Datasets:

pramodmisra
/

soa-ml281-sample

Observation_Year int64 2.01k 2.02k	Issue_Age int64 0 100	Attained_Age int64 0 119	Duration int64 1 95	Sex stringclasses 2 values	Smoker_Status stringclasses 3 values	Insurance_Plan stringclasses 7 values	Amount_Exposed float64 0.17 666M	Policies_Exposed float64 0 10.9k	Death_Count int64 0 112	Death_Claim_Amount float64 0 15M	ExpDth_VBT2015wMI_Cnt float64 0 135	Log_Amount_Exposed float64 0.15 20.3	Log_Policies_Exposed float64 0 9.29	Expected_Mortality_Rate float64 0 0.5
2,012	75	93	19	F	NS	Perm	46,955.953125	1.29241	2	75,979	0.183781	10.756987	0.829604	0.1422
2,015	38	41	4	F	S	Term	491,018.46875	3.109588	0	0	0.002736	13.104239	1.413323	0.00088
2,013	22	28	7	M	NS	Term	283,287.59375	2.534246	0	0	0.000924	12.554221	1.2625	0.000365
2,017	1	35	35	M	NS	Perm	865,108.4375	1.249068	0	0	0.001443	13.670611	0.810516	0.001155
2,012	57	75	19	M	S	Perm	375,563.375	3.082424	0	0	0.140362	12.836185	1.406691	0.045536
2,015	54	65	12	M	S	Term	275,342.5	2.745206	0	0	0.04892	12.525775	1.320477	0.01782
2,019	49	55	7	M	NS	Perm	503,756.925781	3.424658	0	0	0.005808	13.129851	1.487193	0.001696
2,019	47	58	12	F	NS	Term	505,753.4375	0.778082	0	0	0.001588	13.133807	0.575535	0.00204
2,019	53	67	15	F	NS	VLSG	186,958.90625	1.764384	0	0	0.009052	12.138649	1.016818	0.005131
2,018	61	61	1	M	NS	VLSG	3,044,899.5	8.775343	0	0	0.013429	14.928979	2.279863	0.00153
2,016	51	51	1	M	NS	VL	806,547.25	1.065753	0	0	0.000561	13.600519	0.725495	0.000527
2,015	46	49	4	F	NS	Term	1,297,260.875	2.150686	0	0	0.001548	14.075766	1.14762	0.00072
2,017	26	32	7	F	S	Term	86,849.296875	0.868493	0	0	0.000361	11.371941	0.625132	0.000416
2,016	34	43	10	F	NS	Term	5,130,290	18.813564	0	0	0.010111	15.450673	2.986367	0.000537
2,017	3	27	25	M	U	Perm	5,760,075.5	82.77829	1	68,260	0.071101	15.566461	4.428174	0.000859
2,015	42	66	25	M	S	UL	207,123.296875	0.690411	0	0	0.013732	12.241074	0.524972	0.01989
2,015	63	73	11	F	NS	Perm	11,849.325195	0.473973	0	0	0.004195	9.380111	0.387961	0.00885
2,014	22	22	1	M	NS	Perm	429,725.90625	1.515068	0	0	0.000625	12.970905	0.9223	0.000413
2,017	70	73	4	F	NS	ULSG	286,027.1875	0.635616	0	0	0.003085	12.563846	0.492019	0.004853
2,017	31	43	13	F	NS	UL	24,547.949219	0.350685	0	0	0.000226	10.108424	0.300612	0.000644
2,014	64	71	8	M	NS	Term	3,439,123.25	12.550685	0	0	0.107998	15.050727	2.606437	0.008605
2,017	64	70	7	M	NS	UL	1,375,389.625	9.23014	0	0	0.062604	14.134248	2.325338	0.006783
2,014	47	48	2	M	NS	ULSG	97,068.476563	1.657534	0	0	0.000884	11.483182	0.977399	0.000533
2,014	18	37	20	M	S	UL	621,053.125	5.465754	0	0	0.007811	13.339174	1.86652	0.001429
2,019	39	53	15	F	NS	Perm	3,280,541.283203	53.79726	0	0	0.074941	15.003519	4.00364	0.001393
2,015	33	35	3	M	NS	Term	11,082,712	39.117809	0	0	0.009779	16.220897	3.69182	0.00025
2,012	43	49	7	M	NS	Perm	2,617,011	4.079812	0	0	0.003826	14.777544	1.625274	0.000938
2,019	29	62	34	F	NS	Term	2,854,211	25.024658	0	0	0.088868	14.864306	3.259044	0.003551
2,019	40	58	19	F	NS	Term	276,712.320313	1.106849	0	0	0.002628	12.530737	0.745194	0.002374
2,018	46	68	23	M	NS	Term	17,244.246094	0.246575	0	0	0.002191	9.755292	0.2204	0.008888
2,018	25	43	19	M	NS	Term	838,356.1875	0.838356	0	0	0.000896	13.6392	0.608872	0.001069
2,019	43	73	31	F	NS	ULSG	200,936.578125	0.446575	0	0	0.00474	12.21075	0.369199	0.010614
2,014	62	87	26	M	NS	UL	26,035.367188	0.745206	0	0	0.075137	10.16725	0.556873	0.100827
2,018	53	53	1	M	NS	Term	55,616.4375	0.556164	0	0	0.000295	10.926252	0.442224	0.00053
2,015	31	40	10	F	NS	Term	1,150,684.5	2.301369	0	0	0.001151	13.955868	1.194337	0.0005
2,017	63	80	18	F	NS	Term	96,164.398438	0.961644	0	0	0.027345	11.473825	0.673783	0.028436
2,016	23	30	8	F	NS	Term	2,874,243.5	5.079713	0	0	0.001213	14.8713	1.804957	0.000239
2,014	50	63	14	M	NS	Term	164,520.453125	1.076712	0	0	0.005017	12.010796	0.730786	0.00466
2,018	22	52	31	M	NS	Other	9,409.84082	0.832877	0	0	0.001838	9.149618	0.605887	0.002207
2,014	49	54	6	F	NS	ULSG	145,205.5	0.580822	0	0	0.0007	11.885912	0.457945	0.001206
2,012	50	61	12	M	NS	Term	24,819,860	86.193504	0	0	0.305771	17.027155	4.46813	0.003547
2,019	37	55	19	F	NS	Term	795,205.5	5.838356	0	0	0.01134	13.586357	1.922547	0.001942
2,015	70	78	9	F	NS	Perm	44,360.617188	3.523287	0	0	0.056196	10.70013	1.509239	0.01595
2,016	29	51	23	F	NS	VLSG	48,280.546875	0.040984	0	0	0.000052	10.784805	0.040166	0.001274
2,014	72	78	7	M	NS	Other	59,712.351563	2.268494	0	0	0.037282	10.997311	1.184329	0.016435
2,018	25	33	9	F	NS	UL	89,041.09375	0.356164	0	0	0.000102	11.396865	0.30466	0.000286
2,016	29	50	22	F	NS	Perm	54,951.878906	1.844263	0	0	0.002147	10.914231	1.045304	0.001164
2,012	45	53	9	M	NS	Term	1,146,124.375	8.778721	0	0	0.013692	13.951898	2.280209	0.00156
2,012	51	58	8	M	NS	Term	633,879	0.401639	0	0	0.000893	13.359615	0.337642	0.002222
2,014	21	28	8	M	NS	Term	77,397.25	1.547945	0	0	0.00067	11.256719	0.935287	0.000433
2,017	40	43	4	M	NS	UL	421,007.75	2.681817	0	0	0.00135	12.950409	1.303406	0.000504
2,013	38	54	17	M	NS	Term	19,656,080	65.945206	0	0	0.132254	16.793897	4.203874	0.002006
2,016	29	91	63	F	U	Perm	77,690.75	0.580822	0	0	0.073009	11.260504	0.457945	0.1257
2,013	33	45	13	M	NS	Term	7,428,483	6.767124	0	0	0.005895	15.820832	2.0499	0.000871
2,017	30	30	1	M	NS	VL	1,282,906.25	4.635617	0	0	0.000686	14.064639	1.729107	0.000148
2,013	33	47	15	F	S	Perm	201,358.046875	0.70679	0	0	0.00152	12.212845	0.534614	0.002151
2,015	31	44	14	F	NS	Term	324,849.46875	4.41918	0	0	0.003093	12.69112	1.689944	0.0007
2,012	48	59	12	F	NS	Perm	344,262	0.286885	0	0	0.000666	12.749161	0.252225	0.002323
2,014	24	30	7	F	NS	Term	1,018,356.125	3.917808	0	0	0.000866	13.833701	1.592863	0.000221
2,019	51	62	12	F	NS	Term	444,767.125	2.260274	0	0	0.006585	13.005308	1.181811	0.002914
2,018	63	83	21	M	NS	Perm	613,878.172119	19.986302	0	0	1.162834	13.327553	3.04387	0.058182
2,018	48	51	4	F	NS	ULSG	419,452.070313	2.934247	0	0	0.002487	12.946707	1.369719	0.000848
2,015	47	53	7	F	NS	UL	6,215.859863	0.177596	0	0	0.000197	8.73502	0.163475	0.00111
2,017	63	73	11	F	NS	Perm	133,990.046875	0.386301	0	0	0.00313	11.805528	0.326639	0.008102
2,016	33	39	7	M	NS	Term	1,228,185.375	3.547948	0	0	0.001445	14.021049	1.514676	0.000407
2,019	63	82	20	M	S	Other	8,229.588867	0.50411	0	0	0.037673	9.015613	0.408201	0.074731
2,014	58	62	5	F	NS	ULSG	66,383.578125	2.567124	0	0	0.0065	11.10322	1.27176	0.002532
2,017	23	39	17	M	NS	UL	731,751.125	14.000001	0	0	0.010919	13.503197	2.70805	0.00078
2,013	47	59	13	M	NS	Term	2,094,521	1.926028	0	0	0.005872	14.554836	1.073646	0.003049
2,016	18	34	17	F	NS	VL	64,480.898438	0.644809	0	0	0.000334	11.07414	0.497624	0.000518
2,012	28	28	1	F	NS	Term	4,856,463.5	34.96526	0	0	0.002483	15.395821	3.582553	0.000071
2,014	35	41	7	M	NS	Perm	6,817,710	22.586304	0	0	0.010911	15.735034	3.160666	0.000483
2,012	35	62	28	F	NS	UL	23,140,474	200.725555	2	200,000	0.737156	16.957094	5.306908	0.003672
2,019	44	48	5	M	NS	ULSG	496,301.375	3.926027	0	0	0.0031	13.114941	1.594533	0.00079
2,014	58	81	24	M	S	Perm	17,065.884766	2.928766	1	7,138	0.202381	9.744895	1.368325	0.069101
2,019	20	22	3	F	NS	Perm	9,150,006.109375	14.520548	0	0	0.003419	16.029265	2.742165	0.000235
2,012	65	80	16	M	NS	VL	17,213.125	0.688525	0	0	0.023092	9.753486	0.523855	0.033538
2,015	57	80	24	F	S	VL	287,671.1875	0.958904	0	0	0.049297	12.569577	0.672385	0.05141
2,015	79	88	10	F	NS	ULSG	105,341.40625	0.778082	0	0	0.055174	11.564971	0.575535	0.07091
2,017	30	30	1	F	NS	UL	249,780.828125	0.821918	0	0	0.000057	12.428343	0.59989	0.000069
2,014	50	53	4	F	S	ULSG	8,290,407	0.487671	0	0	0.00124	15.93061	0.397212	0.002542
2,013	40	44	5	M	NS	Term	72,255,856	117.969864	0	0	0.070499	18.095724	4.77887	0.000598
2,017	24	37	14	F	S	VLSG	342,466	0.684932	0	0	0.000658	12.743931	0.521725	0.000961
2,012	51	58	8	M	NS	Perm	51,506.800781	0.515068	0	0	0.001202	10.849489	0.41546	0.002334
2,012	44	45	2	F	NS	Term	22,722,380	19.345942	0	0	0.005103	16.938861	3.012881	0.000264
2,014	63	72	10	F	NS	Term	925,273.9375	8.454794	0	0	0.056495	13.737846	2.246522	0.006682
2,015	40	42	3	M	NS	Perm	108,652.609375	0.430137	0	0	0.000194	11.59592	0.35777	0.00045
2,012	44	52	9	F	NS	VLSG	32,876	0.016438	0	0	0.000019	10.400529	0.016304	0.001146
2,015	24	52	29	M	NS	Term	56,712.351563	1.134247	0	0	0.002552	10.945765	0.758114	0.00225
2,019	32	51	20	M	NS	Term	430,137	0.860274	0	0	0.001451	12.971861	0.620724	0.001686
2,019	43	46	4	F	NS	VLSG	1,277,026.580078	1.893151	0	0	0.000947	14.060046	1.062346	0.0005
2,015	9	17	9	F	U	VL	260,547.90625	0.868493	0	0	0.000226	12.470546	0.625132	0.00026
2,016	42	53	12	F	S	Term	27,169.335938	0.846576	0	0	0.003202	10.209881	0.613333	0.003782
2,014	45	55	11	F	NS	Term	154,246.5	1.186301	0	0	0.001871	11.946314	0.782211	0.001578
2,012	22	31	10	M	NS	VL	380,126.0625	2.586303	0	0	0.001055	12.848261	1.277122	0.000408
2,016	62	68	7	F	NS	Term	129,508.359375	6.475418	0	0	0.027067	11.771508	2.01162	0.00418
2,019	42	48	7	F	NS	Term	1,123,826.375	3.572603	0	0	0.002488	13.932251	1.520083	0.000697
2,016	28	28	1	M	S	Term	563,606.5	2.139344	0	0	0.000701	13.242113	1.144014	0.000328
2,013	50	69	20	M	S	UL	997,884.125	8.734247	0	0	0.231433	13.813393	2.27565	0.026497
2,019	44	64	21	F	NS	Term	2,679,452.046875	5.232877	0	0	0.022536	14.801123	1.829838	0.004307

End of preview. Expand in Data Studio

SOA ML281 — reproducible sample

Seeded 131,922-cell sample of the SOA ILEC 2012-2019 individual-life experience study (aggregated experience cells, no PII), plus full-table A/E aggregates. Used by the ML281 committee-response reproduce notebook. Public ILEC-derived data; see soa.org Research.

Downloads last month: 28