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imbalanced-data-practice

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train · 382k rows

id int64	Gender string	Age int64	Driving_License int64	Region_Code float64	Previously_Insured int64	Vehicle_Age string	Vehicle_Damage string	Annual_Premium float64	Policy_Sales_Channel float64	Vintage int64	Response int64
458,178	Male	38	1	8	0	1-2 Year	Yes	39,136	124	160	1
272,678	Male	42	1	28	0	1-2 Year	Yes	45,986	26	177	0
150,488	Female	23	1	18	1	< 1 Year	No	30,047	152	171	0
205,888	Female	25	1	28	0	< 1 Year	Yes	37,781	152	188	0
114,664	Male	39	1	28	0	1-2 Year	Yes	35,452	124	103	0
58,042	Male	24	1	47	0	< 1 Year	No	31,918	152	203	0
32,107	Male	23	1	30	1	< 1 Year	No	24,863	152	146	0
352,669	Female	28	1	8	0	1-2 Year	Yes	2,630	156	266	0
492,132	Male	23	1	5	1	< 1 Year	No	35,959	152	67	0
336,640	Male	49	1	2	0	1-2 Year	Yes	22,184	124	216	1
439,291	Female	23	1	11	1	< 1 Year	No	43,665	152	106	0
468,153	Male	34	1	28	0	1-2 Year	Yes	67,681	23	208	1
438,276	Male	51	1	8	1	1-2 Year	No	41,086	26	109	0
100,941	Male	54	1	45	0	1-2 Year	Yes	33,653	26	82	1
394,677	Male	57	1	11	1	1-2 Year	No	2,630	116	25	0
205,770	Male	56	1	48	0	1-2 Year	Yes	2,630	124	264	0
330,511	Male	24	1	21	1	< 1 Year	No	23,037	152	38	0
134,649	Male	45	1	46	0	1-2 Year	Yes	44,679	11	87	0
137,382	Male	24	1	8	1	< 1 Year	No	25,837	152	219	0
245,109	Male	63	1	28	0	1-2 Year	Yes	47,949	13	43	0
240,264	Male	31	1	29	0	< 1 Year	Yes	22,331	124	248	0
428,112	Female	68	1	28	1	1-2 Year	No	2,630	124	175	0
20,809	Female	30	1	46	1	< 1 Year	No	33,113	152	100	0
283,480	Male	44	1	8	0	1-2 Year	Yes	33,306	154	249	0
198,059	Female	25	1	9	0	< 1 Year	Yes	2,630	152	37	0
175,134	Female	32	1	21	1	< 1 Year	No	21,732	152	25	0
35,868	Female	60	1	28	0	1-2 Year	Yes	38,675	26	94	0
314,180	Male	65	1	35	1	1-2 Year	No	23,351	26	67	0
505,174	Female	39	1	28	0	1-2 Year	Yes	47,688	156	133	1
8,321	Male	23	1	29	1	< 1 Year	No	37,328	152	168	0
154,706	Male	27	1	41	0	1-2 Year	Yes	27,626	124	58	0
248,673	Male	26	1	30	1	< 1 Year	No	56,879	152	164	0
326,255	Male	52	1	28	1	1-2 Year	No	49,686	52	152	0
186,478	Female	25	1	21	0	< 1 Year	No	47,385	124	244	0
199,166	Male	20	1	43	1	< 1 Year	No	45,335	160	101	0
181,084	Male	25	1	15	0	< 1 Year	No	41,068	152	15	0
111,416	Female	41	1	8	0	1-2 Year	No	2,630	157	161	0
315,854	Female	61	1	50	0	> 2 Years	Yes	23,754	8	88	1
151,024	Male	34	1	35	0	1-2 Year	Yes	2,630	26	42	0
48,287	Male	27	1	35	1	< 1 Year	No	2,630	152	190	0
255,656	Female	22	1	8	0	< 1 Year	No	37,952	152	220	0
168,917	Female	22	1	41	1	< 1 Year	No	29,263	152	157	0
347,742	Male	42	1	14	1	1-2 Year	No	32,293	26	145	0
113,367	Female	28	1	28	0	1-2 Year	Yes	2,630	157	50	0
405,667	Male	32	1	29	1	< 1 Year	No	40,877	152	92	0
284,200	Female	41	1	28	1	1-2 Year	No	19,292	4	171	0
222,212	Female	26	1	3	0	< 1 Year	Yes	23,664	152	91	0
298,995	Female	45	1	28	0	1-2 Year	Yes	2,630	160	49	0
117,945	Female	24	1	37	1	< 1 Year	Yes	26,873	152	137	0
39,383	Male	36	1	28	0	1-2 Year	Yes	70,591	37	220	0
252,577	Male	25	1	19	0	< 1 Year	Yes	33,349	152	30	0
411,170	Female	34	1	46	0	1-2 Year	Yes	2,630	26	49	1
37,927	Female	66	1	33	0	1-2 Year	Yes	50,656	124	166	1
126,759	Male	63	1	41	0	> 2 Years	Yes	32,862	26	271	0
57,187	Male	31	1	31	0	< 1 Year	Yes	2,630	124	181	0
183,637	Female	53	1	8	0	1-2 Year	Yes	27,512	152	239	0
315,131	Male	45	1	28	0	1-2 Year	Yes	45,320	26	286	0
137,386	Male	45	1	28	0	1-2 Year	Yes	27,043	26	285	0
61,949	Female	24	1	21	1	< 1 Year	No	27,112	152	104	0
138,602	Male	49	1	19	0	1-2 Year	Yes	33,954	26	265	0
189,357	Female	25	1	8	1	< 1 Year	No	44,449	152	117	0
39,644	Female	24	1	28	1	< 1 Year	No	35,020	152	83	0
129,497	Male	46	1	28	1	1-2 Year	Yes	40,060	26	154	0
193,220	Male	24	1	3	1	< 1 Year	No	22,517	152	104	0
258,488	Male	23	1	28	0	< 1 Year	Yes	42,714	26	92	0
236,733	Male	24	1	29	0	< 1 Year	Yes	34,573	152	74	1
15,078	Male	65	0	41	1	1-2 Year	No	15,770	152	280	0
14,129	Female	23	1	30	0	< 1 Year	Yes	2,630	152	184	0
265,659	Male	20	1	46	1	< 1 Year	No	30,593	160	253	0
73,779	Male	26	1	28	0	< 1 Year	Yes	21,721	152	194	0
102,372	Female	33	1	41	1	< 1 Year	No	31,122	152	103	0
311,551	Male	29	1	28	1	< 1 Year	No	44,311	152	232	0
246,708	Female	53	1	46	0	1-2 Year	Yes	2,630	124	252	0
112,450	Female	43	1	28	0	1-2 Year	Yes	2,630	122	196	1
232,756	Male	22	1	27	1	< 1 Year	Yes	26,728	152	157	0
97,518	Male	25	1	30	1	< 1 Year	No	24,203	152	183	0
161,851	Female	45	1	8	1	1-2 Year	No	2,630	124	293	0
45,198	Female	54	1	39	1	1-2 Year	No	42,173	124	160	0
468,389	Female	25	1	11	1	< 1 Year	No	27,551	152	93	0
64,337	Male	47	1	8	0	1-2 Year	No	30,761	124	158	0
442,170	Male	38	1	0	1	1-2 Year	No	2,630	12	124	0
75,272	Male	21	1	36	1	< 1 Year	Yes	2,630	160	89	0
136,157	Female	56	1	8	0	1-2 Year	Yes	45,990	152	39	0
471,806	Male	36	1	28	0	1-2 Year	Yes	32,074	156	281	1
336,872	Male	57	1	28	1	1-2 Year	No	2,630	26	195	0
87,928	Female	40	1	8	1	1-2 Year	No	53,501	124	133	0
179,103	Female	24	1	36	1	< 1 Year	No	31,428	152	55	0
361,215	Male	25	1	15	0	< 1 Year	Yes	2,630	160	136	0
5,536	Female	23	1	34	1	< 1 Year	No	30,827	152	213	0
166,608	Male	43	1	12	1	1-2 Year	No	2,630	124	133	0
352,082	Female	23	1	27	1	< 1 Year	No	25,081	152	181	0
307,763	Female	38	1	28	0	1-2 Year	Yes	40,297	26	249	1
333,276	Male	24	1	41	0	< 1 Year	Yes	2,630	152	71	0
92,081	Male	25	1	6	1	< 1 Year	Yes	26,022	152	235	0
360,152	Female	49	1	8	0	1-2 Year	Yes	30,446	7	290	1
475,853	Female	24	1	29	1	< 1 Year	No	31,128	152	185	0
403,238	Male	45	1	47	0	1-2 Year	Yes	40,395	26	75	1
226,365	Male	26	1	15	1	< 1 Year	No	2,630	152	291	0
274,878	Female	43	1	28	0	1-2 Year	Yes	2,630	4	232	0
236,874	Male	53	1	28	1	1-2 Year	No	31,808	26	252	0

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