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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
312,839	Male	23	1	8	0	< 1 Year	Yes	36,831	152	23	0
122,531	Male	25	1	10	1	< 1 Year	No	28,508	152	217	0
379,161	Male	30	1	29	0	< 1 Year	Yes	2,630	156	272	0
360,709	Female	45	1	46	0	1-2 Year	Yes	20,041	26	249	0
95,722	Male	25	1	6	1	< 1 Year	No	28,988	152	254	0
253,008	Male	66	1	2	1	1-2 Year	No	21,839	26	143	0
68,879	Female	29	1	37	1	1-2 Year	No	40,028	60	143	0
287,058	Female	77	1	28	0	> 2 Years	Yes	38,452	122	291	0
44,627	Female	41	1	28	0	1-2 Year	Yes	40,394	124	142	0
392,659	Female	42	1	28	1	1-2 Year	No	44,999	152	60	0
256,261	Male	47	1	46	0	1-2 Year	Yes	34,019	26	151	0
64,717	Male	32	1	28	0	< 1 Year	Yes	40,046	124	37	1
459,958	Female	46	1	8	0	1-2 Year	Yes	2,630	26	61	1
266,763	Female	21	1	1	0	< 1 Year	Yes	2,630	160	24	0
206,106	Female	48	1	28	0	1-2 Year	Yes	38,539	26	113	0
171,869	Female	67	1	8	1	1-2 Year	No	2,630	124	114	0
212,532	Female	25	1	14	1	< 1 Year	No	36,267	152	86	0
192,864	Female	61	1	28	0	1-2 Year	Yes	46,731	26	213	0
477,470	Male	35	1	8	0	1-2 Year	Yes	40,257	124	27	1
133,733	Male	25	1	28	1	< 1 Year	No	35,067	152	25	0
376,772	Female	24	1	10	1	< 1 Year	No	23,419	26	62	0
282,518	Female	29	1	41	1	< 1 Year	No	103,748	152	69	0
426,648	Male	37	1	41	1	1-2 Year	No	33,930	152	42	0
350,500	Male	24	1	14	1	< 1 Year	No	24,015	152	206	0
94,405	Female	21	1	35	1	1-2 Year	No	24,812	154	214	0
36,256	Male	23	1	47	1	< 1 Year	No	22,562	152	100	0
201,278	Male	37	1	48	0	> 2 Years	Yes	2,630	60	262	1
25,991	Male	46	1	41	0	1-2 Year	Yes	35,353	154	161	0
71,015	Male	65	1	41	0	1-2 Year	Yes	2,630	124	16	0
364,063	Female	29	1	4	1	1-2 Year	No	29,637	124	77	0
69,056	Female	25	1	15	0	< 1 Year	No	33,756	160	18	0
495,297	Female	21	1	36	1	< 1 Year	No	27,635	160	92	0
294,065	Male	33	1	8	0	< 1 Year	Yes	31,704	124	150	1
464,089	Female	43	1	8	0	1-2 Year	Yes	50,581	124	132	1
443,988	Male	25	1	33	1	< 1 Year	No	32,345	152	77	0
111,701	Female	27	1	41	1	< 1 Year	No	53,613	152	200	0
168,778	Male	64	1	15	1	1-2 Year	No	2,630	14	35	0
1,356	Male	51	1	14	1	1-2 Year	No	2,630	154	271	0
157,441	Female	53	1	46	1	1-2 Year	No	27,891	11	286	0
171,833	Male	58	1	8	0	1-2 Year	Yes	39,490	7	268	0
147,153	Male	23	1	14	1	< 1 Year	No	19,021	152	281	0
108,661	Male	27	1	6	1	< 1 Year	No	22,063	152	232	0
325,040	Male	57	1	28	0	1-2 Year	Yes	2,630	26	295	0
252,635	Male	42	1	28	0	1-2 Year	Yes	27,858	124	195	0
74,018	Female	68	1	8	0	1-2 Year	Yes	69,050	26	142	1
160,644	Female	47	1	29	0	1-2 Year	Yes	45,732	26	280	0
177,014	Female	21	1	13	0	< 1 Year	Yes	30,898	152	17	0
79,623	Female	38	1	28	0	1-2 Year	Yes	37,872	124	182	0
101,824	Female	35	1	41	1	1-2 Year	No	25,791	152	99	0
344,957	Male	38	1	37	0	1-2 Year	Yes	34,891	124	137	0
9,095	Male	38	1	16	1	1-2 Year	No	29,249	154	273	0
464,512	Female	23	1	36	1	< 1 Year	No	28,423	152	165	0
254,297	Male	63	1	28	0	1-2 Year	Yes	29,290	26	191	0
357,500	Female	26	1	37	0	< 1 Year	No	32,699	152	264	0
333,543	Male	43	1	31	1	1-2 Year	No	2,630	29	284	0
396,627	Male	39	1	26	1	1-2 Year	No	24,588	22	209	0
382,282	Male	55	1	28	0	1-2 Year	Yes	52,538	26	60	1
258,660	Female	25	1	15	1	< 1 Year	No	41,003	152	137	0
163,471	Female	24	1	27	1	< 1 Year	No	2,630	152	296	0
261,138	Male	73	1	46	0	1-2 Year	Yes	21,239	26	170	0
343,284	Male	40	1	28	0	1-2 Year	Yes	2,630	154	201	1
507,890	Female	32	1	28	0	1-2 Year	Yes	31,042	122	153	1
347,555	Female	23	1	46	1	< 1 Year	No	34,773	152	258	0
302,184	Female	53	1	28	0	> 2 Years	Yes	54,521	26	68	1
239,663	Male	44	1	9	0	1-2 Year	No	32,902	124	83	0
488,223	Male	56	1	20	1	1-2 Year	No	2,630	19	257	0
117,772	Female	24	1	30	1	< 1 Year	No	22,942	152	144	0
137,297	Male	50	1	8	1	1-2 Year	No	30,555	150	276	0
309,508	Male	48	1	46	0	1-2 Year	Yes	2,630	26	223	1
92,598	Male	46	1	28	0	1-2 Year	Yes	36,541	124	15	0
245,926	Female	29	1	28	0	< 1 Year	Yes	39,318	26	23	0
215,778	Female	51	1	41	0	1-2 Year	No	41,362	26	284	0
363,515	Male	43	1	30	0	1-2 Year	Yes	26,222	124	198	1
14,473	Female	30	1	11	1	< 1 Year	No	24,430	152	178	0
53,370	Male	24	1	8	1	< 1 Year	No	36,705	152	63	0
172,731	Female	21	1	11	0	< 1 Year	Yes	33,325	152	159	0
57,453	Male	25	1	46	1	< 1 Year	No	26,650	152	199	0
431,829	Male	47	1	28	1	1-2 Year	No	34,079	147	46	0
185,299	Female	20	1	46	0	< 1 Year	Yes	2,630	156	113	0
51,069	Female	22	1	36	1	< 1 Year	No	55,132	152	83	0
146,333	Male	57	1	29	1	1-2 Year	No	2,630	26	115	0
314,611	Male	35	1	30	1	1-2 Year	No	2,630	152	288	0
495,904	Female	45	1	46	0	1-2 Year	Yes	2,630	157	123	1
68,223	Female	27	1	38	0	< 1 Year	Yes	2,630	156	281	0
219,109	Male	24	1	14	1	< 1 Year	No	27,038	152	292	0
386,812	Female	44	1	37	0	1-2 Year	Yes	16,665	26	283	1
330,221	Female	23	1	25	1	< 1 Year	No	30,336	151	141	0
121,488	Female	36	1	9	0	1-2 Year	Yes	30,245	26	260	0
276,540	Female	24	1	2	0	< 1 Year	Yes	34,456	152	84	0
77,986	Female	22	1	3	1	< 1 Year	No	24,622	152	186	0
350,053	Male	21	1	35	0	1-2 Year	Yes	27,934	124	286	0
156,356	Male	23	1	28	1	< 1 Year	No	30,057	152	24	0
468,812	Male	23	1	41	1	< 1 Year	No	30,228	160	141	0
471,500	Male	44	1	50	0	1-2 Year	Yes	35,685	26	281	1
470,349	Male	58	1	28	0	1-2 Year	Yes	51,993	26	133	1
127,122	Male	47	1	28	0	> 2 Years	Yes	67,149	26	118	0
301,353	Male	28	1	18	1	< 1 Year	No	2,630	152	56	0
403,670	Female	22	1	8	1	< 1 Year	No	40,860	160	206	0
19,348	Female	27	1	8	1	< 1 Year	No	41,993	152	256	0
362,258	Female	60	1	28	1	1-2 Year	Yes	39,095	26	162	0

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