Accuracy table

Every function and every region: the maximum error in ULPs against mpmath, beside SciPy's on the same points.

Summary (worst region of each function)

Errors in ULPs against mpmath; bold: at least as accurate as SciPy in every region.

function	points	regions	ours max	SciPy max	regions where ours <= SciPy
bernoulli_cdf	740	3	0.50	0.50	3/3
bernoulli_isf	747	3	0	wrong	3/3
bernoulli_logcdf	728	3	0.50	9.0e+15	3/3
bernoulli_logpmf	740	3	0.50	1.85	3/3
bernoulli_logsf	731	3	0.50	0.50	3/3
bernoulli_pmf	741	3	0.50	27	3/3
bernoulli_ppf	747	3	0	0	3/3
bernoulli_sf	740	3	0	0	3/3
beta_cdf	390	11	5.64	7335	11/11
beta_isf	486	12	2.76	wrong	12/12
beta_logcdf	395	12	2.04	1287	12/12
beta_logpdf	385	11	3.93	31567	11/11
beta_logsf	390	11	3.56	1129	11/11
beta_pdf	402	11	1.10	1754	11/11
beta_ppf	487	12	1.24	wrong	11/12
beta_sf	388	12	4.42	2.92	7/12
binom_cdf	1620	7	9.47	7.0e+07	7/7
binom_isf	1120	5	0	3.4e+17	5/5
binom_logcdf	1870	8	9.83	wrong	8/8
binom_logpmf	1620	7	0.50	1.8e+15	7/7
binom_logsf	1870	8	8.81	wrong	8/8
binom_pmf	1370	6	0.50	3.4e+07	6/6
binom_ppf	1119	5	0	1.8e+13	5/5
binom_sf	1620	7	6.30	1.7e+07	7/7
cauchy_cdf	1000	4	0.50	1.40	4/4
cauchy_isf	739	3	0.50	99	3/3
cauchy_logcdf	1000	4	0.50	2.29	4/4
cauchy_logpdf	1500	4	0.50	1.24	4/4
cauchy_logsf	1000	4	0.50	2.23	4/4
cauchy_pdf	1500	4	0.50	3.5e+13	4/4
cauchy_ppf	734	3	0.50	98	3/3
cauchy_sf	1000	4	0.50	1.40	4/4
chi2_cdf	517	12	1.18	27128	12/12
chi2_isf	533	12	1.19	4067	12/12
chi2_logcdf	520	12	1.59	58308	12/12
chi2_logpdf	523	12	50	541668	12/12
chi2_logsf	524	12	1.85	134585	12/12
chi2_pdf	520	12	0.97	1.3e+07	12/12
chi2_ppf	546	10	1.00	3475	10/10
chi2_sf	524	12	1.05	140365	12/12
chi_cdf	522	12	2.06	27077	12/12
chi_isf	539	11	0.76	8.5e+15	11/11
chi_logcdf	521	12	2.54	36027	12/12
chi_logpdf	526	12	1.77	1.6e+07	12/12
chi_logsf	517	12	1.77	15952	12/12
chi_pdf	519	12	1.08	6.3e+06	12/12
chi_ppf	553	11	0.91	8.8e+15	11/11
chi_sf	520	12	1.36	20287	12/12
expon_cdf	1000	4	0.50	1.72	4/4
expon_isf	737	3	0.50	0.50	3/3
expon_logcdf	1000	4	0.83	1.41	4/4
expon_logpdf	1000	4	0	0	4/4
expon_logsf	1000	4	0	0	4/4
expon_pdf	1000	4	0.50	0.51	4/4
expon_ppf	728	3	0.50	1.91	3/3
expon_sf	1000	4	0.50	0.50	4/4
f_cdf	325	10	4.79	1970	10/10
f_isf	414	12	2.62	wrong	12/12
f_logcdf	326	11	5.91	45	11/11
f_logpdf	321	11	5.06	198807	11/11
f_logsf	329	12	8.42	1433	12/12
f_pdf	323	11	1.18	84781	11/11
f_ppf	463	12	2.18	wrong	12/12
f_sf	326	12	2.81	87	12/12
gamma_cdf	523	12	1.04	20490	12/12
gamma_isf	538	11	0.66	5.5e+06	11/11
gamma_logcdf	522	12	2.55	55158	12/12
gamma_logpdf	521	12	3.83	1.9e+06	12/12
gamma_logsf	528	12	2.26	55303	12/12
gamma_pdf	522	12	1.23	9.5e+06	12/12
gamma_ppf	548	10	0.62	2616	10/10
gamma_sf	520	12	1.24	35824	12/12
geom_cdf	1182	4	0.60	1.17	4/4
geom_isf	900	3	2.00	wrong	3/3
geom_logcdf	1183	4	0.58	9.0e+15	4/4
geom_logpmf	1180	4	0.50	1.81	4/4
geom_logsf	1192	4	0.54	1.17	4/4
geom_pmf	1182	4	0.57	3.2e+15	4/4
geom_ppf	900	3	1.00	3.8e+13	3/3
geom_sf	1185	4	0.52	639	4/4
gumbel_r_cdf	1250	5	0.50	379	5/5
gumbel_r_isf	739	3	0.50	30	3/3
gumbel_r_logcdf	1500	6	0.50	0.50	6/6
gumbel_r_logpdf	1500	6	0.50	1.23	6/6
gumbel_r_logsf	1250	5	0.50	wrong	5/5
gumbel_r_pdf	1250	5	0.50	564	5/5
gumbel_r_ppf	736	3	0.50	49	3/3
gumbel_r_sf	1250	5	0.50	2.99	5/5
halfnorm_cdf	1000	4	0.95	2.56	4/4
halfnorm_isf	744	3	1.07	2.29	3/3
halfnorm_logcdf	1000	4	1.08	2.7e+12	4/4
halfnorm_logpdf	1250	5	0.50	1.29	5/5
halfnorm_logsf	1000	4	1.10	wrong	4/4
halfnorm_pdf	1000	4	0.50	466	4/4
halfnorm_ppf	734	3	1.10	wrong	3/3
halfnorm_sf	1000	4	1.00	2.0e+13	4/4
hypergeom_cdf	1347	6	0.51	5.0e+07	6/6
hypergeom_isf	850	4	0	4.3e+16	4/4
hypergeom_logcdf	1600	7	0.50	1.7e+09	7/7
hypergeom_logpmf	1350	6	0.50	2.0e+08	6/6
hypergeom_logsf	1595	7	0.53	1.1e+09	7/7
hypergeom_pmf	1095	5	0.50	8.6e+07	5/5
hypergeom_ppf	850	4	0	1.8e+13	4/4
hypergeom_sf	1346	6	0.50	1.4e+08	6/6
invgamma_cdf	519	12	1.49	81266	12/12
invgamma_isf	497	12	1.90	1160	12/12
invgamma_logcdf	518	12	1.91	17311	12/12
invgamma_logpdf	516	12	27	404961	12/12
invgamma_logsf	526	12	2.01	42643	12/12
invgamma_pdf	520	12	1.08	1.7e+07	12/12
invgamma_ppf	503	11	1.38	11744	11/11
invgamma_sf	521	12	1.67	2.6e+07	12/12
laplace_cdf	1250	5	0.50	0.75	5/5
laplace_isf	735	3	0.50	0.50	3/3
laplace_logcdf	1250	5	0.62	3.3e+10	5/5
laplace_logpdf	1000	4	0.48	wrong	4/4
laplace_logsf	1250	5	0.72	8.6e+11	5/5
laplace_pdf	1000	4	0.50	1.00	4/4
laplace_ppf	734	3	0.50	0.50	3/3
laplace_sf	1250	5	0.50	1.00	5/5
logistic_cdf	1250	5	0.50	2.3e+13	5/5
logistic_isf	974	4	0.50	1.32	4/4
logistic_logcdf	1250	5	0.73	0.91	5/5
logistic_logpdf	1000	4	0.50	1.53	4/4
logistic_logsf	1250	5	0.82	1.17	5/5
logistic_pdf	1000	4	0.50	28	4/4
logistic_ppf	980	4	0.50	1.18	4/4
logistic_sf	1250	5	0.50	3.2e+11	5/5
lognorm_cdf	750	3	0.99	1532	3/3
lognorm_isf	747	3	3.87	595	3/3
lognorm_logcdf	1000	4	0.96	74	4/4
lognorm_logpdf	500	2	0.50	146	2/2
lognorm_logsf	1000	4	0.96	83	4/4
lognorm_pdf	500	2	0.50	836	2/2
lognorm_ppf	747	3	3.48	608	3/3
lognorm_sf	750	3	0.90	1859	3/3
lomax_cdf	750	3	0.50	1.77	3/3
lomax_isf	744	3	0.50	8.9e+15	3/3
lomax_logcdf	750	3	0.50	270	3/3
lomax_logpdf	750	3	0.50	15	3/3
lomax_logsf	750	3	0.50	2.02	3/3
lomax_pdf	750	3	0.50	1.1e+08	3/3
lomax_ppf	745	3	0.50	312	3/3
lomax_sf	750	3	0.50	410	3/3
nbinom_cdf	1620	7	8.71	1.7e+06	7/7
nbinom_isf	869	4	0	1.1e+14	4/4
nbinom_logcdf	1870	8	10	wrong	8/8
nbinom_logpmf	1620	7	0.50	1.4e+13	7/7
nbinom_logsf	1870	8	6.67	wrong	8/8
nbinom_pmf	1370	6	0.50	2.0e+06	6/6
nbinom_ppf	870	4	0	2.8e+14	4/4
nbinom_sf	1620	7	11	2.7e+06	7/7
ncx2_cdf	208	9	116	7.1e+15	9/9
ncx2_isf	144	7	4.06	1.9e+14	7/7
ncx2_logcdf	207	9	271	wrong	9/9
ncx2_logpdf	210	9	4.44	87	9/9
ncx2_logsf	204	9	27	wrong	9/9
ncx2_pdf	210	9	9.77	8.9e+15	9/9
ncx2_ppf	187	8	4.26	1.2e+66	8/8
ncx2_sf	204	9	151	8.5e+15	9/9
norm_cdf	900	3	0.52	2.8e+12	3/3
norm_isf	882	3	0.52	2.48	3/3
norm_logcdf	1200	4	0.53	101	4/4
norm_logpdf	1600	6	0.50	1.15	6/6
norm_logsf	1200	4	0.52	85	4/4
norm_pdf	1000	4	0.50	455	4/4
norm_ppf	888	3	0.54	2.76	3/3
norm_sf	900	3	0.55	2.3e+10	3/3
pareto_cdf	744	3	0.50	1.4e+13	3/3
pareto_isf	747	3	0.50	351	3/3
pareto_logcdf	746	3	0.50	5.3e+11	3/3
pareto_logpdf	746	3	0.50	wrong	3/3
pareto_logsf	748	3	0.50	1.4e+13	3/3
pareto_pdf	746	3	0.50	435	3/3
pareto_ppf	749	3	0.50	126	3/3
pareto_sf	746	3	0.50	0.50	3/3
poisson_cdf	1370	6	1.02	1.7e+10	6/6
poisson_isf	870	4	0	wrong	4/4
poisson_logcdf	1620	7	1.64	wrong	7/7
poisson_logpmf	1370	6	0.50	1.4e+15	6/6
poisson_logsf	1620	7	1.51	wrong	7/7
poisson_pmf	1120	5	0.50	7.9e+16	5/5
poisson_ppf	869	4	0	wrong	4/4
poisson_sf	1370	6	1.00	7.3e+15	6/6
randint_cdf	600	2	0.50	0.50	2/2
randint_isf	900	3	0	1.7e+10	3/3
randint_logcdf	600	2	0.50	4.7e+14	2/2
randint_logpmf	600	2	0.50	0.67	2/2
randint_logsf	600	2	0.50	4.0e+14	2/2
randint_pmf	600	2	0.50	0.50	2/2
randint_ppf	900	3	0	4.00	3/3
randint_sf	600	2	0.50	7.8e+14	2/2
rayleigh_cdf	1000	4	0.50	1.98	4/4
rayleigh_isf	739	3	0.50	0.75	3/3
rayleigh_logcdf	1000	4	0.70	wrong	4/4
rayleigh_logpdf	1250	5	0.50	1.60	5/5
rayleigh_logsf	1250	5	0.50	0.50	5/5
rayleigh_pdf	1000	4	0.50	542	4/4
rayleigh_ppf	732	3	0.50	1.22	3/3
rayleigh_sf	1000	4	0.50	452	4/4
reciprocal_cdf	700	3	0.50	5.4e+15	3/3
reciprocal_isf	744	3	0.50	660	3/3
reciprocal_logcdf	687	3	0.95	wrong	3/3
reciprocal_logpdf	699	3	0.50	67294	3/3
reciprocal_logsf	691	3	0.52	wrong	3/3
reciprocal_pdf	688	3	0.50	1.3e+06	3/3
reciprocal_ppf	745	3	0.50	461	3/3
reciprocal_sf	705	3	0.50	8.4e+15	3/3
t_cdf	475	12	1.70	1067	12/12
t_isf	440	12	4.36	wrong	12/12
t_logcdf	481	12	1.61	1640	12/12
t_logpdf	478	12	0.50	24374	12/12
t_logsf	476	12	2.14	669	12/12
t_pdf	479	12	0.50	56253	12/12
t_ppf	429	12	9.36	wrong	12/12
t_sf	479	12	2.41	1053	12/12
triang_cdf	945	4	0.50	492	4/4
triang_isf	748	3	0.50	5.6e+14	3/3
triang_logcdf	937	4	0.50	wrong	4/4
triang_logpdf	946	4	0.50	26605	4/4
triang_logsf	935	4	0.50	wrong	4/4
triang_pdf	941	4	0.50	1.71	4/4
triang_ppf	747	3	0.50	8.8e+15	3/3
triang_sf	942	4	0.50	8.9e+15	4/4
uniform_cdf	735	3	0	0	3/3
uniform_isf	741	3	0.50	0.50	3/3
uniform_logcdf	742	3	0.50	0.50	3/3
uniform_logpdf	733	3	0	0	3/3
uniform_logsf	736	3	0.49	0.49	3/3
uniform_pdf	737	3	0	0	3/3
uniform_ppf	742	3	0	0	3/3
uniform_sf	735	3	0.50	0.50	3/3
vonmises_cdf	600	4	2.90	9.7e+25	4/4
vonmises_isf	333	3	3.11	9.5e+17	3/3
vonmises_logcdf	600	4	3.06	wrong	4/4
vonmises_logpdf	600	4	27	30	4/4
vonmises_logsf	600	4	2.35	wrong	4/4
vonmises_pdf	600	4	1.20	746	4/4
vonmises_ppf	343	3	3.13	1.2e+14	3/3
vonmises_sf	600	4	2.67	1.2e+21	4/4
weibull_min_cdf	750	3	0.50	1.42	3/3
weibull_min_isf	749	3	0.50	9.37	3/3
weibull_min_logcdf	750	3	0.51	473	3/3
weibull_min_logpdf	750	3	0.50	86	3/3
weibull_min_logsf	750	3	0.50	0.50	3/3
weibull_min_pdf	750	3	0.50	483	3/3
weibull_min_ppf	746	3	1.10	127	3/3
weibull_min_sf	750	3	0.50	291	3/3
zipf_cdf	750	3	0.50	6.74	3/3
zipf_isf	664	3	0	6.3e+14	3/3
zipf_logcdf	712	3	0.55	4.7e+80	3/3
zipf_logpmf	750	3	0.50	wrong	3/3
zipf_logsf	717	3	0.51	wrong	3/3
zipf_pmf	750	3	0.50	5.25	3/3
zipf_ppf	664	3	0	2.3e+15	3/3
zipf_sf	721	3	0.50	6.1e+82	3/3

Every region

function	region	points	ours max	ours p99.9	SciPy max	SciPy p99.9
bernoulli_cdf	tiny	250	0.48	0.48	0.48	0.48
bernoulli_cdf	core	250	0.50	0.50	0.50	0.50
bernoulli_cdf	near1	240	0	0	0	0
bernoulli_isf	core	249	0	0	0	0
bernoulli_isf	lower	249	0	0	wrong	wrong
bernoulli_isf	upper	249	0	0	0	0
bernoulli_logcdf	tiny	250	0.36	0.36	9.0e+15	9.0e+15
bernoulli_logcdf	core	250	0.50	0.50	30	30
bernoulli_logcdf	near1	228	0.50	0.50	0.50	0.50
bernoulli_logpmf	tiny	250	0.46	0.46	0.46	0.46
bernoulli_logpmf	core	250	0.50	0.50	1.85	1.85
bernoulli_logpmf	near1	240	0.50	0.50	0.50	0.50
bernoulli_logsf	tiny	250	0.04	0.04	0.04	0.04
bernoulli_logsf	core	250	0.50	0.50	0.50	0.50
bernoulli_logsf	near1	231	0.50	0.50	0.50	0.50
bernoulli_pmf	tiny	250	0.48	0.48	27	27
bernoulli_pmf	core	250	0.50	0.50	5.00	5.00
bernoulli_pmf	near1	241	0.00	0.00	6.00	6.00
bernoulli_ppf	core	249	0	0	0	0
bernoulli_ppf	lower	249	0	0	0	0
bernoulli_ppf	upper	249	0	0	0	0
bernoulli_sf	tiny	250	0	0	0	0
bernoulli_sf	core	250	0	0	0	0
bernoulli_sf	near1	240	0	0	0	0
beta_cdf	small_lo	60	0.50	0.50	4.17	4.17
beta_cdf	small_mid	52	0.74	0.74	4.21	4.21
beta_cdf	mid_lo	57	0.49	0.49	22	22
beta_cdf	mid_mid	60	0.77	0.77	49	49
beta_cdf	mid_hi	26	0.48	0.48	0.52	0.52
beta_cdf	large_lo	15	3.08	3.08	7335	7335
beta_cdf	large_mid	15	5.64	5.64	71	71
beta_cdf	large_hi	15	0.18	0.18	0.18	0.18
beta_cdf	mixed_lo	30	1.27	1.27	127	127
beta_cdf	mixed_mid	30	1.89	1.89	6.11	6.11
beta_cdf	mixed_hi	30	0.23	0.23	0.77	0.77
beta_isf	small_lower	60	0.37	0.37	0.37	0.37
beta_isf	small_core	60	2.34	2.34	187	187
beta_isf	small_upper	60	0.50	0.50	4.5e+15	4.5e+15
beta_isf	mid_lower	60	0.46	0.46	wrong	wrong
beta_isf	mid_core	60	0.98	0.98	4.64	4.64
beta_isf	mid_upper	60	0.71	0.71	36	36
beta_isf	large_lower	14	0.72	0.72	1438	1438
beta_isf	large_core	11	0.58	0.58	0.74	0.74
beta_isf	large_upper	15	0.61	0.61	4.36	4.36
beta_isf	mixed_lower	27	0.50	0.50	231	231
beta_isf	mixed_core	29	2.76	2.76	151	151
beta_isf	mixed_upper	30	1.00	1.00	4.5e+15	4.5e+15
beta_logcdf	small_lo	60	0.49	0.49	0.58	0.58
beta_logcdf	small_mid	54	1.83	1.83	6.18	6.18
beta_logcdf	small_hi	1	0.05	0.05	0.05	0.05
beta_logcdf	mid_lo	57	0.45	0.45	0.45	0.45
beta_logcdf	mid_mid	60	1.84	1.84	32	32
beta_logcdf	mid_hi	28	0.43	0.43	0.90	0.90
beta_logcdf	large_lo	15	0.43	0.43	4.57	4.57
beta_logcdf	large_mid	15	1.92	1.92	135	135
beta_logcdf	large_hi	15	1.77	1.77	1.90	1.90
beta_logcdf	mixed_lo	30	0.50	0.50	1.36	1.36
beta_logcdf	mixed_mid	30	2.04	2.04	1287	1287
beta_logcdf	mixed_hi	30	2.01	2.01	3.04	3.04
beta_logpdf	small_lo	60	0.49	0.49	1.90	1.90
beta_logpdf	small_mid	53	2.36	2.36	7.66	7.66
beta_logpdf	mid_lo	56	0.49	0.49	3.84	3.84
beta_logpdf	mid_mid	60	3.93	3.93	66	66
beta_logpdf	mid_hi	21	0.49	0.49	2.16	2.16
beta_logpdf	large_lo	15	0.45	0.45	1020	1020
beta_logpdf	large_mid	15	0.42	0.42	31567	31567
beta_logpdf	large_hi	15	0.45	0.45	1631	1631
beta_logpdf	mixed_lo	30	0.40	0.40	1113	1113
beta_logpdf	mixed_mid	30	0.53	0.53	11005	11005
beta_logpdf	mixed_hi	30	0.44	0.44	185	185
beta_logsf	small_lo	60	0.80	0.80	4.04	4.04
beta_logsf	small_mid	49	1.80	1.80	22	22
beta_logsf	mid_lo	59	0.88	0.88	32	32
beta_logsf	mid_mid	60	1.38	1.38	26	26
beta_logsf	mid_hi	27	0.50	0.50	0.50	0.50
beta_logsf	large_lo	15	3.56	3.56	1129	1129
beta_logsf	large_mid	15	2.88	2.88	44	44
beta_logsf	large_hi	15	0.49	0.49	0.49	0.49
beta_logsf	mixed_lo	30	1.29	1.29	153	153
beta_logsf	mixed_mid	30	2.67	2.67	4.87	4.87
beta_logsf	mixed_hi	30	0.50	0.50	0.50	0.50
beta_pdf	small_lo	60	0.95	0.95	5.80	5.80
beta_pdf	small_mid	55	1.10	1.10	4.95	4.95
beta_pdf	mid_lo	57	1.00	1.00	597	597
beta_pdf	mid_mid	60	1.08	1.08	16	16
beta_pdf	mid_hi	35	1.07	1.07	61	61
beta_pdf	large_lo	15	0.50	0.50	896	896
beta_pdf	large_mid	15	0.38	0.38	121	121
beta_pdf	large_hi	15	0.40	0.40	1754	1754
beta_pdf	mixed_lo	30	1.06	1.06	343	343
beta_pdf	mixed_mid	30	0.96	0.96	3.04	3.04
beta_pdf	mixed_hi	30	1.01	1.01	597	597
beta_ppf	small_lower	60	0.72	0.72	4.5e+15	4.5e+15
beta_ppf	small_core	60	0.70	0.70	172	172
beta_ppf	small_upper	60	0.50	0.50	0.50	0.50
beta_ppf	mid_lower	60	0.67	0.67	wrong	wrong
beta_ppf	mid_core	60	1.24	1.24	6.80	6.80
beta_ppf	mid_upper	60	0.50	0.50	9.73	9.73
beta_ppf	large_lower	15	0.49	0.49	17	17
beta_ppf	large_core	12	1.03	1.03	0.79	0.79
beta_ppf	large_upper	15	0.64	0.64	1.01	1.01
beta_ppf	mixed_lower	30	1.14	1.14	5.3e+55	5.3e+55
beta_ppf	mixed_core	26	0.86	0.86	64	64
beta_ppf	mixed_upper	29	0.59	0.59	3.02	3.02
beta_sf	small_lo	60	0.50	0.50	0.50	0.50
beta_sf	small_mid	51	1.93	1.93	0.50	0.50
beta_sf	small_hi	1	0.45	0.45	0.45	0.45
beta_sf	mid_lo	55	0.25	0.25	0.25	0.25
beta_sf	mid_mid	60	0.81	0.81	0.49	0.49
beta_sf	mid_hi	26	0.70	0.70	0.50	0.50
beta_sf	large_lo	15	0.00	0.00	0.00	0.00
beta_sf	large_mid	15	2.11	2.11	2.11	2.11
beta_sf	large_hi	15	4.42	4.42	2.45	2.45
beta_sf	mixed_lo	30	0.33	0.33	0.33	0.33
beta_sf	mixed_mid	30	2.33	2.33	2.92	2.92
beta_sf	mixed_hi	30	0.76	0.76	2.66	2.66
binom_cdf	small	250	5.59	5.59	44	44
binom_cdf	bulk	250	8.64	8.64	1873	1873
binom_cdf	large_n	120	4.87	4.87	7.0e+07	7.0e+07
binom_cdf	small_p	250	0.47	0.47	0.47	0.47
binom_cdf	p_near_1	250	5.08	5.08	102	102
binom_cdf	lower	250	9.47	9.47	19900	19900
binom_cdf	upper	250	0.50	0.50	0.50	0.50
binom_isf	core	250	0	0	0	0
binom_isf	lower	250	0	0	3.4e+17	3.4e+17
binom_isf	upper	250	0	0	2.5e+12	2.5e+12
binom_isf	large_n	120	0	0	0	0
binom_isf	small_p	250	0	0	0	0
binom_logcdf	small	250	5.53	5.53	97850	97850
binom_logcdf	bulk	250	9.83	9.83	3.1e+06	3.1e+06
binom_logcdf	large_n	120	4.85	4.85	2.7e+08	2.7e+08
binom_logcdf	small_p	250	1.46	1.46	9.0e+15	9.0e+15
binom_logcdf	p_near_1	250	2.79	2.79	5.1e+15	5.1e+15
binom_logcdf	lower	250	0.71	0.71	wrong	wrong
binom_logcdf	upper	250	6.41	6.41	9.0e+15	9.0e+15
binom_logcdf	deep	250	5.55	5.55	wrong	wrong
binom_logpmf	small	250	0.50	0.50	210	210
binom_logpmf	bulk	250	0.50	0.50	2.3e+06	2.3e+06
binom_logpmf	large_n	120	0.49	0.49	1.8e+15	1.8e+15
binom_logpmf	small_p	250	0.50	0.50	1.8e+14	1.8e+14
binom_logpmf	p_near_1	250	0.50	0.50	2.8e+06	2.8e+06
binom_logpmf	tail	250	0.50	0.50	147515	147515
binom_logpmf	deep	250	0.50	0.50	2.9e+06	2.9e+06
binom_logsf	small	250	4.44	4.44	8723	8723
binom_logsf	bulk	250	8.81	8.81	1.6e+06	1.6e+06
binom_logsf	large_n	120	6.65	6.65	1.4e+08	1.4e+08
binom_logsf	small_p	250	0.58	0.58	wrong	wrong
binom_logsf	p_near_1	250	4.17	4.17	9.0e+15	9.0e+15
binom_logsf	lower	250	7.72	7.72	9.0e+15	9.0e+15
binom_logsf	upper	250	0.56	0.56	186	186
binom_logsf	deep	250	6.71	6.71	wrong	wrong
binom_pmf	small	250	0.50	0.50	133	133
binom_pmf	bulk	250	0.50	0.50	1833	1833
binom_pmf	large_n	120	0.49	0.49	3.4e+07	3.4e+07
binom_pmf	small_p	250	0.50	0.50	1575	1575
binom_pmf	p_near_1	250	0.50	0.50	98	98
binom_pmf	tail	250	0.50	0.50	18497	18497
binom_ppf	core	250	0	0	0	0
binom_ppf	lower	250	0	0	0	0
binom_ppf	upper	250	0	0	1.8e+13	1.8e+13
binom_ppf	large_n	119	0	0	0	0
binom_ppf	small_p	250	0	0	0	0
binom_sf	small	250	3.62	3.62	30	30
binom_sf	bulk	250	6.30	6.30	2113	2113
binom_sf	large_n	120	5.29	5.29	1.7e+07	1.7e+07
binom_sf	small_p	250	1.88	1.88	737	737
binom_sf	p_near_1	250	1.74	1.74	73	73
binom_sf	lower	250	0.47	0.47	1.45	1.45
binom_sf	upper	250	6.14	6.14	20311	20311
cauchy_cdf	core	250	0.50	0.50	1.32	1.32
cauchy_cdf	left	250	0.50	0.50	1.40	1.40
cauchy_cdf	right	250	0.50	0.50	1.38	1.38
cauchy_cdf	tiny	250	0.39	0.39	0.67	0.67
cauchy_isf	lower	250	0.50	0.50	1.64	1.64
cauchy_isf	core	250	0.50	0.50	99	99
cauchy_isf	upper	239	0.50	0.50	1.86	1.86
cauchy_logcdf	core	250	0.50	0.50	2.29	2.29
cauchy_logcdf	left	250	0.48	0.48	0.48	0.48
cauchy_logcdf	right	250	0.50	0.50	1.51	1.51
cauchy_logcdf	tiny	250	0.49	0.49	0.56	0.56
cauchy_logpdf	core	250	0.50	0.50	0.71	0.71
cauchy_logpdf	mid	500	0.50	0.50	1.24	1.24
cauchy_logpdf	tail	500	0.50	0.50	0.62	0.62
cauchy_logpdf	tiny	250	0.42	0.42	0.42	0.42
cauchy_logsf	core	250	0.50	0.50	2.23	2.23
cauchy_logsf	left	250	0.49	0.49	0.49	0.49
cauchy_logsf	right	250	0.50	0.50	1.86	1.86
cauchy_logsf	tiny	250	0.38	0.38	1.72	1.72
cauchy_pdf	core	250	0.50	0.50	1.56	1.56
cauchy_pdf	mid	500	0.50	0.50	1.67	1.67
cauchy_pdf	tail	500	0.50	0.50	3.5e+13	3.5e+13
cauchy_pdf	tiny	250	0.49	0.49	0.76	0.76
cauchy_ppf	lower	250	0.50	0.50	1.51	1.51
cauchy_ppf	core	250	0.50	0.50	98	98
cauchy_ppf	upper	234	0.50	0.50	2.17	2.17
cauchy_sf	core	250	0.50	0.50	1.40	1.40
cauchy_sf	left	250	0.49	0.49	1.25	1.25
cauchy_sf	right	250	0.50	0.50	1.27	1.27
cauchy_sf	tiny	250	0.45	0.45	0.45	0.45
chi2_cdf	small_lo	5	0.35	0.35	122	122
chi2_cdf	small_mid	56	0.53	0.53	8.96	8.96
chi2_cdf	small_hi	60	0.46	0.46	0.46	0.46
chi2_cdf	mid_lo	60	0.50	0.50	488	488
chi2_cdf	mid_mid	60	1.18	1.18	18	18
chi2_cdf	mid_hi	60	0.41	0.41	0.41	0.41
chi2_cdf	large_lo	60	0.88	0.88	27128	27128
chi2_cdf	large_mid	60	0.62	0.62	8.57	8.57
chi2_cdf	large_hi	60	0.34	0.34	0.34	0.34
chi2_cdf	huge_lo	12	0.45	0.45	1243	1243
chi2_cdf	huge_mid	12	0.64	0.64	0.97	0.97
chi2_cdf	huge_hi	12	0.00	0.00	0.00	0.00
chi2_isf	small_lower	58	0.49	0.49	1.21	1.21
chi2_isf	small_core	60	0.50	0.50	2147	2147
chi2_isf	small_upper	60	0.49	0.49	826	826
chi2_isf	mid_lower	58	0.49	0.49	1.16	1.16
chi2_isf	mid_core	60	1.19	1.19	14	14
chi2_isf	mid_upper	60	0.62	0.62	26	26
chi2_isf	large_lower	45	0.50	0.50	27	27
chi2_isf	large_core	60	0.52	0.52	0.52	0.52
chi2_isf	large_upper	60	0.49	0.49	5.98	5.98
chi2_isf	huge_lower	1	0.14	0.14	0.14	0.14
chi2_isf	huge_core	1	0.29	0.29	0.29	0.29
chi2_isf	huge_upper	10	0.46	0.46	4067	4067
chi2_logcdf	small_lo	9	0.48	0.48	0.93	0.93
chi2_logcdf	small_mid	55	1.45	1.45	74	74
chi2_logcdf	small_hi	60	0.94	0.94	544	544
chi2_logcdf	mid_lo	60	0.49	0.49	4.20	4.20
chi2_logcdf	mid_mid	60	1.59	1.59	24	24
chi2_logcdf	mid_hi	60	0.95	0.95	299	299
chi2_logcdf	large_lo	60	0.50	0.50	58	58
chi2_logcdf	large_mid	60	1.05	1.05	7.33	7.33
chi2_logcdf	large_hi	60	0.89	0.89	58308	58308
chi2_logcdf	huge_lo	12	0.49	0.49	2.36	2.36
chi2_logcdf	huge_mid	12	0.67	0.67	2.67	2.67
chi2_logcdf	huge_hi	12	0.48	0.48	1497	1497
chi2_logpdf	small_lo	11	0.48	0.48	1.59	1.59
chi2_logpdf	small_mid	56	50	50	521	521
chi2_logpdf	small_hi	60	0.49	0.49	1.18	1.18
chi2_logpdf	mid_lo	60	0.51	0.51	1.94	1.94
chi2_logpdf	mid_mid	60	0.61	0.61	42	42
chi2_logpdf	mid_hi	60	0.49	0.49	1.23	1.23
chi2_logpdf	large_lo	60	0.50	0.50	2280	2280
chi2_logpdf	large_mid	60	0.49	0.49	24666	24666
chi2_logpdf	large_hi	60	0.50	0.50	752	752
chi2_logpdf	huge_lo	12	0.44	0.44	128471	128471
chi2_logpdf	huge_mid	12	0.45	0.45	541668	541668
chi2_logpdf	huge_hi	12	0.46	0.46	52438	52438
chi2_logsf	small_lo	11	0.49	0.49	390	390
chi2_logsf	small_mid	57	1.34	1.34	19	19
chi2_logsf	small_hi	60	0.50	0.50	1.26	1.26
chi2_logsf	mid_lo	60	0.50	0.50	571	571
chi2_logsf	mid_mid	60	1.85	1.85	21	21
chi2_logsf	mid_hi	60	0.50	0.50	1.26	1.26
chi2_logsf	large_lo	60	0.85	0.85	29759	29759
chi2_logsf	large_mid	60	1.62	1.62	6.62	6.62
chi2_logsf	large_hi	60	0.48	0.48	84	84
chi2_logsf	huge_lo	12	0.45	0.45	134585	134585
chi2_logsf	huge_mid	12	0.44	0.44	2.56	2.56
chi2_logsf	huge_hi	12	0.47	0.47	4.37	4.37
chi2_pdf	small_lo	6	0.85	0.85	436	436
chi2_pdf	small_mid	58	0.92	0.92	678	678
chi2_pdf	small_hi	60	0.83	0.83	711	711
chi2_pdf	mid_lo	60	0.97	0.97	593	593
chi2_pdf	mid_mid	60	0.94	0.94	51	51
chi2_pdf	mid_hi	60	0.79	0.79	621	621
chi2_pdf	large_lo	60	0.49	0.49	95510	95510
chi2_pdf	large_mid	60	0.49	0.49	127177	127177
chi2_pdf	large_hi	60	0.49	0.49	132790	132790
chi2_pdf	huge_lo	12	0.46	0.46	4.8e+06	4.8e+06
chi2_pdf	huge_mid	12	0.45	0.45	1.3e+07	1.3e+07
chi2_pdf	huge_hi	12	0.41	0.41	5.8e+06	5.8e+06
chi2_ppf	small_lower	60	0.47	0.47	321	321
chi2_ppf	small_core	60	1.00	1.00	3475	3475
chi2_ppf	small_upper	60	0.51	0.51	10	10
chi2_ppf	mid_lower	60	0.51	0.51	474	474
chi2_ppf	mid_core	60	0.69	0.69	12	12
chi2_ppf	mid_upper	60	0.51	0.51	3.62	3.62
chi2_ppf	large_lower	58	0.46	0.46	17	17
chi2_ppf	large_core	58	0.48	0.48	1.04	1.04
chi2_ppf	large_upper	60	0.50	0.50	10	10
chi2_ppf	huge_upper	10	0.46	0.46	0.46	0.46
chi2_sf	small_lo	10	0.47	0.47	0.47	0.47
chi2_sf	small_mid	58	0.90	0.90	8.20	8.20
chi2_sf	small_hi	60	0.93	0.93	474	474
chi2_sf	mid_lo	60	0.05	0.05	0.05	0.05
chi2_sf	mid_mid	60	1.00	1.00	63	63
chi2_sf	mid_hi	60	1.05	1.05	611	611
chi2_sf	large_lo	60	0.37	0.37	0.37	0.37
chi2_sf	large_mid	60	0.61	0.61	15	15
chi2_sf	large_hi	60	1.03	1.03	140365	140365
chi2_sf	huge_lo	12	0.00	0.00	0.00	0.00
chi2_sf	huge_mid	12	0.67	0.67	2.19	2.19
chi2_sf	huge_hi	12	0.45	0.45	1401	1401
chi_cdf	small_lo	7	0.38	0.38	173	173
chi_cdf	small_mid	59	0.75	0.75	7.01	7.01
chi_cdf	small_hi	60	0.49	0.49	0.49	0.49
chi_cdf	mid_lo	60	0.76	0.76	613	613
chi_cdf	mid_mid	60	2.06	2.06	17	17
chi_cdf	mid_hi	60	0.30	0.30	0.30	0.30
chi_cdf	large_lo	60	1.22	1.22	27077	27077
chi_cdf	large_mid	60	0.91	0.91	55	55
chi_cdf	large_hi	60	0.41	0.41	0.41	0.41
chi_cdf	huge_lo	12	0.78	0.78	8709	8709
chi_cdf	huge_mid	12	1.11	1.11	170	170
chi_cdf	huge_hi	12	0.15	0.15	0.85	0.85
chi_isf	small_lower	58	0.73	0.73	1.30	1.30
chi_isf	small_core	60	0.58	0.58	7.8e+15	7.8e+15
chi_isf	small_upper	60	0.69	0.69	8.5e+15	8.5e+15
chi_isf	mid_lower	60	0.64	0.64	0.85	0.85
chi_isf	mid_core	60	0.72	0.72	14	14
chi_isf	mid_upper	60	0.61	0.61	9.20	9.20
chi_isf	large_lower	47	0.72	0.72	3.08	3.08
chi_isf	large_core	60	0.76	0.76	0.76	0.76
chi_isf	large_upper	60	0.73	0.73	6.55	6.55
chi_isf	huge_lower	2	0.24	0.24	0.24	0.24
chi_isf	huge_upper	12	0.56	0.56	4919	4919
chi_logcdf	small_lo	9	0.48	0.48	1.35	1.35
chi_logcdf	small_mid	56	1.22	1.22	6.86	6.86
chi_logcdf	small_hi	60	1.43	1.43	536	536
chi_logcdf	mid_lo	60	0.49	0.49	1.32	1.32
chi_logcdf	mid_mid	60	2.54	2.54	24	24
chi_logcdf	mid_hi	60	1.43	1.43	865	865
chi_logcdf	large_lo	60	0.49	0.49	41	41
chi_logcdf	large_mid	60	1.29	1.29	56	56
chi_logcdf	large_hi	60	1.23	1.23	36027	36027
chi_logcdf	huge_lo	12	0.49	0.49	845	845
chi_logcdf	huge_mid	12	1.35	1.35	348	348
chi_logcdf	huge_hi	12	0.57	0.57	13965	13965
chi_logpdf	small_lo	10	0.45	0.45	1.20	1.20
chi_logpdf	small_mid	60	1.77	1.77	30	30
chi_logpdf	small_hi	60	0.50	0.50	0.87	0.87
chi_logpdf	mid_lo	60	0.49	0.49	1.27	1.27
chi_logpdf	mid_mid	60	1.08	1.08	138	138
chi_logpdf	mid_hi	60	0.49	0.49	1.30	1.30
chi_logpdf	large_lo	60	0.49	0.49	1124	1124
chi_logpdf	large_mid	60	0.49	0.49	208995	208995
chi_logpdf	large_hi	60	0.50	0.50	521	521
chi_logpdf	huge_lo	12	0.50	0.50	217813	217813
chi_logpdf	huge_mid	12	0.43	0.43	1.6e+07	1.6e+07
chi_logpdf	huge_hi	12	0.49	0.49	68043	68043
chi_logsf	small_lo	8	0.60	0.60	131	131
chi_logsf	small_mid	53	1.60	1.60	85	85
chi_logsf	small_hi	60	0.49	0.49	1.14	1.14
chi_logsf	mid_lo	60	1.04	1.04	891	891
chi_logsf	mid_mid	60	1.77	1.77	26	26
chi_logsf	mid_hi	60	0.50	0.50	1.23	1.23
chi_logsf	large_lo	60	1.00	1.00	15952	15952
chi_logsf	large_mid	60	1.36	1.36	73	73
chi_logsf	large_hi	60	0.50	0.50	149	149
chi_logsf	huge_lo	12	0.75	0.75	11752	11752
chi_logsf	huge_mid	12	0.62	0.62	140	140
chi_logsf	huge_hi	12	0.49	0.49	63	63
chi_pdf	small_lo	7	0.76	0.76	86	86
chi_pdf	small_mid	56	1.01	1.01	428	428
chi_pdf	small_hi	60	1.07	1.07	597	597
chi_pdf	mid_lo	60	0.90	0.90	528	528
chi_pdf	mid_mid	60	0.90	0.90	75	75
chi_pdf	mid_hi	60	1.08	1.08	553	553
chi_pdf	large_lo	60	0.49	0.49	60158	60158
chi_pdf	large_mid	60	0.50	0.50	55673	55673
chi_pdf	large_hi	60	0.50	0.50	92190	92190
chi_pdf	huge_lo	12	0.50	0.50	6.3e+06	6.3e+06
chi_pdf	huge_mid	12	0.49	0.49	5.3e+06	5.3e+06
chi_pdf	huge_hi	12	0.42	0.42	5.4e+06	5.4e+06
chi_ppf	small_lower	60	0.66	0.66	8.8e+15	8.8e+15
chi_ppf	small_core	60	0.62	0.62	8.7e+15	8.7e+15
chi_ppf	small_upper	60	0.65	0.65	1.49	1.49
chi_ppf	mid_lower	60	0.91	0.91	151	151
chi_ppf	mid_core	60	0.74	0.74	4.89	4.89
chi_ppf	mid_upper	60	0.64	0.64	0.93	0.93
chi_ppf	large_lower	59	0.70	0.70	24	24
chi_ppf	large_core	59	0.66	0.66	0.66	0.66
chi_ppf	large_upper	60	0.80	0.80	6.70	6.70
chi_ppf	huge_core	4	0.36	0.36	0.36	0.36
chi_ppf	huge_upper	11	0.47	0.47	0.47	0.47
chi_sf	small_lo	7	0.37	0.37	0.37	0.37
chi_sf	small_mid	57	1.00	1.00	38	38
chi_sf	small_hi	60	1.20	1.20	957	957
chi_sf	mid_lo	60	0.36	0.36	0.36	0.36
chi_sf	mid_mid	60	1.34	1.34	27	27
chi_sf	mid_hi	60	1.35	1.35	1057	1057
chi_sf	large_lo	60	0.43	0.43	0.43	0.43
chi_sf	large_mid	60	1.06	1.06	26	26
chi_sf	large_hi	60	1.36	1.36	20287	20287
chi_sf	huge_lo	12	0.37	0.37	0.37	0.37
chi_sf	huge_mid	12	0.82	0.82	154	154
chi_sf	huge_hi	12	0.84	0.84	8098	8098
expon_cdf	tiny	250	0.46	0.46	1.36	1.36
expon_cdf	core	250	0.50	0.50	1.72	1.72
expon_cdf	right	250	0.50	0.50	0.50	0.50
expon_cdf	far_right	250	0.00	0.00	0.00	0.00
expon_isf	lower	250	0.04	0.04	0.04	0.04
expon_isf	core	250	0.50	0.50	0.50	0.50
expon_isf	upper	237	0.50	0.50	0.50	0.50
expon_logcdf	tiny	250	0.43	0.43	0.43	0.43
expon_logcdf	core	250	0.50	0.50	1.41	1.41
expon_logcdf	right	250	0.83	0.83	0.90	0.90
expon_logcdf	far_right	250	0.50	0.50	0.50	0.50
expon_logpdf	tiny	250	0	0	0	0
expon_logpdf	core	250	0	0	0	0
expon_logpdf	mid	250	0	0	0	0
expon_logpdf	tail	250	0	0	0	0
expon_logsf	tiny	250	0	0	0	0
expon_logsf	core	250	0	0	0	0
expon_logsf	right	250	0	0	0	0
expon_logsf	far_right	250	0	0	0	0
expon_pdf	tiny	250	0.27	0.27	0.27	0.27
expon_pdf	core	250	0.50	0.50	0.50	0.50
expon_pdf	mid	250	0.50	0.50	0.50	0.50
expon_pdf	tail	250	0.50	0.50	0.51	0.51
expon_ppf	lower	250	0.47	0.47	0.47	0.47
expon_ppf	core	250	0.50	0.50	1.91	1.91
expon_ppf	upper	228	0.49	0.49	0.49	0.49
expon_sf	tiny	250	0.49	0.49	0.49	0.49
expon_sf	core	250	0.50	0.50	0.50	0.50
expon_sf	right	250	0.50	0.50	0.50	0.50
expon_sf	far_right	250	0.50	0.50	0.50	0.50
f_cdf	small_lo	59	0.96	0.96	3.87	3.87
f_cdf	small_mid	60	0.71	0.71	9.71	9.71
f_cdf	mid_lo	57	0.81	0.81	23	23
f_cdf	mid_mid	60	1.23	1.23	13	13
f_cdf	mid_hi	4	0.00	0.00	1.00	1.00
f_cdf	large_lo	15	3.52	3.52	1970	1970
f_cdf	large_mid	15	4.03	4.03	40	40
f_cdf	mixed_lo	24	1.21	1.21	227	227
f_cdf	mixed_mid	30	4.79	4.79	7.93	7.93
f_cdf	mixed_hi	1	0.00	0.00	0.00	0.00
f_isf	small_lower	16	0.87	0.87	wrong	wrong
f_isf	small_core	60	1.24	1.24	51	51
f_isf	small_upper	27	0.67	0.67	18	18
f_isf	mid_lower	58	1.00	1.00	wrong	wrong
f_isf	mid_core	60	2.04	2.04	17	17
f_isf	mid_upper	60	1.35	1.35	17	17
f_isf	large_lower	15	1.14	1.14	wrong	wrong
f_isf	large_core	15	0.69	0.69	7.87	7.87
f_isf	large_upper	14	0.86	0.86	137	137
f_isf	mixed_lower	30	1.45	1.45	wrong	wrong
f_isf	mixed_core	29	2.50	2.50	12	12
f_isf	mixed_upper	30	2.62	2.62	18	18
f_logcdf	small_lo	59	0.49	0.49	0.49	0.49
f_logcdf	small_mid	60	1.63	1.63	8.05	8.05
f_logcdf	small_hi	3	0.35	0.35	5.35	5.35
f_logcdf	mid_lo	55	0.49	0.49	0.89	0.89
f_logcdf	mid_mid	60	1.48	1.48	20	20
f_logcdf	large_lo	15	0.43	0.43	3.61	3.61
f_logcdf	large_mid	15	5.91	5.91	45	45
f_logcdf	large_hi	1	1.00	1.00	28	28
f_logcdf	mixed_lo	27	0.41	0.41	1.11	1.11
f_logcdf	mixed_mid	30	2.45	2.45	12	12
f_logcdf	mixed_hi	1	0.72	0.72	1.72	1.72
f_logpdf	small_lo	60	0.57	0.57	34	34
f_logpdf	small_mid	60	5.06	5.06	28	28
f_logpdf	small_hi	2	0.45	0.45	0.76	0.76
f_logpdf	mid_lo	56	0.50	0.50	3.83	3.83
f_logpdf	mid_mid	60	0.76	0.76	232	232
f_logpdf	mid_hi	2	0.23	0.23	0.77	0.77
f_logpdf	large_lo	15	0.48	0.48	202	202
f_logpdf	large_mid	15	0.83	0.83	152542	152542
f_logpdf	mixed_lo	19	0.49	0.49	1402	1402
f_logpdf	mixed_mid	30	2.01	2.01	198807	198807
f_logpdf	mixed_hi	2	0.24	0.24	294	294
f_logsf	small_lo	60	1.02	1.02	6.10	6.10
f_logsf	small_mid	60	1.21	1.21	6.02	6.02
f_logsf	small_hi	1	0.04	0.04	0.04	0.04
f_logsf	mid_lo	57	0.95	0.95	18	18
f_logsf	mid_mid	60	2.22	2.22	13	13
f_logsf	mid_hi	6	0.56	0.56	2.20	2.20
f_logsf	large_lo	15	2.99	2.99	1433	1433
f_logsf	large_mid	15	8.42	8.42	42	42
f_logsf	large_hi	2	0.14	0.14	11	11
f_logsf	mixed_lo	22	1.85	1.85	454	454
f_logsf	mixed_mid	30	4.75	4.75	9.12	9.12
f_logsf	mixed_hi	1	0.37	0.37	2.63	2.63
f_pdf	small_lo	59	1.18	1.18	1157	1157
f_pdf	small_mid	60	0.89	0.89	58	58
f_pdf	small_hi	1	1.15	1.15	7.85	7.85
f_pdf	mid_lo	53	0.88	0.88	539	539
f_pdf	mid_mid	60	0.99	0.99	186	186
f_pdf	mid_hi	3	0.69	0.69	85	85
f_pdf	large_lo	15	0.65	0.65	54952	54952
f_pdf	large_mid	15	0.82	0.82	67652	67652
f_pdf	mixed_lo	25	1.03	1.03	72578	72578
f_pdf	mixed_mid	30	0.99	0.99	84781	84781
f_pdf	mixed_hi	2	0.59	0.59	10223	10223
f_ppf	small_lower	60	1.10	1.10	5.8e+16	5.8e+16
f_ppf	small_core	60	1.40	1.40	52	52
f_ppf	small_upper	37	0.96	0.96	12	12
f_ppf	mid_lower	60	1.01	1.01	wrong	wrong
f_ppf	mid_core	60	1.54	1.54	11	11
f_ppf	mid_upper	60	1.16	1.16	13	13
f_ppf	large_lower	15	1.31	1.31	219	219
f_ppf	large_core	15	1.37	1.37	2.81	2.81
f_ppf	large_upper	15	1.01	1.01	3.02	3.02
f_ppf	mixed_lower	30	1.52	1.52	wrong	wrong
f_ppf	mixed_core	27	2.18	2.18	8.24	8.24
f_ppf	mixed_upper	24	1.19	1.19	4.01	4.01
f_sf	small_lo	58	1.50	1.50	1.50	1.50
f_sf	small_mid	60	1.97	1.97	12	12
f_sf	small_hi	1	0.39	0.39	0.61	0.61
f_sf	mid_lo	57	0.35	0.35	1.65	1.65
f_sf	mid_mid	60	0.87	0.87	9.70	9.70
f_sf	mid_hi	3	0.11	0.11	14	14
f_sf	large_lo	15	0.40	0.40	0.40	0.40
f_sf	large_mid	15	2.68	2.68	87	87
f_sf	large_hi	1	0.24	0.24	18	18
f_sf	mixed_lo	23	0.00	0.00	0.00	0.00
f_sf	mixed_mid	30	2.81	2.81	9.14	9.14
f_sf	mixed_hi	3	0.69	0.69	76	76
gamma_cdf	small_lo	10	0.48	0.48	81	81
gamma_cdf	small_mid	57	0.60	0.60	9.00	9.00
gamma_cdf	small_hi	60	0.20	0.20	0.20	0.20
gamma_cdf	mid_lo	60	0.50	0.50	570	570
gamma_cdf	mid_mid	60	0.91	0.91	9.34	9.34
gamma_cdf	mid_hi	60	0.31	0.31	0.31	0.31
gamma_cdf	large_lo	60	1.04	1.04	20490	20490
gamma_cdf	large_mid	60	0.76	0.76	3.11	3.11
gamma_cdf	large_hi	60	0.47	0.47	0.53	0.53
gamma_cdf	huge_lo	12	0.43	0.43	982	982
gamma_cdf	huge_mid	12	0.50	0.50	0.97	0.97
gamma_cdf	huge_hi	12	0.00	0.00	0.00	0.00
gamma_isf	small_lower	57	0.51	0.51	1.19	1.19
gamma_isf	small_core	60	0.48	0.48	1813	1813
gamma_isf	small_upper	60	0.50	0.50	758	758
gamma_isf	mid_lower	58	0.49	0.49	1.48	1.48
gamma_isf	mid_core	60	0.66	0.66	15	15
gamma_isf	mid_upper	60	0.49	0.49	23	23
gamma_isf	large_lower	50	0.46	0.46	9.31	9.31
gamma_isf	large_core	60	0.55	0.55	1.10	1.10
gamma_isf	large_upper	60	0.48	0.48	16	16
gamma_isf	huge_core	2	0.25	0.25	0.25	0.25
gamma_isf	huge_upper	11	0.47	0.47	5.5e+06	5.5e+06
gamma_logcdf	small_lo	13	0.49	0.49	0.70	0.70
gamma_logcdf	small_mid	53	1.46	1.46	11	11
gamma_logcdf	small_hi	60	1.06	1.06	761	761
gamma_logcdf	mid_lo	60	0.52	0.52	1.13	1.13
gamma_logcdf	mid_mid	60	2.55	2.55	28	28
gamma_logcdf	mid_hi	60	0.90	0.90	650	650
gamma_logcdf	large_lo	60	0.50	0.50	70	70
gamma_logcdf	large_mid	60	1.03	1.03	5.01	5.01
gamma_logcdf	large_hi	60	0.95	0.95	55158	55158
gamma_logcdf	huge_lo	12	0.49	0.49	5.49	5.49
gamma_logcdf	huge_mid	12	0.87	0.87	4.38	4.38
gamma_logcdf	huge_hi	12	0.44	0.44	1375	1375
gamma_logpdf	small_lo	6	0.41	0.41	1.28	1.28
gamma_logpdf	small_mid	59	3.83	3.83	28	28
gamma_logpdf	small_hi	60	0.49	0.49	0.95	0.95
gamma_logpdf	mid_lo	60	0.49	0.49	1.36	1.36
gamma_logpdf	mid_mid	60	0.84	0.84	43	43
gamma_logpdf	mid_hi	60	0.49	0.49	1.97	1.97
gamma_logpdf	large_lo	60	0.50	0.50	550	550
gamma_logpdf	large_mid	60	0.48	0.48	12991	12991
gamma_logpdf	large_hi	60	0.50	0.50	1458	1458
gamma_logpdf	huge_lo	12	0.48	0.48	157031	157031
gamma_logpdf	huge_mid	12	0.41	0.41	1.9e+06	1.9e+06
gamma_logpdf	huge_hi	12	0.49	0.49	9488	9488
gamma_logsf	small_lo	17	0.50	0.50	293	293
gamma_logsf	small_mid	55	0.94	0.94	7.96	7.96
gamma_logsf	small_hi	60	0.46	0.46	1.15	1.15
gamma_logsf	mid_lo	60	0.60	0.60	473	473
gamma_logsf	mid_mid	60	2.26	2.26	20	20
gamma_logsf	mid_hi	60	0.50	0.50	1.42	1.42
gamma_logsf	large_lo	60	0.75	0.75	55303	55303
gamma_logsf	large_mid	60	1.26	1.26	3.69	3.69
gamma_logsf	large_hi	60	0.50	0.50	129	129
gamma_logsf	huge_lo	12	0.42	0.42	801	801
gamma_logsf	huge_mid	12	0.48	0.48	3.12	3.12
gamma_logsf	huge_hi	12	0.44	0.44	1.94	1.94
gamma_pdf	small_lo	7	1.10	1.10	186	186
gamma_pdf	small_mid	59	1.09	1.09	265	265
gamma_pdf	small_hi	60	0.96	0.96	579	579
gamma_pdf	mid_lo	60	1.23	1.23	487	487
gamma_pdf	mid_mid	60	0.95	0.95	80	80
gamma_pdf	mid_hi	60	0.91	0.91	502	502
gamma_pdf	large_lo	60	0.50	0.50	64916	64916
gamma_pdf	large_mid	60	0.47	0.47	65670	65670
gamma_pdf	large_hi	60	0.50	0.50	68039	68039
gamma_pdf	huge_lo	12	0.50	0.50	9.5e+06	9.5e+06
gamma_pdf	huge_mid	12	0.44	0.44	5.2e+06	5.2e+06
gamma_pdf	huge_hi	12	0.50	0.50	6.2e+06	6.2e+06
gamma_ppf	small_lower	60	0.50	0.50	271	271
gamma_ppf	small_core	60	0.52	0.52	2616	2616
gamma_ppf	small_upper	60	0.49	0.49	4.20	4.20
gamma_ppf	mid_lower	60	0.62	0.62	251	251
gamma_ppf	mid_core	60	0.60	0.60	12	12
gamma_ppf	mid_upper	60	0.51	0.51	4.02	4.02
gamma_ppf	large_lower	58	0.50	0.50	19	19
gamma_ppf	large_core	60	0.48	0.48	1.10	1.10
gamma_ppf	large_upper	60	0.49	0.49	22	22
gamma_ppf	huge_upper	10	0.42	0.42	0.42	0.42
gamma_sf	small_lo	8	0.00	0.00	0.00	0.00
gamma_sf	small_mid	56	1.03	1.03	38	38
gamma_sf	small_hi	60	1.13	1.13	684	684
gamma_sf	mid_lo	60	0.16	0.16	0.16	0.16
gamma_sf	mid_mid	60	1.09	1.09	17	17
gamma_sf	mid_hi	60	1.24	1.24	709	709
gamma_sf	large_lo	60	0.39	0.39	0.39	0.39
gamma_sf	large_mid	60	0.69	0.69	11	11
gamma_sf	large_hi	60	0.87	0.87	35824	35824
gamma_sf	huge_lo	12	0.00	0.00	0.00	0.00
gamma_sf	huge_mid	12	0.53	0.53	1.26	1.26
gamma_sf	huge_hi	12	0.50	0.50	2184	2184
geom_cdf	small_p	300	0.54	0.54	1.17	1.17
geom_cdf	core	300	0.50	0.50	1.00	1.00
geom_cdf	near1	282	0.48	0.48	0.48	0.48
geom_cdf	small_k	300	0.60	0.60	1.05	1.05
geom_isf	core	300	2.00	2.00	4.00	4.00
geom_isf	lower	300	1.22	1.22	wrong	wrong
geom_isf	upper	300	0	0	5.6e+14	5.6e+14
geom_logcdf	small_p	300	0.57	0.57	8.7e+15	8.7e+15
geom_logcdf	core	300	0.50	0.50	8.9e+15	8.9e+15
geom_logcdf	near1	283	0.50	0.50	8.6e+15	8.6e+15
geom_logcdf	small_k	300	0.58	0.58	9.0e+15	9.0e+15
geom_logpmf	small_p	300	0.50	0.50	1.16	1.16
geom_logpmf	core	300	0.50	0.50	1.46	1.46
geom_logpmf	near1	280	0.50	0.50	1.21	1.21
geom_logpmf	small_k	300	0.50	0.50	1.81	1.81
geom_logsf	small_p	300	0.54	0.54	0.92	0.92
geom_logsf	core	300	0.50	0.50	1.13	1.13
geom_logsf	near1	292	0.49	0.49	0.98	0.98
geom_logsf	small_k	300	0.51	0.51	1.17	1.17
geom_pmf	small_p	300	0.57	0.57	3.2e+15	3.2e+15
geom_pmf	core	300	0.50	0.50	1273	1273
geom_pmf	near1	282	0.50	0.50	0.77	0.77
geom_pmf	small_k	300	0.50	0.50	17	17
geom_ppf	core	300	1.00	1.00	4.50	4.50
geom_ppf	lower	300	0	0	0	0
geom_ppf	upper	300	1.00	1.00	3.8e+13	3.8e+13
geom_sf	small_p	300	0.52	0.52	289	289
geom_sf	core	300	0.50	0.50	292	292
geom_sf	near1	285	0.49	0.49	469	469
geom_sf	small_k	300	0.50	0.50	639	639
gumbel_r_cdf	core	250	0.49	0.49	3.64	3.64
gumbel_r_cdf	left	250	0.49	0.49	379	379
gumbel_r_cdf	right	250	0.50	0.50	0.50	0.50
gumbel_r_cdf	far_right	250	0.00	0.00	0.00	0.00
gumbel_r_cdf	tiny	250	0.39	0.39	0.67	0.67
gumbel_r_isf	lower	250	0.47	0.47	0.47	0.47
gumbel_r_isf	core	250	0.50	0.50	30	30
gumbel_r_isf	upper	239	0.50	0.50	0.68	0.68
gumbel_r_logcdf	core	250	0.50	0.50	0.50	0.50
gumbel_r_logcdf	left	250	0.50	0.50	0.50	0.50
gumbel_r_logcdf	right	250	0.50	0.50	0.50	0.50
gumbel_r_logcdf	far_right	250	0.50	0.50	0.50	0.50
gumbel_r_logcdf	tiny	250	0.49	0.49	0.49	0.49
gumbel_r_logcdf	far_left	250	0.50	0.50	0.50	0.50
gumbel_r_logpdf	core	250	0.50	0.50	1.20	1.20
gumbel_r_logpdf	left	250	0.50	0.50	1.23	1.23
gumbel_r_logpdf	right	250	0.50	0.50	0.50	0.50
gumbel_r_logpdf	far_right	250	0.00	0.00	0.00	0.00
gumbel_r_logpdf	tiny	250	0.33	0.33	0.33	0.33
gumbel_r_logpdf	far_left	250	0.50	0.50	0.89	0.89
gumbel_r_logsf	core	250	0.50	0.50	3.55	3.55
gumbel_r_logsf	left	250	0.50	0.50	320	320
gumbel_r_logsf	right	250	0.50	0.50	0.88	0.88
gumbel_r_logsf	far_right	250	0.00	0.00	wrong	wrong
gumbel_r_logsf	tiny	250	0.50	0.50	0.89	0.89
gumbel_r_pdf	core	250	0.50	0.50	5.30	5.30
gumbel_r_pdf	left	250	0.50	0.50	564	564
gumbel_r_pdf	right	250	0.50	0.50	29	29
gumbel_r_pdf	far_right	250	0.50	0.50	0.50	0.50
gumbel_r_pdf	tiny	250	0.47	0.47	0.68	0.68
gumbel_r_ppf	lower	250	0.50	0.50	0.50	0.50
gumbel_r_ppf	core	250	0.50	0.50	49	49
gumbel_r_ppf	upper	236	0.50	0.50	0.52	0.52
gumbel_r_sf	core	250	0.50	0.50	2.72	2.72
gumbel_r_sf	left	250	0.50	0.50	0.50	0.50
gumbel_r_sf	right	250	0.50	0.50	2.99	2.99
gumbel_r_sf	far_right	250	0.50	0.50	1.00	1.00
gumbel_r_sf	tiny	250	0.43	0.43	0.76	0.76
halfnorm_cdf	tiny	250	0.95	0.95	2.42	2.42
halfnorm_cdf	core	250	0.82	0.82	2.56	2.56
halfnorm_cdf	right	250	0.50	0.50	0.50	0.50
halfnorm_cdf	tail	250	0.00	0.00	0.00	0.00
halfnorm_isf	lower	250	0.50	0.50	1.19	1.19
halfnorm_isf	core	250	1.06	1.06	2.29	2.29
halfnorm_isf	upper	244	1.07	1.07	1.37	1.37
halfnorm_logcdf	tiny	250	0.46	0.46	0.46	0.46
halfnorm_logcdf	core	250	1.08	1.08	12	12
halfnorm_logcdf	right	250	0.95	0.95	83	83
halfnorm_logcdf	tail	250	1.00	1.00	2.7e+12	2.7e+12
halfnorm_logpdf	tiny	250	0.47	0.47	1.07	1.07
halfnorm_logpdf	core	250	0.50	0.50	1.29	1.29
halfnorm_logpdf	right	250	0.50	0.50	0.81	0.81
halfnorm_logpdf	tail	250	0.50	0.50	0.95	0.95
halfnorm_logpdf	huge	250	0.50	0.50	0.57	0.57
halfnorm_logsf	tiny	250	0.95	0.95	2.08	2.08
halfnorm_logsf	core	250	1.10	1.10	3.32	3.32
halfnorm_logsf	right	250	0.53	0.53	2.68	2.68
halfnorm_logsf	tail	250	0.74	0.74	wrong	wrong
halfnorm_pdf	tiny	250	0.45	0.45	0.45	0.45
halfnorm_pdf	core	250	0.50	0.50	3.02	3.02
halfnorm_pdf	right	250	0.50	0.50	27	27
halfnorm_pdf	tail	250	0.50	0.50	466	466
halfnorm_ppf	lower	250	1.10	1.10	9.0e+15	9.0e+15
halfnorm_ppf	core	250	1.05	1.05	102	102
halfnorm_ppf	upper	234	0.50	0.50	wrong	wrong
halfnorm_sf	tiny	250	0.46	0.46	0.46	0.46
halfnorm_sf	core	250	0.59	0.59	13	13
halfnorm_sf	right	250	0.54	0.54	85	85
halfnorm_sf	tail	250	1.00	1.00	2.0e+13	2.0e+13
hypergeom_cdf	small	247	0.50	0.50	2.94	2.94
hypergeom_cdf	bulk	250	0.50	0.50	638630	638630
hypergeom_cdf	skewed	250	0.50	0.50	850569	850569
hypergeom_cdf	large	100	0.51	0.51	5.0e+07	5.0e+07
hypergeom_cdf	lower	250	0.50	0.50	987258	987258
hypergeom_cdf	upper	250	0.49	0.49	44	44
hypergeom_isf	core	250	0	0	0	0
hypergeom_isf	lower	250	0	0	4.3e+16	4.3e+16
hypergeom_isf	upper	250	0	0	8.8e+12	8.8e+12
hypergeom_isf	large	100	0	0	0	0
hypergeom_logcdf	small	250	0.50	0.50	115	115
hypergeom_logcdf	bulk	250	0.50	0.50	1.6e+07	1.6e+07
hypergeom_logcdf	skewed	250	0.50	0.50	2.7e+07	2.7e+07
hypergeom_logcdf	large	100	0.50	0.50	1.7e+09	1.7e+09
hypergeom_logcdf	lower	250	0.50	0.50	750506	750506
hypergeom_logcdf	upper	250	0.50	0.50	1.8e+07	1.8e+07
hypergeom_logcdf	deep	250	0.50	0.50	7.5e+06	7.5e+06
hypergeom_logpmf	small	250	0.50	0.50	135	135
hypergeom_logpmf	bulk	250	0.50	0.50	3.0e+06	3.0e+06
hypergeom_logpmf	skewed	250	0.50	0.50	5.3e+06	5.3e+06
hypergeom_logpmf	large	100	0.49	0.49	2.0e+08	2.0e+08
hypergeom_logpmf	tail	250	0.50	0.50	672353	672353
hypergeom_logpmf	deep	250	0.50	0.50	150121	150121
hypergeom_logsf	small	245	0.50	0.50	84	84
hypergeom_logsf	bulk	250	0.50	0.50	1.2e+07	1.2e+07
hypergeom_logsf	skewed	250	0.50	0.50	2.6e+07	2.6e+07
hypergeom_logsf	large	100	0.53	0.53	1.1e+09	1.1e+09
hypergeom_logsf	lower	250	0.50	0.50	2.5e+07	2.5e+07
hypergeom_logsf	upper	250	0.50	0.50	1.4e+06	1.4e+06
hypergeom_logsf	deep	250	0.50	0.50	2.3e+06	2.3e+06
hypergeom_pmf	small	245	0.50	0.50	2.77	2.77
hypergeom_pmf	bulk	250	0.50	0.50	989089	989089
hypergeom_pmf	skewed	250	0.50	0.50	669243	669243
hypergeom_pmf	large	100	0.48	0.48	8.6e+07	8.6e+07
hypergeom_pmf	tail	250	0.50	0.50	538506	538506
hypergeom_ppf	core	250	0	0	0	0
hypergeom_ppf	lower	250	0	0	0	0
hypergeom_ppf	upper	250	0	0	1.8e+13	1.8e+13
hypergeom_ppf	large	100	0	0	0	0
hypergeom_sf	small	246	0.50	0.50	3.08	3.08
hypergeom_sf	bulk	250	0.50	0.50	495006	495006
hypergeom_sf	skewed	250	0.50	0.50	718320	718320
hypergeom_sf	large	100	0.49	0.49	1.4e+08	1.4e+08
hypergeom_sf	lower	250	0.50	0.50	147	147
hypergeom_sf	upper	250	0.50	0.50	1.2e+06	1.2e+06
invgamma_cdf	small_lo	60	1.49	1.49	914	914
invgamma_cdf	small_mid	57	1.17	1.17	14	14
invgamma_cdf	small_hi	6	0.08	0.08	0.08	0.08
invgamma_cdf	mid_lo	60	1.23	1.23	769	769
invgamma_cdf	mid_mid	60	1.41	1.41	40	40
invgamma_cdf	mid_hi	60	0.39	0.39	0.39	0.39
invgamma_cdf	large_lo	60	1.16	1.16	81266	81266
invgamma_cdf	large_mid	60	1.05	1.05	18	18
invgamma_cdf	large_hi	60	0.50	0.50	0.50	0.50
invgamma_cdf	huge_lo	12	0.89	0.89	9617	9617
invgamma_cdf	huge_mid	12	0.57	0.57	462	462
invgamma_cdf	huge_hi	12	0.00	0.00	0.00	0.00
invgamma_isf	small_lower	7	0.72	0.72	548	548
invgamma_isf	small_core	58	1.06	1.06	1160	1160
invgamma_isf	small_upper	60	0.89	0.89	4.37	4.37
invgamma_isf	mid_lower	60	1.23	1.23	285	285
invgamma_isf	mid_core	60	1.90	1.90	33	33
invgamma_isf	mid_upper	60	1.14	1.14	2.87	2.87
invgamma_isf	large_lower	60	1.06	1.06	20	20
invgamma_isf	large_core	58	0.91	0.91	1.31	1.31
invgamma_isf	large_upper	60	1.05	1.05	13	13
invgamma_isf	huge_lower	2	0.35	0.35	0.35	0.35
invgamma_isf	huge_core	1	0.20	0.20	0.20	0.20
invgamma_isf	huge_upper	11	0.68	0.68	0.68	0.68
invgamma_logcdf	small_lo	60	0.46	0.46	1.28	1.28
invgamma_logcdf	small_mid	57	1.34	1.34	9.24	9.24
invgamma_logcdf	small_hi	5	0.30	0.30	65	65
invgamma_logcdf	mid_lo	60	0.49	0.49	1.76	1.76
invgamma_logcdf	mid_mid	60	1.91	1.91	19	19
invgamma_logcdf	mid_hi	60	0.85	0.85	684	684
invgamma_logcdf	large_lo	60	0.48	0.48	124	124
invgamma_logcdf	large_mid	60	1.45	1.45	33	33
invgamma_logcdf	large_hi	60	1.02	1.02	17311	17311
invgamma_logcdf	huge_lo	12	0.48	0.48	35	35
invgamma_logcdf	huge_mid	12	0.70	0.70	286	286
invgamma_logcdf	huge_hi	12	0.78	0.78	4243	4243
invgamma_logpdf	small_lo	60	0.49	0.49	0.85	0.85
invgamma_logpdf	small_mid	55	0.60	0.60	1.35	1.35
invgamma_logpdf	small_hi	5	0.47	0.47	1.20	1.20
invgamma_logpdf	mid_lo	60	0.49	0.49	1.71	1.71
invgamma_logpdf	mid_mid	60	27	27	591	591
invgamma_logpdf	mid_hi	60	0.50	0.50	1.96	1.96
invgamma_logpdf	large_lo	60	0.50	0.50	1032	1032
invgamma_logpdf	large_mid	60	0.49	0.49	5919	5919
invgamma_logpdf	large_hi	60	0.49	0.49	13602	13602
invgamma_logpdf	huge_lo	12	0.39	0.39	12851	12851
invgamma_logpdf	huge_mid	12	0.50	0.50	389755	389755
invgamma_logpdf	huge_hi	12	0.50	0.50	404961	404961
invgamma_logsf	small_lo	60	1.42	1.42	532	532
invgamma_logsf	small_mid	58	2.01	2.01	18	18
invgamma_logsf	small_hi	12	0.49	0.49	0.96	0.96
invgamma_logsf	mid_lo	60	1.30	1.30	668	668
invgamma_logsf	mid_mid	60	1.36	1.36	16	16
invgamma_logsf	mid_hi	60	0.49	0.49	1.27	1.27
invgamma_logsf	large_lo	60	1.32	1.32	42643	42643
invgamma_logsf	large_mid	60	1.44	1.44	42	42
invgamma_logsf	large_hi	60	0.49	0.49	83	83
invgamma_logsf	huge_lo	12	0.69	0.69	6595	6595
invgamma_logsf	huge_mid	12	1.22	1.22	437	437
invgamma_logsf	huge_hi	12	0.50	0.50	26	26
invgamma_pdf	small_lo	60	1.06	1.06	811	811
invgamma_pdf	small_mid	57	1.08	1.08	941	941
invgamma_pdf	small_hi	7	0.74	0.74	354	354
invgamma_pdf	mid_lo	60	0.90	0.90	388	388
invgamma_pdf	mid_mid	60	0.93	0.93	105	105
invgamma_pdf	mid_hi	60	1.01	1.01	839	839
invgamma_pdf	large_lo	60	0.50	0.50	78161	78161
invgamma_pdf	large_mid	60	0.50	0.50	42520	42520
invgamma_pdf	large_hi	60	0.50	0.50	52154	52154
invgamma_pdf	huge_lo	12	0.41	0.41	1.7e+07	1.7e+07
invgamma_pdf	huge_mid	12	0.42	0.42	5.8e+06	5.8e+06
invgamma_pdf	huge_hi	12	0.46	0.46	1.4e+07	1.4e+07
invgamma_ppf	small_lower	55	1.38	1.38	1.53	1.53
invgamma_ppf	small_core	57	1.30	1.30	4589	4589
invgamma_ppf	small_upper	30	0.96	0.96	307	307
invgamma_ppf	mid_lower	60	1.19	1.19	2.55	2.55
invgamma_ppf	mid_core	60	0.91	0.91	32	32
invgamma_ppf	mid_upper	60	0.90	0.90	9.70	9.70
invgamma_ppf	large_lower	48	1.17	1.17	12	12
invgamma_ppf	large_core	60	0.93	0.93	0.93	0.93
invgamma_ppf	large_upper	60	1.08	1.08	19	19
invgamma_ppf	huge_core	1	1.15	1.15	1.15	1.15
invgamma_ppf	huge_upper	12	0.63	0.63	11744	11744
invgamma_sf	small_lo	60	0.47	0.47	0.47	0.47
invgamma_sf	small_mid	58	0.60	0.60	8.49	8.49
invgamma_sf	small_hi	7	0.44	0.44	126	126
invgamma_sf	mid_lo	60	0.35	0.35	0.35	0.35
invgamma_sf	mid_mid	60	1.67	1.67	36	36
invgamma_sf	mid_hi	60	0.93	0.93	805	805
invgamma_sf	large_lo	60	0.35	0.35	0.35	0.35
invgamma_sf	large_mid	60	1.16	1.16	39	39
invgamma_sf	large_hi	60	0.93	0.93	21722	21722
invgamma_sf	huge_lo	12	0.00	0.00	0.00	0.00
invgamma_sf	huge_mid	12	0.73	0.73	148	148
invgamma_sf	huge_hi	12	0.83	0.83	2.6e+07	2.6e+07
laplace_cdf	core	250	0.50	0.50	0.75	0.75
laplace_cdf	left	250	0.50	0.50	0.50	0.50
laplace_cdf	right	250	0.50	0.50	0.50	0.50
laplace_cdf	far_right	250	0.00	0.00	0.00	0.00
laplace_cdf	tiny	250	0.49	0.49	0.70	0.70
laplace_isf	lower	250	0.48	0.48	0.48	0.48
laplace_isf	core	250	0.49	0.49	0.49	0.49
laplace_isf	upper	235	0.50	0.50	0.50	0.50
laplace_logcdf	core	250	0.50	0.50	1.15	1.15
laplace_logcdf	left	250	0.48	0.48	3.3e+10	3.3e+10
laplace_logcdf	right	250	0.62	0.62	0.96	0.96
laplace_logcdf	far_right	250	0.50	0.50	1.00	1.00
laplace_logcdf	tiny	250	0.47	0.47	0.66	0.66
laplace_logpdf	core	250	0.40	0.40	0.79	0.79
laplace_logpdf	mid	250	0.48	0.48	0.52	0.52
laplace_logpdf	tail	250	0.48	0.48	wrong	wrong
laplace_logpdf	tiny	250	0.45	0.45	0.66	0.66
laplace_logsf	core	250	0.50	0.50	1.00	1.00
laplace_logsf	left	250	0.48	0.48	8.6e+11	8.6e+11
laplace_logsf	right	250	0.72	0.72	0.96	0.96
laplace_logsf	far_right	250	0.50	0.50	1.00	1.00
laplace_logsf	tiny	250	0.47	0.47	0.75	0.75
laplace_pdf	core	250	0.50	0.50	0.50	0.50
laplace_pdf	mid	250	0.50	0.50	0.50	0.50
laplace_pdf	tail	250	0.50	0.50	1.00	1.00
laplace_pdf	tiny	250	0.48	0.48	0.48	0.48
laplace_ppf	lower	250	0.49	0.49	0.49	0.49
laplace_ppf	core	250	0.50	0.50	0.50	0.50
laplace_ppf	upper	234	0.50	0.50	0.50	0.50
laplace_sf	core	250	0.50	0.50	0.75	0.75
laplace_sf	left	250	0.50	0.50	1.00	1.00
laplace_sf	right	250	0.50	0.50	0.50	0.50
laplace_sf	far_right	250	0.01	0.01	0.01	0.01
laplace_sf	tiny	250	0.45	0.45	0.45	0.45
logistic_cdf	core	250	0.50	0.50	1.67	1.67
logistic_cdf	left	250	0.50	0.50	2.3e+13	2.3e+13
logistic_cdf	right	250	0.50	0.50	1.40	1.40
logistic_cdf	far_right	250	0.00	0.00	0.00	0.00
logistic_cdf	tiny	250	0.36	0.36	1.36	1.36
logistic_isf	lower	250	0.47	0.47	0.47	0.47
logistic_isf	core	250	0.50	0.50	1.32	1.32
logistic_isf	upper	234	0.50	0.50	0.53	0.53
logistic_isf	half	240	0.50	0.50	0.95	0.95
logistic_logcdf	core	250	0.50	0.50	0.91	0.91
logistic_logcdf	left	250	0.46	0.46	0.46	0.46
logistic_logcdf	right	250	0.73	0.73	0.88	0.88
logistic_logcdf	far_right	250	0.50	0.50	0.50	0.50
logistic_logcdf	tiny	250	0.38	0.38	0.38	0.38
logistic_logpdf	core	250	0.50	0.50	1.53	1.53
logistic_logpdf	mid	250	0.50	0.50	0.50	0.50
logistic_logpdf	tail	250	0.00	0.00	0.00	0.00
logistic_logpdf	tiny	250	0.44	0.44	0.68	0.68
logistic_logsf	core	250	0.50	0.50	1.04	1.04
logistic_logsf	left	250	0.47	0.47	0.47	0.47
logistic_logsf	right	250	0.82	0.82	1.17	1.17
logistic_logsf	far_right	250	0.50	0.50	0.50	0.50
logistic_logsf	tiny	250	0.50	0.50	0.51	0.51
logistic_pdf	core	250	0.50	0.50	2.42	2.42
logistic_pdf	mid	250	0.50	0.50	28	28
logistic_pdf	tail	250	0.50	0.50	1.00	1.00
logistic_pdf	tiny	250	0.43	0.43	1.29	1.29
logistic_ppf	lower	250	0.44	0.44	0.44	0.44
logistic_ppf	core	250	0.50	0.50	1.18	1.18
logistic_ppf	upper	236	0.50	0.50	0.50	0.50
logistic_ppf	half	244	0.50	0.50	0.90	0.90
logistic_sf	core	250	0.50	0.50	1.42	1.42
logistic_sf	left	250	0.50	0.50	3.2e+11	3.2e+11
logistic_sf	right	250	0.49	0.49	1.25	1.25
logistic_sf	far_right	250	0.00	0.00	0.00	0.00
logistic_sf	tiny	250	0.49	0.49	1.05	1.05
lognorm_cdf	core	250	0.92	0.92	13	13
lognorm_cdf	left	250	0.99	0.99	1532	1532
lognorm_cdf	right	250	0.50	0.50	0.50	0.50
lognorm_isf	lower	250	0.77	0.77	595	595
lognorm_isf	core	250	3.87	3.87	38	38
lognorm_isf	upper	247	1.67	1.67	180	180
lognorm_logcdf	core	250	0.94	0.94	12	12
lognorm_logcdf	left	250	0.90	0.90	3.49	3.49
lognorm_logcdf	right	250	0.96	0.96	74	74
lognorm_logcdf	far	250	0.91	0.91	3.09	3.09
lognorm_logpdf	core	250	0.50	0.50	146	146
lognorm_logpdf	tail	250	0.50	0.50	4.42	4.42
lognorm_logsf	core	250	0.95	0.95	9.82	9.82
lognorm_logsf	right	250	0.96	0.96	3.96	3.96
lognorm_logsf	left	250	0.96	0.96	83	83
lognorm_logsf	far	250	0.90	0.90	3.15	3.15
lognorm_pdf	core	250	0.50	0.50	36	36
lognorm_pdf	tail	250	0.50	0.50	836	836
lognorm_ppf	lower	250	0.74	0.74	608	608
lognorm_ppf	core	250	3.48	3.48	36	36
lognorm_ppf	upper	247	1.07	1.07	93	93
lognorm_sf	core	250	0.86	0.86	8.07	8.07
lognorm_sf	right	250	0.90	0.90	1859	1859
lognorm_sf	left	250	0.50	0.50	0.51	0.51
lomax_cdf	tiny	250	0.50	0.50	1.77	1.77
lomax_cdf	core	250	0.50	0.50	1.49	1.49
lomax_cdf	tail	250	0.48	0.48	0.48	0.48
lomax_isf	lower	250	0.49	0.49	272	272
lomax_isf	core	250	0.50	0.50	6204	6204
lomax_isf	upper	244	0.50	0.50	8.9e+15	8.9e+15
lomax_logcdf	tiny	250	0.40	0.40	0.40	0.40
lomax_logcdf	core	250	0.50	0.50	3.75	3.75
lomax_logcdf	tail	250	0.50	0.50	270	270
lomax_logpdf	tiny	250	0.49	0.49	0.70	0.70
lomax_logpdf	core	250	0.50	0.50	15	15
lomax_logpdf	tail	250	0.49	0.49	4.69	4.69
lomax_logsf	tiny	250	0.50	0.50	0.50	0.50
lomax_logsf	core	250	0.49	0.49	1.98	1.98
lomax_logsf	tail	250	0.50	0.50	2.02	2.02
lomax_pdf	tiny	250	0.49	0.49	166	166
lomax_pdf	core	250	0.50	0.50	246	246
lomax_pdf	tail	250	0.50	0.50	1.1e+08	1.1e+08
lomax_ppf	lower	250	0.50	0.50	1.23	1.23
lomax_ppf	core	250	0.50	0.50	27	27
lomax_ppf	upper	245	0.49	0.49	312	312
lomax_sf	tiny	250	0.46	0.46	0.46	0.46
lomax_sf	core	250	0.50	0.50	2.92	2.92
lomax_sf	tail	250	0.50	0.50	410	410
nbinom_cdf	small_n	250	0.71	0.71	7.88	7.88
nbinom_cdf	bulk	250	8.71	8.71	357	357
nbinom_cdf	large_n	120	4.12	4.12	1.7e+06	1.7e+06
nbinom_cdf	small_p	250	5.82	5.82	61	61
nbinom_cdf	p_near_1	250	0.50	0.50	0.50	0.50
nbinom_cdf	lower	250	8.21	8.21	146063	146063
nbinom_cdf	upper	250	0.50	0.50	2.16	2.16
nbinom_isf	core	249	0	0	0	0
nbinom_isf	lower	250	0	0	1.0e+12	1.0e+12
nbinom_isf	upper	250	0	0	1.1e+14	1.1e+14
nbinom_isf	large_n	120	0	0	0	0
nbinom_logcdf	small_n	250	2.39	2.39	14	14
nbinom_logcdf	bulk	250	7.02	7.02	953	953
nbinom_logcdf	large_n	120	2.23	2.23	8.2e+06	8.2e+06
nbinom_logcdf	small_p	250	6.19	6.19	1.2e+12	1.2e+12
nbinom_logcdf	p_near_1	250	4.81	4.81	14	14
nbinom_logcdf	lower	250	0.75	0.75	wrong	wrong
nbinom_logcdf	upper	250	10	10	455673	455673
nbinom_logcdf	deep	250	3.25	3.25	wrong	wrong
nbinom_logpmf	small_n	250	0.50	0.50	19	19
nbinom_logpmf	bulk	250	0.50	0.50	121201	121201
nbinom_logpmf	large_n	120	0.50	0.50	1.3e+12	1.3e+12
nbinom_logpmf	small_p	250	0.50	0.50	1.4e+13	1.4e+13
nbinom_logpmf	p_near_1	250	0.50	0.50	12260	12260
nbinom_logpmf	tail	250	0.50	0.50	4.7e+07	4.7e+07
nbinom_logpmf	deep	250	0.50	0.50	5.6e+07	5.6e+07
nbinom_logsf	small_n	250	0.84	0.84	4.10	4.10
nbinom_logsf	bulk	250	5.57	5.57	9.9e+11	9.9e+11
nbinom_logsf	large_n	120	2.35	2.35	2.1e+06	2.1e+06
nbinom_logsf	small_p	250	6.60	6.60	8.6e+15	8.6e+15
nbinom_logsf	p_near_1	250	0.96	0.96	2.17	2.17
nbinom_logsf	lower	250	6.67	6.67	9.0e+15	9.0e+15
nbinom_logsf	upper	250	0.52	0.52	5882	5882
nbinom_logsf	deep	250	1.70	1.70	wrong	wrong
nbinom_pmf	small_n	250	0.50	0.50	8.99	8.99
nbinom_pmf	bulk	250	0.50	0.50	376	376
nbinom_pmf	large_n	120	0.50	0.50	2.0e+06	2.0e+06
nbinom_pmf	small_p	250	0.50	0.50	106	106
nbinom_pmf	p_near_1	250	0.50	0.50	40	40
nbinom_pmf	tail	250	0.50	0.50	277951	277951
nbinom_ppf	core	250	0	0	0	0
nbinom_ppf	lower	250	0	0	0	0
nbinom_ppf	upper	250	0	0	2.8e+14	2.8e+14
nbinom_ppf	large_n	120	0	0	524288	524288
nbinom_sf	small_n	250	3.95	3.95	11	11
nbinom_sf	bulk	250	11	11	513	513
nbinom_sf	large_n	120	2.25	2.25	2.7e+06	2.7e+06
nbinom_sf	small_p	250	4.42	4.42	73	73
nbinom_sf	p_near_1	250	1.32	1.32	6.68	6.68
nbinom_sf	lower	250	0.50	0.50	13	13
nbinom_sf	upper	250	6.04	6.04	250155	250155
ncx2_cdf	small_lo	29	1.37	1.37	2.9e+13	2.9e+13
ncx2_cdf	small_mid	30	3.05	3.05	4.53	4.53
ncx2_cdf	small_hi	30	0.00	0.00	0.00	0.00
ncx2_cdf	mid_lo	30	1.57	1.57	1.7e+14	1.7e+14
ncx2_cdf	mid_mid	30	4.00	4.00	12	12
ncx2_cdf	mid_hi	30	0.00	0.00	0.00	0.00
ncx2_cdf	large_lo	10	116	116	7.1e+15	7.1e+15
ncx2_cdf	large_mid	10	7.46	7.46	38	38
ncx2_cdf	large_hi	9	0.05	0.05	3.05	3.05
ncx2_isf	small_lower	18	1.00	1.00	3.90	3.90
ncx2_isf	small_core	29	4.06	4.06	2356	2356
ncx2_isf	small_upper	30	3.07	3.07	1.3e+09	1.3e+09
ncx2_isf	mid_lower	14	0.98	0.98	5.98	5.98
ncx2_isf	mid_core	20	1.31	1.31	3.20	3.20
ncx2_isf	mid_upper	30	1.70	1.70	1.1e+13	1.1e+13
ncx2_isf	large_upper	3	0.26	0.26	1.9e+14	1.9e+14
ncx2_logcdf	small_lo	30	0.51	0.51	241979	241979
ncx2_logcdf	small_mid	30	2.37	2.37	8.83	8.83
ncx2_logcdf	small_hi	30	34	34	582	582
ncx2_logcdf	mid_lo	30	0.51	0.51	2.1e+08	2.1e+08
ncx2_logcdf	mid_mid	30	5.00	5.00	28	28
ncx2_logcdf	mid_hi	30	142	142	7.4e+15	7.4e+15
ncx2_logcdf	large_lo	9	0.67	0.67	wrong	wrong
ncx2_logcdf	large_mid	9	14	14	40	40
ncx2_logcdf	large_hi	9	271	271	2.4e+14	2.4e+14
ncx2_logpdf	small_lo	30	0.96	0.96	1.96	1.96
ncx2_logpdf	small_mid	30	4.44	4.44	74	74
ncx2_logpdf	small_hi	30	0.48	0.48	3.09	3.09
ncx2_logpdf	mid_lo	30	0.50	0.50	1.38	1.38
ncx2_logpdf	mid_mid	30	1.29	1.29	87	87
ncx2_logpdf	mid_hi	30	0.44	0.44	3.38	3.38
ncx2_logpdf	large_lo	10	0.45	0.45	1.25	1.25
ncx2_logpdf	large_mid	10	1.41	1.41	4.99	4.99
ncx2_logpdf	large_hi	10	0.46	0.46	1.46	1.46
ncx2_logsf	small_lo	29	1.35	1.35	971205	971205
ncx2_logsf	small_mid	30	5.03	5.03	5.21	5.21
ncx2_logsf	small_hi	30	0.51	0.51	0.83	0.83
ncx2_logsf	mid_lo	30	1.67	1.67	24481	24481
ncx2_logsf	mid_mid	30	3.51	3.51	13	13
ncx2_logsf	mid_hi	30	0.60	0.60	wrong	wrong
ncx2_logsf	large_lo	10	27	27	8.9e+15	8.9e+15
ncx2_logsf	large_mid	7	10	10	61	61
ncx2_logsf	large_hi	8	1.11	1.11	wrong	wrong
ncx2_pdf	small_lo	30	0.85	0.85	166	166
ncx2_pdf	small_mid	30	2.46	2.46	14	14
ncx2_pdf	small_hi	30	3.13	3.13	88	88
ncx2_pdf	mid_lo	30	1.54	1.54	8.9e+15	8.9e+15
ncx2_pdf	mid_mid	30	3.06	3.06	30	30
ncx2_pdf	mid_hi	30	6.28	6.28	4.9e+15	4.9e+15
ncx2_pdf	large_lo	10	4.37	4.37	5.8e+15	5.8e+15
ncx2_pdf	large_mid	10	9.77	9.77	15	15
ncx2_pdf	large_hi	10	6.55	6.55	7.2e+15	7.2e+15
ncx2_ppf	small_lower	30	2.17	2.17	1.1e+15	1.1e+15
ncx2_ppf	small_core	30	4.26	4.26	18	18
ncx2_ppf	small_upper	28	1.90	1.90	1.2e+14	1.2e+14
ncx2_ppf	mid_lower	30	1.62	1.62	2.7e+14	2.7e+14
ncx2_ppf	mid_core	25	2.50	2.50	74	74
ncx2_ppf	mid_upper	29	1.06	1.06	6.2e+13	6.2e+13
ncx2_ppf	large_lower	7	1.11	1.11	1.2e+66	1.2e+66
ncx2_ppf	large_upper	8	1.19	1.19	1.7e+13	1.7e+13
ncx2_sf	small_lo	29	0.28	0.28	0.28	0.28
ncx2_sf	small_mid	30	1.98	1.98	5.11	5.11
ncx2_sf	small_hi	30	51	51	416807	416807
ncx2_sf	mid_lo	30	0.00	0.00	0.00	0.00
ncx2_sf	mid_mid	30	3.20	3.20	28	28
ncx2_sf	mid_hi	30	135	135	9.5e+14	9.5e+14
ncx2_sf	large_lo	10	0.02	0.02	0.02	0.02
ncx2_sf	large_mid	8	10	10	30	30
ncx2_sf	large_hi	7	151	151	8.5e+15	8.5e+15
norm_cdf	core	300	0.50	0.50	12	12
norm_cdf	left	300	0.52	0.52	2.8e+12	2.8e+12
norm_cdf	right	300	0.50	0.50	0.50	0.50
norm_isf	lower	300	0.50	0.50	1.31	1.31
norm_isf	core	300	0.52	0.52	2.48	2.48
norm_isf	upper	282	0.50	0.50	2.45	2.45
norm_logcdf	core	300	0.53	0.53	12	12
norm_logcdf	left	300	0.50	0.50	2.50	2.50
norm_logcdf	right	300	0.52	0.52	101	101
norm_logcdf	far_left	300	0.50	0.50	3.28	3.28
norm_logpdf	core	300	0.50	0.50	1.15	1.15
norm_logpdf	mid	300	0.50	0.50	1.09	1.09
norm_logpdf	tail	300	0.50	0.50	1.06	1.06
norm_logpdf	underflow	100	0.50	0.50	0.82	0.82
norm_logpdf	zero_crossing	300	0.50	0.50	1.05	1.05
norm_logpdf	huge	300	0.49	0.49	0.60	0.60
norm_logsf	core	300	0.52	0.52	10	10
norm_logsf	left	300	0.50	0.50	2.81	2.81
norm_logsf	right	300	0.49	0.49	85	85
norm_logsf	far_right	300	0.50	0.50	2.59	2.59
norm_pdf	core	300	0.50	0.50	1.57	1.57
norm_pdf	mid	300	0.50	0.50	8.05	8.05
norm_pdf	tail	300	0.50	0.50	455	455
norm_pdf	underflow	100	0.50	0.50	419	419
norm_ppf	lower	300	0.50	0.50	1.64	1.64
norm_ppf	core	300	0.54	0.54	2.76	2.76
norm_ppf	upper	288	0.50	0.50	2.28	2.28
norm_sf	core	300	0.55	0.55	10	10
norm_sf	right	300	0.50	0.50	2.3e+10	2.3e+10
norm_sf	left	300	0.50	0.50	0.50	0.50
pareto_cdf	near_one	244	0.50	0.50	1.4e+13	1.4e+13
pareto_cdf	core	250	0.50	0.50	218	218
pareto_cdf	tail	250	0.49	0.49	0.49	0.49
pareto_isf	lower	250	0.50	0.50	351	351
pareto_isf	core	250	0.50	0.50	12	12
pareto_isf	upper	247	0.50	0.50	0.50	0.50
pareto_logcdf	near_one	246	0.50	0.50	5.3e+11	5.3e+11
pareto_logcdf	core	250	0.50	0.50	16	16
pareto_logcdf	tail	250	0.50	0.50	0.95	0.95
pareto_logpdf	near_one	246	0.50	0.50	4.8e+07	4.8e+07
pareto_logpdf	core	250	0.50	0.50	52	52
pareto_logpdf	tail	250	0.50	0.50	wrong	wrong
pareto_logsf	near_one	248	0.50	0.50	1.4e+13	1.4e+13
pareto_logsf	core	250	0.50	0.50	7.45	7.45
pareto_logsf	tail	250	0.50	0.50	0.50	0.50
pareto_pdf	near_one	246	0.50	0.50	0.79	0.79
pareto_pdf	core	250	0.50	0.50	16	16
pareto_pdf	tail	250	0.49	0.49	435	435
pareto_ppf	lower	250	0.39	0.39	0.99	0.99
pareto_ppf	core	250	0.50	0.50	13	13
pareto_ppf	upper	249	0.49	0.49	126	126
pareto_sf	near_one	246	0.49	0.49	0.49	0.49
pareto_sf	core	250	0.50	0.50	0.50	0.50
pareto_sf	tail	250	0.50	0.50	0.50	0.50
poisson_cdf	small_mu	250	0.81	0.81	1.95	1.95
poisson_cdf	bulk	250	0.76	0.76	150493	150493
poisson_cdf	large_mu	120	0.70	0.70	1.7e+10	1.7e+10
poisson_cdf	tiny_mu	250	0.46	0.46	0.46	0.46
poisson_cdf	lower	250	1.02	1.02	38723	38723
poisson_cdf	upper	250	0.47	0.47	1.1e+09	1.1e+09
poisson_isf	core	250	0	0	0	0
poisson_isf	lower	250	0	0	wrong	wrong
poisson_isf	upper	250	0	0	1.1e+12	1.1e+12
poisson_isf	large_mu	120	0	0	wrong	wrong
poisson_logcdf	small_mu	250	1.00	1.00	5.1e+12	5.1e+12
poisson_logcdf	bulk	250	1.08	1.08	2.5e+07	2.5e+07
poisson_logcdf	large_mu	120	1.19	1.19	8.0e+15	8.0e+15
poisson_logcdf	tiny_mu	250	0.50	0.50	8.9e+15	8.9e+15
poisson_logcdf	lower	250	0.89	0.89	wrong	wrong
poisson_logcdf	upper	250	0.90	0.90	9.0e+15	9.0e+15
poisson_logcdf	deep	250	1.64	1.64	wrong	wrong
poisson_logpmf	small_mu	250	0.50	0.50	6.09	6.09
poisson_logpmf	bulk	250	0.50	0.50	1.1e+06	1.1e+06
poisson_logpmf	large_mu	120	0.50	0.50	1.4e+15	1.4e+15
poisson_logpmf	tiny_mu	250	0.50	0.50	0.51	0.51
poisson_logpmf	tail	250	0.50	0.50	1.8e+08	1.8e+08
poisson_logpmf	deep	250	0.50	0.50	568	568
poisson_logsf	small_mu	250	1.51	1.51	9.29	9.29
poisson_logsf	bulk	250	1.23	1.23	9.3e+06	9.3e+06
poisson_logsf	large_mu	120	0.91	0.91	4.4e+15	4.4e+15
poisson_logsf	tiny_mu	250	0.50	0.50	wrong	wrong
poisson_logsf	lower	250	0.99	0.99	8.9e+15	8.9e+15
poisson_logsf	upper	250	0.50	0.50	2.2e+14	2.2e+14
poisson_logsf	deep	250	1.50	1.50	wrong	wrong
poisson_pmf	small_mu	250	0.50	0.50	43	43
poisson_pmf	bulk	250	0.50	0.50	1.1e+07	1.1e+07
poisson_pmf	large_mu	120	0.49	0.49	7.9e+16	7.9e+16
poisson_pmf	tiny_mu	250	0.49	0.49	492	492
poisson_pmf	tail	250	0.49	0.49	3.2e+10	3.2e+10
poisson_ppf	core	250	0	0	0	0
poisson_ppf	lower	250	0	0	0	0
poisson_ppf	upper	250	0	0	8.2e+11	8.2e+11
poisson_ppf	large_mu	119	0	0	wrong	wrong
poisson_sf	small_mu	250	0.60	0.60	43	43
poisson_sf	bulk	250	0.76	0.76	3.3e+10	3.3e+10
poisson_sf	large_mu	120	0.69	0.69	7.3e+15	7.3e+15
poisson_sf	tiny_mu	250	1.00	1.00	3.8e+13	3.8e+13
poisson_sf	lower	250	0.47	0.47	0.47	0.47
poisson_sf	upper	250	0.69	0.69	3.9e+15	3.9e+15
randint_cdf	small	300	0.49	0.49	0.49	0.49
randint_cdf	large	300	0.50	0.50	0.50	0.50
randint_isf	core	300	0	0	16	16
randint_isf	lower	300	0	0	0	0
randint_isf	upper	300	0	0	1.7e+10	1.7e+10
randint_logcdf	small	300	0.50	0.50	30	30
randint_logcdf	large	300	0.50	0.50	4.7e+14	4.7e+14
randint_logpmf	small	300	0.50	0.50	0.67	0.67
randint_logpmf	large	300	0.50	0.50	0.52	0.52
randint_logsf	small	300	0.50	0.50	32	32
randint_logsf	large	300	0.50	0.50	4.0e+14	4.0e+14
randint_pmf	small	300	0.49	0.49	0.49	0.49
randint_pmf	large	300	0.50	0.50	0.50	0.50
randint_ppf	core	300	0	0	0	0
randint_ppf	lower	300	0	0	0	0
randint_ppf	upper	300	0	0	4.00	4.00
randint_sf	small	300	0.49	0.49	32	32
randint_sf	large	300	0.50	0.50	7.8e+14	7.8e+14
rayleigh_cdf	tiny	250	0.50	0.50	1.39	1.39
rayleigh_cdf	core	250	0.50	0.50	1.98	1.98
rayleigh_cdf	right	250	0.50	0.50	0.51	0.51
rayleigh_cdf	tail	250	0.01	0.01	0.01	0.01
rayleigh_isf	lower	250	0.50	0.50	0.50	0.50
rayleigh_isf	core	250	0.50	0.50	0.75	0.75
rayleigh_isf	upper	239	0.50	0.50	0.69	0.69
rayleigh_logcdf	tiny	250	0.49	0.49	wrong	wrong
rayleigh_logcdf	core	250	0.50	0.50	2.69	2.69
rayleigh_logcdf	right	250	0.70	0.70	29	29
rayleigh_logcdf	tail	250	0.49	0.49	458	458
rayleigh_logpdf	tiny	250	0.37	0.37	0.37	0.37
rayleigh_logpdf	core	250	0.50	0.50	1.60	1.60
rayleigh_logpdf	right	250	0.50	0.50	1.51	1.51
rayleigh_logpdf	tail	250	0.50	0.50	1.03	1.03
rayleigh_logpdf	huge	250	0.50	0.50	0.94	0.94
rayleigh_logsf	tiny	250	0.50	0.50	0.50	0.50
rayleigh_logsf	core	250	0.50	0.50	0.50	0.50
rayleigh_logsf	right	250	0.50	0.50	0.50	0.50
rayleigh_logsf	tail	250	0.50	0.50	0.50	0.50
rayleigh_logsf	huge	250	0.50	0.50	0.50	0.50
rayleigh_pdf	tiny	250	0.10	0.10	2.08	2.08
rayleigh_pdf	core	250	0.50	0.50	4.74	4.74
rayleigh_pdf	right	250	0.50	0.50	48	48
rayleigh_pdf	tail	250	0.49	0.49	542	542
rayleigh_ppf	lower	250	0.50	0.50	0.50	0.50
rayleigh_ppf	core	250	0.50	0.50	1.22	1.22
rayleigh_ppf	upper	232	0.50	0.50	0.75	0.75
rayleigh_sf	tiny	250	0.30	0.30	0.30	0.30
rayleigh_sf	core	250	0.50	0.50	3.41	3.41
rayleigh_sf	right	250	0.50	0.50	29	29
rayleigh_sf	tail	250	0.50	0.50	452	452
reciprocal_cdf	near_a	222	0.50	0.50	5.4e+15	5.4e+15
reciprocal_cdf	core	250	0.50	0.50	1.5e+07	1.5e+07
reciprocal_cdf	near_b	228	0.50	0.50	2.5e+06	2.5e+06
reciprocal_isf	lower	250	0.50	0.50	130	130
reciprocal_isf	core	250	0.50	0.50	660	660
reciprocal_isf	upper	244	0.49	0.49	336	336
reciprocal_logcdf	near_a	210	0.50	0.50	wrong	wrong
reciprocal_logcdf	core	250	0.50	0.50	2.0e+07	2.0e+07
reciprocal_logcdf	near_b	227	0.95	0.95	8.9e+15	8.9e+15
reciprocal_logpdf	near_a	227	0.50	0.50	67294	67294
reciprocal_logpdf	core	250	0.50	0.50	67294	67294
reciprocal_logpdf	near_b	222	0.50	0.50	67294	67294
reciprocal_logsf	near_a	217	0.50	0.50	1.6e+15	1.6e+15
reciprocal_logsf	core	250	0.50	0.50	2.2e+07	2.2e+07
reciprocal_logsf	near_b	224	0.52	0.52	wrong	wrong
reciprocal_pdf	near_a	218	0.50	0.50	1.3e+06	1.3e+06
reciprocal_pdf	core	250	0.50	0.50	1.3e+06	1.3e+06
reciprocal_pdf	near_b	220	0.50	0.50	1.3e+06	1.3e+06
reciprocal_ppf	lower	250	0.40	0.40	256	256
reciprocal_ppf	core	250	0.50	0.50	461	461
reciprocal_ppf	upper	245	0.50	0.50	459	459
reciprocal_sf	near_a	229	0.50	0.50	3.0e+06	3.0e+06
reciprocal_sf	core	250	0.50	0.50	3.6e+06	3.6e+06
reciprocal_sf	near_b	226	0.50	0.50	8.4e+15	8.4e+15
t_cdf	small_lo	60	0.66	0.66	4.31	4.31
t_cdf	small_mid	60	0.72	0.72	4.82	4.82
t_cdf	small_hi	60	0.48	0.48	0.48	0.48
t_cdf	mid_lo	55	0.98	0.98	26	26
t_cdf	mid_mid	60	1.28	1.28	4.44	4.44
t_cdf	mid_hi	54	0.28	0.28	0.28	0.28
t_cdf	large_lo	30	1.70	1.70	421	421
t_cdf	large_mid	30	1.00	1.00	3.25	3.25
t_cdf	large_hi	30	0.15	0.15	0.15	0.15
t_cdf	huge_lo	12	1.29	1.29	1067	1067
t_cdf	huge_mid	12	0.63	0.63	0.93	0.93
t_cdf	huge_hi	12	0.19	0.19	0.19	0.19
t_isf	small_lower	23	4.36	4.36	8.5e+15	8.5e+15
t_isf	small_core	60	1.03	1.03	19	19
t_isf	small_upper	60	0.88	0.88	32	32
t_isf	mid_lower	60	0.76	0.76	wrong	wrong
t_isf	mid_core	60	0.99	0.99	1264	1264
t_isf	mid_upper	60	1.00	1.00	2.39	2.39
t_isf	large_lower	30	0.69	0.69	1.11	1.11
t_isf	large_core	29	0.70	0.70	7.21	7.21
t_isf	large_upper	27	0.91	0.91	1.47	1.47
t_isf	huge_lower	7	0.71	0.71	0.71	0.71
t_isf	huge_core	12	0.77	0.77	4.50	4.50
t_isf	huge_upper	12	0.72	0.72	1.30	1.30
t_logcdf	small_lo	60	0.46	0.46	0.46	0.46
t_logcdf	small_mid	60	0.80	0.80	4.64	4.64
t_logcdf	small_hi	60	0.79	0.79	4.41	4.41
t_logcdf	mid_lo	58	0.49	0.49	0.49	0.49
t_logcdf	mid_mid	60	1.08	1.08	3.50	3.50
t_logcdf	mid_hi	57	0.96	0.96	24	24
t_logcdf	large_lo	30	0.49	0.49	1.91	1.91
t_logcdf	large_mid	30	1.16	1.16	6.39	6.39
t_logcdf	large_hi	30	1.26	1.26	1052	1052
t_logcdf	huge_lo	12	0.48	0.48	1.71	1.71
t_logcdf	huge_mid	12	1.61	1.61	5.43	5.43
t_logcdf	huge_hi	12	1.05	1.05	1640	1640
t_logpdf	small_lo	60	0.50	0.50	1.48	1.48
t_logpdf	small_mid	60	0.50	0.50	1.95	1.95
t_logpdf	small_hi	60	0.50	0.50	1.50	1.50
t_logpdf	mid_lo	54	0.46	0.46	1.93	1.93
t_logpdf	mid_mid	60	0.49	0.49	34	34
t_logpdf	mid_hi	58	0.49	0.49	1.55	1.55
t_logpdf	large_lo	30	0.49	0.49	91	91
t_logpdf	large_mid	30	0.49	0.49	19992	19992
t_logpdf	large_hi	30	0.49	0.49	55	55
t_logpdf	huge_lo	12	0.48	0.48	1.23	1.23
t_logpdf	huge_mid	12	0.48	0.48	24374	24374
t_logpdf	huge_hi	12	0.48	0.48	589	589
t_logsf	small_lo	60	0.84	0.84	5.84	5.84
t_logsf	small_mid	60	1.12	1.12	3.43	3.43
t_logsf	small_hi	60	0.51	0.51	0.51	0.51
t_logsf	mid_lo	57	0.92	0.92	16	16
t_logsf	mid_mid	60	1.23	1.23	10	10
t_logsf	mid_hi	53	0.49	0.49	0.49	0.49
t_logsf	large_lo	30	1.62	1.62	669	669
t_logsf	large_mid	30	2.14	2.14	4.32	4.32
t_logsf	large_hi	30	0.48	0.48	2.26	2.26
t_logsf	huge_lo	12	1.22	1.22	561	561
t_logsf	huge_mid	12	0.95	0.95	3.82	3.82
t_logsf	huge_hi	12	0.44	0.44	1.84	1.84
t_pdf	small_lo	60	0.50	0.50	730	730
t_pdf	small_mid	60	0.50	0.50	13	13
t_pdf	small_hi	60	0.50	0.50	464	464
t_pdf	mid_lo	57	0.49	0.49	667	667
t_pdf	mid_mid	60	0.50	0.50	14	14
t_pdf	mid_hi	56	0.50	0.50	954	954
t_pdf	large_lo	30	0.48	0.48	10460	10460
t_pdf	large_mid	30	0.47	0.47	54721	54721
t_pdf	large_hi	30	0.46	0.46	44662	44662
t_pdf	huge_lo	12	0.48	0.48	50596	50596
t_pdf	huge_mid	12	0.47	0.47	5418	5418
t_pdf	huge_hi	12	0.46	0.46	56253	56253
t_ppf	small_lower	18	9.36	9.36	6.7e+15	6.7e+15
t_ppf	small_core	60	1.04	1.04	30	30
t_ppf	small_upper	60	0.81	0.81	28	28
t_ppf	mid_lower	60	0.65	0.65	wrong	wrong
t_ppf	mid_core	60	0.86	0.86	414	414
t_ppf	mid_upper	60	1.24	1.24	2.46	2.46
t_ppf	large_lower	30	1.03	1.03	609	609
t_ppf	large_core	29	0.96	0.96	18	18
t_ppf	large_upper	26	0.66	0.66	1.50	1.50
t_ppf	huge_lower	9	0.47	0.47	0.93	0.93
t_ppf	huge_core	12	0.91	0.91	10	10
t_ppf	huge_upper	5	0.64	0.64	1.65	1.65
t_sf	small_lo	60	0.32	0.32	0.32	0.32
t_sf	small_mid	60	0.62	0.62	3.06	3.06
t_sf	small_hi	60	0.59	0.59	4.36	4.36
t_sf	mid_lo	57	0.10	0.10	0.10	0.10
t_sf	mid_mid	60	1.15	1.15	6.51	6.51
t_sf	mid_hi	56	0.94	0.94	11	11
t_sf	large_lo	30	0.43	0.43	0.43	0.43
t_sf	large_mid	30	2.41	2.41	2.99	2.99
t_sf	large_hi	30	1.74	1.74	944	944
t_sf	huge_lo	12	0.00	0.00	0.00	0.00
t_sf	huge_mid	12	0.76	0.76	3.59	3.59
t_sf	huge_hi	12	1.75	1.75	1053	1053
triang_cdf	near_zero	250	0.49	0.49	1.00	1.00
triang_cdf	core	250	0.50	0.50	1.82	1.82
triang_cdf	near_mode	200	0.50	0.50	424	424
triang_cdf	near_one	245	0.49	0.49	492	492
triang_isf	lower	250	0.50	0.50	2.4e+07	2.4e+07
triang_isf	core	250	0.50	0.50	14	14
triang_isf	upper	248	0.50	0.50	5.6e+14	5.6e+14
triang_logcdf	near_zero	250	0.50	0.50	wrong	wrong
triang_logcdf	core	250	0.50	0.50	5759	5759
triang_logcdf	near_mode	192	0.50	0.50	1.0e+06	1.0e+06
triang_logcdf	near_one	245	0.50	0.50	8.9e+15	8.9e+15
triang_logpdf	near_zero	250	0.50	0.50	0.50	0.50
triang_logpdf	core	250	0.50	0.50	365	365
triang_logpdf	near_mode	198	0.50	0.50	26605	26605
triang_logpdf	near_one	248	0.50	0.50	0.56	0.56
triang_logsf	near_zero	250	0.49	0.49	332047	332047
triang_logsf	core	250	0.50	0.50	8775	8775
triang_logsf	near_mode	191	0.50	0.50	169752	169752
triang_logsf	near_one	244	0.50	0.50	wrong	wrong
triang_pdf	near_zero	250	0.50	0.50	0.50	0.50
triang_pdf	core	250	0.50	0.50	1.56	1.56
triang_pdf	near_mode	195	0.50	0.50	1.71	1.71
triang_pdf	near_one	246	0.49	0.49	1.14	1.14
triang_ppf	lower	250	0.50	0.50	8.8e+15	8.8e+15
triang_ppf	core	250	0.50	0.50	13	13
triang_ppf	upper	247	0.50	0.50	0.50	0.50
triang_sf	near_zero	250	0.40	0.40	0.40	0.40
triang_sf	core	250	0.50	0.50	107639	107639
triang_sf	near_mode	196	0.49	0.49	479243	479243
triang_sf	near_one	246	0.50	0.50	8.9e+15	8.9e+15
uniform_cdf	tiny	250	0	0	0	0
uniform_cdf	core	250	0	0	0	0
uniform_cdf	near_one	235	0	0	0	0
uniform_isf	lower	250	0.45	0.45	0.45	0.45
uniform_isf	core	250	0.50	0.50	0.50	0.50
uniform_isf	upper	241	0	0	0	0
uniform_logcdf	tiny	250	0.02	0.02	0.02	0.02
uniform_logcdf	core	250	0.50	0.50	0.50	0.50
uniform_logcdf	near_one	242	0.50	0.50	0.50	0.50
uniform_logpdf	tiny	250	0	0	0	0
uniform_logpdf	core	250	0	0	0	0
uniform_logpdf	near_one	233	0	0	0	0
uniform_logsf	tiny	250	0.47	0.47	0.47	0.47
uniform_logsf	core	250	0.49	0.49	0.49	0.49
uniform_logsf	near_one	236	0.49	0.49	0.49	0.49
uniform_pdf	tiny	250	0	0	0	0
uniform_pdf	core	250	0	0	0	0
uniform_pdf	near_one	237	0	0	0	0
uniform_ppf	lower	250	0	0	0	0
uniform_ppf	core	250	0	0	0	0
uniform_ppf	upper	242	0	0	0	0
uniform_sf	tiny	250	0.47	0.47	0.47	0.47
uniform_sf	core	250	0.50	0.50	0.50	0.50
uniform_sf	near_one	235	0	0	0	0
vonmises_cdf	edge	150	1.89	1.89	9.7e+25	9.7e+25
vonmises_cdf	left	150	2.90	2.90	6.3e+15	6.3e+15
vonmises_cdf	core	150	2.16	2.16	1.1e+14	1.1e+14
vonmises_cdf	right	150	0.63	0.63	73	73
vonmises_isf	lower	54	0.59	0.59	9.5e+17	9.5e+17
vonmises_isf	core	149	3.11	3.11	1.5e+11	1.5e+11
vonmises_isf	upper	130	0.97	0.97	2.7e+12	2.7e+12
vonmises_logcdf	edge	150	0.53	0.53	wrong	wrong
vonmises_logcdf	left	150	1.02	1.02	wrong	wrong
vonmises_logcdf	core	150	2.73	2.73	wrong	wrong
vonmises_logcdf	right	150	3.06	3.06	8.7e+15	8.7e+15
vonmises_logpdf	edge	150	0.54	0.54	1.40	1.40
vonmises_logpdf	left	150	0.70	0.70	2.23	2.23
vonmises_logpdf	core	150	27	27	30	30
vonmises_logpdf	right	150	0.67	0.67	2.33	2.33
vonmises_logsf	edge	150	0.52	0.52	wrong	wrong
vonmises_logsf	left	150	0.96	0.96	wrong	wrong
vonmises_logsf	core	150	2.26	2.26	wrong	wrong
vonmises_logsf	right	150	2.35	2.35	5.7e+15	5.7e+15
vonmises_pdf	edge	150	0.93	0.93	69	69
vonmises_pdf	left	150	1.13	1.13	307	307
vonmises_pdf	core	150	1.11	1.11	746	746
vonmises_pdf	right	150	1.20	1.20	696	696
vonmises_ppf	lower	59	0.70	0.70	1.2e+14	1.2e+14
vonmises_ppf	core	149	3.13	3.13	1.1e+11	1.1e+11
vonmises_ppf	upper	135	0.89	0.89	2.3e+13	2.3e+13
vonmises_sf	edge	150	2.28	2.28	1.2e+21	1.2e+21
vonmises_sf	left	150	2.67	2.67	8.9e+15	8.9e+15
vonmises_sf	core	150	2.42	2.42	8.9e+15	8.9e+15
vonmises_sf	right	150	0.64	0.64	72	72
weibull_min_cdf	tiny	250	0.50	0.50	1.36	1.36
weibull_min_cdf	core	250	0.50	0.50	1.42	1.42
weibull_min_cdf	tail	250	0.50	0.50	0.53	0.53
weibull_min_isf	lower	250	0.50	0.50	1.65	1.65
weibull_min_isf	core	250	0.50	0.50	2.38	2.38
weibull_min_isf	upper	249	0.50	0.50	9.37	9.37
weibull_min_logcdf	tiny	250	0.50	0.50	0.50	0.50
weibull_min_logcdf	core	250	0.50	0.50	2.20	2.20
weibull_min_logcdf	tail	250	0.51	0.51	473	473
weibull_min_logpdf	tiny	250	0.50	0.50	1.25	1.25
weibull_min_logpdf	core	250	0.50	0.50	86	86
weibull_min_logpdf	tail	250	0.50	0.50	51	51
weibull_min_logsf	tiny	250	0.50	0.50	0.50	0.50
weibull_min_logsf	core	250	0.50	0.50	0.50	0.50
weibull_min_logsf	tail	250	0.50	0.50	0.50	0.50
weibull_min_pdf	tiny	250	0.50	0.50	283	283
weibull_min_pdf	core	250	0.49	0.49	3.31	3.31
weibull_min_pdf	tail	250	0.50	0.50	483	483
weibull_min_ppf	lower	250	1.10	1.10	127	127
weibull_min_ppf	core	250	0.50	0.50	4.85	4.85
weibull_min_ppf	upper	246	0.50	0.50	3.63	3.63
weibull_min_sf	tiny	250	0.48	0.48	0.48	0.48
weibull_min_sf	core	250	0.50	0.50	1.92	1.92
weibull_min_sf	tail	250	0.50	0.50	291	291
zipf_cdf	near1	250	0.50	0.50	3.14	3.14
zipf_cdf	core	250	0.50	0.50	6.74	6.74
zipf_cdf	large_a	250	0.44	0.44	2.96	2.96
zipf_isf	core	249	0	0	0	0
zipf_isf	lower	166	0	0	6.3e+14	6.3e+14
zipf_isf	upper	249	0	0	0	0
zipf_logcdf	near1	250	0.50	0.50	1.75	1.75
zipf_logcdf	core	249	0.55	0.55	4.6e+26	4.6e+26
zipf_logcdf	large_a	213	0.50	0.50	4.7e+80	4.7e+80
zipf_logpmf	near1	250	0.50	0.50	0.64	0.64
zipf_logpmf	core	250	0.50	0.50	180	180
zipf_logpmf	large_a	250	0.50	0.50	wrong	wrong
zipf_logsf	near1	250	0.51	0.51	64714	64714
zipf_logsf	core	250	0.50	0.50	wrong	wrong
zipf_logsf	large_a	217	0.50	0.50	wrong	wrong
zipf_pmf	near1	250	0.50	0.50	3.30	3.30
zipf_pmf	core	250	0.50	0.50	5.25	5.25
zipf_pmf	large_a	250	0.50	0.50	2.68	2.68
zipf_ppf	core	249	0	0	0	0
zipf_ppf	lower	249	0	0	0	0
zipf_ppf	upper	166	0	0	2.3e+15	2.3e+15
zipf_sf	near1	250	0.50	0.50	0.63	0.63
zipf_sf	core	250	0.50	0.50	9.7e+24	9.7e+24
zipf_sf	large_a	221	0.50	0.50	6.1e+82	6.1e+82

Accuracy Draws