Quantify numerical report

Each row is scored by the product engine against a named reference (NIST StRD, R, SciPy, lifelines, scikit-posthocs, lmfit). Digits are −log10 of relative error (absolute when the certified value is 0). This page is generated from that scoring path — not a hand-edited table.

References: NIST StRD certified values (vendored .dat); R 4.4.2; SciPy 1.14.1; lifelines 0.30.3; scikit-posthocs 0.17.0; lmfit 1.3.4. 423 statistics. All rows meet their digit target. Licenses

NIST StRD — univariate

NIST StRD — univariate: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
Sample mean	Lew	mean	NIST StRD	16.00	9
Sample standard deviation	Lew	sd	NIST StRD	15.39	9
Sample mean	Lottery	mean	NIST StRD	15.18	9
Sample standard deviation	Lottery	sd	NIST StRD	15.71	9
Sample mean	Mavro	mean	NIST StRD	16.00	9
Sample standard deviation	Mavro	sd	NIST StRD	13.12	9
Sample mean	Michelso	mean	NIST StRD	16.00	9
Sample standard deviation	Michelso	sd	NIST StRD	13.84	9
Sample mean	NumAcc1	mean	NIST StRD	16.00	9
Sample standard deviation	NumAcc1	sd	NIST StRD	16.00	9
Sample mean	NumAcc2	mean	NIST StRD	16.00	9
Sample standard deviation	NumAcc2	sd	NIST StRD	15.56	9
Sample mean	NumAcc3	mean	NIST StRD	15.93	9
Sample standard deviation	NumAcc3	sd	NIST StRD	9.46	9
Sample mean	NumAcc4	mean	NIST StRD	15.73	9
Sample standard deviation	NumAcc4	sd	NIST StRDIEEE doubles of the 9-digit ASCII cannot reach 9 certified SD digits (ceiling ≈ 8.25).	8.25	8
Sample mean	PiDigits	mean	NIST StRD	16.00	9
Sample standard deviation	PiDigits	sd	NIST StRD	15.21	9

NIST StRD — ANOVA

NIST StRD — ANOVA: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
One-way ANOVA	AtmWtAg	F	NIST StRD	10.15	9
One-way ANOVA	SiRstv	F	NIST StRD	13.06	9
One-way ANOVA	SmLs01	F	NIST StRD	15.77	9
One-way ANOVA	SmLs02	F	NIST StRD	16.00	9
One-way ANOVA	SmLs03	F	NIST StRD	15.94	9
One-way ANOVA	SmLs04	F	NIST StRD	10.43	9
One-way ANOVA	SmLs05	F	NIST StRD	10.21	9
One-way ANOVA	SmLs06	F	NIST StRD	10.19	9
One-way ANOVA	SmLs07	F	NIST StRD13 identical leading digits in the ASCII; IEEE doubles of that data yield LRE ≈ 4.2 vs certified F.	4.41	4
One-way ANOVA	SmLs08	F	NIST StRD13 identical leading digits in the ASCII; IEEE doubles of that data yield LRE ≈ 4.2 vs certified F.	4.19	4
One-way ANOVA	SmLs09	F	NIST StRD13 identical leading digits in the ASCII; IEEE doubles of that data yield LRE ≈ 4.2 vs certified F.	4.17	4

NIST StRD — linear regression

NIST StRD — linear regression: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
Multiple linear regression	Filip	B0	NIST StRD	12.22	9
Multiple linear regression	Filip	B1	NIST StRD	13.10	9
Multiple linear regression	Filip	B2	NIST StRD	13.20	9
Multiple linear regression	Filip	B3	NIST StRD	13.30	9
Multiple linear regression	Filip	B4	NIST StRD	13.53	9
Multiple linear regression	Filip	B5	NIST StRD	13.91	9
Multiple linear regression	Filip	B6	NIST StRD	16.00	9
Multiple linear regression	Filip	B7	NIST StRD	13.74	9
Multiple linear regression	Filip	B8	NIST StRD	13.42	9
Multiple linear regression	Filip	B9	NIST StRD	13.29	9
Multiple linear regression	Filip	B10	NIST StRD	13.16	9
Multiple linear regression	Longley	B0	NIST StRD	13.15	9
Multiple linear regression	Longley	B1	NIST StRD	11.36	9
Multiple linear regression	Longley	B2	NIST StRD	13.00	9
Multiple linear regression	Longley	B3	NIST StRD	12.86	9
Multiple linear regression	Longley	B4	NIST StRD	12.90	9
Multiple linear regression	Longley	B5	NIST StRD	11.75	9
Multiple linear regression	Longley	B6	NIST StRD	13.18	9
Linear regression (no intercept)	NoInt1	B1	NIST StRD	14.72	9
Linear regression (no intercept)	NoInt2	B1	NIST StRD	15.34	9
Linear regression	Norris	B0	NIST StRD	12.77	9
Linear regression	Norris	B1	NIST StRD	14.38	9
Multiple linear regression	Pontius	B0	NIST StRD	11.69	9
Multiple linear regression	Pontius	B1	NIST StRD	14.56	9
Multiple linear regression	Pontius	B2	NIST StRD	12.60	9
Multiple linear regression	Wampler1	B0	NIST StRD	9.81	9
Multiple linear regression	Wampler1	B1	NIST StRD	9.43	9
Multiple linear regression	Wampler1	B2	NIST StRD	9.86	9
Multiple linear regression	Wampler1	B3	NIST StRD	10.66	9
Multiple linear regression	Wampler1	B4	NIST StRD	11.84	9
Multiple linear regression	Wampler1	B5	NIST StRD	13.48	9
Multiple linear regression	Wampler2	B0	NIST StRD	14.57	9
Multiple linear regression	Wampler2	B1	NIST StRD	13.07	9
Multiple linear regression	Wampler2	B2	NIST StRD	12.36	9
Multiple linear regression	Wampler2	B3	NIST StRD	12.15	9
Multiple linear regression	Wampler2	B4	NIST StRD	12.35	9
Multiple linear regression	Wampler2	B5	NIST StRD	13.01	9
Multiple linear regression	Wampler3	B0	NIST StRD	9.76	9
Multiple linear regression	Wampler3	B1	NIST StRD	9.32	9
Multiple linear regression	Wampler3	B2	NIST StRD	9.77	9
Multiple linear regression	Wampler3	B3	NIST StRD	10.62	9
Multiple linear regression	Wampler3	B4	NIST StRD	11.82	9
Multiple linear regression	Wampler3	B5	NIST StRD	13.48	9
Multiple linear regression	Wampler4	B0	NIST StRD	9.50	9
Multiple linear regression	Wampler4	B1	NIST StRD	9.40	9
Multiple linear regression	Wampler4	B2	NIST StRD	9.78	9
Multiple linear regression	Wampler4	B3	NIST StRD	10.56	9
Multiple linear regression	Wampler4	B4	NIST StRD	11.74	9
Multiple linear regression	Wampler4	B5	NIST StRD	13.38	9
Multiple linear regression	Wampler5	B0	NIST StRD	9.32	9
Multiple linear regression	Wampler5	B1	NIST StRD	9.06	9
Multiple linear regression	Wampler5	B2	NIST StRD	9.93	9
Multiple linear regression	Wampler5	B3	NIST StRD	10.22	9
Multiple linear regression	Wampler5	B4	NIST StRD	11.29	9
Multiple linear regression	Wampler5	B5	NIST StRD	12.89	9

NIST StRD — nonlinear least squares

NIST StRD — nonlinear least squares: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
Nonlinear least squares	Bennett5:start1	b1	NIST StRD	7.77	6
Nonlinear least squares	Bennett5:start1	b2	NIST StRD	8.42	6
Nonlinear least squares	Bennett5:start1	b3	NIST StRD	8.51	6
Nonlinear least squares	Bennett5:start1	RSS	NIST StRD (IEEE-double data RSS)	12.70	6
Nonlinear least squares	Bennett5:start2	b1	NIST StRD	8.68	6
Nonlinear least squares	Bennett5:start2	b2	NIST StRD	9.34	6
Nonlinear least squares	Bennett5:start2	b3	NIST StRD	9.42	6
Nonlinear least squares	Bennett5:start2	RSS	NIST StRD (IEEE-double data RSS)	13.27	6
Nonlinear least squares	BoxBOD:start1	b1	NIST StRD	9.75	6
Nonlinear least squares	BoxBOD:start1	b2	NIST StRD	9.10	6
Nonlinear least squares	BoxBOD:start1	RSS	NIST StRD (IEEE-double data RSS)	15.11	6
Nonlinear least squares	BoxBOD:start2	b1	NIST StRD	9.87	6
Nonlinear least squares	BoxBOD:start2	b2	NIST StRD	9.23	6
Nonlinear least squares	BoxBOD:start2	RSS	NIST StRD (IEEE-double data RSS)	14.81	6
Nonlinear least squares	Chwirut1:start1	b1	NIST StRD	8.64	6
Nonlinear least squares	Chwirut1:start1	b2	NIST StRD	9.23	6
Nonlinear least squares	Chwirut1:start1	b3	NIST StRD	8.94	6
Nonlinear least squares	Chwirut1:start1	RSS	NIST StRD (IEEE-double data RSS)	16.00	6
Nonlinear least squares	Chwirut1:start2	b1	NIST StRD	9.30	6
Nonlinear least squares	Chwirut1:start2	b2	NIST StRD	9.74	6
Nonlinear least squares	Chwirut1:start2	b3	NIST StRD	9.55	6
Nonlinear least squares	Chwirut1:start2	RSS	NIST StRD (IEEE-double data RSS)	15.72	6
Nonlinear least squares	Chwirut2:start1	b1	NIST StRD	12.18	6
Nonlinear least squares	Chwirut2:start1	b2	NIST StRD	11.06	6
Nonlinear least squares	Chwirut2:start1	b3	NIST StRD	10.59	6
Nonlinear least squares	Chwirut2:start1	RSS	NIST StRD (IEEE-double data RSS)	14.96	6
Nonlinear least squares	Chwirut2:start2	b1	NIST StRD	10.02	6
Nonlinear least squares	Chwirut2:start2	b2	NIST StRD	10.33	6
Nonlinear least squares	Chwirut2:start2	b3	NIST StRD	10.52	6
Nonlinear least squares	Chwirut2:start2	RSS	NIST StRD (IEEE-double data RSS)	15.05	6
Nonlinear least squares	DanWood:start1	b1	NIST StRD	10.76	6
Nonlinear least squares	DanWood:start1	b2	NIST StRD	10.91	6
Nonlinear least squares	DanWood:start1	RSS	NIST StRD (IEEE-double data RSS)	13.81	6
Nonlinear least squares	DanWood:start2	b1	NIST StRD	11.40	6
Nonlinear least squares	DanWood:start2	b2	NIST StRD	11.32	6
Nonlinear least squares	DanWood:start2	RSS	NIST StRD (IEEE-double data RSS)	13.93	6
Nonlinear least squares	Eckerle4:start1	b1	NIST StRD	9.21	6
Nonlinear least squares	Eckerle4:start1	b2	NIST StRD	8.94	6
Nonlinear least squares	Eckerle4:start1	b3	NIST StRD	10.12	6
Nonlinear least squares	Eckerle4:start1	RSS	NIST StRD (IEEE-double data RSS)	13.92	6
Nonlinear least squares	Eckerle4:start2	b1	NIST StRD	9.55	6
Nonlinear least squares	Eckerle4:start2	b2	NIST StRD	9.20	6
Nonlinear least squares	Eckerle4:start2	b3	NIST StRD	10.06	6
Nonlinear least squares	Eckerle4:start2	RSS	NIST StRD (IEEE-double data RSS)	13.74	6
Nonlinear least squares	Gauss1:start1	b1	NIST StRD	11.65	6
Nonlinear least squares	Gauss1:start1	b2	NIST StRD	11.90	6
Nonlinear least squares	Gauss1:start1	b3	NIST StRD	11.14	6
Nonlinear least squares	Gauss1:start1	b4	NIST StRD	11.27	6
Nonlinear least squares	Gauss1:start1	b5	NIST StRD	10.71	6
Nonlinear least squares	Gauss1:start1	b6	NIST StRD	11.09	6
Nonlinear least squares	Gauss1:start1	b7	NIST StRD	10.86	6
Nonlinear least squares	Gauss1:start1	b8	NIST StRD	10.69	6
Nonlinear least squares	Gauss1:start1	RSS	NIST StRD (IEEE-double data RSS)	16.00	6
Nonlinear least squares	Gauss1:start2	b1	NIST StRD	11.45	6
Nonlinear least squares	Gauss1:start2	b2	NIST StRD	10.60	6
Nonlinear least squares	Gauss1:start2	b3	NIST StRD	11.52	6
Nonlinear least squares	Gauss1:start2	b4	NIST StRD	11.26	6
Nonlinear least squares	Gauss1:start2	b5	NIST StRD	10.88	6
Nonlinear least squares	Gauss1:start2	b6	NIST StRD	11.62	6
Nonlinear least squares	Gauss1:start2	b7	NIST StRD	10.85	6
Nonlinear least squares	Gauss1:start2	b8	NIST StRD	10.49	6
Nonlinear least squares	Gauss1:start2	RSS	NIST StRD (IEEE-double data RSS)	15.76	6
Nonlinear least squares	Gauss2:start1	b1	NIST StRD	12.00	6
Nonlinear least squares	Gauss2:start1	b2	NIST StRD	10.44	6
Nonlinear least squares	Gauss2:start1	b3	NIST StRD	10.33	6
Nonlinear least squares	Gauss2:start1	b4	NIST StRD	10.40	6
Nonlinear least squares	Gauss2:start1	b5	NIST StRD	10.50	6
Nonlinear least squares	Gauss2:start1	b6	NIST StRD	11.35	6
Nonlinear least squares	Gauss2:start1	b7	NIST StRD	11.23	6
Nonlinear least squares	Gauss2:start1	b8	NIST StRD	10.52	6
Nonlinear least squares	Gauss2:start1	RSS	NIST StRD (IEEE-double data RSS)	15.44	6
Nonlinear least squares	Gauss2:start2	b1	NIST StRD	12.05	6
Nonlinear least squares	Gauss2:start2	b2	NIST StRD	10.46	6
Nonlinear least squares	Gauss2:start2	b3	NIST StRD	10.33	6
Nonlinear least squares	Gauss2:start2	b4	NIST StRD	10.41	6
Nonlinear least squares	Gauss2:start2	b5	NIST StRD	10.58	6
Nonlinear least squares	Gauss2:start2	b6	NIST StRD	11.30	6
Nonlinear least squares	Gauss2:start2	b7	NIST StRD	11.19	6
Nonlinear least squares	Gauss2:start2	b8	NIST StRD	10.57	6
Nonlinear least squares	Gauss2:start2	RSS	NIST StRD (IEEE-double data RSS)	15.74	6
Nonlinear least squares	Gauss3:start1	b1	NIST StRD	11.89	6
Nonlinear least squares	Gauss3:start1	b2	NIST StRD	11.02	6
Nonlinear least squares	Gauss3:start1	b3	NIST StRD	10.77	6
Nonlinear least squares	Gauss3:start1	b4	NIST StRD	10.62	6
Nonlinear least squares	Gauss3:start1	b5	NIST StRD	10.99	6
Nonlinear least squares	Gauss3:start1	b6	NIST StRD	11.11	6
Nonlinear least squares	Gauss3:start1	b7	NIST StRD	10.49	6
Nonlinear least squares	Gauss3:start1	b8	NIST StRD	10.63	6
Nonlinear least squares	Gauss3:start1	RSS	NIST StRD (IEEE-double data RSS)	16.00	6
Nonlinear least squares	Gauss3:start2	b1	NIST StRD	11.84	6
Nonlinear least squares	Gauss3:start2	b2	NIST StRD	11.12	6
Nonlinear least squares	Gauss3:start2	b3	NIST StRD	10.99	6
Nonlinear least squares	Gauss3:start2	b4	NIST StRD	10.70	6
Nonlinear least squares	Gauss3:start2	b5	NIST StRD	10.49	6
Nonlinear least squares	Gauss3:start2	b6	NIST StRD	10.54	6
Nonlinear least squares	Gauss3:start2	b7	NIST StRD	10.54	6
Nonlinear least squares	Gauss3:start2	b8	NIST StRD	10.35	6
Nonlinear least squares	Gauss3:start2	RSS	NIST StRD (IEEE-double data RSS)	15.26	6
Nonlinear least squares	Hahn1:start1	b1	NIST StRD	7.25	6
Nonlinear least squares	Hahn1:start1	b2	NIST StRD	7.42	6
Nonlinear least squares	Hahn1:start1	b3	NIST StRD	7.64	6
Nonlinear least squares	Hahn1:start1	b4	NIST StRD	7.07	6
Nonlinear least squares	Hahn1:start1	b5	NIST StRD	8.22	6
Nonlinear least squares	Hahn1:start1	b6	NIST StRD	7.76	6
Nonlinear least squares	Hahn1:start1	b7	NIST StRD	7.33	6
Nonlinear least squares	Hahn1:start1	RSS	NIST StRD (IEEE-double data RSS)	14.26	6
Nonlinear least squares	Hahn1:start2	b1	NIST StRD	7.75	6
Nonlinear least squares	Hahn1:start2	b2	NIST StRD	7.92	6
Nonlinear least squares	Hahn1:start2	b3	NIST StRD	8.15	6
Nonlinear least squares	Hahn1:start2	b4	NIST StRD	7.58	6
Nonlinear least squares	Hahn1:start2	b5	NIST StRD	8.78	6
Nonlinear least squares	Hahn1:start2	b6	NIST StRD	8.27	6
Nonlinear least squares	Hahn1:start2	b7	NIST StRD	7.84	6
Nonlinear least squares	Hahn1:start2	RSS	NIST StRD (IEEE-double data RSS)	13.87	6
Nonlinear least squares	Kirby2:start1	b1	NIST StRD	7.42	6
Nonlinear least squares	Kirby2:start1	b2	NIST StRD	7.58	6
Nonlinear least squares	Kirby2:start1	b3	NIST StRD	7.83	6
Nonlinear least squares	Kirby2:start1	b4	NIST StRD	7.53	6
Nonlinear least squares	Kirby2:start1	b5	NIST StRD	8.09	6
Nonlinear least squares	Kirby2:start1	RSS	NIST StRD (IEEE-double data RSS)	14.14	6
Nonlinear least squares	Kirby2:start2	b1	NIST StRD	10.98	6
Nonlinear least squares	Kirby2:start2	b2	NIST StRD	10.45	6
Nonlinear least squares	Kirby2:start2	b3	NIST StRD	11.92	6
Nonlinear least squares	Kirby2:start2	b4	NIST StRD	10.86	6
Nonlinear least squares	Kirby2:start2	b5	NIST StRD	10.84	6
Nonlinear least squares	Kirby2:start2	RSS	NIST StRD (IEEE-double data RSS)	14.05	6
Nonlinear least squares	Lanczos1:start1	b1	NIST StRD	11.32	6
Nonlinear least squares	Lanczos1:start1	b2	NIST StRD	10.56	6
Nonlinear least squares	Lanczos1:start1	b3	NIST StRD	11.28	6
Nonlinear least squares	Lanczos1:start1	b4	NIST StRD	10.94	6
Nonlinear least squares	Lanczos1:start1	b5	NIST StRD	10.61	6
Nonlinear least squares	Lanczos1:start1	b6	NIST StRD	11.63	6
Nonlinear least squares	Lanczos1:start1	RSS	NIST StRD (IEEE-double data RSS)	6.68	6
Nonlinear least squares	Lanczos1:start2	b1	NIST StRD	11.38	6
Nonlinear least squares	Lanczos1:start2	b2	NIST StRD	10.56	6
Nonlinear least squares	Lanczos1:start2	b3	NIST StRD	11.30	6
Nonlinear least squares	Lanczos1:start2	b4	NIST StRD	10.94	6
Nonlinear least squares	Lanczos1:start2	b5	NIST StRD	10.61	6
Nonlinear least squares	Lanczos1:start2	b6	NIST StRD	11.64	6
Nonlinear least squares	Lanczos1:start2	RSS	NIST StRD (IEEE-double data RSS)	6.79	6
Nonlinear least squares	Lanczos2:start1	b1	NIST StRD	9.16	6
Nonlinear least squares	Lanczos2:start1	b2	NIST StRD	9.53	6
Nonlinear least squares	Lanczos2:start1	b3	NIST StRD	9.73	6
Nonlinear least squares	Lanczos2:start1	b4	NIST StRD	9.88	6
Nonlinear least squares	Lanczos2:start1	b5	NIST StRD	9.78	6
Nonlinear least squares	Lanczos2:start1	b6	NIST StRD	10.63	6
Nonlinear least squares	Lanczos2:start1	RSS	NIST StRD (IEEE-double data RSS)	15.24	6
Nonlinear least squares	Lanczos2:start2	b1	NIST StRD	8.62	6
Nonlinear least squares	Lanczos2:start2	b2	NIST StRD	8.92	6
Nonlinear least squares	Lanczos2:start2	b3	NIST StRD	9.17	6
Nonlinear least squares	Lanczos2:start2	b4	NIST StRD	9.32	6
Nonlinear least squares	Lanczos2:start2	b5	NIST StRD	9.29	6
Nonlinear least squares	Lanczos2:start2	b6	NIST StRD	10.01	6
Nonlinear least squares	Lanczos2:start2	RSS	NIST StRD (IEEE-double data RSS)	14.18	6
Nonlinear least squares	Lanczos3:start1	b1	NIST StRD	7.16	6
Nonlinear least squares	Lanczos3:start1	b2	NIST StRD	7.45	6
Nonlinear least squares	Lanczos3:start1	b3	NIST StRD	7.77	6
Nonlinear least squares	Lanczos3:start1	b4	NIST StRD	7.90	6
Nonlinear least squares	Lanczos3:start1	b5	NIST StRD	7.90	6
Nonlinear least squares	Lanczos3:start1	b6	NIST StRD	8.62	6
Nonlinear least squares	Lanczos3:start1	RSS	NIST StRD (IEEE-double data RSS)	14.18	6
Nonlinear least squares	Lanczos3:start2	b1	NIST StRD	7.67	6
Nonlinear least squares	Lanczos3:start2	b2	NIST StRD	7.95	6
Nonlinear least squares	Lanczos3:start2	b3	NIST StRD	8.29	6
Nonlinear least squares	Lanczos3:start2	b4	NIST StRD	8.40	6
Nonlinear least squares	Lanczos3:start2	b5	NIST StRD	8.40	6
Nonlinear least squares	Lanczos3:start2	b6	NIST StRD	9.14	6
Nonlinear least squares	Lanczos3:start2	RSS	NIST StRD (IEEE-double data RSS)	15.21	6
Nonlinear least squares	MGH09:start1	b1	NIST StRD	8.80	6
Nonlinear least squares	MGH09:start1	b2	NIST StRD	7.45	6
Nonlinear least squares	MGH09:start1	b3	NIST StRD	7.99	6
Nonlinear least squares	MGH09:start1	b4	NIST StRD	7.63	6
Nonlinear least squares	MGH09:start1	RSS	NIST StRD (IEEE-double data RSS)	14.61	6
Nonlinear least squares	MGH09:start2	b1	NIST StRD	9.18	6
Nonlinear least squares	MGH09:start2	b2	NIST StRD	7.82	6
Nonlinear least squares	MGH09:start2	b3	NIST StRD	8.36	6
Nonlinear least squares	MGH09:start2	b4	NIST StRD	8.01	6
Nonlinear least squares	MGH09:start2	RSS	NIST StRD (IEEE-double data RSS)	14.39	6
Nonlinear least squares	MGH10:start1	b1	NIST StRD	9.16	6
Nonlinear least squares	MGH10:start1	b2	NIST StRD	10.02	6
Nonlinear least squares	MGH10:start1	b3	NIST StRD	10.36	6
Nonlinear least squares	MGH10:start1	RSS	NIST StRD (IEEE-double data RSS)	11.46	6
Nonlinear least squares	MGH10:start2	b1	NIST StRD	10.34	6
Nonlinear least squares	MGH10:start2	b2	NIST StRD	11.11	6
Nonlinear least squares	MGH10:start2	b3	NIST StRD	11.06	6
Nonlinear least squares	MGH10:start2	RSS	NIST StRD (IEEE-double data RSS)	11.44	6
Nonlinear least squares	MGH17:start1	b1	NIST StRD	8.76	6
Nonlinear least squares	MGH17:start1	b2	NIST StRD	7.40	6
Nonlinear least squares	MGH17:start1	b3	NIST StRD	7.27	6
Nonlinear least squares	MGH17:start1	b4	NIST StRD	7.91	6
Nonlinear least squares	MGH17:start1	b5	NIST StRD	7.85	6
Nonlinear least squares	MGH17:start1	RSS	NIST StRD (IEEE-double data RSS)	13.46	6
Nonlinear least squares	MGH17:start2	b1	NIST StRD	9.79	6
Nonlinear least squares	MGH17:start2	b2	NIST StRD	8.45	6
Nonlinear least squares	MGH17:start2	b3	NIST StRD	8.33	6
Nonlinear least squares	MGH17:start2	b4	NIST StRD	8.97	6
Nonlinear least squares	MGH17:start2	b5	NIST StRD	8.91	6
Nonlinear least squares	MGH17:start2	RSS	NIST StRD (IEEE-double data RSS)	13.16	6
Nonlinear least squares	Misra1a:start1	b1	NIST StRD	9.28	6
Nonlinear least squares	Misra1a:start1	b2	NIST StRD	9.20	6
Nonlinear least squares	Misra1a:start1	RSS	NIST StRD (IEEE-double data RSS)	13.00	6
Nonlinear least squares	Misra1a:start2	b1	NIST StRD	10.95	6
Nonlinear least squares	Misra1a:start2	b2	NIST StRD	13.28	6
Nonlinear least squares	Misra1a:start2	RSS	NIST StRD (IEEE-double data RSS)	12.97	6
Nonlinear least squares	Nelson:start1	b1	NIST StRD	9.12	6
Nonlinear least squares	Nelson:start1	b2	NIST StRD	6.61	6
Nonlinear least squares	Nelson:start1	b3	NIST StRD	7.81	6
Nonlinear least squares	Nelson:start1	RSS	NIST StRD (IEEE-double data RSS)	15.63	6
Nonlinear least squares	Nelson:start2	b1	NIST StRD	10.85	6
Nonlinear least squares	Nelson:start2	b2	NIST StRD	10.00	6
Nonlinear least squares	Nelson:start2	b3	NIST StRD	11.71	6
Nonlinear least squares	Nelson:start2	RSS	NIST StRD (IEEE-double data RSS)	15.93	6
Nonlinear least squares	Rat42:start1	b1	NIST StRD	9.04	6
Nonlinear least squares	Rat42:start1	b2	NIST StRD	9.18	6
Nonlinear least squares	Rat42:start1	b3	NIST StRD	8.75	6
Nonlinear least squares	Rat42:start1	RSS	NIST StRD (IEEE-double data RSS)	14.26	6
Nonlinear least squares	Rat42:start2	b1	NIST StRD	11.36	6
Nonlinear least squares	Rat42:start2	b2	NIST StRD	12.68	6
Nonlinear least squares	Rat42:start2	b3	NIST StRD	11.45	6
Nonlinear least squares	Rat42:start2	RSS	NIST StRD (IEEE-double data RSS)	14.45	6
Nonlinear least squares	Rat43:start1	b1	NIST StRD	10.41	6
Nonlinear least squares	Rat43:start1	b2	NIST StRD	8.80	6
Nonlinear least squares	Rat43:start1	b3	NIST StRD	9.01	6
Nonlinear least squares	Rat43:start1	b4	NIST StRD	8.65	6
Nonlinear least squares	Rat43:start1	RSS	NIST StRD (IEEE-double data RSS)	15.38	6
Nonlinear least squares	Rat43:start2	b1	NIST StRD	10.41	6
Nonlinear least squares	Rat43:start2	b2	NIST StRD	8.83	6
Nonlinear least squares	Rat43:start2	b3	NIST StRD	9.04	6
Nonlinear least squares	Rat43:start2	b4	NIST StRD	8.68	6
Nonlinear least squares	Rat43:start2	RSS	NIST StRD (IEEE-double data RSS)	14.54	6
Nonlinear least squares	Thurber:start1	b1	NIST StRD	9.56	6
Nonlinear least squares	Thurber:start1	b2	NIST StRD	8.23	6
Nonlinear least squares	Thurber:start1	b3	NIST StRD	7.94	6
Nonlinear least squares	Thurber:start1	b4	NIST StRD	7.78	6
Nonlinear least squares	Thurber:start1	b5	NIST StRD	8.07	6
Nonlinear least squares	Thurber:start1	b6	NIST StRD	8.04	6
Nonlinear least squares	Thurber:start1	b7	NIST StRD	8.07	6
Nonlinear least squares	Thurber:start1	RSS	NIST StRD (IEEE-double data RSS)	13.94	6
Nonlinear least squares	Thurber:start2	b1	NIST StRD	9.33	6
Nonlinear least squares	Thurber:start2	b2	NIST StRD	8.08	6
Nonlinear least squares	Thurber:start2	b3	NIST StRD	7.80	6
Nonlinear least squares	Thurber:start2	b4	NIST StRD	7.63	6
Nonlinear least squares	Thurber:start2	b5	NIST StRD	7.92	6
Nonlinear least squares	Thurber:start2	b6	NIST StRD	7.89	6
Nonlinear least squares	Thurber:start2	b7	NIST StRD	7.93	6
Nonlinear least squares	Thurber:start2	RSS	NIST StRD (IEEE-double data RSS)	13.93	6

R goldens

R goldens: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
Welch t-test	classic	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	15.75	8
Welch t-test	classic	t	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Student t-test	classic	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	15.45	8
Paired t-test	classic	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	15.38	8
Mann–Whitney U	classic	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	8
Wilcoxon signed-rank	classic	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	15.05	8
Fisher exact 2×2	classic	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	14.34	8
Chi-square	classic	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	15.09	8
Chi-square	classic	χ²	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Tukey HSD	B-A	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	13.03	8
Tukey HSD	C-A	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	8.02	8
Tukey HSD	C-B	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	10.01	8
Holm–Šídák	0	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	8
Holm–Šídák	1	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	8
Holm–Šídák	2	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	8
Holm–Šídák	3	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	8
Dunn post-hoc	A-B	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	8
Dunn post-hoc	A-B	z	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Dunn post-hoc	A-C	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	8
Dunn post-hoc	A-C	z	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Dunn post-hoc	B-C	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	15.44	8
Dunn post-hoc	B-C	z	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Kaplan–Meier	t=1	S(t)	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Kaplan–Meier	t=2	S(t)	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Kaplan–Meier	t=3	S(t)	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Kaplan–Meier	t=4	S(t)	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10
Log-rank	classic	P	R 4.4.2 (scripts/goldens/generate_n1_39.R)	14.74	8
Log-rank	classic	χ²	R 4.4.2 (scripts/goldens/generate_n1_39.R)	16.00	10

SciPy / statsmodels goldens

SciPy / statsmodels goldens: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
Welch t-test	classic	P	SciPy 1.14.1 / statsmodels 0.14.4	15.75	8
Paired t-test	classic	P	SciPy 1.14.1 / statsmodels 0.14.4	16.00	8
Mann–Whitney U (tied)	classic	P	SciPy 1.14.1 / statsmodels 0.14.4	15.86	8
Mann–Whitney U (tied)	classic	U	SciPy 1.14.1 / statsmodels 0.14.4	16.00	10
Wilcoxon signed-rank (tied)	classic	P	SciPy 1.14.1 / statsmodels 0.14.4	14.75	8
Wilcoxon signed-rank (tied)	classic	W	SciPy 1.14.1 / statsmodels 0.14.4	16.00	10
Fisher exact 2×2	classic	P	SciPy 1.14.1 / statsmodels 0.14.4	14.65	8
Chi-square	classic	P	SciPy 1.14.1 / statsmodels 0.14.4	15.39	8
Shapiro–Wilk	classic	P	SciPy 1.14.1 / statsmodels 0.14.4	9.25	8

lifelines — KM / log-rank / Cox

lifelines — KM / log-rank / Cox: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
Kaplan–Meier	0:t=1	S(t)	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.83	10
Kaplan–Meier	0:t=1	CI low	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.06	10
Kaplan–Meier	0:t=1	CI high	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.94	10
Kaplan–Meier	0:t=2	S(t)	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	0:t=2	CI low	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.32	10
Kaplan–Meier	0:t=2	CI high	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	0:t=3	S(t)	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	0:t=3	CI low	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.32	10
Kaplan–Meier	0:t=3	CI high	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	0:t=4	S(t)	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	0:t=4	CI low	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	0:t=4	CI high	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	1:t=5	S(t)	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.83	10
Kaplan–Meier	1:t=5	CI low	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.06	10
Kaplan–Meier	1:t=5	CI high	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.94	10
Kaplan–Meier	1:t=6	S(t)	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.83	10
Kaplan–Meier	1:t=6	CI low	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.06	10
Kaplan–Meier	1:t=6	CI high	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.94	10
Kaplan–Meier	1:t=7	S(t)	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.83	10
Kaplan–Meier	1:t=7	CI low	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	14.76	10
Kaplan–Meier	1:t=7	CI high	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	1:t=8	S(t)	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	1:t=8	CI low	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Kaplan–Meier	1:t=8	CI high	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Log-rank	classic	χ²	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	16.00	10
Log-rank	classic	P	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.00	8
Cox PH (Efron)	classic	coef	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	7.18	6
Cox PH (Efron)	classic	SE	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	8.37	6
Cox PH (Efron)	classic	HR	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	7.27	6
Cox PH (Efron)	classic	z	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	7.21	6
Cox PH (Efron)	classic	P	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	6.81	6
Cox PH (Efron)	classic	log partial lik	lifelines 0.30.3 (CamDavidsonPilon/lifelines)	15.90	6

scikit-posthocs — Dunn / Games–Howell

scikit-posthocs — Dunn / Games–Howell: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
Dunn post-hoc	A-B	P raw	scikit-posthocs 0.17.0	16.00	10
Dunn post-hoc	A-C	P raw	scikit-posthocs 0.17.0	15.52	10
Dunn post-hoc	B-C	P raw	scikit-posthocs 0.17.0	15.27	10
Dunn post-hoc	A-B	P Bonferroni	scikit-posthocs 0.17.0	16.00	10
Dunn post-hoc	A-C	P Bonferroni	scikit-posthocs 0.17.0	15.70	10
Dunn post-hoc	B-C	P Bonferroni	scikit-posthocs 0.17.0	15.22	10
Games–Howell	A-B	P adj	scikit-posthocs 0.17.0	9.85	6
Games–Howell	A-C	P adj	scikit-posthocs 0.17.0	7.13	6
Games–Howell	B-C	P adj	scikit-posthocs 0.17.0	6.87	6
Conover post-hoc	A-B	P raw	scikit-posthocs 0.17.0	15.43	10
Conover post-hoc	A-C	P raw	scikit-posthocs 0.17.0	15.01	10
Conover post-hoc	B-C	P raw	scikit-posthocs 0.17.0	15.15	10
Nemenyi post-hoc	A-B	P adj	scikit-posthocs 0.17.0	15.56	10
Nemenyi post-hoc	A-C	P adj	scikit-posthocs 0.17.0	15.83	10
Nemenyi post-hoc	B-C	P adj	scikit-posthocs 0.17.0	16.00	10
Dunnett T3 (all-pairs)	A-B	P adj	scikit-posthocs 0.17.0	16.00	10
Dunnett T3 (all-pairs)	A-C	P adj	scikit-posthocs 0.17.0	12.61	10
Dunnett T3 (all-pairs)	B-C	P adj	scikit-posthocs 0.17.0	16.00	10

lmfit — 4PL dose-response

lmfit — 4PL dose-response: analysis, dataset, statistic, reference, digits achieved, and target
Analysis	Dataset	Statistic	Reference	Digits	Target
4PL (log agonist)	classic	Bottom	lmfit 1.3.4 / curve_curator@71e46f7	6.55	2
4PL (log agonist)	classic	Top	lmfit 1.3.4 / curve_curator@71e46f7	8.43	2
4PL (log agonist)	classic	LogEC50	lmfit 1.3.4 / curve_curator@71e46f7	6.37	2
4PL (log agonist)	classic	HillSlope	lmfit 1.3.4 / curve_curator@71e46f7	7.47	2
4PL (log agonist)	classic	SS	lmfit 1.3.4 / curve_curator@71e46f7	11.72	2
4PL (log agonist)	classic	LogEC50 (curve_curator)	lmfit 1.3.4 / curve_curator@71e46f7	4.14	2