record_id,quickpls_version,fixture,cell,native,reference,abs_error,relative_error,passed,evidence_kind,convention_alignment
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/intercept/estimate,-0.023484848484773835,-0.023484848484863985,9.015010959956271e-14,3.838649828107879e-12,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/intercept/standard_error,0.28568118078438476,0.2856811807845081,1.233457780358549e-13,4.317602500001417e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/intercept/statistic,-0.08220649473756834,-0.08220649473784841,2.8006763574950355e-13,3.4068796710359986e-12,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/intercept/p_value_two_sided,0.9365021064036823,0.9365021064034684,2.1382895454280515e-13,2.283272542375706e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/intercept/confidence_interval_lower,-0.6822668327235754,-0.6822668327239485,3.731459585765151e-13,5.469208536588696e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/intercept/confidence_interval_upper,0.6352971357540277,0.6352971357542205,1.928457393773897e-13,3.035520365575779e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/x/estimate,1.5454545454544162,1.5454545454545459,1.2967404927621828e-13,8.390673776696475e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/x/standard_error,0.17158851553503657,0.17158851553506688,3.0309088572266774e-14,1.7663821193250328e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/x/statistic,9.006748153484962,9.006748153484127,8.348877145181177e-13,9.269579878228901e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/x/p_value_two_sided,1.842934737528168e-05,1.842934737536319e-05,8.151167458017583e-17,4.422927894296608e-12,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/x/confidence_interval_lower,1.1497707190770767,1.1497707190771373,6.061817714453355e-14,5.272196981428496e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/x/confidence_interval_upper,1.9411383718317556,1.9411383718319544,1.9872992140790302e-13,1.0237802945513418e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/m/estimate,0.8045454545455004,0.80454545454546,4.04121180963557e-14,5.022975130620448e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/m/standard_error,0.34709120791387915,0.34709120791391784,3.8691272408186705e-14,1.1147292563452813e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/m/statistic,2.3179655266437216,2.3179655266433468,3.7481129311345285e-13,1.6169838973240395e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/m/p_value_two_sided,0.049075042128228,0.04907504212825617,2.8171909249863347e-14,5.740577700623649e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/m/confidence_interval_lower,0.004151693803084555,0.0041516938029565464,1.2800871473928055e-13,3.0832889132652724e-11,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/m/confidence_interval_upper,1.6049392152879163,1.6049392152879633,4.707345624410664e-14,2.933036702929623e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/z/estimate,0.07272727272727053,0.07272727272727542,4.884981308350689e-15,6.716849298981948e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/z/standard_error,0.12186675935487978,0.1218667593549368,5.700995231450179e-14,4.678055986412207e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/z/statistic,0.596776948137978,0.5967769481377388,2.391420395042587e-13,4.007226489738066e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/z/p_value_two_sided,0.567156966548986,0.5671569665491414,1.5543122344752192e-13,2.740532738110245e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/z/confidence_interval_lower,-0.2082979782890138,-0.20829797828913976,1.25954802143724e-13,6.046856679947481e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,coefficients/z/confidence_interval_upper,0.35375252374355487,0.3537525237436906,1.3572476476042539e-13,3.8367150946112825e-13,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,fit/adjusted_r_squared,0.9988514954410914,0.9988514954410914,0.0,0.0,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,fit/aic,-31.24242816177631,-31.24242816177632,1.0658141036401503e-14,3.411431717538924e-16,True,external-library-match,AIC/BIC omit n*(1+log(2*pi)); F uses classical ANOVA despite HC3 coefficient inference
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,fit/bic,-29.30280156262431,-29.302801562624317,7.105427357601002e-15,2.424828678041476e-16,True,external-library-match,AIC/BIC omit n*(1+log(2*pi)); F uses classical ANOVA despite HC3 coefficient inference
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,fit/f_statistic,3189.8906795149114,3189.8906795148746,3.6834535421803594e-11,1.1547272029838172e-14,True,external-library-match,AIC/BIC omit n*(1+log(2*pi)); F uses classical ANOVA despite HC3 coefficient inference
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,fit/r_squared,0.9991647239571574,0.9991647239571574,0.0,0.0,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,fit/rmse,0.19493264830124624,0.19493264830124613,1.1102230246251565e-16,5.695418567901637e-16,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,ipma/x/importance,1.5454545454544162,1.5454545454545459,1.2967404927621828e-13,8.390673776696475e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,ipma/x/performance,43.333333333333336,43.333333333333336,0.0,0.0,True,independently-implemented-math,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,ipma/m/importance,0.8045454545455004,0.80454545454546,4.04121180963557e-14,5.022975130620448e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,ipma/m/performance,37.5,37.5,0.0,0.0,True,independently-implemented-math,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,ipma/z/importance,0.07272727272727053,0.07272727272727542,4.884981308350689e-15,6.716849298981948e-14,True,external-library-match,
ols-statsmodels,1.1.8 test executable,OLS/HC3/IPMA,ipma/z/performance,50.0,50.0,0.0,0.0,True,independently-implemented-math,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/estimate,-0.02657821182050366,-0.026578211820500124,3.535366444040733e-15,1.3301746813959314e-13,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/standard_error,0.19309874581699815,0.19309874027118507,5.5458130865382316e-09,2.872008941513431e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/statistic,-0.13764052018075834,-0.13764052413378808,3.953029736880609e-09,2.871995556365523e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/p_value_two_sided,0.8905245298154805,0.8905245266911546,3.124325909098502e-09,3.5084108471523982e-09,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/confidence_interval_lower,-0.34419738423737356,-0.34419737511531917,9.122054389631984e-09,2.6502393827308386e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/confidence_interval_upper,0.2910409605963662,0.2910409514743189,9.122047284204626e-09,3.134283075283838e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/odds_ratio,0.9737718803856126,0.973771880385616,3.4416913763379853e-15,3.534391827965978e-15,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/odds_ratio_confidence_interval_lower,0.708789010462913,0.7087890169285249,6.4656119347361596e-09,9.122054349479514e-09,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/intercept/odds_ratio_confidence_interval_upper,1.3378193807074377,1.337819368503786,1.2203651644782099e-08,9.122047364608448e-09,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/estimate,1.0033956643544513,1.0033956643544402,1.1102230246251565e-14,1.1064658380195877e-14,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/standard_error,0.22059096821704283,0.2205909544424583,1.377458452855862e-08,6.244401346090442e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/statistic,4.548670657119538,4.548670941156739,2.8403720087055717e-07,6.244399837776038e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/p_value_two_sided,5.398585403160183e-06,5.398578117435303e-06,7.285724879847223e-12,1.349563666832415e-06,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/confidence_interval_lower,0.6405558102099114,0.6405558328670757,2.265716436689047e-08,3.537109991720604e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/confidence_interval_upper,1.3662355184989912,1.3662354958418046,2.2657186571350962e-08,1.65836611918729e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/odds_ratio,2.727527890546685,2.727527890546655,3.019806626980426e-14,1.1071588442584878e-14,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/odds_ratio_confidence_interval_lower,1.8975352557300182,1.897535298722787,4.299276867847368e-08,2.2657164115688235e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/x/odds_ratio_confidence_interval_upper,3.9205639901789158,3.9205639013499667,8.882894908524008e-08,2.2657186904836225e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/estimate,-0.49983353012564113,-0.4998335301256328,8.326672684688674e-15,1.6658891776619648e-14,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/standard_error,0.214095591595116,0.21409558197329304,9.62182297725711e-09,4.49417166322347e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/statistic,-2.33462784731642,-2.3346279522385642,1.049221443061299e-07,4.494169797184387e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/p_value_two_sided,0.019562870498799567,0.01956286501372992,5.485069648480945e-09,2.8038171528716916e-07,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/confidence_interval_lower,-0.8519894404751889,-0.8519894246486901,1.5826498778181985e-08,1.8575933362914564e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/confidence_interval_upper,-0.1476776197760934,-0.14767763560257552,1.5826482124836616e-08,1.0716911914427075e-07,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/odds_ratio,0.6066316371999723,0.6066316371999773,4.9960036108132044e-15,8.235646320513717e-15,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/odds_ratio_confidence_interval_lower,0.426565460649875,0.4265654674009128,6.75103778435826e-09,1.582649862749723e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/z/odds_ratio_confidence_interval_upper,0.8627091904986063,0.8627091768449547,1.3653651542711032e-08,1.582648232935727e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/estimate,0.41871978359487283,0.4187197835948686,4.218847493575595e-15,1.0075586726175641e-14,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/standard_error,0.1999326753764137,0.19993266967674625,5.699667460223878e-09,2.8507934543359898e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/statistic,2.0943039090861366,2.0943039687903946,5.970425798196288e-08,2.85079238122469e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/p_value_two_sided,0.036232916339957955,0.036232911026428595,5.313529359562974e-09,1.466492536491821e-07,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/confidence_interval_lower,0.08985979735586741,0.08985980673098193,9.375114518039851e-09,1.0433045495086172e-07,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/confidence_interval_upper,0.7475797698338782,0.7475797604587553,9.375122900223687e-09,1.2540632312558335e-08,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/odds_ratio,1.5200143621476174,1.520014362147611,6.439293542825908e-15,4.236337302581736e-15,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/odds_ratio_confidence_interval_lower,1.0940208883309628,1.094020898587534,1.0256571147948534e-08,9.375114461881456e-09,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,coefficients/w/odds_ratio_confidence_interval_upper,2.1118825844905382,2.1118825646913795,1.979915875693905e-08,9.375122976988261e-09,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/aic,167.0314848732413,167.03148487324137,5.684341886080802e-14,3.403155932185238e-16,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/bic,178.79805456367853,178.7980545636786,5.684341886080802e-14,3.1791967199823946e-16,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/deviance,159.0314848732413,159.03148487324137,5.684341886080802e-14,3.574350004096106e-16,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/likelihood_ratio_chi_square,35.02115328307485,35.02115328307528,4.263256414560601e-13,1.2173375274368565e-14,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/likelihood_ratio_degrees_of_freedom,3,3,0,0.0,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/likelihood_ratio_p_value,1.2057776066498604e-07,1.2057776068123185e-07,1.6245800760761862e-17,1.3473297786405608e-10,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/log_likelihood,-79.51574243662066,-79.51574243662068,2.842170943040401e-14,3.574350004096106e-16,True,external-library-match,
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/null_deviance,194.05263815631616,194.05263815631665,4.831690603168681e-13,2.489886583905432e-15,True,external-library-match,Null model intercept-only if intercept included; otherwise fixed probability 0.5
logistic-statsmodels,1.1.8 test executable,logistic/two_sided,fit/pseudo_r_squared,0.18047244096142667,0.18047244096142834,1.6653345369377348e-15,9.227639012726936e-15,True,external-library-match,