!! ,jj!78*E jj!78D $-$-rprNcVPRR^\P.4pVPRR^^^ \P.4p\P!W4VRR7p\P!W4R,VR7p\ WV4R#) rrrNr:NrwNrMNrVrU)rYrrbr[rYr/)rcrNrdscorescomparer,rs&&& rmtest_zmap_nan_policy_omit"TestZmap.test_zmap_nan_policy_omitj snRQ/0**b"aB78 JJvTf Ejj48rpcVPVPRR4R4p\P!\P!R^^4R4p\PVR &\PVR &\PVR &VP VR ,\P !VR ,4(,4pVP VR ,\P !VR ,4(,4pVP V4p\P!W4R^VR7p\P!VR ,VVR7p\P!VR ,VVR7p VPW34p \Wz4R#)r8rr)rr?rNrMNrErUrx)ryrrxrrqrr) r]rrr5rbrYrwr[rYstackr/) rcrNrdryrzcompare_0_notnacompare_1_notnar,rrrs &&& rm#test_zmap_nan_policy_omit_with_axis,TestZmap.test_zmap_nan_policy_omit_with_axisv sBIIdC0':**R[[Q3W=   **WT]BHHWT]4K3K%LM**WT]BHHWT]4K3K%LM**W% JJv6 Mzz&,#%zz&,#%88TL)$rpTlazy arrays don't do 'raise'.rc VP.RO4pVPRR^^^ VP.4p\P!\RR7;_uu_4\ P !W#RR7RRR4R# +'giR#;i) rWzinput contains nanrrrNrrxrV)rYrbrr rr[rY)rcrdryrzs&& rmtest_zmap_nan_policy_raise#TestZmap.test_zmap_nan_policy_raise s_I&**b"aB78 ]]:-A B B JJv7 ;C B B Bs A<< B 5ignore:divide by zero encountered:RuntimeWarning:dask4ignore:invalid value encountered:RuntimeWarning:daskc`VP^4pVP^4pVPVP)VPVP.4p\ V\ RR7;_uu_4\P!W#4pRRR4\XV4R# +'giL;i)rPrecision loss occurred...rN) rrrYr!rbr'rr[rYr0)rcrdryrzrrs&& rmtest_degenerate_inputTestZmap.test_degenerate_input sy1''!*jj266'26626623 7S T T**V-CUS!U Ts 0B B- c\P!VP.RO4VP.RO44pVP.RO4p\W#4R#)rWNr)rW?rUr)y?y@y@y@)r[rYrYr/)rcrdrrs&& rmtest_complex_gh22404TestZmap.test_complex_gh22404 s<jjL12::>N3OPjj9:!rprNrDr)rrrrr)rrrrrrr rZrkrtr{rrrrrrrrrs@rmrWrW5 s [[ , - , - / %  %)2 . [[VaV,  -   [[VaV,%-%(.MN<O<  [[ WX [[ VW"XY" [[ WX"Y"rprWc a]tRtRtoRtRtRtRtRtRt ] !RR R 7R 4t R t ] PPR 4R4t] PPR 4R4t] PPR 4R4t] PPR 4R4t] PP)R]P,!.4]P.!R4.4R4t]R4tRtVtR#) TestZscorei c\P!VP.RO44p.ROp\W!PV44R#)rWNr)gOT\wg%ܿg%?gOT\w?)r[zscorerYr/)rcrdrgdesireds&& rm test_zscoreTestZscore.test_zscore s3 LLL1 26::g./rpcVP.RO.RO.RO.4pRpRpR p\P!V^R7p\P!V^R7pV)V)^, V)^, R.RWU)^, V.W5)^, WS)..p.R OV)V)V)R..R O.p \WaPV44\WqPV 44R#r]rYr[rr/rds && rmtest_zscore_axisTestZscore.test_zscore_axis s JJ,,,. /   \\!! $ \\!! $bSURCE3/RQ+CE2s+- .bS2#v.-/  JJ{34JJ{34rpcVP.RO.RO.4p\P!V^^R7pVP.RO4R, pVP.RO4R, p\VR ,V4\VR ,V4R#rnrrss&& rmtest_zscore_ddofTestZscore.test_zscore_ddof ss JJ,,. / LL +jj!78*E jj!78+F $-$-rpcVP^^\P^^.4p\P!VRR7p\ W1P VPVP44R#)rWrrN)rYrrbr[rr0r~rrcrdrfr,s&& rmtest_zscore_nan_propagate$TestZscore.test_zscore_nan_propagate sJ JJ1bffa+ , LL{ 377177BFF34rpcVP^^VP^^.4p\P!VRR7pVPRRVPRR.4p\ W44R#)rWrrgIHb=?gIHb=?NgIHb=gIHb=)rYrbr[rr/rcrdrfr,rs&& rmtest_zscore_nan_omitTestZscore.test_zscore_nan_omit s_ JJ1bffa+ , LLv .::22!vv11 !" $rpc$VPVPRRRRR.4p\P!V^RR7pVP VPVP.4\P!VR,^R7.4p\ W44R #) rrr8rrrrwrrMN)rYrbr[rconcatr/rs&& rmtest_zscore_nan_omit_with_ddof)TestZscore.test_zscore_nan_omit_with_ddof sl JJS#sC8 9 LLv 699bjj"&&2ELL2Q4OPQ$rpTrrcVP^^VP^^.4p\P!\RR7;_uu_4\ P !VRR7RRR4R# +'giR#;i)rWzThe input contains nan...rrrN)rYrbrr rr[rrs&& rmtest_zscore_nan_raise TestZscore.test_zscore_nan_raise sO JJ1bffa+ , ]]:-H I I LLw /J I I Is A(( A9 c0VPR.^,4p\V\RR7;_uu_4\P!V4pRRR4\ XVP VPVP44R# +'giLB;i)gʡE?rrNgʡE) rYr'rr[rr0r~rrbrs&& rmtest_zscore_constant_input_1d(TestZscore.test_zscore_constant_input_1d s` JJx!| $ N2N O O QAP277177BFF34P Os B B rc VP.RO.RO.4p\V\RR7;_uu_4\P!V^R7pRRR4\ XVPVP RRR.VP RRR..44\V\RR7;_uu_4\P!V^R7pRRR4\XVPVPVP VP VP VP .4\P!VR ,4.44\P!VRR7p\WQP\P!VPVR 44VP44VPR 4p\V\RR7;_uu_4\P!VRR7pRRR4\WQPVPVP 44R# +'giEL;i +'giELv;i +'giLi;i) rrrr>Nrrrrrrrr*@rPrrrU)rrz) rYr'rr[rr/rbr0rr]rrr~)rcrdrfrhrSr,rgs&& rmtest_zscore_constant_input_2d(TestZscore.test_zscore_constant_input_2d s JJ002 3 N2N O Oaa(BPBJJtT(B)+c3(?(AB CN2N O Oaa(BPBHHbjj"&&"&&"&&"&&1Q&R&+ll1T7&;&=> ? LL &::ell2::a3G&H!''RS GGFO N2N O O QT*AP77177BFF34!P O O P O OP Os#H&H,I H) , H= I c zVP.R ORRRVP.RRVPR..4pR pR p\V\RR7;_uu_4\P !VR^R7pRRR4\ XVPVPV)R VP.VP^RVP.VPW1PVP..44\V\RR7;_uu_4\P !VR^R7pRRR4\ XVPVPVPVPVP.V)^W1P.V)^, WAPV)^, ..44R# +'giEL4;i +'giL;i) rrrrrrrr?Nrrr_rarP)rYrbr'rr[rr/)rcrdrfrs2rhrSs&& rm-test_zscore_constant_input_2d_nan_policy_omit8TestZscore.test_zscore_constant_input_2d_nan_policy_omit sk JJ0tT2662tRVVT24 5   N2N O OaF;BPBJJ!T266(B)+C(@)+FFBFF(C(EF GN2N O OaF;BPBJJ(H*+Q66(:*,QFFRCE(B(DE FP O O P OsF=F* F' * F: c VP\P\P\P\P..RO.4p\P!VR^R7p\ W1P\P\P\P\P..RO.44R#)rrrN)rrrrrb)rYrrbr[rr/rs&& rmtest_zscore_2d_all_nan_row%TestZscore.test_zscore_2d_all_nan_row s JJ802 3 LLvA 6::'G'='?@ ArpcVPRVP4p\P!VRRR7p\ W24R#)rErNrrW)r~rbr[rr0)rcrdrgr,s&& rmtest_zscore_2d_all_nan!TestZscore.test_zscore_2d_all_nan' s2 GGFBFF # LLvD 9rprfcjVPV4p\P!V4p\W14R#r)rYr[rr0)rcrfrdr,s&&& rmtest_zscore_empty_input"TestZscore.test_zscore_empty_input. s$ JJqM LLOrpc,\PPR4pVP^ 4p\P!V4p\P P W44pRVP^&\P!VR,4p\P!\P!V44'dQh\P!V4p\VR,V4\P!VRR7p\VR,V4V^,VR&\P!\RR7;_uu_4\P!V4pRRR4\!VR,\P"4\P!\RR7;_uu_4\P!VRR7pRRR4\!VR,\P"4R# +'giL;i +'giLF;i)i_TrNr>rr)rrrstandard_normal zeros_likerx masked_arraymaskr[ranyrwr rrbrrrb)rcrdrrfrrgrrs&& rm$test_zscore_masked_element_0_gh19039/TestZscore.test_zscore_masked_element_0_gh190394 sQii##G,    #}}Q EE  q 'q ll1R5!66"((3-((((ll1oB%ll14(B%!" \\.0L M M,,q/CNSWbff% \\.0L M M,,qt,CNSWbff% N MN MsG0,H0 H  H rN)rryrw)rrrrrrrrrrrrrrrrrrrrr rrrYrr%rrrrs@rmrr s-05. .5 %% .MN0O0 5  [[ VW5X5* [[ VWFXF& [[ VWAXA [[ VWX  [[S288B<)1D"EFG &&rprc6a]tRtRtoRt]R4tRtVtR#) TestGZscoreiM c \P!.RO4p\P!VPV44p\P!V\P !V4, 4\P!\P !V^R74, p\W1PWAPR4PR74R#)rWrMrr6Nr) rrYr[gzscoreloggmeangstdr/r7)rcrdrfr,rs&& rmtest_gzscore_normal_array%TestGZscore.test_gzscore_normal_arrayO s{ JJ| $ MM"**Q- (&&U[[^+,rvvejj6K/LL::gZZ^5I5I:JKrpc\P!.RO4p.ROp\PPWR7p\P !V4pRR\P RR.p\PPWRR7p\VP4VP44\VPVP4\V\PP4'gQhR#) rWrg/A?g(/?N)rWrErUrr)ryryrWryryg0jg`ȿ) rrrxrr[rr!r compressedrr7 MaskedArray)rcrfrmxr,rs& rmtest_gzscore_masked_array%TestGZscore.test_gzscore_masked_arrayU s HH% & UU    - MM" #_bffn"$%%$$W$8 (:(:(<= -!RUU..////rprN) rrrrrr%rrrrs@rmrrM sL  0 0rprc a]tRtRtoRtRtRtRtRt] PPR.RO4R 4t ] PPR R ] P!] PR R .43R ] P!] P] PR .43.4R4t] PPR^.RO3R.4R4tRtRtVtR#)TestMedianAbsDeviationic c\P!RRRRRRRRRRRRR R R R R R R R R R R\P.4Vn\P!.RO4VnR#)皙@rrt皙@r333333@= ףp=@r(\ @rrr皙 @)\(@Q@N)rrrrrtrrrrrrrrrrrrrrrrrrg33333<@)rrrbdat_nandatr|s&rm setup_class"TestMedianAbsDeviation.setup_classd sgxxtS#sCc!%tT4c3!$c3S$bff!NO 88?@rpc \\P!VPRR7R4VPP ^^4p\P!V^R7p\ P !.RO4p\W#4R#)Nr>gQ?)gףp= ?r1?rn)rr[median_abs_deviationrr]rrYr)rcrmad mad_expecteds& rmtest_median_abs_deviation0TestMedianAbsDeviation.test_median_abs_deviationl s_E66txxdK! #hhq!$((15zz"9: !#4rpcb\P!VPRR7p\VR4R#)rrg(\?N)r[rrr)rcrs& rmtest_mad_nan_omit(TestMedianAbsDeviation.test_mad_nan_omitt s"((&IC&rpc\P!RRRR\P..RO.4p\P!V^R7p\ V\P!\PR.44R#)rrrrr>N)rrr8rrrrrbr[rr)rcrfrs& rmtest_axis_and_nan(TestMedianAbsDeviation.test_axis_and_nanx sV HHsCc2662/1 2((3S"((BFFC=12rpc \P!^^^^^c\P\P.4p\P !VRR7p\ VR4R#)rWrrrN)rrrbr!r[rr)rcr,rs& rmtest_nan_policy_omit_with_inf4TestMedianAbsDeviation.test_nan_policy_omit_with_inf~ sC HHaAq"bffbff5 6((v>S#rpr?Nc \P!R4p\P!W!R7p\ V\P !VP VR7\PR74R#)rr> fill_valueN)rryr)rrYr[rr full_liker^rb)rcr?rfrs&& rmtest_size_zero_with_axis/TestMedianAbsDeviation.test_size_zero_with_axis sD HHY ((6S",,quu$u'7BFFKLrpznan_policy, expectedrr2rc z\P!\P\P\P\P\P\P.^^^^\P\P..RO.4p\P!W1^R7p\ WB4R#)rWrN)rwrzrJrIrIrOr)rcrrrfrs&&& rmtest_nan_policy_with_axis0TestMedianAbsDeviation.test_nan_policy_with_axis su HHrvvrvvrvvrvvrvvrvvF!Q2662662)+ ,((JS#rpzaxis, expectedc\P!^^^^ \P..RO.RO.4p\P!V\P RVR7p\ WBRRR7R#)rWr)centerrr?rDrN)ryrWrWrWrQ)r r rr)rrrbr[rr^r )rcr?rrfrs&&& rmtest_center_mean_with_nan0TestMedianAbsDeviation.test_center_mean_with_nan sY HHq!Q266*&-/ 0((277v.24E>rpc\P!\RR7;_uu_4\P!.RO^cR7RRR4R# +'giR#;i)callablerr N)rWrErrw)rr r&r[rr|s&rmtest_center_not_callable/TestMedianAbsDeviation.test_center_not_callable s2 ]]9J 7 7  & &|B ?8 7 7 7s A  A )rr)ryrWrEN)rtrr)NrA)rrrrrrrrrrrr rrrrbrr rrrrs@rmrrc s@5'3   [[V_5M6M  [[3%rxxc0B'CD*BHHbffbffc5J,KLNO$O$ [[- "23[AC?C?@@rprcr\\V4VR4VFp\VPVJ4K R#)z Checks that all of the warnings from a list returned by `warnings.catch_all(record=True)` are of the required type and that the list contains expected number of warnings. znumber of warningsN)rrrcategory) warn_list expected_type expected_lenwarn_s&&& rm_check_warningsr s0 Y/CD-/0rpca]tRtRtoRtRt]PPR.] P!^4.4R4t Rt Rt RtR tR tR tR tR tRtRtVtR#)TestIQRi c\P!^4R,p\PPV4\ \ P !V4R4R#)rFr1rN)rrrrrr[iqrrs& rmrXTestIQR.test_basic s8 IIaL3  !UYYq\4(rpc \P!R 4p\P!V4\P!VR4\P!V^4\P!VR 4\P!VRR 4\P!VRRR4\P!VRRRR4\P!VRRRRR4\P!VRRRRR R 4R#)rwNrr2rrrlinearrrTrrV)rOZ)rr)rr2)rrgٿ)rrr[r)rcrks& rmtest_apiTestIQR.test_api s GGFO !  !T !Q !V !T8$ !T8S) !T8S+6 !T8XwA !T8T67DArprfc\P!\\R7;_uu_4\ \ P !V4\P4RRR4R# +'giR#;ir) rrbrrrr[rrrbrs&&rmrTestIQR.test_empty s; \\,4I J J 1rvv .K J J Js /A"" A3 c\P!R 4p\\P!V4R4\ \P!V^R7\P !^44\ \P!V^R7\P !^44\\P!VRR7R4\\P!VRR7R4\\P!VRR7R4\\P!VRR7R4\\P!VRR7R4\P!R 4\P!^4,p\ \P!V^R7\P !R44\ \P!V^R7\P !R44\ \P!V^R7\P!RR 44\ \P!VRR7\P !^44\ \P!VRR7\P!^R 44\ \P!VRR7\P!^R 44R #)rJrr>r  interpolationmidpointnearestrrrtrN)rJrrrwrz)rwrz)rrzrrVryrErWrE) rrrr[rrrYrr~rs& rm test_constantTestIQR.test_constant s GGFOUYYq\3'599QQ/!=599QQ/!=UYYq93?UYYq ;SAUYYq :C@UYYq8#>UYYq93? GGI 1 -599QQ/&1AB599QQ/&1AB599QQ/1EF599QV4bhhqkB599QV4bgganE599QV4bgganErpc\P!^4R,p\\P!V^,4R4\\P!V4R4\ \P!VRR7R.4R#)rWrrTrN)rrrr[rrrs& rmtest_scalarlikeTestIQR.test_scalarlike sS IIaL3 UYYqt_c*UYYq\3'599Q6>rpc\P!^4PR4p\\P !V4R4\ \P !V^R7\P!^R44\ \P !V^R7\P!^R44\ \P !VRR7R4\ \P !VRR7R4R#) rrr>r8rNrrVr)rrr]rr[rrr~rs& rmtest_2DTestIQR.test_2D s IIbM ! !& )UYYq\3'599QQ/B@599QQ/B@599QV4c:599QV4c:rpc^\PPRR7p\P!V.^ ,4p\P !V4p\ \P !VRR7V4\P!VR^4p\ \P !VRR7V4VP^^4p\ \P !VRR7V4VP^^4p\ \P !VR R7\P !VRR74\ \P !VR R7\P !V^R74\P!R 4p\PPV4VPR 4p\ \P !VR R7^,\P !VR ,P444\ \P !VRR7^,\P !VR,P444\ \P !VRR7^,\P !VR,P444\ \P !VRR7^,\P !VR,P444\ \P !VRR7R,\P !VR,P444\ \P !VRR7R,\P !VR,P444\ \P !VRR7R,\P !VR,P444\\\P V^R7\\\P VRR7R#)Grr>N)r7rrVrUrr,rrirrwrJrP)rrrryryrWr)rrrWr)rrWrA)rrrEr)rrWrE)rErrrrrE)rErWrr)rWrZ)rErrrW)rWrrErE)rErrErr)rrrdstackr[rrmoveaxisswapaxesrrr]rrr$r)rcorfqrks& rmrTestIQR.test_axis s II  (  + IIqcBh  IIaLUYYqv.2 KK2q !UYYqv.2 JJq! UYYqv.2 JJq! UYYqy1YYqt, .UYYqt,YYqq) + IIn % ! IIm $UYYqy1!4YYq{0023 5UYYqy1!4YYq{0023 5UYYqz215YYq{0023 5UYYqy1!4YYqz//12 4UYYqv.t4YYq{0023 5UYYqw/5YYq}2245 7UYYqv.t4YYq|1134 6 iAA6j%))QVUYYq :A>UYYq ;Q?UYYqhjI3OUYYq ;Q?*F IIa . * j%))QhGrpc\P!R4p\\P!VRRR7P R4\\P!V^RR7P R4\\P!VR RR7P R 4\\P!VR RR7P R 4\\P!VR RR7P R4\\P!VRRR7P R4\\P!VRRR7P R4\\P!VRRR7P R4\\P!V^RR7P R4\\P!VR RR7P R4\\P!VR RR7P R4\\P!VR RR7P R4\\P!VRRR7P R4\\P!VRRR7P R4R#)rNFrrTr8r)rrwrPrV)rJrP)ryr)rwrJrrryrWrErr9rurQ)rrwrWrP)rWrWrJrP)rWrwrJrW)rrWrJrP)rWrWrJrW)rrrr[rrrs& rmrTestIQR.test_keepdims? s GGM "UYYqte<BBBGUYYqq59??LUYYqv>DDgNUYYqv>DDfMUYYqte<BBJOUYYq,?EErJUYYqy5AGGNUYYqtd;AA<PUYYqq48>> NUYYqv=CC]SUYYqv=CC\RUYYqtd;AA=QUYYq,>DDlSUYYqy4@FF Urpc \P!R4PR 4p\\P !VRR7^4\\P !VRR7^4\\P !VRR7^4\P VR &\P!RR7;_uu_4\P!R4\\P !VRR7\P 4\\P !V^RR7^^\P ^^.4\\P !V^RR7^\P ^.4R R R 4\P!RR7;_uu_4\P!R4\\P !VRR7R 4\\P !V^RR7\P!^^44\\P !V^RR7.RO4R R R 4\\\P VRR7\\\P V^RR7\\\P V^RR7\\\P VR R7R # +'giELV;i +'giL;i).@rrrrTralwaysrN@barfoodrr-)rErtrE) rrr]rr[rrbwarningscatch_warnings simplefilterr~rrrs& rmtest_nanpolicyTestIQR.test_nanpolicyR s IIdO # #F + UYYq[91=UYYqV4a8UYYqW5q9&&$  $ $D 1 1  ! !( + 1= ! 11EQ1- / 11ERVVQ ) 2 $ $D 1 1  ! !( + 18# > 11@"''!Q- P 11@+ N 2 j%))Q7Cj%))QQ7Kj%))QQ7K j%))Q9E)2 1 12 1s>B1J<BK< K  K c \P!R4PR4p\\P !VRR7^4\ \P !VRR7R4\\P !VRR7R4\PVR&\P!RR7;_uu_4\P!R 4\\P !VRR R 7\P4\\P !VRR R 7\P4\\P !VRR R 7\P4\\P !V^RR R 7^\P^.4\ \P !V^RR R 7\P!^\P^.4R, 4\\P !V^RR R 7^\P^.4R R R 4\\P !VRRR 7R4\ \P !VRRR 7R4\\P !VRRR 7R4\\\P VRR7R # +'giL;i)rWrr$rgF7k?rrTrXrYr)r$r)r?r$rNrrZg@rrg=V^w@r-g I1=@)rrr]rr[rrrbr\r]r^rrrrs& rm test_scaleTestIQR.test_scaler s IIdO # #F + UYYq,a0EIIax8-HUYYq,c2&&$  $ $D 1 1  ! !( + 1CKH"&& Q 1HMrvv V 1CKH"&& Q 11C.9;=>N L  !!85@!B "!RVVQ 89 D F 11CKPRVVQ )2" UYYq?EEIIaxFK+ -UYYq?F j%))Qh?/2 1s >E$J66 K rN)rrrrrXr"rrr rrrr.r1r4rrErQrr_rcrrrs@rmrr s~) B [[S2ryy|"45/6/F,? ;'=R @ HDV&F@!@!@rprca]tRtRtoRt.ROtRt]PPR4]PP^*4t ] PPR^ R.4] PPR]!RR44] PP!R4R 444t] PPR^ R.4] PPR R4] PP!R4R 444tR tR t] PPR.RO4] PPRRR .4R44tRtRtRtRt] PPR.RO4] PPR.R!O4] PPRR^.4] PP!R4R4444tRtVtR#)" TestMomentsi aC Comparison numbers are found using R v.1.5.1 note that length(testcase) = 4 testmathworks comes from documentation for the Statistics Toolbox for Matlab and can be found at both https://www.mathworks.com/help/stats/kurtosis.html https://www.mathworks.com/help/stats/skewness.html Note that both test cases came from here. rrzm, cNz?ignore:divide by zero encountered in divide:RuntimeWarning:daskcr\PPR4pVPVPVR74p\P !WbVR7pVfVP V^R7MTpVPWc, V,^R7VP^,, p\WxRR7R#)lrHZrrNr>缉ؗҜorderr?Nrr)rEry)r[rjrYr0rbrrYrB)rgrds rm test_cases+TestMoments.test_moment..test_cases s RZZ^,A Arzz"&&1 2 RZZ"**Z=>A Arzz"&& zC D RXXf-A6A Arxx~ . RZZ-A6A Arzz266(3 4 RZZ-aV!DA Arxx/ 0rpzSee documentation for...zMean of empty slice.z invalid valuer)ryrrryrs)rrErr)rYrOr[rjrGr/rr rr)rbrrr"r rr)rcrdrOrgrrxrs&f rm test_momentTestMoments.test_moment s::dmm, LLD$8$89 :2::c?+ LL1 %2::c?+ LL1 %2::c?+ LL1 %2::d+, LL1 %2::c?+ LL1 %2::f-. LL< 02::&:;< LL3 '2::c?+= ]]:W 5 5 LL3 '6 LL#3 42::&:;< 1 B<<08RSS TS--//3 >+AB >?; 0/-6 5&TSS0//s$/K6L 84L6 L L  L. c~\P!R4p\PV^ &\\P !V^4\P4\ \P !VRR7R4\\\P VRR7\\\P VRR7R#)rrrrrrN) rrrbrr[rjrrrrs& rmrTestMoments.test_nan_policy sn IIcNvv!U\\!Q'0ELLv>Dj%,,gFj%,,hGrpr7z expect, orderc VR8Xd'\V4'd\P!4\WA4pVP \ P P^4VR7p\P!WSR7p\WdP W!R74\P!VPVR4^VR7p\WdPRW!R74\P!VPVR4^VR7p\WdPRW!R74\P!VPVR4RVR7p\WdPR W!R74R#) complex128r6rw)r?rwN)rzrw)rwr)rWrErrwr) r*rskiprjrYrrrr[rjr0 broadcast_tor~)rcr7expectrwrdrfrgs&&&&& rmtest_constant_moments!TestMoments.test_constant_moments s , 8B<< KKM" JJryy~~a(J 6 LL (::f::; LLF3!5 I7747=> LLO<1$ &77<7EF LLO<4$ &772v7;rrrDrENrr) r]rr_r`rarbr[rjrYr/)rcrdrKmms&& rmtest_moment_propagate_nan%TestMoments.test_moment_propagate_nansq JJryy}g . FF1IdO   ' \\"**Q- 3JJbff~6UCrpc\P!\RR7;_uu_4\P!VP .RO4.R7RRR4R# +'giR#;i)z1`order` must be a scalar or a non-empty 1D array.rrNr)rr rr[rjrYrcrds&&rmtest_moment_empty_order#TestMoments.test_moment_empty_ordersM ]]:.EFF LLL1 <FFFFs *A A* cVP^ 4p\P!V^R7p\P!V^R7p\W44R#)rO)rjrN)rr[rjr0)rcrdrfrrs&& rmtest_rename_moment_order$TestMoments.test_rename_moment_order!s9 IIbMll1Q'll1A&!rpcVP\P!VP4, p\\P!V^*4P4\ P !VP^*44R#r)testcase_moment_accuracyrr^r rr[rj)rc tc_no_means& rmtest_moment_accuracy TestMoments.test_moment_accuracy)sY33 = =>? R0557 T%B%BBG Irprwr?r c \PPR4pVPRR7p\P!VP V4W#VR7pVP \ WbW4R74p\Wx4R#)lhU~r)r?r )r^N)rwrzrJ)rrrr[rjrYrr/) rcrdrwr?r rrfrrs &&&&& rmtest_moment_array_api!TestMoments.test_moment_array_api1s_ii##N3 JJIJ &ll2::a=%6Jjj4=>!rprrD)rOrErT)NryrW)rrrrVrrT)rrrrr5rOrGrrrrrrrr rrrkrorzrrrrrrrrrrs@rmrfrf s HOIINN4!yy~~b1 [[Vb']3 [[VW\<%HI [[I.J4 . [[Vb']3 [[S,/ [[I"04 "3jH [[W&JK [[_vv.>?=@L=&D= "I [[Wl3 [[VZ0 [[Xay1 [[I"214 "rprfc:a]tRtRtoRt.ROt.ROtRtRtVt R#)SkewKurtosisTesti?rc>VP.4p\V4'dD\P!\\ R7;_uu_4VP V4pRRR4Ml\PP4;_uu_4pVP\R4VP\R4VP V4pRRR4\XVPVP44R# +'giL7;i +'giLJ;i)rNMean of empty slicezinvalid value encountered)rYr)rrbrrstat_funrr"r rrr0rb)rcrdrfrrs&& rm test_empty_1dSkewKurtosisTest.test_empty_1dDs JJrN B<<08MNNmmA&ON--//3 >+@A >+FGmmA& 0 RZZ/0ON0/s C9 >D 9 D D rNrD)gp= ף?g?߾?gD9?gQI?g}?5^I) rrrrrGrO testmathworksrrrrs@rmrr?sOH::&89F JJrzz$--0 1::c?7rpc\P!R4p\PV^ &\P!RR7;_uu_4\ \ P !V4\P4RRR4\ \ P !VRR7R4\\\ P VRR7\\\ P VRR7R# +'giLv;i) rr}r~Nrrrrr) rrrbrrr[rrrrs& rmrTestSkew.test_nan_policygs IIcNvv! [[ * * A /+UZZf5r:j%**aGDj%**aHE + *s /C&& C6 cX\\P!\^ 44R4R#)rOrN)rr[rrr|s&rmtest_skewness_scalarTestSkew.test_skewness_scalarqsUZZr +S1rpcVPR4pVPVR4p\P!V4R,P VP 4p\ P!RR7;_uu_4\P!VPV4^R7pRRR4\XVP^VP .44R# +'giL9;i)rr}r~r>Nrr) rr]r_r`rarbrrr[rrYr0)rcrdrKrs&& rmtest_skew_propagate_nan TestSkew.test_skew_propagate_nanus IIbM JJq' " FF1IdO   ' [[ * * 2::a=q1A+2::q"&&k23+ *s 9(C C" c VPVPR .4^ 4p\V\RR7;_uu_4\ \ P !V4VPVP44\ \ P !VR ,4VPVP44\ \ P !VR , 4VPVP44\ \ P !VRR7VPVP44VPR.^,4p\ \ P !V4VPVP44RVPR ^4R,,p\ \ P !V4VPVP44RRR4R# +'giR#;i) 9?Precision loss occurredrFrg,@rriN9ѿgC) repeatrYr'rr0r[rrbrrcrdrKs&& rmtest_skew_constant_value!TestSkew.test_skew_constant_values4 IIbjj+/ 4 N2K L L EJJqM2::bff+= > EJJqx0"**RVV2D E EJJqx0"**RVV2D E EJJqu5rzz"&&7I J D6!8$A EJJqM2::bff+= >RYYsA&u,,A EJJqM2::bff+= >M L L Ls F G'' G8 Trc>\P!\RR7;_uu_4\PP R4pVP RR7pRVR&\ P!VPV44RRR4R# +'giR#;i)rrl:"z`r)\(?N)rrOrry) rrbrrrrr[rrY)rcrdrrKs&& rmtest_precision_loss_gh15554$TestSkew.test_precision_loss_gh15554sg \\.0I J J))'' 4C *AAdG JJrzz!} % K J J Js AB  B r?NrFca\PPR4pSPVPR44pV3Rlp\P !WRVR7pV!WRVR7p\ Wx4R#)f#"cl<VfSPVR4p^pSPWRR7pSPW, ^,VR7pSPWR7pWE^,, pV'g?VPV,pWgR, V,R,VR, , ,pV#)NTrr>rr1rr)r]r^rr) rKr?rr^mu3rrrrds &&& rmskewness-TestSkew.test_vectorization..skewnesss|JJq%(771$77D''18a-d'3C&&&&Cq.CGGDMSA #-S99Jrp)r?rNr)rrrrYr[rr/) rcrdr?rrrfrrrs &f&& rmtest_vectorizationTestSkew.test_vectorizations[ ii##M2 JJszz), - jjD1q$/!rprrUryrEN)rrrrrrrrrrrrrrrr rrrrs@rmrrRs [[O 8 8F24? &&'& [[V%56 [[VeT]3"47"rprcLa]tRtRtoRt]P PR4R4tRt Rt Rt Rt ]P PR .RO4]P PR R R .4]P PRR R .4R444tRtVtR #) TestKurtosisic.\P!V4#r)r[kurtosisrs&&rmrTestKurtosis.stat_funs~~a  rpz1ignore:invalid value encountered in scalar dividec2\P!VPVP44pVP V4'gQh\P!VPVP 4^^^R7p\ W!PR44\P!VPVP 4^^R7p\ W!PR44\P!VPVP4^^4p\ W!PR44VPR4pVPV^8HVPV4p\\P!V4VPVP44R#)ryfisherrgO߻S@g x|N @g= ףp=?rN) r[rrYrGrwrr/rOrrPrbr0)rcrdrgrfs&& rm test_kurtosisTestKurtosis.test_kurtosiss NN2::d&:&:; <xx{{{ NN2::d&8&891QQ O::o67 NN2::d&8&89!! L::&789 NN2::dmm4a ;::d+, IIcN HHQ!VRVVQ 'q)2::bff+=>rpc \P!R4p\PV^ &\\P !VRR7R4\ \\P VRR7\ \\P VRR7R#)rrrrrNGz)rrrbrr[rrrrs& rmtest_kurtosis_nan_policy%TestKurtosis.test_kurtosis_nan_policysU IIcNvv!ENN1@)Lj%..!Hj%..!Irpcx\\\P!.RO44\P 4R#r)rtyper[rrrr|s&rmtest_kurtosis_array_scalar'TestKurtosis.test_kurtosis_array_scalarsT%..34bjjArpc4\P!^4P^R4P\4p\P VR&\ P!V^RR7p\PPVR\P .RR7R#) rFrrrDrENrUrg(\) rrr]r rrbr[rr"r )rcrKrs& rmtest_kurtosis_propagate_nan(TestKurtosis.test_kurtosis_propagate_nansi IIaL B ' . .u 5&&$ NN11 = ""1ubffoE"Brpc bVPR.^ ,4p\V\RR7;_uu_4VP\P !VRR74'gQhVP\P !V\ R4,RR74'gQhVP\P !V\ R4, RR74'gQhVP\P !VRRR74'gQhRRR4R# +'giR#;i) rrrF)rrNrl )rYr'rrwr[rrrs&& rmtest_kurtosis_constant_value)TestKurtosis.test_kurtosis_constant_values JJ }R' ( N2K L L88ENN1U;<< <<88ENN1uU|+;EJKK KK88ENN1uU|+;EJKK KK88ENN1UGHH HH M L L LsCDD D. r?NrFTrca\PPR4pSPVPR44pV3Rlp\P !WbW4R7pV!WbW4R7p \ W4R#)rc<VfS PVR4p^pS PWRR7pS PW, ^,VR7pS PW^R7pV'dWV^,, ^, pMpVPV,pV^, V^, V^, ,, V^,V,V^,, ^V^, ,, ,pV'dV#V^,#)NTrr>r?rsr)r]r^r}r) rKr?rrr^mu4mu2rrrds &&&& rmr1TestKurtosis.test_vectorization..kurtosiss|JJq%(771$77D''18a-d'3C&&!&4CFlQ&GGDMs!!}-!a%3sAv1E1Q31OP!3 -cAg -rp)r?rrNr+)rrrrYr[rr/) rcrdr?rrrrfrrrs &f&&& rmrTestKurtosis.test_vectorizations[ ii##M2 JJszz), - .&nnQDq$>!rprr)rrrrrrrrrrrrrr rrrrs@rmrrs! [[ ST?U?>JBCI [[V%56 [[VeT]3 [[Xt}5"647"rprc ~\RRR7p\P!^^R7pV!\P!\P WR74p.p\ P!4;_uu_4\ P!R4\\VP44Fp\P!\4;_uu_4\P !V^VR7p\P"!V^84'dB\P"!\P$!V44'dVP'V4RRR4K RRR4\(P*!V4V!\(P,P/V44pW53# +'giEK;i +'giLc;i)F) allow_nanallow_infinity)min_dimsmin_side)r7elementsrerrorrvN)dictnpst array_shapesarraysrrr\r]r^rrr contextlibsuppress Exceptionr[rjrrrI hypothesisassume strategies sampled_from)drawrrrok_axesr?r}s& rmttest_data_axis_strategyrs(eE:H   q1 5E  "**xM NDG  " "g&#djj/*D$$Y//ll4qt<66#'??rvvbkk#.>'?'?NN4(0/+ #g  %%227; r=)r rrrrr)rYr[ ttest_1sampr0rbX1r/T1_0P1_0rX2T2_0P2_0T1_1P1_1T1_2P1_2)rcrdrrKtrerr@s&& rmtest_onesampleTestStudentTest.test_onesampleKs C HX>> JJ~'J K&.rll 2A$$Q+DA?! 2::bff-.2::bff-.  DGG!4b9::dii01::dii01 477 3R8, C3  DGG!4b9::dii01::dii01  DGG!4b9::dii01::dii01  DGG!4b9::dii01::dii019?>>! s#!LAL L L  L L0 c R\V4'gjVPRRRVP.4pRp\P!\ VR7;_uu_4\ P!VRRR7RRR4R#\ PP^^ ^3RR 7p\PV^2&\P!R R 7;_uu_4\\ P!VR 4\P\P34\\ P!VR RR7R4\\\ PVR R R7\\\ PVR RR7RRR4R# +'giR#;i +'giR#;i)rrr%Use of `nan_policy` and `keepdims`...rrrNitr#r$rrr}r~r8rr)g̈́^Bg/kCm?)r)rYrbrr NotImplementedErrorr[rrXrrrrrrr)rcrdrfrs&& rmtest_onesample_nan_policy)TestStudentTest.test_onesample_nan_policyms|| BB/0A=G2'BB!!!RF;C  JJNNq'N J" [[ * * u00C8266266:J K %e&7&736&R&Q S *e&7&7CG T *e&7&7C%- / + * CB + * *sFB'F F  F& z+ignore:divide by zero encountered in dividecRp\P!\VR7;_uu_4\P!VP VP 4RRR7RRR4\P!VP VP 4RRR7wr4\WAP VP44\W1P VP44\P!VP VP 4RRR7wr4\WAP VP44\W1P VP44R# +'giEL ;i) 8`alternative` must be 'less', 'greater', or 'two-sided'.rrrrNrrr) rr rr[rrYr r/P1_1_lrP1_1_g)rcrdrrres&& rmtest_1samp_alternative&TestStudentTest.test_1samp_alternativesL ]]:W 5 5   bjj127 K6  DGG!4bfM::dkk23::dii01  DGG!4biP::dkk23::dii016 5 5s 3E E- jax.numpyGeneric stdtrit mutates array.rrrrc\PPR4p^ pVPVR^R7pVP4pVP R4P pVP WWR7pVP WgR7pRRR.RR \P .R \P )R ./p\P!WVVR 7p V PR R7p \V PVP W,^,44\V PVP W,^,44\V PVP V^, 44R#)l ?@C,r6N) rYr[rr expand_dimsr:rrrrr/r=) rcr1r2rrdrr?rlrr&rrs &&&&& rmtest_pvalue_ciTestStudentTest.test_pvalue_cis zz$b,7D&&&>"i/!Q...4;RTZZ  $oobjj5 jCUK C(rprNrPrr)rrrgMXzgMXz rng?)#rrrrr r r r rrrrr rrrrrrrrr rr r+r/rrrgivenrfloatsrr6rrrs@rmrr8sm B B D D D D D D D D AXF $(^F [[ WX [[ VW2XY2@/( [[ MN 2O 2k*JK [[],LM1NL109d;7 [[J1188H 8 :< [[]VY,?@)A<8 )rprc a]tRtRtoRt]P PR.RO4R4t]P PR.RO4R 4t ]P PR.RO4R 4t ]P PR.R O4R 4t ]P PR.RO4R 4t ]P PR.RO4R 4t ]P PR.R O4R4t]P PRR.R!O3R.R"O3R.R#O3R.R!O3.4R4t]P PRR.R$O3R.R%O3R.R&O3R.R$O3.4R4tR.^]P$3R]P$.^]P$3R]P$..R'O]P$]P$]P$.3R^^.^^]P$.^2^d]P$.3R^^]P$..R'O.R(O3R^^.^^]P$.^^2]P$.3R]P$]P$..R'O]P$]P$]P$.3.t]P PR]4R4tR^^^]P$..R)OR3R.R)O^^^]P$.R3.t]P PR]4R4t]P PR.R*O4R4tRtVtR#)+TestPercentileOfScoreic.\P!V/VB#r)r[percentileofscore)rcargskwargss&*,rmfTestPercentileOfScore.fs&&777rpz kind, resultrr^strictweakcJ.ROp\VPV^VR7V4R#)rWkindN rWrErrrwrzrJrFrIrOrrArcrGrrKs&&& rm test_unique!TestPercentileOfScore.test_uniques" ,TVVAqtV,f5rpcJ.ROp\VPV^VR7V4R#)rWrFN) rWrErrrrwrzrJrFrIrIrJs&&& rmtest_multiple2$TestPercentileOfScore.test_multiple2" +TVVAqtV,f5rpcJ.ROp\VPV^VR7V4R#)rWrFN) rWrErrrrrwrzrJrFrIrJs&&& rmtest_multiple3$TestPercentileOfScore.test_multiple3rPrpcJ.ROp\VPV^VR7V4R#)rWrFN) rWrErrwrzrJrFrIrOrPrIrJs&&& rm test_missing"TestPercentileOfScore.test_missings" -TVVAqtV,f5rpcJ.ROp\VPV^(VR7V4R#)rOrFN rOrrrrrDFrHr!rrIrJs&&& rmr8(TestPercentileOfScore.test_large_numberss" 6TVVArV-v6rpcJ.ROp\VPV^(VR7V4R#)rOrFN) rOrrrrrrrDrYrHrIrJs&&& rmtest_large_numbers_multiple32TestPercentileOfScore.test_large_numbers_multiple3s" 5TVVArV-v6rpcJ.ROp\VPV^(VR7V4R#)rOrFN rOrrrrDrYrHr!rnrIrJs&&& rmtest_large_numbers_missing0TestPercentileOfScore.test_large_numbers_missings" 7TVVArV-v6rpcN.ROp\VPV.ROVR7V4R#)rOrFNr_)ryrOr`rIrJs&&& rmtest_boundaries%TestPercentileOfScore.test_boundariess# 7TVVA0tVBRVV3D Eq!RVVni >q!fq!RVVnq"bffo >rvvrvv& BFFBFFBFF3K L  NE [[7?B@B 1aBFF#Y ( * )aArvv. ( * E [[8%@0A0 [[W' >  >rpr<Caser?)f_obsf_exprNr?chi2rmod_logcrcPa]tRtRtoRt]P PR]4]P PR.RO4R44t Rt Rt ]P PR] 4]P PR.RO4R 44t R tR tR tR tVtR#)TestPowerDivergenceixc dVPR4PpVPWR7pVeVPW(R7MTpVf \V4p M2VeVPW4MV3p V ^,PV,p \ 4;_uu_4p V P \R4\P!WVWER7wr\WPWhR74V^8XgVR8Xd7\P!WVVR7wr\WPWhR74RRR4\P!V4p\PPPVV ^, V, 4p\X VPWR74R# +'giL|;i)rr6Nrr|rNr?lambda_pearson)r|rNr?)rYr7r,broadcast_arraysrr rrr[power_divergencer/ chisquarer distributionsr}sf)rcr{r|rNr?r expected_statrdr7num_obsrrstatre expected_ps&&&&&&&& rmcheck_power_divergence*TestPowerDivergence.check_power_divergence{sX 2$$ 5 .272C 5 . <enG;@;Lb))%7!8 Qiood+G  C JJ~'< =,, %%)?!! s BF F/ case lambda_statNc VwrE\W4pVPVPVPVPVP WFV4R#r)rjrr{r|rNr?rcrrrdrattrrs&&&& rmrXTestPowerDivergence.test_basicsA $ +  ##DJJ DIItyy$+B @rpc \^,p\^,p\P!VPVP34p\P!\P!VP4\P !VP4,VP 34pVPV4pVeVPV4MTpVPWE^^RVPVP.VR7VPWE^^RVPVP.VR7VPWE^^RVPVP.VR7VPWE^^RVPVP.VR7VPVPVP4R4pVPVR^RRVPVR7R#)ryNrrlog-likelihoodmod-log-likelihood cressie-readr;)power_div_1d_casesrvstackr{ ones_liker^r|rYrr}rr~rr])rcrdcase0case1r{r| f_obs_reshapes&& rmrTestPowerDivergence.test_axiss"1%"1% 5;; 45 2<< 4RWWU[[5II ;;() 5!%*%6 5!E ##Q5::uzz2r $ ; ##Q%))UYY!7B $ @ ##Q#emmU]]%C $ L ##Q%((3 $ <  2::ekk#:FC  ##dAt%** $ -rpc\^,p\^,p\P!VPVP34Pp\P!\P !VP4\P !VP4,VP34PpVPVP.pVPR4PpVPWGR7pVPWWR7pVPWgR7pVP^.^..4p\P!WEVR7wr\W4\P!WEVR,R7wr\P!WEVR,R7wrVPWPR3,WPR3,3^R7p\W4R#) ryrr6rMrr>Nrr)rrrr{rrr^r|r}rYr7r[rr/rrn)rcrdrrr{r| expected_chi2r7rNrrerp0p1rs&& rmtest_ddof_broadcasting*TestPowerDivergence.test_ddof_broadcastingsn #1%"1% 5;; 4577 2<< 4RWWU[[5II ;;())* UZZ0  2$$ 5 . 5 . = > zzA3*%((DA,&&u$t*E&&u$t*EYY::q= 12jj!m3DEAYN &rpc VwrE\W4p\P!4;_uu_4VPVPVP VP VPWFV4RRR4R# +'giR#;ir)rjr\r]rr{r|rNr?rs&&&& rmtest_empty_cases$TestPowerDivergence.test_empty_casess_ $ +  $ $ & &  ' ' DJJ 499 ,' & & &s ?A66 B cj\^,Pp\^,Pp\^,Pp\^,PpVP R4P pVP W&R7p\P!W#VVRR7pRp\WxVR7R#)ryrr6rrrNr) rr{r|rNr?rYr7r[rr) rcrdr{r|rNr?r7rr@s && rm'test_power_divergence_result_attributes;TestPowerDivergence.test_power_divergence_result_attributess"1%++"1%++!!$))!!$)) 2$$ 5 .$$Ud*. C, C3rpc VPRR.RR..4pVPRR.RR..4pRp\P!\VR7;_uu_4\P !W!PRR .4R 7R R R 4\P!\VR7;_uu_4\P !W#^R 7R R R 4\P !W#R 7wrV\ WQPR R.44\ WaPRR.44R # +'giL;i +'giLv;i)rr2>@r8rWgA@g9@For each axis slice...rN@r|N)r|r?g̑m@gUUU@gj^4;?g4;?)rYrr rr[rr/)rcrdr{r|rrrs&& rmtest_power_divergence_gh_122822TestPowerDivergence.test_power_divergence_gh_12282s S#Jc 34 RISz23* ]]:W 5 5  " "5 C:0F G6 ]]:W 5 5  " "5A >6++E? jj*j)ABCjj*j)ABC 6 5 5 5s)D*D1 D. 1 E c vVP.RO4pR pVPRVP^,R,4pVPVP V4VP VP W4,44, 4pVP WSV,,4pVP W!PR3,WaPR3,34PpVP.R!NRNR"NRNR#NRNR$NR NR%NR NR&NR NR'NRNRNRNRNRNRNRNRNRNR NRNR NRNRNRNRNRNRNRN4pVPVR(4p\VP^,4FLpW^3,W^3,r\P!VR),VR*,V R7wr\WRR7KN R#)+rWr8rrrrg@gr@gffffffP@rgLD@r2gA@g=@r1g:@rg8@gffffff7@gq= ףp?g7@g333336@g6@gfffff6@g8@gA@gj@)rg{Gzt?rN)rWr,@g1@r8rrrrrrrrrrrrrg*kqg$r~rgrprPro)rUrEr)rrW)rYrrrr^exprrnrr]rr[rr/) rcrdobsbetarr1expected_countstable4table5rrrres && rm/test_power_divergence_against_cressie_read_dataCTestPowerDivergence.test_power_divergence_against_cressie_read_data smjj@A IIb#))A,+ ,rvvc{RVVBFF46N%;;<&&a0C A .+JJM:<==>Q                        ! !" #"#&FG,v||A'A%+qD\6Q$<],,VC[&+5<>GD Dd ; (rpr))Nr}rr})rWr}rrrr~rrrHr)rrrrr)rrrrrrrr rrXrrpower_div_empty_casesrrrrrrrs@rmrrxs@@ [[V%78 [[] ./@ /9 @ -: 'D [[V%:; [[] ./, /< , 4 D-<-A"" A3 cJ\PPR4p^ pVPRRVR7pVP V4pVP V4pVP WTP R7p\P!WTRRR7pWT, VPV4, pVPV^,4p\VPV4\VP W8P R74p \VPV PV44R#) l*m{mrr9rr6F)r|rN sum_checkNrU)rrrrpoissonrYr7r[rrHr^r/r>r#r=r) rcrdrrlamrfrr,r>r s && rmtest_chisquare_12282b#TestChisquare.test_chisquare_12282bHsii##$45 kk$1k- KK jjo JJq J *ooauE W $FF1a4L  y1 A__= > BEE)$45rpzn, dtypec \W24pVPV^.VR7pVPV^,V^,.VR7p\P!WE4pVwrx\ WsPWPR4P R7RR7\ VPV4\ VPV4R#)ryr6rvIh%<=rN) rjrYr[rr/r7r0r>r=) rcrr7rdrrrrres &&&& rm#test_chiquare_data_types_attributes1TestChisquare.test_chiquare_data_types_attributes[s"jj!Quj-jj!q&!q&)j7ooc'jj**R.2F2FjGeT t, A&rprN)rdr%)i@Br ) rrrrrrrrr rrrrs@rmrr=s;06& [[Z.:L)MN 'O 'rprc \.RO4\.RO4\.RO4\.RO4.p\.RO4\.RO4\.RO4\.R O4.p\.R O4\.R O4\.R O4\.R O4.p\\P!V^,V^,V^,V^,4R4\\P!V^,V^,V^,V^,4R4\\P!V^,V^,V^,V^,4R4\ \ \PV^,V^,4Rp\P!V!p\ WC4\\P!V^,V^,V^,V^,4R4\\P!V^,V^,V^,V^,4R4\ \ \PV^,V^,4R#)"~j?N)rg^I +?gI +?gjt?gMbX9?gʡE?x&?-?g?rGz?g+?gv?g9v?)g~jt?gx?gOn?rg"~j?n?gK7A`?rg7A`?rbX9?gZd;O?g1Zd?gK?)gy&1?gzG?g`"?g!rh?g'1Z?gZd;O?grh|?gjt?gʡE?rgzG?gS?gJ4?gʡE?)gK7?gh|?5?gl?g/$?g#~j?rgQ??g?rrg rh?g333333? ףp= ?) rrrwrrwrrErwrrrr) rErErWrErrWrErrErWrWr) rErrrrrrrrrWrErW) rrwrrrrrrrrrr)rg#@!@rg$@)g333333@g@g@rg@)rrrBr @)g!@g!@333333 @ffffff @g333333"@)gNt$@gBv?)g __2@g5"]i2?)g\(\%@g+ԋ?r)rrr[friedmanchisquarerrrr{)rrrr@rs rmtest_friedmanchisquareris 8 9 9 : : ; 9 :  ;B ) * ) * ) * ) * ,B & ' % & % & % & (B e55beBqE"Q%1NDFe55beBqE"Q%1NFHe55beBqE"Q%1N9;*e55beBqEB)J  ! !2 &C(f66r!ube79!ubeEDF f66r!ube79!ubeE9;*f66r!uRUCrpcJa]tRtRtoRtR RltR RltRtRtRt Rt Vt R #) TestKSTestizLTests kstest and ks_1samp agree with K-S various sizes, alternatives, modes.c\P!VRW%R7p\P!W4.4p\ \P!V4WR7R#rXrrrWN)r[kstestrrr rcrfrexpected_statistic expected_probrrrrs &&&&&&& rm_testOneTestKSTest._testOnes9a[L88/?@!"((6"2HNrpc\P!VRW#R7p\P!V\PPW#R7p\ \ P!V4WdR7R#r)r[rks_1samprXcdfrrr)rcrfrrrr result_1samps&&&&& rm_test_kstest_and_ks1samp#TestKSTest._test_kstest_and_ks1sampsEa[L~~a2=J !"((6"2LRrpc~\P!R^^ 4pRp\P!VR4p\ W24R#)rWrXNrUr)rr5r[rrrcrfr@rs& rmtest_namedtuple_attributes%TestKSTest.test_namedtuple_attributess1 KKAq !, ll1f%C,rpc*\P!R^^ 4pVPVR4\P!R^^ 4pVPVR4.R OpVPVR4VPVRRR7VPVRRR7R#) rWrrrrrNrU rQ?g333333g(\?Q?g(\ſg{GzgHzG?g\(\gGz)rr5rrs& rmtest_agree_with_ks_1samp#TestKSTest.test_agree_with_ks_1samps KKAq ! %%a5 KKR # %%a5 N %%a5 %%a%A %%ag%>rpc&\P)^^\P.p\P!V\PP 4p\P!V\PP RR7p\P !\P!V44'gQh\W#4\P!VP4'dQh\P!VP4'dQhR#)ryT)_no_decoN) rr!r[rcauchyrrrrrwr>r=)rcrrrs& rmtest_pm_inf_gh20386TestKSTest.test_pm_inf_gh20386sArvv&ll4!1!12ll4!1!1DAvvbkk#&''''S88CMM****88CJJ'''''rprNautorM) rrrrr5rrrrrrrrs@rmrrs(VO S - ? ( (rprca]tRtRtoRtR RltRtRtRtRt ] PPR] P] P.4] PPR .RO4R 44tR tVtR #)TestKSOneSampleizQ Tests kstest and ks_samp 1-samples with K-S various sizes, alternatives, modes. c\P!V\PPW%R7p\P !W4.4p\ \P !V4WR7R#)rrWN)r[rrXrrrrrs &&&&&&& rmrTestKSOneSample._testOnesA5::>>{V88/?@!"((6"2HNrpc\P!R^^ 4pRp\P!V\PP 4p\ W24R#)rWNrUr)rr5r[rrXrrrs& rmr*TestKSOneSample.test_namedtuple_attributess9 KKAq !, nnQ /C,rpc>\P!R^^ 4pVPVRRR4\P!R^^ 4pVPVRRR4.ROpVPVRRR4VPVRRR R R 7VPVR R RR R 7R#)rWrg |N?g7.s?g{CTp?g M)r?Tgv(?)r?TgT ?)@g\(\?Fr)r?Fg (>)rgQ?Fg@c?)r?FgX+ʳP?r) rrrwrrbrrrYrcheckintrbool)rcdatasets& rmtest_ks1samp_allpaths%TestKSOneSample.test_ks1samp_allpathssD123 :-E F F CD !GQ-./**  4 '9a066sE4>P6Q=G Fs C C- ksfunc*alternative, x6val, ref_location, ref_signc\P!^ 4R,pW6^&\P!^ R7PpV!WgVR7p\ VP RRR7VPV8XgQhVPV8XgQhR#)rOr1rbrrDrDrN) rrr[rrr r>statistic_locationstatistic_sign) rcr&rx6val ref_locationref_signrfrrs &&&&&& rmtest_location_sign"TestKSOneSample.test_location_signsu IIbMC !mm"%))Q5 s7%%555!!X---rprNr))rrzrzrW)rrJrJrU)rrzrzrW)rrJrJrU)rrrrr5rrrrr$rrr r[rrr.rrrs@rmrrszO - UP!RF [[X enn'EF [[I78 . 8G .rprca]tRtRtoRtRRltRtRtRtRt Rt R t R t ] PPR 4t] PPR 4tR tRt] PP(R4t] PP(R4t] PPR4tRt] PPR4t] PP5R.^.3^..3..334R4t] PP(R4tRt] PP5R]P>]P@.4] PP5R.RO4R44t!Rt"Vt#R#)TestKSTwoSamplesi/z f['6B fY@ fVQ4rpcf\P!^^d^d4pV^,R,pV^,R, pVPWRR R4VPWRR R4VPWR^R4VPWRR R4VPWRR R4VPWR^R4R #) rWrDrg~z?rgz;.B?rrgn2IU?Nr{Gz?r)rcx100 x100_2_p1 x100_2_m1s& rm test100_100TestKSTwoSamples.test100_100Ys{{1c3'1HsN 1HsN  d{I?QR dy)=OP dvq#6 d{IsC dy)=NO dvq#6rpc\P!^^d^d4p\P!^^d^n4pV^,R,pV^,R, pVPWRR R4VPWRR R4VPWR^^4VPWRR R4VPWRR R4VPWRR R 4R #)rWrDrg@߿?rg}n?rg]O );?gѫ);?rrNg?g:[?r)rcrEx110 x110_20_p1 x110_20_m1s& rm test100_110TestKSTwoSamples.test100_110ds{{1c3'{{1c3'BY_ BY_  d \CWX d cJ !qA37*aS2X5a?sK!rQC!G+qcBh6!q@L eK9KL eIv7JK eFFC8 eK>PQ eI{ e1Wi= e1WfeR8 e3Y UC@ e3Y 5$? e3Yr: e3Y UC@ e3Y 5#> e3YtT"  $ aK)<>T"  $rpc J\PPR4pVPRR7pVPRR7R,pVP W#RRRRR 7VP W#RRR R R 7VP W#R RR RR 7VP W#RRR RR 7R#)rnriri'r2rg _r!?gAD5rrrorrgלN#y7rgvqw?Nrprqs& rmtest_gh11184_bigger$TestKSTwoSamples.test_gh11184_biggersii##F+ JJEJ " JJEJ "S ( aK)<>T"  $ aK)<>T"  $ aI':EEENN5g>EEE eQY / eQY /*rpc RRr!VR,pRV, V, ^, ^, p\P!^^V4V, p\P!^^V4pVPWVRRV, RRR7VPWVRRV, R R R7VPWVRRV, RR R7VPWVR RV, R 4VPWVRRV, R4\4;_uu_4pRpVP \ V4VPWVR RV, R R R7VPWVRRV, RR R7RRR4R# +'giR#;i)rii*rrrg@gkHY?rrgLɔ.?rrrg.LbG2?rrgr?֎?r[N)rr5rr rr) rcr^r_rjr`rfrgrrs & rm testLargeBothTestKSTwoSamples.testLargeBothsRBgBr ! A  KK3 #e + KK3 # aK6H"  $ aK6H"  $ aK6H!  # aIus{4FG aFD3J0BC  CAG JJ~w / MM! 53;8J&  ( MM!s 4F&  ( ! s AE E/ cTRp\P!^^.^.4p\W!4R#r>Nr)r[r3rrcr@rs& rmtestNamedAttributes$TestKSTwoSamples.testNamedAttributes s%, nnaVaS)C,rpc  ^RIHpHpV!^^^^4V!R^^R4\P!RR7;_uu_4\ \ VRR^^4\ \ VRR^^4R R R 4R # +'giR #;i) ry)_count_paths_outside_method!_compute_outer_prob_inside_methodrirr~reiKr9N)scipy.stats._stats_pyrrrrrFloatingPointError)rcrrs& rmtest_some_code_paths%TestKSTwoSamples.test_some_code_pathssq *!Q15#D!Q5 [[ ) ) ,.Ia , ,.Ia ,* ) ) )s )A11 B rcH\P!\\R7;_uu_4\P !V!p\ VP\P4\ VP\P4RRR4R# +'giR#;ir) rrbrrr[r3rr>rrbr=rcrrs&& rmtest_argument_checking'TestKSTwoSamples.test_argument_checking!sY\\,4I J J..$'C  / RVV ,K J J J AB B! c 4\PPR4Rp\PP VR^R7pV^,p\P !W#RRR7\P !W#RRR7\P !W#R RR7R #) zEnsure gh-12218 is fixed.Nai rr%rrrrrN)rrrr[rrr3)rcr^rvs1rvs2s& rm test_gh12218TestKSTwoSamples.test_gh12218)sm x }}  bb :ax tywG tvGD t{Irpc\PPRR7pVPRR7R,pVPRR7pRp\P!\ VR7;_uu_4\ P!W#RR 7p\VP^R R 7R R R 4R # +'giR #;i) i{friqrr1iqz(ks_2samp: Exact calculation unsuccessfulrrrrirEN) rrr rrbrr[r3r r=)rcrrrrrs& rmtest_warnings_gh_14019'TestKSTwoSamples.test_warnings_gh_140196sii###2  $s*  $< \\. 8 8..6BC CJJ 69 8 8 8s 21B-- B> r&r'c\P!^ \PR7pVP4pW6^&\P !WgVR7pVP R8XgQhVPV8XgQhVPV8XgQhR#)rOr6rrDN) rrrr@r[r3r>r)r*) rcr&rr+r,r-rfrgrs &&&&&& rmr.#TestKSTwoSamples.test_location_signBst IIb + FFH!nnQ{;}}###%%555!!X---rprN)r))r皙@rrW)rffffff@rrU)rrrrW)rrrrU)$rrrrr5rr6r=rArHrNrUrXrrrrarfrkrrrrrur{r~rrr rrrr[rr3r.rrrs@rmr1r1/sF> 4 5 5 7 : L = [[226 [[228 K$ [[ $ $ [[ 0 0 [[((.-  [[,,  [[VrA3i1#rRH%EF-G- [[ J J 7 [[X enn'EF [[I;< . <G .rpr1c nRRrW).W.3p\P!^^d^d4p\P!RR^d4p\P!\P!^^d^d4\P!RR^d4.4p\P!\P!RR^d4\P!^^d^d4.4p\P!W4^R7wrx\ Wx.W34\P!VP VP ^R7wrx\ Wx.V4\P!WV^R7wrx\ Wx.V4\4;_uu_4p \P!RRR7;_uu_4V P\R4\P!RR 4wrxR R R 4R R R 4\\P!V44\\P!V44R!p \P!W4^R7p \W4\P!WUV.4p \P!WfV.4p \P!W^R7wrx\ \P!V4V4\ \P!V4V4\!VP"R"4\P!\P$!V ^^4\P$!V ^^4^R7wrx\ \P!V4V4\ \P!V4V4\!VP"R#4\'\(\PW4R R 7\P!W4^R R7wrx\+V^V^, , 4\+Wp4\P!W4^RR7wrx\+W^, 4\+Wp4\P,P/R4p\P0P3^^ RVR7p\P4VR&\P0P3^^ RVR7\P0P3RRVR7,p\P4VR&\P!RR7;_uu_4\7\P!W4\P4\P434R R R 4\ \P!VVRR7R$4\'\(\PVVRR7\'\(\PVVRR7\8P:!\RR7;_uu_4\P!.R%O.R&O4wrxR R R 4\!\P!V4V3\P<^34\P!RR7;_uu_4\!\P!.R%O.R%O4\P4\P434\P!^\P4.R'^..4p\!\P!V\P>!R(44^\P4.^\P4.34R R R 4\P@!^4p\'\(\PVPCR)4VPCR*44Rp\PD!V4p\P4VR+&\P4VR,&\8P:!\F\HR7;_uu_4\P!WV^RR7wrR R R 4\8P:!\F\HR7;_uu_4\P!WV^RR R7wrxR R R 4\+WpRR 7\P!RR7;_uu_4\+VV!WR 4RR 7R R R 4\8P:!\F\HR7;_uu_4\P!WV^RRR7wrxR R R 4\+WpRR 7\P!RR7;_uu_4\+VV!WR4RR 7R R R 4R # +'giELH;i +'giELT;i +'giEL;i +'giELz;i +'giELp;i +'giEL;i +'giELl;i +'giEL6;i +'giL;i +'giR #;i)-gu?gȵI?rgKX@r>r}rrrrNrrrrrrrr!r4)r$rrr~rrrrrrclV^8dVR8XgV^8dVR8Xd V^, #^V^, , #ryrrrrrealts&&&rmconverttest_ttest_rel..convert3 EcVmQ3)3Cq5LAE{rprerirrrWr:)ghm#1?gry̧?ryryryrrUr;)rFrrErr)r:rrN)r:rrN)%rr5rr[ ttest_relrrr rrrrrwrr<absrrr=rrr rr rXrrbrrrbr!rYrr] vectorizerr)trrHtprrrrvs1_2Drvs2_2Drrerr@rrvs1_3Drvs2_3Drrfrgananr converters rmtest_ttest_relrUsu !4r s8RG C ;;qS !D ;;tF3 'Dhh Ac#. D0LMNGhh D4bkk!C6LMNG //$1 -CAqeRG, //'))WYYQ 7CAqeC( //' 3CAqeC(    KK : : >#FGr2& ;  BHHQK BHHQK)J //$1 -C(ii12Gii12G //' 3CAbffQi,bffQi,&! ??2;;w15;;w15 ! #DAbffQi,bffQi,&!*eootwO ??4A6 BDAAq2a4x A ??4A9 EDAA!tA ))   )C 1BSsCA VVAcF ARc D c# > ?A VVAcF X & &5??102662662BC 'eooavFGI*eooq!H*eooq!I n,E F Fy)4 G"&&)Q"&&!- X & &U__Y :RVVRVVr=)rfrgrrr3s rmtest_ttest_rel_nan_2nd_argrs c3AA & 1B & 1BBLL2<<-e<BIIryyu5 2" &BB' B 40rpch\P!\\R7;_uu_4\P !..4pRRR4\ X\PP4'gQh\V\P\P34R# +'giLh;ir) rrbrrr[rr7 _stats_py TtestResultrrrb)rs rm#test_ttest_rel_empty_1d_returns_nanrsk (0E F FR( G feoo99 : :: :"&&"&&)* G Fs B!! B1 b, expected_shapec\P!R4p\PP4;_uu_4pVP \ \ 4\P!W RR7pRRR4\X\PP4'gQh\P!V\PR7p\VPV4\VP V4R# +'giL;i)rr>NrrrWryrU)rrBr"r rrrr[rr7rrr~rbrr>r=)rWexpected_shaperKrrexpected_values&& rmtest_ttest_rel_axis_size_zerors A  % % ' '3 %'<=B/ ( feoo99 : :: :WW^?N!!>2/ ( 's 3C88 D cf\P!R4p\P!R4p\P!W^R7p\ V\P P 4'gQh\VPPR4\VPPR4R#rWr>N)rWrFryrwrFrWrwry) rrBr[rr7rrrr>rr=)rKrWrs rm test_ttest_rel_nonaxis_size_zerorsw A A __Q *F feoo99 : :: :!!''0$$f-rprc\PPR4p^ pVPVR^R7pVPV^^R7pRR R.RR \P.R\P)R./p\ P !W4VR7pVPR R 7p\WuV,4\VPV^, 4R #)lC67l: r2r%rgi{a?rrgC?rr'r(NgZ?Yg8) rrrrr!r[rrr rr*)rrrrfrgrrrs& rmtest_ttest_rel_ci_1drs ))   3 4C A s! ,A q *A +->? )2662 RVVG01 3C //!K 8C $ 7BBK()1rpztest_fun, argscV!V!pRp\P!\VR7;_uu_4VP^ R7RRR4R# +'giR#;i)r.rr(N)rr rr)test_funr?rrs&& rmtest_ttest_ci_ivrsC D/CDG z 1 1 4 2 1 1 1s A  A rdc`aSf \W4MSoRV3RllpV!W4V!W4,#)Nc<SPV4pSPWR7pSPW^R7pVPV,pW#V3#)r>r)rYr^rr)rfr?murnobsrds&& rm_stats_desc_stats.._stats-sI JJqM WWQW "ffQaf0wwt}}rpr)r&)rrr?rdrs&&&d rm _desc_statsr*s/$&J BB " fR. ..rpcb VPR4pVPR4pVPW).4pVPW".4pVP^^i^d4pVP^^d^d4pVPWV.4pVPWe.4p\P!WV^R7p V wr\ W4\ W4\P !\WV4!p V wr\ W4\ W4\P!VPVP^R7p \ V PV4\ V PV4\P !\VPVP4!p \ V PV4\ V PV4\P!Wx^R7p \ V PV4\ V PV4\P !\Wx^R7!p \ V PV4\ V PV4Rp \P!\V R7;_uu_4\P!WVRR7RRR4\VPVP4p \P!\V R7;_uu_4\P !V RR/RRR4\P!WVR R7wr\ V ^V^, , 4\ W4\P!WVR R7wr\ W^, 4\ W4\P!VPVP^R R 7p\VPVP4p \P !V RR /p\ VPVP4\ VPVP4\P!VPVP^R R 7p\VPVP4p \P !V RR /p\ VPVP4\ VPVP4VPVP4pVPVP!VP"^,4^8HVV4p\P!WV^R7p \%V PV4\%V PV4\P !\WV4!p \%V PV4\%V PV4R# +'giEL;i +'giEL;i) ru?g8Mѱ?r>rrrrNrrrr)rYrr5r[ ttest_indr/ttest_ind_from_statsrrr>r=rr rrbrPrrr0)rdrrHtr_2Dpr_2Drrrrrrrerr?rrNaNs& rmtest_ttest_indr7s & 'B ' (B HHb#Y E HHbX E ;;q#s #D ;;q#s #Dhh|$Ghh|$G //$1 -C DAAA  $ $k$&= >C DAAA //'))WYYQ 7CCMM5)CJJ&  $ $k'))WYY&G HCCMM5)CJJ& //' 3CCMM5)CJJ&  $ $k'&K LCCMM5)CJJ& IG z 1 1 ': 2 wyy')) ,D z 1 1 ""D@@ 2 ??46 :DAAqBqDz"A ??49 =DAA!tA ??799giiaV LD wyy')) ,D  % %t @ @DDNNDNN3DKK- ??799giiaV LD wyy')) ,D  % %t @ @DDNNDNN3DKK- **RVV C 88BIIdjjm,13 =D //$1 -CCMM3'CJJ$  $ $k$&= >CCMM3'CJJ$M 2 1 1 2 1 1s'V  V V  V. c \P!^^i^d4p\P!^^d^d4p\P!W.4p\P!W.4p\P!W"V.4p\P!W3V.4p\PP R4p\ PP^^ RVR7p\PVR&\ PP^^ RVR7p\P!RR7;_uu_4\\ P!Wx4\P\P34RRR4\\ P!WxRR 7R4\\\ PWxR R 7\\\ PWxR R 7\ P"!\$R R 7;_uu_4\ P!.RO.RO4wrRRR4\'\P(!X 4X 3\P*^34\P!RR7;_uu_4\'\ P!.RO.RO4\P\P34\P!^\P.R^..4p \'\ P!V \P,!R44^\P.^\P.34RRR4\PVR&\PVR&Rp \P.!V 4p \ P!WE^RR7wr\ P!WE^RRR7wr\1WRR7\1W!WR4RR7\ P!WE^RRR7wr\1WRR7\1W!WR4RR7R# +'giEL;i +'giEL;i +'giEL;i)rwrrrr!r}r~NrrrrrrclV^8dVR8XgV^8dVR8Xd V^, #^V^, , #rrrs&&&rmr*test_ttest_ind_nan_policy..convertrrprr)r?rrrirr)guͷ?g*,?rrrUr;)rr:rOrN)rr:rzrQN)rr5rr<rr r[rXrrbrrrrrrrrbrrrr!rYrr )rrrrrrrrfrgrrerrrrrHs rmtest_ttest_ind_nan_policyrs ;;q#s #D ;;q#s #Dhh|$Ghh|$Gii734Gii734G ))   )C 1BSsCA VVAcF 1BSsCA X & &5??102662662BC 'eooavFHJ*eooqH*eooqI n,E F Fy)4 G"&&)Q"&&!- X & &U__Y :RVVRVV#FGr2&&C  88A;;; 88A;;; &C%B  s" C0B1 #C1 C <C C z&ignore:Arguments...:DeprecationWarningca]tRtRto^t]P P^4]P!]P!^],^,4]P P ^],^,434t ]P!]P!]^,4^d,]P P ]^,434t ]P!^ 4t ]P!^ 4^d,t ^^.t^^.t]P P^4]P"P%^^ RR7P'^d^4P(t]P"P%^^^dR7tRR.tRR.t.ROt] ] R^/]3] P(] P(R^/]3] R ,] R ,RR/]^,3] R ,P54] R ,P54RR/]^,3] ] R^R^/]3] ] R]P P7^4R^/]3] ] RR/R3]]RR!R^/]3]]/R"3] ] R]P P9^4R^/]3. t]P>P@]P>PCR ]4R 44t"R t#R t$R t%Rt&]P>PO4R4t(Rt)Rt*Rt+]P>PCR.R#O4]P>PCRR$R%.4R44t,]P>PCR.R#O4]P>PCRR$R%.4R44t-Rt.]/!RRR7R4t0Rt1Vt2R#)&Test_ttest_ind_permutationsir!r"r?Nr equal_varTza,b,update,p_dcRRRR/pRRRRRRR^/pVPV4VPV4\P!W3/VBwrx\P!W3/VBwr\Wy^4\W4R#)r?NrF permutationsrr)updater[rr) rcrKrWrp_d options_a options_pstat_arstat_pr=s &&&&& rmtest_ttest_ind_permutations7Test_ttest_ind_permutations.test_ttest_ind_permutationssT;6 T;#T>1>   OOA6I6 ;;!&!4!&.rpcb\PP^4p^pVP^V^4pVP^V^4pR^RR/pVP RR7\ P !W43/VBp\ P !WC3/VBpVP RR7\ P !W43/VBp\ P !WC3/VBp VP RR7\ P !W43/VBp \ P !WC3/VBp \VPVP4\VPV P4\VPVP)4\VPV P)4\V PV P)4\V PV P4\VPV P4\VPVP4VPR8*p \VPV ,V PV ,,V PV ,4\VPV (,VPV (,,V PV (,4R #) ryr?rrrrrrr1N rrr rrr[rrr>r=) rcrNrKrWrres_g_abres_g_bares_l_abres_l_bares_2_abres_2_bars & rm test_ttest_ind_exact_alternative Y/??1595V,??1595[1??1595 X__x6In59:: < #%HOOD11 -D :Qxu556 .T ;HOOTE22 .T ;Qxt445 -D :rpc\PP^4p^2pVPV^4pVPV^4p\PVR &\PVR&\PVR&\PVR&RRR^/pVP RR7\ \RR7;_uu_4\P!W43/VBpRRR4\4;_uu_4pVP\R 4VP R R7\P!W43/VBp\P!V4P^R 7\P!V4P^R 7,p\P!VR V(3,VR V(3,3/VBp \VP V,\P4\VP"V,\P4\%VP V(,V P 4\%VP"V(,V P"4\P!VP'4VP'43/VBp\P!VP 4'gQh\P!VP"4'gQhRRR4R# +'giEL;i +'giR#;i)ryrrrrrrrNrrr>rrwrW)rFrE)rIr)rrr rrbrrrr[rr rrrwrrr=r>r r) rcrrrKrWrrrrrs & rm$test_ttest_ind_permutation_nanpolicy@Test_ttest_ind_permutations.test_ttest_ind_permutation_nanpolicys$ii##A&  HHQN HHQN&&$&&$&&$&&$#T>1=  G, :-L M M//!4)4CN C JJ~'7 8     4//!4)4C88A;???*RXXa[__!_-DDD??1QX;!dU( IyID D)266 2 t,bff 5 CJJu-t{{ ; CMM4%0$.. A//!'')QWWYD)DC88CJJ'' ''88CMM** **#! N M M! sK'5G$K;K;' K8 ; L c X\\RR7;_uu_4\P!VPVP RR7RRR4\\RR7;_uu_4\P!VPVP RR7RRR4\\RR7;_uu_4\P!VP VP^R^R7RRR4R# +'giL;i +'giLv;i +'giR#;i) zPermutations must berrNr2z'hello' cannot be usedhello)rrr?rV)rrr[rrb2rKrWr|s&rm'test_ttest_ind_permutation_check_inputsCTest_ttest_ind_permutations.test_ttest_ind_permutation_check_inputss :-C D D OODGGTWW2 >E :-C D D OODGGTWW3 ?E :-E F F OODFFDFF)0q :G F E D D D F F Fs#.C2).D80D2 D  D  D) c^ p\PPV^4p\PPV^4p\P!W#^R7P p\ RV94RV9gQhR#)rOrrN)rrrr[rr=print)rcrrKrWp_valuess& rm)test_ttest_ind_permutation_check_p_valuesETest_ttest_ind_permutations.test_ttest_ind_permutation_check_p_valuess`  IINN1b ! IINN1b !??1a8?? c!"("""rprrc \PPR4pVPVR7pVP^ R7p\RR7p\PPR4p\P !RRV/VBp\P !WERWR7pRp \PPR4p\P!WE3V 3RRRVR V/VBp \VPV P4\VPV P4\P !WERVR 7p \VPV P4\VPV PR R 7R #)Nvf_aBrreN\Sju rr?rrcF\P!WVR7P#r>r[rr>rfrgr?s&&&rmr>FTest_ttest_ind_permutations.test_permutation_method..statistic%//!T*J*T*T#Trpr?rrrrNrrU) rrrrr[rrpermutation_testrr>r=r ) rcrrrrfrgr@rrr>rs &&& rmtest_permutation_method3Test_ttest_ind_permutations.test_permutation_methods6ii##$45 JJEJ " JJBJ #&ii##O4((;S;F;ooaT Uyy$$_5$$aVYHRHSH1<H@FH S]]CMM2SZZ,ooaES]]CMM2 CJJT:rpc @\PPR4pVPVR7pVP^ R7p\RR7pRp\PPR4pVPVP.p\ P !WE33RVRVRRR V/VBp \PPR4pVPVP.p\ P!RRV/VBp \ P!WERWR 7p \V PV P4\V PV P4\ P!RR R/VBp \ P!WERWR 7p \V PV P4\V PV P4\ P!WERVR 7p \V PV P4\V PV PR R7R#)r rr r cF\P!WVR7P#r" r# r$ s&&&rmr>FTest_ttest_ind_permutations.test_monte_carlo_method..statisticr& rpr rr>r?rr rrrrNrUr) rrrrrr[monte_carlo_testrrrr>r=r ) rcrrrrfrgr@r>rrrrs &&& rmtest_monte_carlo_method3Test_ttest_ind_permutations.test_monte_carlo_methodsii##$45 JJEJ " JJBJ #& Uii##O4""C$7$78$$aVHH HPRH1<H@FHii##O4""C$7$78'':C:6:ooaTS]]CMM2SZZ,''FOFvFooaTS]]CMM2SZZ,ooaES]]CMM2 CJJT:rpcRp\P!\VR7;_uu_4\P!.RO.RORR7RRR4R# +'giR#;i)zC`method` must be an instance of `PermutationMethod`, an instance...r migratoryrNrr+)rr rr[rr;s& rm test_resampling_input_validation?@A 299QT?S("))*:*:1a4*@ABA 2B 2 B QB QBIINN1 ::>>ar"  $$+GCOAA ::>>ar> 4D < C~&G+G A{C accFA;$ 4!D'FD>3q62 4 1T7>>+fd^SVD A61-s3 A 5 5a 8&!DcJ R+t$f- tfb.!4g> RS A 5 5a 8&!DgN  F [[ [[-v6 /7 /(-T *'&<: [[::B"+H:# [[],LM [[Wug&67;8N;4 [[],LM [[Wug&67;8N;BF t,GH7I7rprca]tRtRto]P P 4]P PRR^R^/RR//..ROR7]P PRR R .RR .R7R 444t]P PRR^R^/RR//..ROR7]P PR R^.4R44t Rt Vt R#)Test_ttest_ind_commoni kwdsrrtrimr4)idsrTF unequal_varcf\PP^4\PP^^^^^^4p\PP^^^^^4p\P !W43RR/VBp^^^rpW6RVR^R3,p VR^RVR3,p \P !W3RR/VBp \ VPVRWxR3,V P4\ VPVRWxR3,V P4\P!\P!VR4RR4p \P!\P!VR 4RR4p V PRRp\P!V4p\P!V4p\RV4!FMpV V,pV V,p\P !VV3RR/VBpVPVV&VPVV&KO \WP4\VVP4R#) ryr?rNc38"TFp\V4xK R#5irr.0rs& rm =Test_ttest_ind_common.test_ttest_many_dims..Cs 95aq5rVrZrWrWrWrWrErWrUrwrWrrWrWrW)rrrrr[rrr>r=r=tilerrYrr )rcrA rrKrWrrrrrr rrfrgr statisticspvaluesindicesxiyirs&&& rmtest_ttest_many_dims*Test_ttest_ind_common.test_ttest_many_dims$s q IINN1aAq! , IINN1aAq )ooa44t4Qa !Q1a  q!Q1} r7B7$7S]]1aq=1^^ %SZZ1aA .[[ " KK#56B ? KK#56B ? XXe_ ((5/ 95 9:G7B7B??2r;;d;D"&..Jw #{{GG  ;  MM2,rpr?c \PPR4pVP^ R R7P R4pVP^ R R7P R4p\P V^,^,^&\P V^,^,^&\P !\P!WE,VR74p\4;_uu_4p\P!RR7;_uu_4VP\R4VP\R4\P!WE3RV/VBpR R R 4R R R 4\P !XP4p \W4\P !VP 4p \W4R # +'giLp;i +'giL{;i) lAoI;rrr>r}r~z'invalid value encountered in less_equalrr?N)rwrrO)rrrintegersr rbrwr^r rrrr[rr=rr>) rcrA r?rrKrWrrrp_nansstatistic_nanss &&& rmtest_nans_on_axis'Test_ttest_ind_common.test_nans_on_axisMs>ii##$9: LL*L - 4 4W = LL*L - 4 4W =VV!Q VV!Q 88BFF15t45 CX)F)F JJ~@ B JJ~'@ A//!:T:T:C *G #**%6,#--0>4*G)F s%* G  AF8 G 8 G G  G rN)rrB basic)rB rr] rU) rrrrrrrrr rU r[ rrrs@rmr@ r@ s [[ [[V~sNA&N'-rlB&8!BD [[[4-"-}!=?!-?D !-F [[V~sNA&N'-rlB&8!BD [[Vb!W-5.D5rpr@ c a]tRtRto.RO.RORRR..RO.RORRR..RO.RORRR..RO.ROR R R..R!O.R"OR R#R..t]P PR ]4R 4tR t Rt ]P PRR$4R4t Rt ] !RRR7R4t]P PR.R%O4R4tRtVtR#)&Test_ttest_trimikg9(?r4gBM)u?g ]@gyd?g s5v@g{Gz?gn4aƂg?g!nu?za,b,pr,tr,trimc p\P!WVRR7wrg\WdRR7\WsRR7R#)a8 Using PairedData's yuen.t.test method. Something to note is that there are at least 3 R packages that come with a trimmed t-test method, and comparisons were made between them. It was found that PairedData's method's results match this method, SAS, and one of the other R methods. A notable discrepancy was the DescTools implementation of the function, which only sometimes agreed with SAS, WRS2, PairedData and this implementation. For this reason, most comparisons in R are made against PairedData's method. Rather than providing the input and output for all evaluations, here is a representative example: > library(PairedData) > a <- c(1, 2, 3) > b <- c(1.1, 2.9, 4.2) > options(digits=16) > yuen.t.test(a, b, tr=.2) Two-sample Yuen test, trim=0.2 data: x and y t = -0.68649512735573, df = 3.4104431643464, p-value = 0.5361949075313 alternative hypothesis: true difference in trimmed means is not equal to 0 95 percent confidence interval: -3.912777195645217 2.446110528978550 sample estimates: trimmed mean of x trimmed mean of y 2.000000000000000 2.73333333333333 FrB rrDrENr[rr )rcrKrWrHrrB r>r=s&&&&&& rmtest_ttest_compare_r$Test_ttest_trim.test_ttest_compare_rs.@"OOAtuM  E2/rpc.R Op.R Op\P!WRRR7wr4\VRRR7\VRRR7R#) rQg ףp= ?Fra gRbv?rrEgOi?N) rQrMrrr,rQrMrrrrf )rMrQrrrg rh rMrQrri rrb rcrKrWr>r=s& rmtest_compare_SAS Test_ttest_trim.test_compare_SASs= = D"OOAseL t4 8$7rpc .ROp.ROp\P!WRR7wr4\VRRR7\VR RR7R#) a^ The PairedData library only supports unequal variances. To compare samples with equal variances, the multicon library is used. > library(multicon) > a <- c(2.7, 2.7, 1.1, 3.0, 1.9, 3.0, 3.8, 3.8, 0.3, 1.9, 1.9) > b <- c(6.5, 5.4, 8.1, 3.5, 0.5, 3.8, 6.8, 4.9, 9.5, 6.2, 4.1) > dv = c(a,b) > iv = c(rep('a', length(a)), rep('b', length(b))) > yuenContrast(dv~ iv, EQVAR = TRUE) $Ms N M wgt a 11 2.442857142857143 1 b 11 5.385714285714286 -1 $test stat df crit p results -4.246116897032513 12 2.178812829667228 0.00113508833897713 r4rB gR?rrEN rrrrffffff?rrrrGrp rp rCg@rrr1rg333333@rrg@rg^rb rj s& rmtest_equal_varTest_ttest_trim.test_equal_vars<& D C!OOAr:  3%@ #5EBrpz alt,pr,trc .ROp.ROp\P!WERRVR7wrg\WrRR7\WcRR7R#) z > library(PairedData) > a <- c(2.7,2.7,1.1,3.0,1.9,3.0,3.8,3.8,0.3,1.9,1.9) > b <- c(6.5,5.4,8.1,3.5,0.5,3.8,6.8,4.9,9.5,6.2,4.1) > options(digits=16) > yuen.t.test(a, b, alternative = 'greater') r4F)rB rrrrENro rq rb )rcrrHrrKrWr>r=s&&&& rmtest_alternatives!Test_ttest_trim.test_alternativess= D C!OOArU8;= / E2rpc bRp\\VR7;_uu_4Rp\P!\VR7;_uu_4\ P !^^.^^.R^R7RRR4RRR4\\VR7;_uu_4Rp\P!\VR7;_uu_4\ P !^^.^^.R^^R7RRR4RRR4R# +'giL;i +'giL;i +'giL@;i +'giR#;i)z>Use of `permutations` is incompatible with with use of `trim`.rz5Arguments {'permutations'} are deprecated, whether...r4)rB rNz9Arguments {.*'random_state'.*} are deprecated, whether...)rB rr)rrrrbDeprecationWarningr[r)rcrrs& rmtest_errors_unsupported'Test_ttest_trim.test_errors_unsupportedsP .e < <MG0@@AARaHA= .e < <QG0@@AARa-.0A= <A@= <A@= < _\?g hO?gau?@g׌g+?g:؜^gz 54g7f?gDO%@g#xG @g\F?g4E?gnfg>P"ۿguX@gvR?g%?g2Ydzgo?gih?gn?gJ+b))rgjΜ>5?r )rgn4aƂW?r )gɿr1rW)rrrrr= rrr rc rk rr ru ry rr8 r~ rrrs@rmr_ r_ ks O%8:M  1? / 5 1? / 6 @ @ ,b 2 H "34Db JKF& [[-v6!07!0F 8C4 [[[N3 3 0t,GH0I0 [[V\2737rpr_ cTa]tRtRto]P !RR7t.RO]R &RRR]P)R.]R!&RRRR"]P.]R#&.R%O]R&&R$RR]P)R .]R'&R$RR R(]P.]R)&R*^R ]P]P.]R+&R*^R ]P]P.]R,&R*^R ]P]P.]R-&R.^R]P]P.]R/&R.^R]P]P.]R0&R.^R]P]P.]R1&] PPR.R2O4] PPRRR.4] PPR^R.4] !RRR7R4444t RtVtR#)3 Test_ttest_CIi)re13@gv7?gx_?g /?-r*r=rrr)rcrrrB rdrrfrgrrrr>r*r=rrrrs&&&&& rmtest_confidence_interval&Test_ttest_CI.test_confidence_interval+se  LLN O  KKD Eii##$78 JJszz"~ & JJszz"~ &ooa (1>$Q9a@ ff\.IBGGDM@RRS+.( vD rzz)'<4H 2T: BJJv$6TB((-B BFFBJJsO$ ? BGGRZZ%5D ArprN)rrErErwgͿ)r r gv7?gę"Ͽg8{M(?rrWryrygD.ɿ)rEryryreϿ)r r g?JJ?gbտg3Պ?)ryryrW)rWryrWgads2ѿ)rEryrWgs"%ο)ryrWryrWrWry)rErWryg:пrr)rErWrWrn)rrrrrrBrr!rbrrr rr rrrs@rmr r s< |$ANAgJibffWlKAgJiM266JAgJLAgJibffWlKAgJiL"&&IAgJ%r+=rvvrvvNAgJ%r+=rvvrvvNAgJ%r+=rvvrvvNAgJ%r+=rvvrvvNAgJ%r+=rvvrvvNAgJ%r+=rvvrvvNAgJ [[],LM [[[5$-8 [[VaX.k*JKBL/9NBrpr c z\PP^4\PP^^^^^^4p\PP^^^^^4p\ W3RR7p\P !VR4p\P !VR,R4p\ RVP4!FspVwrErgrWpPR,8d WWVWxV 3,W$WVWxV 3,8XgQhK?WWVWpPR,, W3,W$WVWxV 3,8XdKsQh R#)ryr>Nc38"TFp\V4xK R#5irrG rH s& rmrJ .test__broadcast_concatenate..Vs5W588WrL rVrM )N.rN )rrrrrrO rr) rKrWrjindexrrrr5rrs rmtest__broadcast_concatenater LsIINN1 q!Q1a(A q!Q1%AvB/A %&A ) 01A5QWW56 aA wwr{?aA%&!qQ1,<*== ==a''"+oq34Q1:J8KK KK 7rpcva]tRtRto]!]P 4R4t]PPR4]PPR4R44t Rt Rt ]PPR]P !R4R3]P !R4R3.4R 4tR tR tR tVtR #) TestTTestIndi^clVP.R O4pVP.RO4pVPR4pVPR4p\P!W#RR7wrg\We4\Wt4\P!\ W#4RR/wrg\We4\Wt4VP.RO4pVPR4pVPR4p\P!W#RR7wrg\We4\Wt4\P!\ W#4RR/wrg\We4\Wt4VPR4pVPR4pVPR4pVPR 4p VP WU).4p VP WD.4p VP^^d^4p VP^^d^d4p VP^^i^d4pVP W.4pVP W.4p\P!W^RR 7wrg\We4\Wt4\P!\ W4RR/wrg\We4\Wt4\P!W^RR 7wrg\Wh4\Wy4\P!\ W4RR/wrg\Wh4\Wy4\P!VPVP^RR 7p\VPV 4\VPV 4\ VPVP4p\P!VRR/p\VPV 4\VPV 4\P!VV^RR 7p\VPV 4\VPV 4\ VV^R 7p\P!VRR/p\VPV 4\VPV 4R #)rg9(?FrrgJ?rg@[?gωұ?ghG?)r?rr>Nrr gerDg9ʿ) rYr[rr/rrrr5rr>r=)rcrdrKrWrHrrre tr_uneq_n pr_uneq_nrrrvs3rrrrrr?s&& rmtest_ttest_ind_with_uneq_var)TestTTestInd.test_ttest_ind_with_uneq_var`sI JJ| $ JJ ' ZZ+ , ZZ- .qu5));q+<NN JJ' ( ZZ+ , ZZ- .qu5));q+<NNZZ* +JJ23 ZZ+ ,JJ23 "c#""{{1c2&{{1c3'{{1c3'((D<(((D<(tUC));t+BTeTtUC%%));t+BTeT%%oogiieL u- E*799gii0(($@%@ u- E*oogwQ%H u- E*7G!4(($@%@ u- E*rp0ignore:divide by zero encountered:RuntimeWarning/ignore:invalid value encountered:RuntimeWarningc VP^4pVP^4p\V\RR7;_uu_4\P !W#RR7wrERRR4\ XVPVP)44\ XVPR44\P!RR7;_uu_4\P !W"RR7wrE\ WAPVP44\ WQPVP44VP^VP.R ^..4p\P !WaPR 4RR7wrE\ WAPR\P.44\ WQPR \P.44RRR4R# +'giEL|;i +'giR#;i) rrrFr Nrr}rrrUr;) rYrr'rr[rr0rYr!rrrb)rcrdrfrgrrers&& rmtest_ttest_ind_zero_division)TestTTestInd.test_ttest_ind_zero_divisionsM HHQK GGAJ N2K L L??159DAM 2::rvvg./2::b>* [[X & &??159DA Azz"&&1 2 Azz"&&1 2::266{RG45D??4&)9UKDA Azz2rvv,7 8 Azz2rvv,7 8' & M L L ' & &sG DG G  G0 c\PRRR.p.R Op\P!WRR7p\P!W!RR7p\ VP VP )RR7\ VP VP RR7\P!W!R,4p\ WERR7\ VR RR7R#) rrrrrrDrErNr)g8HgW@?)rrbr[rr r>r=)rcrfrgrrrs& rmtest_ttest_ind_nan_2nd_arg'TestTTestInd.test_ttest_ind_nan_2nd_args VVS#s #  __Qf 5 __Qf 5 r||m%@ 29959__Q" &U+ G" $rpcz\V4'dh\P!\\R7;_uu_4\ P !VP.4VP.44pRRR4M5\ P !VP.4VP.44p\X\ PP4'gQhVPVP4R,p\VPV4\VPV4R# +'giL;irF)r)rrbrrr[rrYr7rrrbr0r>r=rcrdrrs&& rm#test_ttest_ind_empty_1d_returns_nan0TestTTestInd.test_ttest_ind_empty_1d_returns_nans B<<08MNNoobjjnbjjnEON//"**R."**R.AC#u::;;;;jj $ s+ C(ONs 6D** D: rc0VPR4pVPWPR7p\PP 4;_uu_4pVP \\4\P!WARR7pRRR4\X\PP4'gQhVPW#PR7p\!VP"V4\!VP$V4R# +'giL;i)rr6r>NrrrU)rBrYr7rr"r rrrr[rr7rrr~rbr0r>r=)rcrWrrdrKrrrs&&&& rmtest_ttest_ind_axis_size_zero*TestTTestInd.test_ttest_ind_axis_size_zeros HHY  JJqJ ( ZZ ) ) + +s JJ)+@ A//!R0C,#u::;;;;FFC ~6 N3, +s 3D D cFVPR4pVPR4p\P!W#^R7p\V\PP 4'gQhVP PR8XgQhVPPR8XgQhR#r rBr[rr7rrr>rr=rcrdrKrWrs&& rm test_ttest_ind_nonaxis_size_zero-TestTTestInd.test_ttest_ind_nonaxis_size_zeros} HHY  HHY ooa+#u::;;;;}}""V+++zz6)))rpcFVPR4pVPR4p\P!W#^R7p\V\PP 4'gQhVP PR8XgQhVPPR8XgQhR#)rWr>N)rWrJryrrr r s&& rm2test_ttest_ind_nonaxis_size_zero_different_lengths?TestTTestInd.test_ttest_ind_nonaxis_size_zero_different_lengths s} HHY  HHY ooa+#u::;;;;}}""V+++zz6)))rprNrWrwryrr rry)rrrrr.r[rr rrrr r r r rrBr r r rrrs@rmr r ^su112N+3N+` [[: [[99 9,$* ) [[0 hhy16:XXi0&9;< 4< 4 * * *rpr ca]tRtRto]P P RRR7R4t]P PR4R4t Rt Vt R #) TestTTestIndFromStatsiTz"Other backends don't like integersrcVP^^.4VP^^.4r2VP^^.4VP^^.4rTVP^^.4VP^d^.4rv\P!W$WcWW4R#rWN)rYr[r)rcrdmean1mean2std1std2nobs1nobs2s&& rm test_gh5686!TestTTestIndFromStats.test_gh5686syzz1a&)2::q!f+=uZZA'QF);dzz3*-rzz3*/Eu ""5dJrpr c  VPR4pVPR4pVPVP4p\P!W"W2W#RR7p\ VP V4\ VP V4R#)rrFr N)rYrbr[rr0r>r=)rcrdzerosixrrs&& rm%test_ttest_ind_from_stats_inputs_zero;TestTTestIndFromStats.test_ttest_ind_from_stats_inputs_zero&sezz"~jjnjj ((S38: s+ C(rprN) rrrrrrrr rr rrrs@rmr r sY [[!!$'K"MKMK [[ QR)S)rpr TzTest uses ks_1sampr5 r c\PPR4pVPVP RR74pVPVP RR74pVP ^dR7p\ P!W#RRR7p\P!VP4p\ P!V\ P !4P4PR8gQh\\P!Wd4VRR7\ P!W2RRR7p\P!VP4p\ P!V\ P !4P4PR8gQh\\P!Wd4VRR7VP.RO4VPR.4r2\ P!W#RR7p\V4VP8XdR MR p\VP VPR 4VR 7\VPVPR 4VR 7R#)lbQrT)rr?rDrrEr2r rrgzNd?rgJ?N)rirE)rirWrU)rErrw)rrrrYrrr[rr=rrr quantiler+rr/r>)rdrrfrgr@rr=rs& rmtest_ttest_uniform_pvaluesr 2s ))   0C 3::::./A 3::::./A  A //!$R 8C ZZ #F >>&%--/"5"5 6 = = CC CBKK*AD9 //!$R 8C ZZ #F >>&%--/"5"5 6 = = CC CBKK*AD9 ::i "**cU"3q //!$ /C#B'2::545DCMM2::o#>TJCJJ > :FrpcVPVR8H4pVPVR8H4pV^8V,V^8V,,pVPWa^, ^V^, , 4#)rr)rYrP)rrerrdrrrs&&&& rm_convert_pvalue_alternativer Psa ::cVm $Djj )*G a%4QUg-.A 88AsA!G $$rprrc J ^ ^^r2p\PP^^ WV3R7pVPV4pVP ^W#34p\P !WE^R7wrg\P !VR^R7wr\P !VR ,R4wr\ WhRR7\ VR,V RR7\VPW#34VP V^V34p\P !WE^R7wrg\P !VR^R7wr\P !VR,R4wr\ WhRR7\ VR,V RR7\VPW34VP W^34p\P !WE^R7wrg\P !VR^R7wr\P !VR,R4wr\ WhRR7\ VR,V RR7\VPW34\P !VP.RO4R4wr\VPV 4VPVP44\WPR44\P !VR,R4wr\P !VR,RRR7wr\WRV4p\ V V4\ W4\P !VR,RR R7wr\WR V4p\ V V4\ W4\P!R R 7;_uu_4\P !VP.RO4R4p\VPVPVP 44\VP"VPVP 44VPR\P .RR..4p\P !VR4p\VPVPRVP .44\VP"VPRVP .44R R R 4R # +'giR #;i)rOr"r>rrirrrrrr}r N)rryryr)ryrry)ryryr)rrrrrrrP)r[rXrrYrrr/rrr0rr!r rrr>rbr=)rdr^r_n3rvn1r&rerrfp2rgp3rrerrHpcrrs& rmtest_ttest_1samp_newr Ysq b"BB ::>>ar > =D ::d Dggq"k"G   t1 5FB   tRa 0FB   tG}b 1FBB'BtHbu-B8$ggr1bk"G   t1 5FB   tRa 0FB   tG}b 1FBB'BtHbu-B8$ggrqk"G   t1 5FB   tRa 0FB   tG}b 1FBB'BtHbu-B8$   RZZ 5r :DABFF1Irzz"&&12Azz"~&   tG}b 1FB   T']BI FDA $RY ;BArA   T']BF CDA $RVR 8BArA  " " < 8"= rzz"&&'9: BJJrvv$67zzB<#r34b) rzz2rvv,'?@ BJJBFF|$<= # " " "s "D%R R" z(Only NumPy has nan_policy='omit' for nowrc^^ ^r2p\PP^^ WV3R7pVPV4pVPVR &\P !VR ,RRR7wrV\P !VR ,RRRR7wrx\ WVRV4p \W4\Wu4\P !VR ,RRRR7wrx\ WVRV4p \W4\Wu4R#) rwr"rrrrrerN)r:rWrN:rrFNr )r[rXrrYrbrr r/) rdr^r_r r rrHrrer s & rmtest_ttest_1samp_new_omitr sRBB ::>>ar > =D ::d D&&D   tG}bV DFB   T']B6)2 4DA $RY ;BAA   T']B6)/ 1DA $RVR 8BAArpr"r#rc\PPR4pVPR R7pVPV4pRpVPVPR R74p\P !\ VR7;_uu_4\P!W$R R7RRR4VPVPR R74p\P!W$R R7pVPPR 8XgQhVP4wrgVPVR R7pVPVR R7p\P!W&R R7pVPVPRVPR7VPP4p\!VPV4\P!W'R R7p\!VPV4R# +'giEL>;i)liI}pCrz%`popmean.shape\[axis\]` must equal 1.r)r&r?Nr>g?r6)rWrr)rwrErrZ)rwrWr)rwr)rrrrYrr rr[rr>rrr4rrr=r/) rdrrfrr&rr5rrs & rmtest_ttest_1samp_popmean_arrayr sj ))   3 4C $A 1 A6Gjj45G z 1 1 !26 2jj45G   AR 8C ==  ' )) )  " " $DA qr"A qr"A   Ar 2C //"**T*N>N OCCJJ$   Ar 2CCJJ$! 2 1 1s G G) ca]tRtRto]P P R4R4tRtRt Rt Rt Rt R t R tR tVtR #) TestDescribeirc \4;_uu_4p\P!RRR7;_uu_4VP\R4\ P !VPR4R,4wr4rVrxRRR4RRR4X^8XgQh\X^,VPR44\V^,VPR44\XVPR44\XVPVP44\XVPVP44\XVPVP44R# +'giL;i +'giL;i)r}rrrNr) r rrrrr[describerYr0rb) rcrdrrrrrskkurts && rmtest_describe_scalar!TestDescribe.test_describe_scalars  Ckk(8<< JJ~'J K$)NN2::b>"3E$F !A1=!Av v1rzz#/1rzz#/2::c?+2::bff-.BJJrvv./bjj01=<! s#!E7AE$ ;E7$ E4 /E77 F cVPVPR4VPRR434p^pVP.RO4VP.R O43pVP.R O4pVP.R O4pVPR.^,4pVPR .^,4p\P !V4wrrrW8XgQh\ V ^,V^,4\ V ^,V^,4\W^VPV P4P,R7\W^VPV P4P,R7\W4\W4\P !VP^R7wrrrW8XgQh\ V ^,V^,4\ V ^,V^,4\W^VPV P4P,R7\W^VPV P4P,R7\W4\W4R#) rrH, p ?rr>NrrErrrrrrrrrffffff?r r r )rGrGrGrGTUUUUU) rrr~rYr[r r0r/rr7epsrrcrdrfncmmcmcvcskckurtcrrrrr r s&& rmtest_describe_numbers"TestDescribe.test_describe_numberss IIrwwv(;< = zz*+RZZ8H-IJ ZZ, - ZZ, -jj-.23 ./!34 %q 1qRww1s1v&1s1v&A(9(=(=$=>A(9(=(=$=> $ %qss ;qRww1s1v&1s1v&A(9(=(=$=>A(9(=(=$=> $rpc.\P!R4p\PV^ &^ Rr2RpRpRpR p\P!VRR7wrrr\ W4\ W4\ W4\ W4\ W4\ W^ R7R#) rrrrZrrrWN)rrgGz)rrrbr[r rr)rcrfr r r r r r rrrrr r s& rmdescribe_nan_policy_omit_test*TestDescribe.describe_nan_policy_omit_tests IIcNvv!jC  # %qV DqRQRQQ!"*!$r:rpcVPR4pVPV^ 8HVPV4p\V4'dG\P !\ RR7;_uu_4\P!VRR7RRR4ME\P !\RR7;_uu_4\P!VRR7RRR4\P!VRR7wr4rVrxVPVP4R ,p V^ 8XgQh\V^,V 4\V^,V 4\WY4\Wi4\Wy4\W4\V4'dVP4M\V4'dG\P !\ RR7;_uu_4\P!VRR7RRR4MGR p \P !\V R7;_uu_4\P!VRR7RRR4R p \P !\V R7;_uu_4\P!VR R7RRR4R# +'giEL;i +'giEL;i +'giL;i +'giL;i +'giR#;i) rnot supported for lazy arraysrrrNrrrz8nan_policy='omit' is incompatible with non-NumPy arrays.rrr)rrPrbr(rr r&r[r rrYr0r)r ) rcrdrfrrrrr r rrs && rmtest_describe_nan_policy_other+TestDescribe.test_describe_nan_policy_other s IIcN HHQT2661 %   y0OPPqW5QPz1PQQqW5R!&q[ IqRjj $Bww1s#1s# " B<<  . . 0 1  y0OPPqV4QPQGz99qV4:1 ]]:W 5 5 NN1 26 57QPPRQQ QP:96 5 5s<'I0-J>JJ+ J>0 J  J  J( + J; > K ct\P!\P!R44pRp\ W4R#)r8N)rminmaxr^variancerr)r[r rrr)rcrr@s& rmtest_describe_result_attributes,TestDescribe.test_describe_result_attributes-s' " .S F/rpcrVPVPR4VPRR434p^pVP.RO4VP.RO43pVP.R O4pVP.R O4pVPR.^,4pVPR .^,4p\P !V^R7wrrrW8XgQh\ V ^,V^,4\ V ^,V^,4\W4\W4\W4\W4R#) rrr rMNrr r r r )Q?r r r r rrr~rYr[r r0r/r s&& rmtest_describe_ddofTestDescribe.test_describe_ddof4s IIrwwv(;< = zz*+RZZ8H-IJ ZZ, - ZZ0 1jj-.23 ./!34 %qq 9qRww1s1v&1s1v& $rpcBVPVPR4VPR R434p^pVPR4VPR43pVPR4pVPR4pVPR4pVPR 4p\P !VRR7wrrrW8XgQh\ V ^,V^,4\ V ^,V^,4\W4\W4\W4\W4R#) rrrr ga+?gE, p ?Nr>rr gUUUUUUr r s&& rmtest_describe_axis_none$TestDescribe.test_describe_axis_noneEs IIrwwv(;< =zz# 30 ZZ* + ZZ+ ,jj+, ./!&qt <qRww1s1v&1s1v& $rpcRp\P!\VR7;_uu_4\P!VP .44RRR4R# +'giR#;i)zThe input must not be empty.rN)rr rr[r rYrcrdrs&& rmtest_describe_empty TestDescribe.test_describe_empty[s;0 ]]:W 5 5 NN2::b> *6 5 5 5s &A A( rN)rrrrrrrr r r r r r r r rrrs@rmr r sQ [[ VW 2X 2%4;"!3F0%"%,++rpr cna]tRtRto]P P R.RO4R4tRtRt Vt R#)NormalityTestsiarcVPp\\V4pVPVP^,4pVPVP^,4p/pVR9dUVR9d8VR8Xd V^, M^V^, , pVR8Xd ^V, MTpWR&M\ P !R4VPR 4^,pV!V3/VBp V wr\W4\W4\V R VR7R#) ryrskewtestrz,`alternative` not available for `normaltest`rN>rr>r kurtosistest)rZrUryrWrErrZrUryrWrErrZrUryrWrErrZrUryrWrErr) test_namerjr[rYcase_refrrr/r) rcrrdr r ref_statisticr`r@rfr res_statistic res_pvalues &&& rmtest_against_RNormalityTests.test_against_RcsNN 5),zz$--"23 ZZ a 01  - -88-8F-BZ\*UV, -6*-DQz\* (3}% JK JJ. / 2q#F#$'!  5 /C!8R@rpc\\VP4pVPR4pVP VP VP R7pVPV^8HWC4p\P!RR7;_uu_4V!V4p\VPV4\VPV4RRR4R# +'giR#;i)rr6r}r~N) rjr[r rrYrbr7rPrrr0r>r=)rcrdrrfrrs&& rmtest_nanNormalityTests.test_nans5$..1 IIcNjjqwwj/ HHQ"Wc % [[ * *1+C CMM3 / CJJ ,+ * * *s 5C C rNrn) rrrrrrr r r rrrs@rmr r as6 [[],LMANA< - -rpr c4a]tRtRtoRtRtRtRtRtVt R#) TestSkewTestir c\PP^R^{R7pVPV4p\P!VRR7P p\ WAPRVPR7RR7R #) rWri)rKrrrrrr6g?̔>rEN)r[skewnormrrYr r=r/r7)rcrdra1_xprs&& rmtest_intuitiveTestSkewTest.test_intuitives[ ^^  !%c  B 2~~e;BBjjEKKj@tLrpc\P!VPR44VPR4p\V4'd\MRp\ P !\VR7;_uu_4\P!V4pVPVP4p\VPV4\VPV4RRR4R# +'giR#;i)rrz1`skewtest` requires at least 8 valid observationsrN) r[r rr)rrrbrrYrbr0r>r=)rcrdrfrrrs&& rm"test_skewtest_too_few_observations/TestSkewTest.test_skewtest_too_few_observationss ryy~& IIcN,4RLL(K  \\,G < <..#C**RVV$C CMM3 / CJJ , = < < r=)rcrdrrrs&& rm&test_kurtosistest_too_few_observations7TestKurtosisTest.test_kurtosistest_too_few_observationss 299S>*,4RLL(B  \\,G < <$$RYYr]3C**RVV$C CMM3 / CJJ , = < < r=r s&& rmtest_too_few_observations(TestNormalTest.test_too_few_observationss 2'\\, - -""299R=1C**RVV$C CMM3 / CJJ , . - - -s A-B?? C rN)gاc@g?) rrrrr r r: rrrs@rmr7 r7 sI9H - -rpr7 ca]tRtRto]P P ^4]P P^^ 4wtt ] PPR.RO4R4t RtRtRtVtR#) TestRankSumsirc\P!VPVPVR7Pp\P !VPVPRVR7Pp\ W#4R#)rF)use_continuityrN)r[ranksumsrfrgr= mannwhitneyur )rcrrrs&& rmtest_ranksums_result_attributes,TestRankSums.test_ranksums_result_attributessZ~~dffdff*577=v !!$&&$&&.9;;A6 #rpct\P!VPVP4p\ VR4R#r)r[r@ rfrgrrys& rmtest_ranksums_named_results(TestRankSums.test_ranksums_named_resultss%nnTVVTVV,C!89rpc\\RR7;_uu_4\P!VPVP RR7RRR4R# +'giR#;i)z`alternative` must be 'less'rrrN)rrr[r@ rfrgr|s&rmr"TestRankSums.test_input_validations8 :-K L L NN466466x @M L L Ls .A A# rNr )rrrrrrrrrfrgrrr rB rE rrrrs@rmr= r= scIINN1 99>>!R DAq [[],LM$N$:AArpr= cja]tRtRtoRt]!RR7R4t]!RRR7R 4tR tR t Vt R #) TestJarqueBeraic.ROpVPV4pVPRR.4p\P!V4p\VPV^,4\VP V^,4R#)g8MK~?gq"?gPHK?N)g8MK~Ŀg/?g6r=TgGg!J_ l)rYr[ jarque_berar/r>r=)rcrdrfrrs&& rmtest_jarque_bera_against_R)TestJarqueBera.test_jarque_bera_against_Rs^  ; JJqMjj*O<=" s1v. CF+rpTrc\PPR4\PP^^R4p\P !\ V44;pwrE\P !\V44;pwrx\P !VP^R44;p wrYGu;8Xd?T u;8Xd7VPu;8Xd%VPu;8XdV P8XgQhQhYXu;8Xd?T u;8Xd7VPu;8Xd%VPu;8XdV P8XgQhQhR#)rr^PN) rrrrr[rL r:tupler]r>r=) rcrdrfjb_test1JB1rjb_test2JB2r jb_test3JB3r s && rmtest_jarque_bera_array_like*TestJarqueBera.test_jarque_bera_array_likes y! II  Q6 *"..tAw7773"..uQx8873"..qyyE/BCC73bSbH$6$6b(:L:LbPXPbPbbbbbbV2VVHOOVxVVVVVrparray_api_strictzNoisy; see TestSkewrclVP.4p\P!\\R7;_uu_4\ P !V4pVPVP4p\VPV4\VPV4RRR4R# +'giR#;ir) rYrrbrrr[rL rbr0r>r=)rcrdrfrrs&& rm%test_jarque_bera_too_few_observations4TestJarqueBera.test_jarque_bera_too_few_observationssp JJrN \\,4I J J##A&C**RVV$C CMM3 / CJJ , K J J Js AB"" B3 c\PPRR7pVPVPRR74p\P !VRR7p\P !VP VR44p\VPVP4\VPVP4\P !V^R7p\P !VR,4wrg\P !VR,4wr\VPVPWh.44\VPVPWy.44\P !VP^R7p \VPV P4\VPV P4R#) iKrrNr>)rErrrqrr) rrr rYr[rL r]r0r>r=r/rr) rcrdrrfrrs0rs1rresTs && rmrTestJarqueBera.test_axiss-ii###3 JJszzwz/ 0- 1e 45 s}}5 CJJ/*""1T7+""1T7+ rxx'9: BHHbX$67  1- t~~6 DKK0rprN) rrrrrM rrX r\ rrrrs@rmrJ rJ sM ,d# W$ W(1FG-H-11rprJ cXa]tRtRto.R Ot.R Ot^tRtRtRt Rt Rt Rt Rt VtR #) TestMannWhitneyUi.c\P!VPVPRR7wr\P!VPVPRR7wr4\P!VPVPRR7wrV\P!VPVPRR7wrx\ W$4\ Wh4\ W&8g4\ VR4\ V^f4\ VR4\ V^f4\ VRVPR7\ VRVPR7R#)rrrg=_A?rglPz.?Nr[rA rZYrrr r rcu1ru2r u3r u4p4s & rmtest_mannwhitneyu_one_sided,TestMannWhitneyU.test_mannwhitneyu_one_sided@s##DFFDFFG##DFFDFF J##DFFDFF J##DFFDFFGRRRRRRB 1t?O?OPB 3AQAQRrpc8\P!VPVPRR7wr\P!VPVPRR7wr4\ W$4\ VR4\ V^f4\ VRVP R7R#)rrrf glPz.?rNr[rA rZrh rr rrcrj rrk r s& rmtest_mannwhitneyu_two_sided,TestMannWhitneyU.test_mannwhitneyu_two_sidedPsp##DFFDFF L##DFFDFF LRRRB 2(,(8(8 :rpc\P!VPVPRRR7wr\P!VPVPRRR7wr4\P!VPVPRRR7wrV\P!VPVPRRR7wrx\ W$4\ Wh4\ W&8g4\ VR4\ V^f4\ VR4\ V^f4\ VRVPR7\ VRVPR7R#) Frrrrf gii5?rg22?Nrg ri s & rm&test_mannwhitneyu_no_correct_one_sided7TestMannWhitneyU.test_mannwhitneyu_no_correct_one_sidedZs##DFFDFFE068##DFFDFFE09;##DFFDFFE09;##DFFDFFE068 RRRRRRB 1t?O?OPB 4$BRBRSrpc<\P!VPVPRRR7wr\P!VPVPRRR7wr4\ W$4\ VR4\ V^f4\ VRVP R7R#)Frrrf g22?rNrr rs s& rm&test_mannwhitneyu_no_correct_two_sided7TestMannWhitneyU.test_mannwhitneyu_no_correct_two_sidedns|##DFFDFFE0;=##DFFDFFE0;= RRRB 4(,(8(8 :rpcr\P!.RNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRN4p\P!.RNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRN4p\\P!WRR7R4\\P!WRR7R 4\\P!WRR7R 4R#) rrrrrrrN) @g?չ>)r} g&)E?)r} g?չ ?)rrr r[rA rs& rmtest_mannwhitneyu_ones'TestMannWhitneyU.test_mannwhitneyu_oneszs HH.b.".b.".b.".b.".b.".b.".b."... ."$.&(.*,..0.24.68.:<.>@.BD.FH.JL... ."$.&(.*,..0.24.68.:<.>@.BD.FH.JL...!.#%.').+-./1.35.79.;=.?A.CE.GI.KM. . .! .#% .') .+- ./1 .35 .79 .;= .?A .CE .GI .KM .  .  . ! . #% . 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KM!."#."#."!#."#%#."')#."+-#. /& HH &b &" &b &" &b &" &b &" &b &" &b &" &b &" & & &  &"$ &&( &*, &.0 &24 &68 &:< &>@ &BD &FH &JL & & &  &"$ &&( &*, &.0 &24 &68 &:< &>@ &BD &FH &JL & & &! &#% &') &+- &/1 &35 &79 &;= &?A &CE &GI &KM & & &! &#% &') &+- &/1 &35 &79 &;= &?A &CE &GI &KM &  &  & ! & #% & ') & +- & /1 & 35 & 79 & ;= & ?A & CE & GI & KM &  &  & ! & #% & ') & +- & /1 & 35 & 79 & ;= & ?A & CE & GI & KM & & &! &#% &') &+- &/1 &35 &79 &;= &?A &CE &GI &KM & & &! &#% &') &+- &/1 &35 &79 &;= &?A &CE &GI &KM & & &! &#% &') &+- &/1 &35 &79 &;= &?A &CE &GI &KM & & &! &#% &') &+- &/1 &35 &79 &;= &?A &CE &GI &KM & & &! &#% & ' **1VD: < **1YG2 4**1[I5 7rpczRp\P!VPVPRR7p\ W!4R#)r>rrNr)r[rA rZrh rrs& rm#test_mannwhitneyu_result_attributes4TestMannWhitneyU.test_mannwhitneyu_result_attributess+,   VDC,rprN)g U3@g^–3@gt3@g]o5@gzS4@gt<4@gM X3@gXmCk4@gLo&3@gfɘ2@g{m;^3@gaA$|3@gMѢ_4@g#3@g19T_3@ggC2@gqR4@gKk/4@g܁3@gZ2@g_ 3@g$`3@g x4@g3#л5@g;VND1@g>H2@gr4@gyܤ2@g?4@g=bɇ3@)gpG3@gL:j0@g2@gJNnC1@gR;`(3@g+Pi,2@g6:Z2@gZ"3=2@gF uSa 3@gXҀ2@gX3^83@g21@gJ2@gZ)E2@gU83@g50@gԆ3@gFz33@gz 3@gڴ3@)rrrrrZrh rro rt rw rz r~ r rrrs@rmrd rd .sA -A NA KS :T( :)7V--rprd c.^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^N^Np.RNRNRNRNRNRNRNRNR NR NR NR NR NRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNp\\P!W4^,R^4R p\P!W4p\W24\ VP VP 4R#)!rWg-@g+@g(@rmrrg333333@ffffff@g333333@rr皙 @rrrtrffffff@@333333?r2?rtrr@rEror1r4rDg/"?Nr<)rr[pointbiserialrrrr;r>)rfrgr@rs rmtest_pointbiserialr sU  1 Q q  1 Q q  1 Q q  1 Q q  1 Q q  1 Q q  1 Q q          A & &d &4 & &S & &S & &S & &S & &S &  &  & & & &  &!$ &%( &), &-0 &14 &58 &9< &=@ &  &  & & & &  &!$ &A,,Q215wB+J   q $C(#--0rpc8\P!.RO4p\P!V4p.ROp\ V^,V4\P!.RO4p\P!V4p\P!.RO4p\ V^,V4\P!W4wrV\ WQ^,4\ Wd^,4\P!WV4wrVp\ WQ^,4\ Wd^,4\ Wq^,4\P !^4p\P!.RO.RO.4p\\P!V^V,4V^R7\^^ 4p \P!.R O4p \P!W4p \P!.R O4p \P!W4p\P!V 4p\V^,V^R7R#) ryrWN)ryrEr)rJrZrJ)ryrrzrI)rryryr)㪪@I?g&>ڿr r )5@㪪@gIr r )rwrPrIrrErE)g_v @g1%?g"u?gZӼ?g!u @g q&@) rrr[obrientransformr rrrrr) rrerrrfrKrWrjrvaluesrepsrtransformed_valuess rmtest_obrientransformr s ) B   r "BHBqE8$ , B   r "Bxx'HBqE8$   (DAqEqE##BB/GA!qEqEqE 1B XXDFHIFe33B"=vqQ1b\F 88' (D 99V "D#<=yy+2H  " "4 (FfQi1=rpr7rrweightsc >T;'g VPp\V4^8XdVwrxMVwrypVPWsR7pVPWR7pVeVPWSR7MTp\V4^8XdV3MVX 3pV!VRVRVRV/p \WVR7R#)rEr6Nr?r7r r)rrrYr/) rdmean_funr?r7rr r? array_likerrerfs $$$$$$* rmcheck_equal_xmeanr s   RZZE 4yA~" G!% wJ4Jjjj.G292Ebjjj.7GINJ=QD$@T@@@AAT*rpc8\VR\P/VB#r )r r[rr?r@s*,rmcheck_equal_gmeanr  d CU[[ CF CCrpc8\VR\P/VB#r )r r[hmeanr s*,rmcheck_equal_hmeanr r rpc8\VR\P/VB#r )r r[pmeanr s*,rmcheck_equal_pmeanr r rpca]tRtRto]P P R4R4tRt]P P R4]P P R4R44t ]P P R4R4t R t R t ]P P R4R 4t R t]P P R4R 4t]!RRR7R4tRtRtRt]R4tRtVtR#) TestHMeanirc,.ROp^p\W#VR7R#rWrN)rWryrEr rcrdrKrs&& rmtest_0TestHMean.test_0s !,rpcR.ROpRp\W#VR7.ROpRp\W#VR7R#)rOg=b#A@rNrXrgQ?r r s&& rmtest_1dTestHMean.test_1d s* 5!, :!,rprcV\P!^^.4pRp\W#VRR7R#)rWrrdrNrrr r s&& rmtest_1d_with_zeroTestHMean.test_1d_with_zeros' HHaV !#6rpr c \P!.RO4pRp\P!\VR7;_uu_4\ W!P VRR7RRR4R# +'giR#;i)rWz$The harmonic mean is only defined...rrr NrWryrU)rrrrbrr rb)rcrdrKrs&& rmtest_1d_with_negative_value%TestHMean.test_1d_with_negative_valuesG HHZ 8 \\. 8 8 aBS 99 8 8 8s A"" A3 cb.RO.RO.RO.pRp\\P!V4W1R7R#)rOgmWUC@rNrOrrrrrDrYrHr!rr`x)r rrr s&& rmtest_2dTestHMean.test_2d's' /1D E"((1+w6rpch.RO.RO.RO.p\P!.RO4p\W#^VR7R#)rOr?rdNr r r )U|ϊ6@g4.=C@JQ6LsJ@E]P@r r s&& rm test_2d_axis0TestHMean.test_2d_axis0-s+ /1D E((OP!14rpch.RO.RO.RO.p\P!.RO4p\W#^VR7R#)rOr NrOryrrr r )r rr r r r s&& rmtest_2d_axis0_with_zero!TestHMean.test_2d_axis0_with_zero3s+ .0C D((GH!14rpch.RO.RO.RO.p\P!.RO4p\W#^VR7R#)rOr Nr r r )g3333333@ O@y@Y@r r s&& rm test_2d_axis1TestHMean.test_2d_axis19s+ /1D E((<=!14rpch.RO.RO.RO.p\P!.RO4p\W#^VR7R#)rOr Nr r r )rr r r r s&& rmtest_2d_axis1_with_zero!TestHMean.test_2d_axis1_with_zero?s+ .0C D((;<!14rpT,array-likes only supported for NumPy backendrc.ROp.ROpRp\P!W#R7p\V\P!V4RR7R#)rErr h㈵>rNrErOrzrOrwr)r[r r/rrYrcrdrKr rrs&& rmtest_weights_1d_listTestHMean.test_weights_1d_listEs8 kk!-RZZ0trpc:.RO.RO.RO.pRp\W#VR7R#)rOg/,$qJ@rNr r r r r s&& rmr TestGMean.test_2ds /1D E!,rpc.RO.RO.RO.p\P!.RO4p\W#^VR7\.R O.R O.R O.4p\.R O4p\W#^RVR7R#) rOr rir?rrdNr r r )g4@A@g5H@g`8|wЭN@gm~&+R@rrrr r s&& rmr TestGMean.test_2d_axis0sT /1D E((NO!14 <|< = %!15R@rpc.RO.RO.RO.p\P!.RO4p\W#^VR7\.R O.R O.R O.4p\^R 4p\WDV.4p\W#^RVR7R#) rOr rir Nr r r )gD" 6"6@gcP@g ҧZ@rr)rrr r)rcrdrKrrs&& rmr TestGMean.test_2d_axis1sd /1D E((CD!14 <|< = - )q "!15R@rpc@\.RO4pRp\W#RVR7R#)}Ô%ITrzrr N)r rzgu<7~)rr r s&& rmtest_large_valuesTestGMean.test_large_valuess ' (!5R8rpc.ROpRp\P!RR7;_uu_4\W#VR7RRR4R# +'giR#;i)rOrr}r rN) rOrrrrrDrYrHr!ry)rrr r s&& rmtest_1d_with_0TestGMean.test_1d_with_0s6 4 [[X & & aR 0' & & &s > A z;ignore:invalid value encountered in log:RuntimeWarning:daskc.ROp\Pp\P!RR7;_uu_4\W#VR7RRR4R# +'giR#;i)rOr}r~rN) rOrrrrrDrYrHr!rU)rrbrr r s&& rm test_1d_negTestGMean.test_1d_negs: 5&& [[ * * aR 0+ * * *s A  A Tr rc.ROp.ROpRp\P!W#R7p\V\P!V4RR7R#)rWGZ*oG8@r r rNrrErwrzrr)r[rr/rrYr s&& rmr TestGMean.test_weights_1d_lists8 ! kk!-RZZ0t.funYs 11!Q@@rp)r?r r r N)rjr[rrr ) rcr?fun_namererdr; rKr rs &&&f& rmtest_weights_2dTestPMean.test_weights_2dQs ) ) A%*C HHq!fr1g1v. /((RGaVaV45aG4!QG$SUVrprr ror r r r )r?r= re))Nr g3E#@)ryrry)rWr rU)rrrrr r r r rrrr r r rrr) r r r rr r%r r> rrrs@rmr r s.A@ 0 [[ VW [[ WX:YX: 3  [[ 8b"XCy )4 0 ((RHr2hS 2 3S 9 ; 0  0 [[ -/B CT J ,.A BC H J 8  8 [[ -/B CT J ,.A BC H J 8  8L == =33 [[!  W  Wrpr c a]tRtRto]P !^4^,P 4tRt]P!]R4P 4t Rt ] !RRR7R4t ]R4t]P"P%R 4]P"P%R 4]P"P'R ^R]P(]P*34R 444tR tRtRtRtRtRtRtRtVtR#)TestGSTDicgvaZ@c\P!VPVP44p\ W!PVP 44R#r)r[rrYarray_1dr/ gstd_array_1drcrd gstd_actuals&& rm test_1d_arrayTestGSTD.test_1d_arrayjs4jjDMM!:;  ZZ0B0B%CDrpTz$Only NumPy supports array-like inputrc\P!\VP44p\ W P 4R#r)r[rrQ rC r rD rE s&& rm test_1d_numeric_array_like_input)TestGSTD.test_1d_numeric_array_like_inputns'jjt}}!56  %7%78rpcRp\P!\\3VR7;_uu_4\P !R4RRR4R# +'giR#;i)z.could not convert string to float|The DType...rz*You cannot take the logarithm of a string.N)rr rr&r[rr s&& rm#test_raises_error_non_numeric_input,TestGSTD.test_raises_error_non_numeric_inputss:B ]]J 2' B B JJC DC B B Bs A A rr bad_valuecVPVPV.,4p\P!V4'dX\ V4'gGRp\ P !\VR7;_uu_4\P!V4pRRR4M\P!V4p\XVP\P44R# +'giL;;i)z3The geometric standard deviation is only defined...rN) rYrC rrr(rrbrr[rr0rb)rcrO rdrfrrs&&& rmtest_returns_nan_invalid_value'TestGSTD.test_returns_nan_invalid_valueys JJt}} {2 3 ;;y ! !-*:*:KGnG<<jjm=<**Q-CRZZ/0 =N)rWrWrWr- )rYrbr[rr/r)rcrdrKrF s&& rmtest_propagates_nan_values#TestGSTD.test_propagates_nan_valuessK JJ 1a'89 :jj+  ZZBFF %<=rpcVPVP4p\P!W"P^,R7p\ W1PVP 44R#)ryrMN)rYrC r[rrr0rbrs&& rm)test_ddof_equal_to_number_of_observations2TestGSTD.test_ddof_equal_to_number_of_observationss? JJt}} %jj,ZZ/0rpcVPVP4p\P!VRR7pVPVP4p\ W44R#)Nr>)rYarray_3dr[rrD r/rcrdrfrF rs&& rm test_3d_arrayTestGSTD.test_3d_arrays@ JJt}} %jj. jj++, )rpcVPVP4p\P!VRR7pVPRR.4p\ W44R#)rWr>g~d@g< ?Nr-rYrZ r[rr/r[ s&& rmtest_3d_array_axis_type_tuple&TestGSTD.test_3d_array_axis_type_tuples? JJt}} %jj0 jj*j12 )rpcVPVP4p\P!V^R7pVP.RO.RO.RO.4p\ W44R#)ryr>N)gĶ?@gQӫ@g֌@gן7R@)g%Ȁ@g–e@gv6B5@g_?)gE ?gީ?gk̊Y?g%: ?r_ rcrdrfrF gstd_desireds&& rmtest_3d_array_axis_0TestGSTD.test_3d_array_axis_0sJ JJt}} %jj+ zz O O O#   2rpcVPVP4p\P!V^R7pVP.RO.RO.4p\ W44R#)rWr>N)gN@g85@g'ĥ?gwth?)gHnaX?gG?gBu?gE?r_ rc s&& rmtest_3d_array_axis_1TestGSTD.test_3d_array_axis_1sG JJt}} %jj+ zz L L#    2rpcVPVP4p\P!V^R7pVP.RO.RO.4p\ W44R#)rEr>N)gt80?gі?g?)gۘ]~?gmT6(?g G?r_ rc s&& rmtest_3d_array_axis_2TestGSTD.test_3d_array_axis_2sG JJt}} %jj+ zz ? ?#    2rprNrrU) rrrrrrr{rC rD r]rZ rG rrJ r%rM rrrr r!rbrQ rT rW r\ r` re rh rk rrrs@rmrA rA cs  )$q(002H"Mzz(I.557HEd+QR9S9EE  [[ WX [[ VW [[[1b"&&"&&*AB1CXY1> 1 * * 3333rprA c \P!\P!RR^4\P!RR^4\P!RR^434pRpRp.R Op\W4F6wrE\ \ P !W!V4PV^ RV 2R 7K8 \ \ P !^2^dR4PR ^ R 7R #)rDr4rg?r'ffffff?riz fail forp=)rerr_msggVݶ3;rN)rrgs gG|G{g ɺM>6 g> ztt+g#ӌR M/gF׸fz2gU8u5g8M8gФ)Ba?g%վ?g*+a5?gś?gڒJ|>)rrzr5r5r r[ binomtestr=)pprrfrrrers rmtest_binomtestrr s S#q1T43T435 6B A A(Gb"EOOA!4;;S(*j4D F#C5<</$&(rpc ,RR..RO.RO.RO.RO.RO.R O.R O.R O.R O. p\^^ 4F^p\V^,4Uu.uF$p\P!W!R4PNK& pp\ W0V^, ,^ R7K` R#uupi) rr1rWN)r1rr1)rrrr)rrrrr)r?rrrt r)r??rrv ru r)rr?rrrw rr) ???@?rr{ rz ry rx ) p???@?rrr r~ r} r| ) `???? ?rr r r r r )rr[rp r=r)rrrrs rmtest_binomtest2r s c  +8G  * E  D"1b\;@Q<HNR?NR@NRANRBNRCNRDNRENRFNRGNRHNRINRJNRKNRLNRMNRNNRONRPNRQNRRNRSNRTNRUNRVNRWNRXNRYNRZNR[N4p\ P!.RNR\NR]NR^NR_NR`NRaNRbNRcNR NRdNReNRfNRgNRhNRiNRjNRkNRNRlNRmNRnNRoNRpNRqNRrNRsNRNRtNRuNRvNRwNRxNRyNRzNR{NR&NR|NR}NR~NRNRNRNRNRNR/NRNRNRNRNRNRNRNRNR8NRNRNRNRNRNRNRNRNRANRNRNRNRNRNRNRNRNRJNRNRNRNRNRNRNRNRNRSNRNRNRNRNRNRNRNRN4p\^^ 4UUu.uFLp\^^ 4F9p\P!V^,W,RV, 4PNK; KN ppp\^^ 4UUu.uFLp\^^ 4F9p\P!V^, W,RV, 4PNK; KN ppp\WT^ R7\Wc^ R7R#uuppiuuppiuuppi)rWrr1grq?g?glq?gx0f#?g%d)MO?g o?g6?g:X@?rgs w?g?gR'jMV?gEf?gF5a?gAQU?g'W?gk?rv g ņB?g?g$?g{dU'?gD:B?gwV?gR0Nf?gOq?r{ g[k^?gT+?gO?gggh(?gP-@?gOQ?g}^?gV7_i?r ge$?gр?g#>?g5z @?g:?gf?gzP ?g?g?gg*),?g}A_?g}aA?gH]@_?g y7s?gPG?g>)\R?gjc6?gK?go;,?g!O0?g?g}e?g5?g?!A^?gN/#?g*?g@?g ?g?g3?g.1?gd T\1-?gt0W59?goQC?gX4J?g?g ?gf?C"?g\6I?g4b?g|$or?gWNS~?gT?gXnc?g\?gY\?gp ^a?gX-K?g#c?g 3?g75Q?gMJ[ ?gP8R?gw %?g?gSg?gv^?g*uCi?ga?g]?gE9Q?g/?g?g x&~?g#?g5B ?g A'9?gpZ?gWV$u?gqIb?g@N?g1Y?g5?gO?gc-?gk?g)?glMV?g?$?gT*r?gCqRv?grx?gωZ?gExY?g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a <$1eArlqsACA.55.:6$ <a <$1eArlqsACA.55.:6$ <r:r:q 9d<NtE]t?rH)rrrsortr[trim1r]r)rcrKrr?trimmeds& rm test_trim1TestTrim.test_trim1Hs IIbMRWWU[[C01299R=ARWWU[[C01299Q<@RWWU[[Cf=>YYq"% 'RWWU[[E?@YYq"% 'U[[C("-U[[Cf5r: U[[S)2.U[[U8"=U[[T*B/ IIbM ! !!Q 'ii2&&q!,++a6=RWWW0#6++acc3V$?RWWW0#%%8rpc \P!^ 4p\\P!\P !VR44\P!^^44\\P!\P !VR44\P !.RO44\\P!\P !\P!^4P^^4R44\P!^^4P^^44\\P!\P !\P!^4P^^4PR44\P !.RO.RO.44\\\P \P!^4P^^4PR 4\\P !.R4.4\\P !.R4.4\\P !.R 4.4R#) rPr4rDNr )rErrrwrzrJrFrV)rErFrMr)rrIrrLrH) rrrr r[trimbothrr]rrr)rcrKs& rm test_trimbothTestTrim.test_trimbothdss IIbMRWWU^^Au56 !QHRWWU^^As34XX34 6RWWU^^BIIbM,A,A!Q,GMNYYq"%--a3 5RWWU^^BIIbM,A,A!Q,G,I,I,023XX~~>? A j%..iim++Aq133T ; U^^B,b1U^^B.3U^^B-r2rpcN\P!.R O4p\P!.R O4p\P!^4P^^4VR3,p\P!^4P^^RR7VR3,p\ \ P !VR4\P!.RO44\ \ P !VR4\P!.RO44\P!.RO4p\P!^4P^^4VR3,p\ \ P !VR4\P!.RO44.ROp\ \ P !VR4R4\ \ P !.ROR4R4\PPR4\PP^RR7pRFSp\ P !VRVR7p\ P !\P!W^4R4p \ W4KU \ P !VRR R7p\ P !VP4R4p \ W4\\\ P VR 4\ \ P !.R 4\P4\ \ P !.R 4\P4R #)rrFrrtrNrgrr>Nror) rrFrEryrIrwrOrWrJrrz)rrwryrWrErrV)rtrg-@g4@r)rWryrrE)rrrrrr)rJrPrQrLr- rzrh rWrwryrrOrg rIrrrrrErMrrRrFr)rwrrrWrEry)rwrzrrJ)ryrWrErrU)rrrr]rr[ trim_meanrrrandintr=rrrrb) rcrKidxrridx4a4r?rrs & rmtest_trim_meanTestTrim.test_trim_meanvs HH7 8hh)* YYr] " "1a (a 0 YYr] " "1as " 3CF ;U__R.XX45 7U__R.XX23 5xx % YYr] " "1a (q 1U__R.XX;< > %U__Q-t4U__]D93? t II  b|  4$D??1d6D??2;;q#:DAD  $% q$T2qwwy$/T j%//1c: U__R-rvv6U__R-rvv6rprN) rrrrr r r rrrs@rmr r Fs983$$7$7rpr c>a]tRtRtoRtRtRtRtRtRt Vt R#) TestSigmaClipicD\P!\P!RR^4\P!^^^434p^p\P!V4wr4p\ VP 4V84\ VP4V84\WCP4W#P4,, 4\WSP4W#P4,,4\VPVP4R#)rrTN rrzr5r[ sigmacliprminmaxrr^rrrcrKfactrjrupps& rmtest_sigmaclip1TestSigmaClip.test_sigmaclip1s NNBKKT26 Ar18MN Oooa( # # S&&(T%%'\12S&&(T%%'\12QVVQVV$rpc^\P!\P!RR^4\P!^^^434pRp\P!WV4wr4p\ VP 4V84\ VP4V84\WCP4W#P4,, 4\WSP4W#P4,,4\VP^4\VP^$4R#)rrTr2Nr r s& rmtest_sigmaclip2TestSigmaClip.test_sigmaclip2s NNBKKT26 Ar18MN Oooat4 # # S&&(T%%'\12S&&(T%%'\12QVVQQVVR rpcJ\P!\P!RR^ 4\P!RR^434pRp\P!WV4wr4p\ VP 4V84\ VP4V84\WCP4W#P4,, 4\WSP4W#P4,,4\V\P!RR^ 44R#)rrT?N) rrzr5r[r rr r rr^rr s& rmtest_sigmaclip3TestSigmaClip.test_sigmaclip3s NNBKKT26KKc157 8ooat4 # # S&&(T%%'\12S&&(T%%'\12Q Cr23rpc\P!\P!RR^ 4\P!RR^434pRp\P!WV4pRp\ W44R#)rrTr Nr r )clippedrr)rrzr5r[r r)rcrKr rr@s& rm test_sigmaclip_result_attributes.TestSigmaClip.test_sigmaclip_result_attributessV NNBKKT26KKc157 8ooat,2 C,rpc\P!^ 4p\\P!V4^,V4R#rON)rrrr[r rs& rm test_std_zeroTestSigmaClip.test_std_zeros' GGBKU__Q'*A.rprN) rrrrr r r r r rrrs@rmr r s#% ! 4-//rpr ca]tRtRtoRt]P PR^^..3^^.^3^^.^.3.4R4tRt Rt Rt Rt R t R tR tR tR tVtR#)TestAlexanderGovernic.RO.RO.RO.RO.pVUu.uF)p\P!V\PR7NK+ ppVUu.uF)p\P!V\PR7NK+ ppVUu.uF)p\P!V\PR7NK+ ppVUu.uF)p\P!V\P R7NK+ pp\ P!V!p\ P!V!p\ P!V!p \ P!V!p VPVPu;8Xd%V Pu;8XdV P8XgQhQhVPVPu;8Xd%V Pu;8XdV P8XgQhQhR#uupiuupiuupiuupi)rRr6N) rRrRrRrRrRrRrRrQrQ) rMrRrQrQrQrQrQrPrP) rMrMrRrRrRrRrRrQrQ) rrMrRrRrRrQrQrQrP) rrYrr r%rr[alexandergovernr=r>) rcr?arg args_int16 args_int32 args_uint8 args_float64 res_int16 res_int32 res_uint8 res_float64s & rmtest_compare_dtypes'TestAlexanderGovern.test_compare_dtypess44446BFF#bjjBHH5 FAEF#bjjBHH5 FAEF#bjjBHH5 FEIJTc 3bjj9T J)):6 )):6 )):6 ++\:   I$4$47  7$/$6$67 87 87##y':':=##='2'<'<= >= >=GFFJs/F=/G=/G2/G rcH\P!\\R7;_uu_4\P !V!p\ VP\P4\ VP\P4RRR4R# +'giR#;ir) rrbrrr[r rr>rrbr=rs&& rmtest_too_small_inputs)TestAlexanderGovern.test_too_small_inputss[\\,4I J J''.C  / RVV ,K J J Jrcz\P!RR7;_uu_4\P!^^.\P\P.4pRRR4\ XP \P4\ VP\P4R# +'giLZ;i)r}r~N) rrr[r r!rr>rbr=rys& rmtest_bad_inputs#TestAlexanderGovern.test_bad_inputssf [[ * *''A0@AC+S]]BFF+SZZ(+ *s 8B** B: c .RNRNRNRNRNRNRNRNRNRNRNRNRNRNR NRNR NR NR NR NR NRNRNR!NRNR"NR#NR$NR%NRNRNR&NRNR'NR(NR)NR*NR+NRNRNp.R,Op.R-Op\P!V4\P!V4\P!V4r2p\P!WV4p\ VP R4\ VP R4R#).a Data generated in R with > set.seed(1) > library("onewaytests") > library("tibble") > y <- c(rnorm(40, sd=10), + rnorm(30, sd=15), + rnorm(20, sd=20)) > x <- c(rep("one", times=40), + rep("two", times=30), + rep("eight", times=20)) > x <- factor(x) > ag.test(y ~ x, tibble(y,x)) Alexander-Govern Test (alpha = 0.05) ------------------------------------------------------------- data : y and x statistic : 1.359941 parameter : 2 p.value : 0.5066321 Result : Difference is not statistically significant. ------------------------------------------------------------- Example adapted from: https://eval-serv2.metpsy.uni-jena.de/wiki-metheval-hp/index.php/R_FUN_Alexander-Govern gb?g^s/@gQ\ @gIF@gpZ>q@g7D@g(Q<.@gON/@gs&@gzp"@gz l @g57@g>m@*a"@g,ZbI@gX9 ]?g1@g;@gL97vp,+@g"@glA!&@go@gFQ?gsdlT6?Ng5gl"k gRh g-ѪZng Ogҷ%6gw)ܿg789Ŀg3gg"Jbgy:@j-g2A gp/rgfT|7g^v+g٘Yg0/g)g!_5*gq TEgg1$@g a, @gˤ$g9%gZ@gT6U'@gS g6aGn*@gO@g\\"g^4w@g0gr~5@g DP=@gٿԙg:4R/gOx]r!@gU4gta)B@g,Gg2$@gD%?gI,VL&g@gч ;g 5@gWJc@gYjK@@)gj7#@ggIK'@g?Ң@g7C5@g;C>ϯUg7@g)n}.^@rrYr[r r r>r=)rcrtwoeightsolns& rmtest_compare_r"TestAlexanderGovern.test_compare_rs: "! "#5 "7I "! "#4 "6H "  ""3 "5F "# "%6 "8I "# "%8 ":L " # " %9 " ;L " ! " #4 " 6G "! "#4 "6H "! "#6 "8J "# "%7 "9J "! "#6 "8I "# "%8 ":L "" "$7 "9K "! " I7**S/2::c?BJJu %;)rcr?rs& rmtest_nan_policy_propagate-TestAlexanderGovern.test_nan_policy_propagatesZzz,'QK)@@##T*SZZ(S]]BFF+rpc\P!.RO4\P!^\P.43p\\RR7;_uu_4\ P !VRR/RRR4R# +'giR#;i)rWrrrrNr)rrYrbrrr[r )rcr?s& rmtest_nan_policy_raise)TestAlexanderGovern.test_nan_policy_raisesWzz,'QK)@@ :-L M M  ! !4 rbr=)rcrrrs& rmrf'TestAlexanderGovern.test_constant_inputsv ZZ- . ZZ- . \\.0L M M''/CNS]]BFF+SZZ(N Ms B>> C rN)rrrrr rrr r r r r r r r r rfrrrs@rmr r s>( [[Vq!fb\QFA;!Q! $NO-P-)B=H11f10f,= >))rpr c 2a]tRtRtoRtRtRtRtRtRt Rt R t ] PPR ]P !.RO4]P !.RO4]P"^33]P !.RO4]P !.RO4]P$]P$33.4R 4t] PPR .RO4R 4tRtRtRtRt] PPRR.RO3.4R4tRtRtRtVtR#) TestFOneWayicp\P!^^.^^.4wr\VR4\VR4R#)ryrrN)r[f_onewayrrcr res& rm test_trivialTestFOneWay.test_trivials0~~q!fq!f-QQrpc\P!^^.^^.4wr\VR4\V^\P !R4, RR7R#)ryrr1rirN)r[r rr rrHr s& rmrXTestFOneWay.test_basicsA~~q!fq!f-Q1rwws|+%8rpc.RO.R O.R O.p\P!VRR/wr#\VRRR7\VRRR7R#) (\5I@rFgM;yQ?rirgWe?Ng(\5IgHz'D@gףp= 2g ףp=A@g333333g)\(?gq= ףp7@rAg333333.@gRQ#@gzG'@rpg= ףp#@gGz."@gp= ף @r[r r )rcsamplesr res& rmtest_unequal_varTestFOneWay.test_unequal_varsE=+35~~w8%8& ,59,59rpc.RO.RO.RO.pRp\P!\VR7;_uu_4\P!VRR/RRR4R# +'giR#;i) r z(Expected a boolean value for 'equal_var'rrFalseNr r r )rr r&r[r )rcr rs& rmtest_equal_var_input_validation+TestFOneWay.test_equal_var_input_validationsJ=+35= ]]9G 4 4 NNG 7w 75 4 4 4s A A$ cz\P!^.^..RO4wr\VRRR7\VRRR7R#)rErDrNrrorr r s& rmtest_known_exactTestFOneWay.test_known_exacts4~~qcA3 23U+3U+rpc\P!RR.\PR7p\P!RR.\PR7p\P!W4wr4\ VRRR7R#) r6gŸ?rirN)rruint16r[r r )rcrKrWr res& rmtest_large_integer_array$TestFOneWay.test_large_integer_arraysQ HHc3Zryy 1 HHc3Zryy 1~~a# .U;rpc\P!RR.\PR7p\P!RR.\PR7p\P!W4pRp\ W44R#)r r r6r r Nr)rrr r[r r)rcrKrWrr@s& rmtest_result_attributes"TestFOneWay.test_result_attributessM HHc3Zryy 1 HHc3Zryy 1nnQ", C,rpc.R OpVEFpRp\PP\PP\PP \ 4RV44p\ V4;_uu_4pVP4PR4pRRR4XR,Uu.uF+pVP4'gKVP4NK- pp\P!V^>!'DA #am #1A @ @ @s *A&& A7 r?c \P!.RO.RO.R O.R O.RO.4p\P!.R O.R O.R O.RO.RO.RO.RO.RO.4p\P!.RO.RO.RO.RO.4pVR9d(VPpVPpVPp^pM^pRp\P!\ P VR7;_uu_4\ P!W#WAR7wrxRRR4RFp \ P!\P!W)V4\P!W9V4\P!WIV44wr\XV ,V RR7\XV ,V RR7K RFp \P!\ P VR7;_uu_4\ P!\P!W)V4\P!W9V4\P!WIV44wr\XV ,V 4\XV ,V 4RRR4K R# +'giEL^;i +'giK;i)rWr: rr>Nrir)rWrrr)rErwrr)rrzrrr$)rrWrwr)rrzrwr)rrrwr)rWrwrwr)rwrwrwr)rErrwr)rFrErwr)rErErwr)rrrr)rrErr)rwrrrrUrWrVrW) rrrrrbr[rcr taker r) rcr?rKrWrj take_axisr@rArerfjpjs && rmtest_2d_inputsTestFOneWay.test_2d_inputs-s HHl"""" $ % HHl"""""""$ % HHl"""$ % 7?AAAII: \\%44H E E>>!5DAF A^^BGGA)$<$&GGA)$<$&GGA)$<>FB AaD"5 1 AaD"5 1  Ae88IIi(@(*i(@(*i(@BQqT2&QqT2& JIF E EJIIsI8BI I  I+ c  ^\P!R^4P^^^4, p^\P!R^4P^^^4, p\P!^\P!R^q4P^^^4, 4p\P !WV^R7wrEVP R8XgQhVP R8XgQh\VP ^,4Fp\VP ^,4F^p\P !WRV3,W&RV3,W6RV3,4wr\WWg3,4\WWg3,4K` K R#)rWrr>rN)rrJ) rrr]cosr[r rrr ) rcrKrWrjrArerrfijpijs & rmtest_3d_inputsTestFOneWay.test_3d_inputs]s% biiY'//1a8 8 biiY'//1a8 8 FF1RYYsI.66q!Q?? @~~aAA.ww&   ww&   qwwqz"A1771:& >>!q!G*a1aj!q!G*MqtW-qtW-'#rpc\P!\\R7;_uu_4\P !.RO..RO4p\ V\P\P34RRR4R# +'giR#;i)rNrr) rrbrrr[r rrrbr(s& rmtest_length0_1d_error!TestFOneWay.test_length0_1d_errornsN \\,4I J J^^Ir<@F "&&"&&!1 2K J J Js AA:: B c\P!\\R7;_uu_4^p\P !^V34p\P !^V34p\P !^V34p\ P!W#V4wrV\P!V3\PR7p\WW4\Wg4RRR4R# +'giR#;i)rrN) rrbrrrrr[r r~rbr)rcncolsrKrWrjrArers& rmtest_length0_2d_error!TestFOneWay.test_length0_2d_errorts \\,4I J JEE #AE #AE #A>>!*DA77E87D  !  !K J J Js B!C C% c\P!\4;_uu_4\P!^ .^ .^ .^ .4p\ V\ P\ P34RRR4R# +'giR#;ir )rrbrr[r rrrbr(s& rmtest_all_length_oneTestFOneWay.test_all_length_onesT \\, - -^^RD2$rd;F "&&"&&!1 2. - - -s AA55 B r?cRp\\VR7;_uu_4\P!V!RRR4R# +'giR#;i)z$At least two samples are required...rN)rr&r[r )rcr?rs&& rmtest_too_few_inputsTestFOneWay.test_too_few_inputss/8 9G 4 4 NND !5 4 4 4s ; A c\P!R4p\P!R4p\\4;_uu_4\P !W^R7RRR4R# +'giR#;irr>Nr)rwr)rrrr$r[r rcrKrWs& rmtest_axis_errorTestFOneWay.test_axis_errorsD GGFO GGFO 9 % % NN1a (& % % % A'' A8 c\P!R4p\P!R4p\\4;_uu_4\P !W^R7RRR4R# +'giR#;irX )rrrrr[r rY s& rmtest_bad_shapesTestFOneWay.test_bad_shapessD GGFO GGFO : & & NN1a (' & & &r\ rN)rrrr )rZrUryrWr)rrrrr rXr r r r r r7 rrr rrr!rbrfrB rH rK rO rR rU rZ r^ rrrs@rmr r s 9:88,<-F@ [[- , )!4rvvqkB , ,!7"&&"&&9IJ0  $  $ [[V^4-'5-'^."3 "3  [[Vb9,%78"9" ) ))rpr c\a]tRtRtoRtRtRtRtRtRt Rt R t R t R t R tVtR #) TestKruskalic^.p^.p\P!W4wr4\VR4\V\PP P V^44\P!\P!V4\P!V44wr4\VR4\V\PP P V^44R#)rWrN) r[kruskalrr rr}rrrrcrfrghres& rm test_simpleTestKruskal.test_simples C C}}Q"QAu2277::1a@A}}RXXa["((1+6QAu2277::1a@Arpc.ROp.ROp\P!W4wr4\VR^ R7\V\PPP R^44\P!\ P!V4\ P!V44wr4\VR^ R7\V\PPP R^44R#)rWrNrWrrwrJrIrErrzrFrOr )r[rc r rr}rrrrd s& rmrXTestKruskal.test_basics  }}Q"Au"5Au2277::5!DE}}RXXa["((1+6Au"5Au2277::5!DErpcr^.p^^.pRpRpW4, p\P!W4wrg\We4R#)rWrNrt )r[rc rrcrfrgh_uncorrrrre res& rmtest_simple_tieTestKruskal.test_simple_ties= C F*?}}Q" Q!rpc.ROp.ROpRp^\^4R, , pW4, p\P!W4wrg\We4R#)rWN)rWrWrWrE)rErErErEr)rr[rc r rm s& rmtest_another_tieTestKruskal.test_another_tiesE  >5,-::?}}Q"A(rpc.ROp.ROp^^.pRp^\^4R, , pWE, p\P!WV4wrx\Wv4\V\PP P V^44R#)rWNrr>r8rr )rr[rc r rr}r) rcrfrgr,rn rrre res & rmtest_three_groupsTestKruskal.test_three_groupsss   FG5,-::?}}Q1%A(Au2277::1a@Arpc ".ROp.ROp.p\P!\\R7;_uu_4\ \ P !WV4\P\P34RRR4R# +'giR#;i)rWrNrr>) rrbrrrr[rc rrb)rcrfrgr,s& rmrTestKruskal.test_emptysV    \\,4I J J qQ/"&&"&&1A BK J J Js AA== B c\.ROp.ROp\P!W4pRp\W44R#)rWNri rj r)r[rc r)rcrfrgrr@s& rmtest_kruskal_result_attributes*TestKruskal.test_kruskal_result_attributess'  mmA!, C,rpc\P!R4p\PV^ &\\P !W4\P\P34\ \P !WRR7R4\\\P WRR7\\\P WRR7R#)rrrrrNr ) rrrbrr[rc rrrrs& rmrTestKruskal.test_nan_policysu IIcNvv!U]]1(266266*:;EMM!6BJOj%--'Jj%--(KrpcRp\PPV4p\PPV4^2,p\P!W#4wrE^p\ WV4R#)rP N)rrrr[rc r )rcrrfrgre rers& rmtest_large_no_samples!TestKruskal.test_large_no_samplessM  IIOOA  IIOOA  #}}Q"A(rpcRp\P!\VR7;_uu_4\P!4RRR4R# +'giR#;i)z-Need at least two groups in stats.kruskal\(\)rN)rr rr[rc r;s& rmtest_no_args_gh20661 TestKruskal.test_no_args_gh20661s0B ]]:W 5 5 MMO6 5 5 5s A A rN)rrrrrf rXro rs rv rr{ rr r rrrs@rmra ra sABF ") BC-L)rpra ca]tRtRto]P P R.RO4R4t]P P R.RORR3.RORR3.4R 4t.ROt ]P P R .RO4]P P R ] 4R 44t ]P P R ] 4R 4t ]P P R ] 4]P P R^^.4R44t Rt VtR#)TestCombinePvaluesiz+method, expected_statistic, expected_pvaluev!: @/?c.ROp\P!VPV4VR7p\VPVPV44\VP VPV44R#rrNrr4rG)r[combine_pvaluesrYr/r>r=)rcrdrrrrfrs&&&&& rmtest_reference_values(TestCombinePvalues.test_reference_valuessR ##BJJqM&A rzz2D'EF BJJ$?@rpz,weights, expected_statistic, expected_pvaluega;?grmT?cVP.RO4p\P!VRVPV4R7p\VPVPV44\VP VPV44R#)rstouffer)rr Nr )rYr[r r/r>r=)rcrdr rrrfrs&&&&& rmtest_weighted_stouffer)TestCombinePvalues.test_weighted_stouffer s^ JJ} %##Aj"**WBUV rzz2D'EF BJJ$?@rprmrc P^ ^rT\PPR4pVR8XdpVPVP VPV44WE34pVP VP VPRRV4R4VR,.^R7pMrVR8Xd0VPVPRRV4WT34PpMrrrrNrUr= )rr)rrrrrYrr]r5rr rrrrr[r r) rcrmrrdrrrpvaluessrcombined_pvaluess &&&& rmtest_monotonicity$TestCombinePvalues.test_monotonicity st11ii##$KL h rzz#**Q-'@1&IHyy"**R[[c1-Ew"O"*5/"39:!>!,-' - %''AvFqI J-'  vv&r*-=cr-BBaGHHHH ' s49F#c\P!VP.RO4VR7p\VPV^,4\VP V^,4R#r )r[r rYr0r>r=)rcrrdrs&&& rmrQTestCombinePvalues.test_result7 sA##BJJ}$=fM s1v. CF+rpr?c\PPR4pVPVPRR74pV^8Xd VPMTp\ P !WRVR7pVflVPVR4p\ P !WQR7p\VPVP4\VPVP4R#V^8Xd VPMTpVR,VR,r\ P !WR7p \ P !WR7p \VP^,V P4\VP^,V P4\VP^,V P4\VP^,V P4R#) l2'$FVr)r?rNrrErOrrqrr) rrrrYrr[r r]r/r>r=) rcrr?rdrrfrrrrref0ref1s &&&& rmrTestCombinePvalues.test_axis= s: ii##O4 JJszzwz/ 0AIACCA##A@ < 1e$A''9C CMM3== 9 CJJ 3 AIACCA4!D'B$$R7$$R7 a($..9 a($..9 1 t{{3 1 t{{3rprN))rg'"x-@g({#H?)r r r )rgQ4gF?)tippettrgL^i?)mudholkar_georgegzP@guKqN?rrr)rrr)rrr r r )r rr)rrrrrrr r r rr rQrrrrs@rmr r s0 [[5 GHAHA  [[ 7 )+> ? )+= > @ AA AA OG [[Y(CD [[Xw/I0EI0 [[Xw/,0,  [[Xw/ [[VaV,4-04rpr cBa]tRtRtoRtRtRtRtRtRt Rt Vt R #) TestCdfDistanceValidationiY z[ Test that _cdf_distance() (via wasserstein_distance()) raises ValueErrors for bad inputs. c \\\P^.^.^.^^.4\\\P^.^.^^.4R#r rrr[wasserstein_distancer|s&rm&test_distinct_value_and_weight_lengths@TestCdfDistanceValidation.test_distinct_value_and_weight_lengths_ sG j%"<"<cA3aV -j%"<"r rDrEN)rrrrX r!rr^rrbincountrr[r r ) rcrr r rrepeatsu_valuesv_values v_weights range_repeat u_weightsr rs &&&& rmtest_same_distribution_nD3TestWassersteinDistanceND.test_same_distribution_nD s ii##$<=,,q+3,G::G?:399XQ7JJrvvg/ yy3wr N) rrrrYr7 r&rXr[r r ) rcr r rrr r r r rrs &&&& rmtest_collapse_nD*TestWassersteinDistanceND.test_collapse_nD sii##$89::B::.88RJ'JJBJ' JJBJ' jjq99M++H U!rpc(\PPR4pVPW3R7pVPW#3R7pVPVR7pVPVR7p\P!WVWx4p VP ^V^R7wrVPW3R7p \P !WZV ^R7p\P !Wz\P!V 4^R7p\P!WVWx4p \W4R#)r rr>N) rrrr[r rX insertrYr )rcr r rrr r r r radd_rownrows add_valuers&&&& rmtest_zero_weight_nD-TestWassersteinDistanceND.test_zero_weight_nD s ii##$89::B::.::B::.JJBJ' JJBJ' ++H Ua!4JJUMJ2 99X BIIi"((5/J ++H U!rpc^^.^^..\P\P)..^^.r2p\P!WV4p\ V\P4\P !RR7;_uu_4\P\P..\P\P)..r!\P!W4p\ V\P 4RRR4R# +'giR#;i)rWr}r~N)rr!r[r rrrb)rcuvvvuwdistances& rmtest_inf_values)TestWassersteinDistanceND.test_inf_values s!fq!f%"&&(9':QF00<Xrvv& [[ * *vvrvv&'266BFF7*;)<44RA3C;; D c\PPR4pVPW3R7pVPW#3R7pVPVR7pVPVR7p\P!WVWx4p VP ^V4p VP4p \P !WZV ^R7p\P !WjV ^R7p\P!WVWx4p \W4R#)lLq/rr>N)rrrr[r rX r r ) rcr r rrr r r r radd_dimr rs &&&& rmtest_multi_dim_nD+TestWassersteinDistanceND.test_multi_dim_nD s ii##$78::B::.::B::.JJBJ' JJBJ' ++H U,,q$'JJL 99X B99X B++H U!rpc\PPR4pVPW3R7pVPW#3R7pVPVR7pVPVR7p\P!WVWx4p \P !V4p V P VR7p VPVR7p \P!W[,V ,Wk,V ,Wx4p \W4R#)luAh~rrN)rrrr[r ortho_grouprr )rcr r rrr r r r rr transformshiftrs&&&& rmtest_orthogonal_nD,TestWassersteinDistanceND.test_orthogonal_nD s ii##N3::B::.::B::.JJBJ' JJBJ' ++H U  &HH#H.   %++H,@5,H)1)=)E)2? !rpc"\PPR4p\P!\ RR7;_uu_4VPRR7pVPRR7p\ P!W#4pRRR4\P!\ RR7;_uu_4VPR R7pVPR R7p\ P!W#4pRRR4\P!\ RR7;_uu_4VPR R7pVPR R7p\ P!W#4pRRR4R# +'giL;i +'giL;i +'giR#;i) le36^[Y{lz Invalid input values. The inputsrrNz Invalid input values. Dimensionsz(Invalid input values. If two-dimensional)rrOr)rzrErJ)r)rrr r;)rrrrr rr[r )rcrr r rs& rmtest_error_code)TestWassersteinDistanceND.test_error_code!sii##$>? ]]:-O P Pzz{z3Hzzyz1H--hAAQ]]:-O P Pzzuz-Hzzwz/H--hAAQ]]:<>>zzwz/Hzzvz.H--hAA >>Q PQ P>>>s$;E+;E*;E= E' * E: = F u_sizev_sizec\PPR4pVPV^3R7pVPV^3R7pVP4pVP4p\P !Wg4p\P !WE4p \P !Wg4p \W4\W4VPVR7p VPVR7p \P !WgW4p\P !WEW4p \P !WgW4p \W4\W4R#)lKu@*rN)rrrrr[r r r ) rcr r rr r u_values_flat v_values_flatd1d2d3r r s &&& rmtest_optimization_vs_analytical9TestWassersteinDistanceND.test_optimization_vs_analytical!s ii##K0::FA;:/::FA;:/ (  (  ' ' E  * *8 >  * *= HJJFJ+ JJFJ+  ' ' (1>  * *8(1>  * *=(1>rprN)rrru)rrrJ)rwrO)rFrI&)rFrQrg )rrwr)rFr- r)rWrErz)rOrr)rWrrw)rJrRr)rErrJ)rWrOr)rrrrr5r rrr r r r r r r r r rrrs@rmr r  s "& [[Y 4 [[VY/ [[]G4,505," [[T:. [[T;/ [[VZ0 "10/ " [[T;/ [[T;/ [[VY/"000" + [[T<0 [[T<0 [[VY/"011"" [[T;/ [[T;/ [[VY/"000"$B  [[X{3 [[X{3 44 rpr cNa]tRtRtoRtRtRtRtRtRt Rt R t R t Vt R #) TestWassersteinDistancei.!z4Tests for wasserstein_distance() output values. cF\\P!^^.^.^^.^.4R4\\P!^^.^.^^.^.4R4\\P!^^.^.^^.^.4^4\\P!.RO.RO4^4R#)ryr1rNrrr r[r r|s&rmrf #TestWassersteinDistance.test_simple2!s   & &1vsQFQC @   22 FQC!Q!&   22 FQC!Q!&   22 y"  rpc \\P!.RO.RO4^4\\P!.RO^^..RO^^.4^4R#rWNrrx)rWrWrWrrQ)rr[r r|s&rmtest_same_distribution.TestWassersteinDistance.test_same_distributionB!sE U// 9EqI  & &|aV'3aV =  rpc 2\\P!^.^.4^4\\P!R.^.4^ 4\\P!.RO.RO4^ 4\\P!.RO.RO.RO.R O4R4R#) ryrtNrr)rPrQrRrMr)rAg@r )r rJr)rrWrW)rWrrWr r|s&rm test_shift"TestWassersteinDistance.test_shiftK!sz 22A3  & &y)'0) =  >rpc\P!R^R4p\P!V4p\\P !W4\P !\P!V444\P!\V44pVRRR1,p\\P !WW44\P!\P!V4VR74R#)rOrGNr r rU) rrrr r[r r^rrr7 )rcrrr r s& rm test_collapse%TestWassersteinDistance.test_collapseb!s IIc2s # MM!   & &q , GGBFF1I  IIc!f% ddO   & &qY B JJrvvay) 4 6rpc \\P!.RO^^..RO^^.4\P!^^.^^.^^.^^.44R#rWN)rWrEr^r r r|s&rmr (TestWassersteinDistance.test_zero_weightr!sN  & &~1v'01a& :  & &1v1v1v1v F Hrpc \\P!^^\P.^^.4\P4\\P!^^\P.\P)^.4\P4\\P!^\P)\P.^^.4\P4\ 4;_uu_4pVP \R4\\P!^^\P.\P^.4\P4RRR4R# +'giR#;irWrN) rr[r rr!r rrrbrcrs& rmr 'TestWassersteinDistance.test_inf_valuesy!s   & &1bff~1v > FF    & &1bff~| D FF    & &BFF7BFF';aV D FF  C JJ~'7 8 **Aq"&&>BFFA;G ! 7A'E(( E9 rN)rrrrr5rf r r r r r r rrrs@rmr r .!s3  >6 Hrpr cHa]tRtRtoRtRtRtRtRtRt Rt R t Vt R #) TestEnergyDistancei!z/Tests for energy_distance() output values. c\\P!^^.^.^^.^.4\P!^4R,4\\P!^^.^.^^.^.4\P!^4R,4\\P!^^.^.^^.^.4R4\\P!.RO.RO4\P!^4R,4R#)ryr1rrNrrr`rr[energy_distancerrHr|s&rmrf TestEnergyDistance.test_simple!s   ! !1a&1#1vs ; GGAJO  E11 FQC!Q!& GGAJ   E11 FQC!Q!&     ! !)Y 7 GGAJ* * ,rpc \\P!.RO.RO4^4\\P!.RO^^..RO^^.4^4R#r )rr[r r|s&rmr )TestEnergyDistance.test_same_distribution!sB U**9i@!D  ! !,A q!f M  rpc\\P!^.^.4\P!^44\\P!R.^.4\P!^4R,4R#)ryNrgS[:XL @r r|s&rmr TestEnergyDistance.test_shift!sS E111#s;RWWQZH  ! !2$ , GGAJ  !rpc \\P!.RO.RO.RO.RO4\P!.RO.RO.RO.RO44R#r rr[r r|s&rmr 'TestEnergyDistance.test_combine_weights!s<   ! !"79N"79N P  ! !)Y 9 M Orpc \\P!.RO^^..RO^^.4\P!^^.^^.^^.^^.44R#r r r|s&rmr #TestEnergyDistance.test_zero_weight!sK  ! !.1a&)aV L  ! !1a&1a&1a&1a& A Crpc \\P!^^\P.^^.4\P4\\P!^^\P.\P)^.4\P4\\P!^\P)\P.^^.4\P4\ 4;_uu_4pVP \R4\\P!^^\P.\P^.4\P4RRR4R# +'giR#;ir ) rr[r rr!r rrrbr s& rmr "TestEnergyDistance.test_inf_values!s U**Aq"&&>Aq6BBFFK  ! !1a.BFF7A, ? FF    ! !1rvvgrvv"6A ? FF  C JJ~'7 8 %%q!RVVnrvvqkB ! r rN) rrrrr5rf r r r r r rrrs@rmr r !s/, !OC rpr c a]tRtRto.ROt.ROt^ tRtRtRt Rt Rt Rt ] PPRR ./R ./R .R ./.4R 4tR tR tRtRtRtRtVtR#)TestBrunnerMunzeli!c\P!VPVPRR7wr\P!VPVPRR7wr4\P!VPVPRR7wrV\P!VPVPRR7wrx\ W$VP R7\ WhVP R7\ W&8g4\ VRVP R7\ VRVP R7\ VRVP R7\ VRVP R7\ VRVP R7\ VRVP R7R#) rrrr| & @gҏGg?g@-pL?N| & )r[ brunnermunzelrZrh r rrri s & rmtest_brunnermunzel_one_sided.TestBrunnerMunzel.test_brunnermunzel_one_sided!s($$TVVTVVH$$TVVTVVK$$TVVTVVK$$TVVTVVHB0@0@AB0@0@AB 2(,(8(8 :B 3(,(8(8 :B 2(,(8(8 :B 3(,(8(8 :B 5(,(8(8 :B 3(,(8(8 :rpc\P!VPVPRR7wr\P!VPVPRR7wr4\ W$VP R7\ VRVP R7\ VRVP R7\ VRVP R7R#)rrrr' ҏGw?Nr( r[r) rZrh r rrs s& rmtest_brunnermunzel_two_sided.TestBrunnerMunzel.test_brunnermunzel_two_sided!s$$TVVTVVM$$TVVTVVMB0@0@AB 2(,(8(8 :B 3(,(8(8 :B 5(,(8(8 :rpcx\P!VPVP4wr\P!VPVP4wr4\ W$VP R7\ VRVP R7\ VRVP R7\ VRVP R7R#)rr' r- Nr( r. rs s& rmtest_brunnermunzel_default,TestBrunnerMunzel.test_brunnermunzel_default!s$$TVVTVV4$$TVVTVV4B0@0@AB 2(,(8(8 :B 3(,(8(8 :B 5(,(8(8 :rpc RpRpRp\VR94\\\PVP VP VVV4R#)rrrN)rrrrrrr[r) rZrh rcr distributionrs& rm$test_brunnermunzel_alternative_error6TestBrunnerMunzel.test_brunnermunzel_alternative_error"sI    #CCDj))ffff!"  "rpc\P!VPVPRR7wr\P!VPVPRR7wr4\ W$VP R7\ VRVP R7\ VRVP R7\ VRVP R7R#)rr7 rr' g"H[?Nr( r. rs s& rm$test_brunnermunzel_distribution_norm6TestBrunnerMunzel.test_brunnermunzel_distribution_norm"s$$TVVTVV(K$$TVVTVV(KB0@0@AB 2(,(8(8 :B 3(,(8(8 :B 5(,(8(8 :rpc RpRpRp\VR94\\\PVP VP VVV4R#)rrrN)rrr5 r6 s& rm%test_brunnermunzel_distribution_error7TestBrunnerMunzel.test_brunnermunzel_distribution_error"sH!    ?23j))ffff!"  "rp kwarg_updatergrfc|RVPRVP/pVPV4\P!\ \ R7;_uu_4\P!R/VBwr4RRR4\X\P4\X\P4R# +'giLF;i)rfrgrNr) rZrh rrrbrrr[r) rrrb)rcrA r@r>r=s&& rmtest_brunnermunzel_empty_imput0TestBrunnerMunzel.test_brunnermunzel_empty_imput+"s{tvvsDFF+ l# \\,4I J J % 3 3 =f = IKY'VRVV$K Js B++ B; c^^^^^^^^^^^^^^\P.p.ROp\P!WRR7wr4\P!W!RR7wrV\ V\P4\ V\P4\ V\P4\ V\P4R#)rWrrN rrrrrWrErrWrWrwr)rrbr[r) rrcrZrh rj rrk r s& rm&test_brunnermunzel_nan_input_propagate8TestBrunnerMunzel.test_brunnermunzel_nan_input_propagate5"s 1aAq!Q1aArvv > -$$QkB$$QkBR R R R rpc^^^^^^^^^^^^^^\P.p.ROpRpRpRp\\\P VVVVV4\\\P VVVVV4R#)rWrrrNrF )rrbrrr[r) )rcrZrh rr7 rs& rm"test_brunnermunzel_nan_input_raise4TestBrunnerMunzel.test_brunnermunzel_nan_input_raise@"s 1aAq!Q1aArvv > -!   j))!"  " j))!"  "rpcr^^^^^^^^^^^^^^\P.p.ROp\P!WRR7wr4\P!W!RR7wrV\ WFVP R7\ VRVP R7\ VRVP R7\ VRVP R7R#) rWrrrr' r- NrF r( )rrbr[r) r rrG s& rm!test_brunnermunzel_nan_input_omit3TestBrunnerMunzel.test_brunnermunzel_nan_input_omitV"s 1aAq!Q1aArvv > -$$Qf=$$Qf=B0@0@AB 2(,(8(8 :B 3(,(8(8 :B 5(,(8(8 :rpc .ROp.ROpRp\P!\VR7;_uu_4\P!WRR7RRR4R# +'giR#;i)zktests that a warning is emitted when p is nan p-value with t-distributions can be nan (0/0) (see gh-15843) zDp-value cannot be estimated|divide by zero|invalid value encounteredrrr; Nrr)rrbrr[r) rs& rmtest_brunnermunzel_return_nan/TestBrunnerMunzel.test_brunnermunzel_return_nand"sC  T \\. 4 4   3 75 4 4 4s A A# c .ROp.ROp\P!\RR7;_uu_4\P!WRR7wr4RRR4\ X^4R# +'giL;i)z^tests that a p is 0 for datasets that cause p->nan when t-distribution is used (see gh-15843) zdivide by zerorrr; Nrr)rrbrr[r) r)rcrfrgrres& rmtest_brunnermunzel_normal_dist0TestBrunnerMunzel.test_brunnermunzel_normal_disto"sN   \\.0@ A A&&q(CDABQB As A A. rN)rWrErWrWrWrWrWrWrWrWrErrWrWrF )rrrrrZrh rr* r/ r2 r8 r< r? rrr rC rH rK rN rQ rT rrrs@rmr% r% !s2A)AK:. : : " : " [[^sBi#r/2BR.@.BC%C% !", : 8  rpr% c a]tRtRtoRtRt]PPR.RO.RORR] P)RR .R RR ] PR ..4R 4t ]PPR.RO.RO.4R4t ]PPRRR.4]PPRR R .4]PPRRR.4R444t RtRtVtR#)TestQuantileTesti{"zYTest the non-parametric quantile test, including the computation of confidence intervals c.ROpRp\P!\VR7;_uu_4\P!V.4RRR4Rp\P!\VR7;_uu_4\P!V^^.R7RRR4Rp\P!\VR7;_uu_4\P!VRR.R 7RRR4\P!\VR7;_uu_4\P!V^R 7RRR4\P!\VR7;_uu_4\P!VRR 7RRR4R p\P!\VR7;_uu_4\P!VR R 7RRR4R p\P!\VR7;_uu_4\P!V4P ^4RRR4R# +'giEL;i +'giEL;i +'giEL`;i +'giEL/;i +'giL;i +'giL;i +'giR#;i)rWz/`x` must be a one-dimensional array of numbers.rNz`q` must be a scalar.)r@z-`p` must be a float strictly between 0 and 1.r1r)rez`alternative` must be one of...z one-sidedrr.rro)rr rr[ quantile_testr)rcrfrs& rmtest_quantile_test_iv&TestQuantileTest.test_quantile_test_iv"s C ]]:W 5 5    $6* ]]:W 5 5   aV ,6B ]]:W 5 5   c4[ 16 ]]:W 5 5   Q '6 ]]:W 5 5   T *64 ]]:W 5 5   { ;6I ]]:W 5 5    " 6 6q 96 5)6 5 56 5 56 5 5 5 5 5 5 56 56 5 5sSH1H:H,II I'&I: H  H) , H= I  I$ ' I7 : J zp, alpha, lb, ub, alternativern rFrg{gA?rr@gg@rc\P!\P!^RR44p\P!WaVR7p\ VP V4W4.RR7R#)ryrr)rerrDrN)rrrr[rY r r)rcrer1lbubrrfrs&&&&&& rmtest_R_ci_quantile#TestQuantileTest.test_R_ci_quantile"sJ FF299Qd+ ,!!!kB//6uMrpzq, p, alternative, refc\P!\P!^RR44p\P!WQW#R7p\ VP VRR7R#)ryrrr@rerrrN)rrrr[rY r r=)rcr@rerrrfrs&&&&& rm test_R_pvalueTestQuantileTest.test_R_pvalue"sA FF299Qd+ ,!!!AG Ce4rpr continuousdiscreterr1c\^\V4,\V4,V,4p\PP V4pVR8Xd(VP^R7wrgVP^dR7pM6VP ^^ ^dR7pVP4pVP ^^ 4p\ P!WWbR7p V PVR7p VR8XdWP8*p MWP8p W,F5p \ P!WWbR7p V P^V, 8dK5Qh W(,F5p \ P!WWbR7p V P^V, 8dK5Qh R#)rJre rrb r(rN) r!rrrrrX r[rY rrrr=) rcrrr1rrrer@rrri_insiderfs &&&& rmtest_pval_ci_match#TestQuantileTest.test_pval_ci_match"sGAs4yL3{#33U:;ii##D) < ::1:%DA**#*&C,,q"3,/C A Q#A!!#aI  $ $e $ < & gg~Hff}HA%%c!MC::E ) ))YA%%c!MC::E ) )) rpc\.ROpRp\P!V^RRR7p\VPVRR7^;.^,^=.^h,,p\P!R^pR7P ^R 7p\P!V^O.R>O.R>O.R>O.R>O.R>O.R>O.R>O.R>O.R?O.R@O.R@O.R@O.R@O.R@O.3.t] PPR] 4] PP!4R 44tR!tR"tR#tR$tVtR%#)ATestPageTrendTesti#i2g:hў?FrigsH?i,0gY@?i gXY?riLgs˜?TgĞ?g>K=?igqူ?ga?ig;?g[^6?zL, p, ranked, method, datac\PP^*4\P!WSVR7p\ WP 4\W&P4\ WFP4R#r)rankedrN rrrr[page_trend_testrr>r r=rrcLrer rrrs&&&&&& rm test_accuracyTestPageTrendTest.test_accuracyE#sH r##DGQ &::&VZZ(rpig-lp W?i*gh[?ig&]2?c\PP^*4\P!WSVR7p\ WP 4\W&P4\ WFP4R#r r r s&&&&&& rmtest_accuracy2 TestPageTrendTest.test_accuracy2b#sJ r##DGQ &::&VZZ(rpcb\PP^*4^ ^r!\P!^V^,4p\PP \P!V44p\PP W4p\ P!V^R7p\ P!V4p\ P!VRR7p\ P!VRR7p \ P!WcR7p \ P!VRV3,W4,R7p \VPVP4\VPV P4\VPV P4\VPV P4R#)rr>Tr F)predicted_ranksrN) rrrrrrr[rankdatar rr>) rcrrr permrranksrrrres4res5s & rm test_optionsTestPageTrendTest.test_optionsk#s r21))Aqs+yy$$RYYq\2yy~~a#t!,$$U+$$U48$$T%8$$UL$$U1d7^5D5JLT^^T^^4T^^T^^4T^^T^^4T^^T^^4rpc\PP^*4.R O.R O.R O.R O.RO.RO.p\P!V4Pp\P !^^4p\ P!VRVRR7p\VPR4\VPR^R7\ P!VRVRR7p\VPR4\VPR^R7R #)rFr)r r rigy&1l?rWrgHPsb?N)rCuo)rLr!k)gy)rD))r t) rrrrrrr[r rr>rr=)rcrr rs& rmtest_Ames_assay!TestPageTrendTest.test_Ames_assay}#s r/Cxx~))Aq/##D4C+79 S]]C(CJJ:##D4C+24 S]]C(CJJ:rpc* \\RR7;_uu_4\P!R4RRR4\\RR7;_uu_4\P!.4RRR4\\RR7;_uu_4\P!^^.4RRR4\\RR7;_uu_4\P!^...4RRR4\\RR7;_uu_4\P!\P P ^^44RRR4\\RR7;_uu_4\P!\P P ^^44RRR4Rp\\VR7;_uu_4\P!.RO.RO..ROR7RRR4\\VR7;_uu_4\P!.RO.RO..ROR7RRR4\\VR7;_uu_4\P!.RO.RO..ROR7RRR4\\VR7;_uu_4\P!.RO.RO.RR7RRR4\\RR7;_uu_4\P!.RO.RO.R4RRR4\\RR7;_uu_4\P!.RO.RO.R4RRR4\\R R7;_uu_4\P!.RO^^\P..R R 7RRR4\\R R7;_uu_4\P!.RO.RO.R R7RRR4\\RR7;_uu_4\P!.RO.RO.R R7RRR4R# +'giEL;i +'giEL;i +'giELw;i +'giELP;i +'giEL;i +'giEL;i +'giEL;i +'giELn;i +'giEL@;i +'giEL;i +'giEL;i +'giEL;i +'giEL;i +'giELW;i +'giR#;i)z`data` must be a 2d array.rNzPage's L is only appropriatez+`predicted_ranks` must include each integer)rr rz`data` is not properly rankedTz`data` contains NaNsFr z`method` must be inekki)rrz`ranked` must be boolean.)rr rr)rrEr)rWrErr)ryrErr ) rrr[r rrrrbr&r;s& rmr'TestPageTrendTest.test_input_validation#sK :-I J J  ! !$ 'K :-I J J  ! !" %K :-I J J  ! !1a& )K :-I J J  ! !QC5' *K:-K L L  ! !"))..A"6 7M :-K L L  ! !"))..A"6 7M@ :W 5 5  ! ! 9'=2; =6:W 5 5  ! ! 9'=2= ?6:W 5 5  ! ! 9'=2> @6:W 5 5  ! ! 9'=2; =6 :-L M M  ! !9i"8$ ?N :-L M M  ! !9i"8$ ?N:-C D D  ! !9q!RVVn"=). 0E:-B C C  ! ! 9'=)/ 1D9,G H H  ! ! 9'=)/ 1I HWK J J J J J J J J J J JM L L L L L 6 5 56 5 56 5 56 5 5 N M M M M ME D DD C CI H HsO)O= PP%?5P95Q -!Q!/!Q51!R 3R3R12S1.SS-T) O: = P  P" % P6 9 Q Q ! Q2 5 R R  R. 1 S  S  S* - S>  T rN)rOrMIrurM`r;r, $rK1rJ+rYrMr rPrrKrrHr)D4rD"rf rAXrLrJrQr CE^rr rWrYr rr r )rJrRUruOrQ\VrL@r- r r rg r- Yr7r r r 6rRB3r)r2rg @rwrrP)rwrrrOrrL)rr rOrQrMr)rrrErW)rrrWrEr)rrErWrxr)rzrwrrrErW)rWrrrwrErz)rwrrrErW)rrWrrErwr)rJrzrwrrrErW)rzrwrJrrrErWr) rOrIrFrJrzrwrrrErW) rWrFrrJrzrwrIrrErO) rIrErFrJrzrwrrrOrWrH)rFrJrzrwrrrErW)rWrrwrzrrJrErFr)rrrrrrrr data_3_25 data_10_26tsrrr r ts2rr r r rrrrs@rmr~ r~ #sIINN1 q"%IB'J $e\9 E %ulJ G $e\ = = =  > ? %ug % # & ( ) "D' , l , l , l , ( ) "D' y)Y 9 y)Y 9 y)Y 9 y) - . "D'  24F G I "D' _o _o _o    "D' y)Y 9 y)Y 9 y)Y 9    !4 !#8 !#8 : ; "D' y)Y 9 y)Y  C DO* BX [[92>)?) #T7 , , . / $dG ,.M ,.M , . / $dG %'? %'? %'? %'? %'? %'? %'? % ' ( C* [[92> [[)?)5$;*/1/1rpr~ iv5z fun, argsc V!VRR/pV!VRR/p\W#4VP R2p\P!\\ P !V4R7;_uu_4V!VRRRR/RRR4R# +'giR#;i)rrrz#() got multiple values for argumentrN)rrrr r&reescape)r; r?rrerrs&& rmtest_rename_mode_methodr #su t $G $C  #7 #Dll^> ?C y # 7 7 T0'00 8 7 7 7s # A88 B c a]tRtRtoRtRtRtRt]PPR.R O4]PPR^R.4R 44t ]PPR^R.4R 4t R t VtR #) TestExpectilei#c\PP^*4pVP^R7p\\P !VRR7\P !V44R#)rrr1r1N)rrrr r[ expectiler^rcrrfs& rmtest_same_as_meanTestExpectile.test_same_as_mean#sCii##B' JJBJ 5rwwqzBrpc\PP^*4pVP^R7p\\P !V^R7\P !V44R#rrr N)rrrr r[r aminr s& rm test_minimumTestExpectile.test_minimum#Cii##B' JJBJ 3RWWQZ@rpc\PP^*4pVP^R7p\\P !V^R7\P !V44R#r )rrrr r[r amaxr s& rm test_maximumTestExpectile.test_maximum#r rpca \PPR4pRo V 3Rlp^ pVPV4pVP4pVPV4p\P!WEVR7pV!WEV4p\ Wx4R#)lb@lNc\P!WR7p^V, WAV8*&\P!WC,W, ^,,4#)r)rrr^)rrKr1r rs&&&& rmr; 'TestExpectile.test_weights..fun#s; Q1AE A1fI66!+ 23 3rpc<\P!V4\P!V43p\P!SVWV3R7P #))bracketr?)rr r rminimize_scalarrf)rKr1r r r; s&&& rm expectile2.TestExpectile.test_weights..expectile2#sCffQi*G++C23G1DFFGa Hrpr N)rrrr[r r ) rcrr rrKr1r rrr; s & @rm test_weightsTestExpectile.test_weights#su ii##$78 4  H  JJqM **Q-ooa87+!rpr1rr9c  \PP^*4pVPVR7pR F:p\ \ P !\P!W%R7VR7V4K< VP4p\ \ P !WE,VR7\ P !WAR7V,4\ \ P !WE, VR7\ P !WAR7V, 4\ \ P !WT,VR7V\ P !WAR7,4VPV^ R7pVR8XdRpMVR8dRpMRpV!\ P !\PWF,,VR7\ P !WAR7\ P !WaR7,4VPV^R7p\ P !WAR7\ P !WaR78:gQhVPV^ R7pR FpV!\ P !^V, V,WV,,VR7^V, \ P !WAR7,V\ P !WaR7,,4K \ \ P !V)VR7\ P !V^V, R7)4R #) ub See Section 6 of I. Steinwart, C. Pasin, R.C. Williamson & S. Zhang (2014). "Elicitation and Identification of Properties". COLT. http://proceedings.mlr.press/v35/steinwart14.html and Propositions 5, 6, 7 of F. Bellini, B. Klar, and A. Müller and E. Rosazza Gianin (2013). "Generalized Quantiles as Risk Measures" http://doi.org/10.2139/ssrn.2225751 rr1)rrr rxc\W4R#r)r rKrWs&&rm assert_op:TestExpectile.test_expectile_properties..assert_op=$s %rpcW8gQhR#rrr s&&rmr r A$ u urpcW8gQhR#rrr s&&rmr r E$r rpN)rryr1)rDr1r@) rrrrr r[r r~ exponentiallogisticr_)rcr1rrrfrjrgr s&&& rmtest_expectile_properties'TestExpectile.test_expectile_properties$s'$ii##B' JJAJ  A a >eL  OO  OOAE / OOA +a /   OOAE / OOA +a /   OOAE / / /  LLaRL ( C< &S[    OOBEE!%L 6 OOA +ooa- .  JJA1J % OOA +uq/N N N LLaRL ( A 1a!# U;177EOOA334 !  OOQBe , __Qag . . rpc\PP^*4pVP^VR7p.p\P!R\P !R4^d4p\P ^V^VRRR1,, ^3,F)pVP\P!W6R74K+ \P!\P!V4^84'gQhR#)r)rKrr1Nr rrU) rrrparetologspacelog10r rIr[r rdiff)rcrrrfe_list alpha_seqr1s&& rmtest_monotonicity_in_alpha(TestExpectile.test_monotonicity_in_alphai$sii##B' JJJ #KKRXXc]C8 UU1iYv2v->)>ABBE MM%//!9 :Cvvbggfo)****rprN)r4g?r1g/#?r@)rrrrr r r r rrr r r rrrs@rmr r #sC A A "4 [[: [[S2t*-_ ._ B [[S2t*-+.+rpr c \a]tRtRto.RNRNRNRNRNRNRNRNRNR NR NR NR NR NRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNRNR NR!NR"NR#NR$NR%NR&NR'NR(NRNR)NRNR*NR+NR,NR-NR.NR/NR0NR1NR'NR2NR3NR(NR4NR-NR5NR6NR7NR8NR9NR:NR;NRNR NR4NR?NRNR@NRANR;NRNRBNRCNR3NRDNRENR NR NRFNRGNRHNRINRNRNRJNRKNRENRLNRMNR%NRDNR NRNNRONRPNRKNR6NRQNRNRRNRSNRTNRUNRNRVNR NRWNRXNRNR)NR#NRYNRZNRNR[NtR.RmO]P ]PR\.tR]t ] R^4t ] PPR_]^Rn..RoO..,4R`4t] PPRa]4Rb4t] PPRc]4Rd4t] PPRe]4Rf4t] PPR_^^.RpO.4] PPReRgRh.4] PPRcRgRh.4Ri444tRjtRktVtRl#)q TestLMomentiu$gףp= ?gp= ף?r2r rr1rrrr g{Gz?g@g(\?gףp= ?g ףp= ?g)\(?gRQ@rtg{Gz?gffffff@rg{Gz@gRQ?gGz@gQ?g(\?gzG?g ףp= ?gQ?gffffff?gGz @g(\?g(\?gQ?gq= ףp?g(\@gQ?gGz @r% gQ?gp= ף@gp= ף@gq= ףp@gRQ?gGz?g ףp= ?rEgHzG?g@gQ?rgRQ?gQ?gp= ף?gQ@gGz?gQ?gp= ף?gq= ףp?r gp= ף?gQ?g@g)\(@gzG@gGz?g(\?g333333?g)\(?gGz@r@g(\?g= ףp=?gHzG?g{Gz?g ףp= ?gףp= ?gQ?r g?g(\?gQ?gffffff@gQ?g?gGz?g{Gz?gHzG@g\(\?g(\?g(\?za duckc Rp\P!\VR7;_uu_4\P!\ P !VP\ PR74RRR4R# +'giR#;iz*`sample` must be an array of real numbers.rr6N) rr rr[lmomentrrrrr;s& rm test_dtype_ivTestLMoment.test_dtype_iv$sF> ]]:W 5 5 MM"((499BMMB C6 5 5 5s AA66 B c Rp\P!\VR7;_uu_4\P!\ P !VP\R74RRR4R# +'giR#;ir) rr rr[rrrrr;r;s& rmtest_dtype_iv_non_numeric%TestLMoment.test_dtype_iv_non_numeric$sB> ]]:W 5 5 MM"((499F; <6 5 5 5s ;A,, A= rwcRp\P!\VR7;_uu_4\P!VP VR7RRR4R# +'giR#;i)z*`order` must be a scalar or a non-empty...rrNrr rr[rr)rcrwrs&& rm test_order_ivTestLMoment.test_order_iv$s9> ]]:W 5 5 MM$))5 16 5 5 5 #A A% r?cRp\P!\VR7;_uu_4\P!VP VR7RRR4R# +'giR#;i)z"`axis` must be an integer, a tuplerr>Nr )rcr?rs&& rm test_axis_ivTestLMoment.test_axis_iv$s96 ]]:W 5 5 MM$))$ /6 5 5 5r sortedcRp\P!\VR7;_uu_4\P!VP VR7RRR4R# +'giR#;i)z`sorted` must be True or False.r)rNr )rcrrs&& rmtest_sorted_ivTestLMoment.test_sorted_iv$s93 ]]:W 5 5 MM$))F 36 5 5 5r  standardizecRp\P!\VR7;_uu_4\P!VP VR7RRR4R# +'giR#;i)z$`standardize` must be True or False.r)rNr )rcrrs&& rmtest_standardize_ivTestLMoment.test_standardize_iv$s98 ]]:W 5 5 MM$)) =6 5 5 5r FTcp\P!.RO4pV'gVR;;,V^,,uu&V'd!\P!VP4M VPp\P !WQW#R7p\ Wd\P!V4^, ,4R#)0ʻEH?r)rrN)rgk?gz[?g+3?)rrYr rr[rr )rcrwrrrrrs&&&& rm test_lmomentTestLMoment.test_lmoment$sujjBC Gs1v G%+rwwtyy!mmD[PE!21!456rpc\Pp\P!VP4p\P !VP V44p\P !V4pVPPV8XgQh\W4RR7\Pp\P!.RO4p\P !VP V44p\P !VP \P44pVPP\P8XgQh\W4RR7R#)rrrDNr) rrrYrr[rr r7rr int64r)rcr7samplerrs& rm test_dtypeTestLMoment.test_dtype$s DII&mmFMM%01mmF#yy~~&&&t,O,mmFMM%01mmFMM"**56yy~~+++u-rprN)rWrErrUrr)rrrrrrrbr! not_integersrr%rrrr r rrrrrrrrs@rmr r u$sd ND N$ N Nc N3 N Nc N3 N ND N# N  N N N" N$( N*. N04 N69 N;? NAE NGK N  N N N" N$( N*. N04 N6: N<@ NBF NHL N  N N N# N%) N+/ N15 N7; N=A NCG NIM N  N N N# N%) N+/ N14 N6: N<@ NBF NHL N  N  N  N # N %) N +/ N 15 N 7; N =A N CG N IM N  N  N  N " N $( N *. N 04 N 6: N <@ N BF N HL N  N N N# N%) N+/ N15 N7; N=@ NBF NHL N  N N N# N%) N+/ N15 N7; N=A NCG NIM N  N N N" N$( N*. N04 N6: N<@ NBF NHL N  N N N# N%) N+/ N15 N7; N=A NCG NIM NDbffbffh?LD ==  [[WlaR)5M&MN2O2  [[V\2030  [[X|4454  [[]L9>:>  [[Wq!\&:; [[]UDM: [[Xt}576;<7" . .rpr c$a]tRtRto]P P R.RO4]P P RRR.4]P P RRR.4R444tR t]P PR 4]P PR 4R 44t ]P PR 4R4t ] !RR7R4t Rt]P PR4R4tRtRtRtVtR#) TestXP_Meani$r?Nr TrFc\PPR4pVPR4pVPV4pR;rV'd;VPR4pVPV4p \P!Wh4wrh\ WyW$R7p \P !WhW$R7p \WPV 44R#)-fHN)r r?rrrv)rrrrYrr!r7 r/) rcrdr?r rrrfx_xprw_xprrs &&&&& rmtest_xp_mean_basicTestXP_Mean.test_xp_mean_basic$sii##N3 JJy !zz!}  6"A::a=D&&q,DAtHjjDDZZ_-rpcVPR4VP^4r2Rp\P!\VR7;_uu_4\ W#R7RRR4R# +'giR#;i)rz/Array shapes are incompatible for broadcasting.rr N)rrYrr rr!)rcrdrfrrs&& rmtest_non_broadcastable"TestXP_Mean.test_non_broadcastable$sFyy~rxx{1C ]]:W 5 5 Q "6 5 5 5s  A A0 rrcVP.RO4p\VP.RO4VR7p\W1PVP44\VP.RO4VR7p\W1P\P )44\VP.RO4VR7p\W1P\P 44R#)rr Nr8r )rrr)rrr)rYr!r/rbrr!)rcrdr rs&& rmtest_special_casesTestXP_Mean.test_special_cases$s**]+rzz,/AZZ/0rzz,/AZZ01rzz,/AZZ/0rpr cVPR4pV^8HpVPW1PV4p\V4'd<\P !\ RR7;_uu_4\VRR7RRR4M:\P !\RR7;_uu_4\VRR7RRR4\V4p\VRR7pVPVP4p\WF4\WV4\VRR7pVPW#(,4p\Wv4VP^ 4pVPW1PV4p\VPR4VRR 7pVPW#(,4p\Wv4R# +'giL;i +'giEL ;i) rr rrrNrrr)r r)rrPrbr(rr r&r!rrYr0r^r/r) rcrdrfrrrrrr s && rmrTestXP_Mean.test_nan_policy$sO IIcNQ HHT661 %   y0OPPw/QPz1PQQw/R{k2jj ""qV,ggah!''"+((41ryy~w6Jggah!/QPRQQs(F!#F4! F1 4 G rc~VPR4pVPV^8HVPV4pRp\P!\ VR7;_uu_4\ V\P,RR7pVPVP4p\WE4RRR4R# +'giR#;irzAfter omitting NaNs...rrrN) rrPrbrrbrr!rrYr0rcrdrfrrrs&& rmtest_nan_policy_warns!TestXP_Mean.test_nan_policy_warns%s~ IIcN HHQ!VRVVQ '+ \\. 8 81rvv:&9C**RVV$C C %9 8 8 8 A B++ B< cRp\P!\VR7;_uu_4\VP .44pVP VP 4p\ W44RRR4Rp\P!\VR7;_uu_4\VP ..4^R7pVP VP .4p\ W44RRR4\VP ..4^R7pVP .4p\ W44R# +'giL;i +'giL^;iz,One or more sample arguments is too small...rNz2All axis-slices of one or more sample arguments...r>)rrbrr!rYrbr0rcrdrrrs&& rmrTestXP_Mean.test_empty%%s@ \\,G < <2::b>*C**RVV$C C %= G \\,G < <2::rd+!4C**bffX&C C %= rzz2$'a0jjn!= < = <ADAD1 D. 1 E 4ignore:overflow encountered in reduce:RuntimeWarningc VPVP4Pp\P!W".\PR7pVP V4p\P !RR7;_uu_4\ V4p\P!V4p\PPV\P4\WQP V44RRR4\ WAPR7pVP \P!\P!V\PR744p\WV4R# +'giL|;i)r6r})overN) rrr rrYrr!r^r"rr!r/rrcrdr x_npr&rrs&& rmrTestXP_Mean.test_dtype6%shhrzz"&&zz3*BJJ7zz$[[h ' '4.C''$-C JJ # #C 0 CC 1 (t::.jjD !CDE!( 's =A*E E+ cVP^ 4pVPR4p\\V4\V44\\W2R7\W3R74R#)rOrr N)rr0r!rs&& rm test_integerTestXP_Mean.test_integerJ%sB IIbM IIcN Xa[1.0FGrpc\PPR4pVPR4wr4rV\VP W4R,,4VP WVR,,4R7p\P !W4R,,WVR,,R7p\ WqP V44R#)r%rr N)rr)rrrr!rYr7 r/) rcrdrrfrgwxwyrrs && rmr TestXP_Mean.test_complex_gh22404Q%s~ii##N3zz'* brzz!d(+RZZU 5KLjjrT22:6ZZ_-rprNrWrU)rZrE)rrrrrrr r(r+rr.rrr5rrrDrrrrs@rmr#r#$s! [[V%;< [[Yt 5 [[Z%7.86=. # [[ WX [[ VW 1XY 1 [[9""@& &' &"" [[>"""H..rpr#ca]tRtRto]P P R.RO4]P P RRR.4]P P R^^.4]P P RR R .4R 4444tR tR t ] !RR7R4t ] !RR7R4t Rt ]P PR4R4tRtRtRtVtR#) TestXP_VariY%r?NrFTrsrrrc $\PPR4pVPR4p\PpVR8XdBVPVPR7R8p \P Wy&\P pVPV4p \WW4VR7p \4;_uu_4p V P\R4V!WrW4R7p RRR4\WPX 44R# +'giL,;i) r%rrr1)r?rrsrr)r?rrNNr) rrrr}rrbnanvarrYr"r rrr/)rcrdr?rrsrrrfvar_refnan_maskr&rrrs&&&&&& rmtest_xp_var_basicTestXP_Var.test_xp_var_basicZ%s ii##N3 JJy !&&  zzqwwz/#5H&&AKiiGzz!}d!+- C JJ~'J K!KC! ZZ_- ! s :!C?? D c\VPRR.4^R7p\W!PVP44R#)rrrrN)r"rYr/rb)rcrdrs&& rmr.TestXP_Var.test_special_casess%s0bjj"b*q9ZZ/0rpc\VPR4pV^8HpVPW1PV4p\V4p\VRR7pVP VP4p\ WF4\ WV4\VRR7pVP W#(,4p\Wv4R#)rrrrN)rrPrbr"rYr0r}r/)rcrdrfrrrrrs&& rmrTestXP_Var.test_nan_policyx%s IIcNQ HHT661 %qzq[1jj ""aF+ffQuX!rprc~VPR4pVPV^8HVPV4pRp\P!\ VR7;_uu_4\ V\P,RR7pVPVP4p\WE4RRR4R# +'giR#;ir3) rrPrbrrbrr"rrYr0r4s&& rmr5 TestXP_Var.test_nan_policy_warns%s~ IIcN HHQ!VRVVQ '+ \\. 8 8!bff*8C**RVV$C C %9 8 8 8r7c Rp\P!\VR7;_uu_4\VP ^^VP .4RR7RRR4R# +'giR#;i)rrrrN)rr rr"rYrbr s&& rmr TestXP_Var.test_nan_policy_raise%sF2 ]]:W 5 5 BJJ1bff~.7 C6 5 5 5s *A A, cRp\P!\VR7;_uu_4\VP .44pVP VP 4p\ W44RRR4Rp\P!\VR7;_uu_4\VP ..4^R7pVP VP .4p\ W44RRR4\VP ..4^R7pVP .4p\ W44R# +'giL;i +'giL^;ir9)rrbrr"rYrbr0r:s&& rmrTestXP_Var.test_empty%s@ \\,G < <"**R.)C**RVV$C C %= G \\,G < <"**bT*3C**bffX&C C %= bjj"&Q/jjn!= < =  " "0 AArprLc 0\PPR4pVPRR7pVPV4p^p\ W4VR7wrV\ WPPV44\ Wd4Rp\ W4VR7wrV\ WPPVP444\ V^4^p\ VR,W@R7wrV\ WPP\P!VR,444\ Wd4R#)l~Mrr Nrr) rrrrYrr0rr atleast_1d)rdrrrfr?x_outaxis_outs& rmtest_chk_asarrayrh%s ))   .C  #B 2A D"1B7OEE::b>* D"1B7OEE::bhhj121 D"1W:D@OEE::bmmBwK&@AB rpnumpyz,These parameters *are* compatible with NumPycVP.RO4pRp\P!\VR7;_uu_4\P !VRR7RRR4\P!\VR7;_uu_4\P !VRR7RRR4R# +'giLW;i +'giR#;i) rWrrrrNTrr)rYrr rr[r)rdrfrs& rm'test_axis_nan_policy_keepdims_nanpolicyrk%sw < A5G *' : : 1( ; *' : : 1t$ ; : ; : : : :sB"?B5" B2 5 C ) rWrErrrwrzrJrFrI) ryryryryryryryryry) iiiiiiiii) g~?g< ?gEk?g?ge (?gq?g?g8C?gG?) gmBg}BgyӅBgBg@0BgyӕBg BwBgBg ^B) rg-=gAfc=g-=gdy=gAfc=gYLɞ=g-=gSSʣ=) r1r2rtrrArBrCrZr)rrFrQrFrrHgfx(@)rEr- rQrErrg{T4@)rrwrJrIrr rr r rnr)r5r! rpr r\ collectionsr itertoolsrhypothesis.extra.numpyextrarirrr numpy.testingrrrrrr r r r rr rrrrrr scipy.statsr[scipy.stats.mstatsr{scipy.stats._mstats_basic _mstats_basicrscipy.stats._ksstatsrscipy.special._testutilsr scipy.specialrscipyr common_testsrscipy.stats._axis_nan_policyrrrrrrrrrrr r!r"r#scipy._lib._utilr$scipy.conftestr%scipy._lib._array_apir&r'r(r)r*r+r,r-r.scipy._lib._array_api_no_0dr/r0scipy._lib.array_api_extra_libarray_api_extrar_lazy_xp_modulesrrrrZr/rrrrrr4rrr7rrtrrrrr> rrrrrr rr!rrrrrrHrDrYrWrrrrrrrrjrfrrrrrr compositerrrr< PowerDivCaserrrrrrrrrrrr1rrrr rBrrrrrrrrrrrrrr@ r_ r r r r r r rr r r r r r r r r r% r8 r7 r= rL rJ rd r r r r r r r r rr r r rrA rr r r r r r r ra r r r r r r r% rW r~ rrrrfrgwilcoxonrrXrr3rr r r r#rLrhrkrrprmrs   "%%... *//##00(--TTUUU&.GGGI((';;// u% %(  !&( 238 : DeL DeL 3U;KTKT\p#p#f5>>"E>E>#E>P ELELP{6{6|~5~5VV:r 4 <33$TETEnY2x *&R++(n#n#b0D )3"rNrNjf3f3R599+E+E+E\5::j"j"j"Z5<< f&f&!f&R5==!00"0*<@<@~1f@f@R5<< e"e"!e"P11&5::_"_"_"D5>>"`"#`"#`"F   !<5$$%J)J)&J)Zp>p>f& }Dqt"&&+ 266$<78AbffSkMAbffTlN:;I K }N"&&+ "&&,6266#;FGAbffSkMBrvvd|O;as mKL1 2}AAD"&&+ 266$<78AbffSkMAbffTlN:;I K |$>?Q%@Q%h7AtDEM7M7FM7` DEG5G5FG5TQ7Q7h5??#IBIB$IBXL$5??#y*y*$y*x5--.))/),t4HIMNGOJG8%STRS5$$%9>&TU9>x$'QRS,5$$%k2RS%T&%:5>>"N+N+#N+b*-*-Z5>>"->-#-65%%&-~-'-B5##$ -^ -% - AA.5$$%6161&61r{-{-|1"(>V + +D + +)- + DDD5;;q3q3 q3h5;;n3n3 n3b5;;tWtW tWn5::R3R3R3j(.90[;|T7T7n,/,/^i)i)X\)\)~XXx5(()b4b4*b4J#A#ALl l ^[[|@@FiiXHAHAV{1{1| iiI&JJrNJJrN >>A40 >>Auzz~~+>? >>Aq62 <