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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
499,064	Male	49	1	28	0	> 2 Years	Yes	28,940	26	72	1
77,884	Male	47	1	28	0	1-2 Year	Yes	30,737	124	202	0
59,442	Male	47	1	47	0	1-2 Year	Yes	2,630	157	289	0
288,132	Female	51	1	28	0	1-2 Year	Yes	2,630	158	268	1
332,568	Male	47	1	28	0	1-2 Year	Yes	2,630	29	238	0
153,717	Male	62	1	28	1	1-2 Year	Yes	42,485	26	80	0
281,571	Female	25	1	11	1	< 1 Year	No	54,637	152	27	0
372,593	Female	64	1	8	0	1-2 Year	Yes	44,557	124	18	1
195,833	Female	20	1	17	0	< 1 Year	Yes	39,621	160	29	0
284,741	Male	34	1	38	0	1-2 Year	Yes	2,630	124	219	0
152,842	Male	25	1	33	1	< 1 Year	No	28,487	152	23	0
119,980	Female	29	1	28	1	< 1 Year	No	46,792	152	16	0
192,818	Male	53	1	28	0	1-2 Year	Yes	36,917	157	259	0
20,074	Male	21	1	46	1	< 1 Year	No	34,953	160	92	0
484,299	Female	41	1	28	0	1-2 Year	Yes	40,121	124	145	1
355,136	Female	31	1	23	0	1-2 Year	Yes	39,212	124	83	0
500,383	Female	23	1	9	1	< 1 Year	No	35,547	152	85	0
156,593	Male	36	1	48	0	1-2 Year	Yes	2,630	124	287	0
193,575	Male	23	1	16	0	< 1 Year	Yes	26,909	152	159	0
317,256	Male	38	1	28	0	1-2 Year	Yes	34,938	30	293	0
238,075	Male	69	1	0	0	> 2 Years	Yes	2,630	26	206	0
298,573	Female	51	1	18	0	> 2 Years	Yes	41,057	124	62	0
387,971	Male	44	1	28	0	1-2 Year	Yes	32,601	26	290	1
281,944	Male	23	1	32	1	< 1 Year	No	32,148	152	160	0
187,349	Male	43	1	28	0	1-2 Year	Yes	2,630	26	111	0
176,877	Female	24	1	14	1	< 1 Year	No	22,005	152	92	0
30,388	Male	36	1	46	1	1-2 Year	No	2,630	124	131	0
106,854	Female	41	1	28	1	1-2 Year	Yes	43,149	26	234	0
163,424	Female	24	1	29	0	< 1 Year	Yes	19,695	151	277	0
375,462	Male	44	1	28	0	1-2 Year	Yes	39,621	26	93	1
191,732	Male	43	1	28	1	1-2 Year	No	48,427	26	11	0
24,934	Male	26	1	34	1	1-2 Year	No	32,189	124	101	0
384,726	Male	23	1	8	1	< 1 Year	No	37,319	152	283	0
225,637	Female	45	1	28	0	1-2 Year	Yes	36,208	26	124	0
277,624	Female	22	1	14	1	< 1 Year	No	63,702	152	141	0
283,025	Male	28	1	39	1	< 1 Year	No	2,630	152	183	0
52,656	Male	53	1	28	0	> 2 Years	Yes	38,500	26	229	0
315,185	Male	25	1	17	1	< 1 Year	No	42,139	152	155	0
504,871	Male	35	1	35	0	1-2 Year	Yes	2,630	156	276	1
190,002	Female	34	1	28	1	1-2 Year	No	2,630	156	161	0
30,870	Male	36	1	37	0	1-2 Year	Yes	43,076	26	226	0
251,879	Male	24	1	37	0	< 1 Year	Yes	22,259	152	38	0
400,373	Female	26	1	30	1	< 1 Year	No	34,690	152	30	0
313,584	Female	35	1	46	1	1-2 Year	No	23,555	152	20	0
237,238	Female	23	1	50	0	< 1 Year	No	2,630	152	240	0
299,204	Female	28	1	28	1	< 1 Year	No	39,330	152	252	0
461,817	Female	25	1	21	1	< 1 Year	No	40,140	152	213	0
350,345	Male	57	1	8	1	1-2 Year	No	47,053	124	16	0
207,138	Male	75	1	0	0	1-2 Year	Yes	2,630	124	84	0
414,837	Male	45	1	24	0	1-2 Year	Yes	26,131	124	258	1
5,471	Male	57	1	8	0	> 2 Years	Yes	2,630	26	271	1
108,269	Male	43	1	37	1	1-2 Year	No	39,904	124	258	0
343,859	Male	71	1	29	1	1-2 Year	No	33,569	26	287	0
41,935	Female	39	1	28	1	1-2 Year	No	42,372	26	14	0
309,671	Female	23	1	2	1	< 1 Year	No	29,385	152	77	0
77,058	Male	59	1	11	1	1-2 Year	No	27,961	26	92	0
23,151	Male	39	1	28	0	1-2 Year	Yes	2,630	122	79	0
38,081	Female	57	1	28	1	1-2 Year	Yes	55,593	26	13	0
382,181	Male	23	1	45	1	< 1 Year	No	30,414	151	213	0
17,843	Male	39	1	1	0	1-2 Year	Yes	2,630	150	232	0
138,154	Male	62	1	47	0	1-2 Year	Yes	33,369	16	233	0
145,393	Male	69	1	28	0	1-2 Year	Yes	72,000	26	103	1
7,583	Male	34	1	18	0	1-2 Year	Yes	43,512	124	276	0
29,229	Female	24	1	25	0	< 1 Year	No	32,213	160	40	0
115,628	Male	61	1	3	0	1-2 Year	Yes	48,422	26	116	0
379,212	Female	43	1	11	0	1-2 Year	Yes	2,630	156	82	1
209,764	Male	44	1	28	1	1-2 Year	No	28,818	26	133	0
235,680	Male	55	1	8	0	1-2 Year	Yes	65,750	7	152	0
92,784	Male	52	1	28	1	1-2 Year	No	25,381	26	39	0
312,056	Male	24	1	46	1	< 1 Year	No	35,243	152	86	0
61,760	Female	29	1	25	1	< 1 Year	Yes	20,381	152	65	0
46,628	Male	26	1	35	0	< 1 Year	Yes	36,908	124	195	1
26,106	Female	32	1	10	1	< 1 Year	No	24,902	152	296	0
284,775	Male	54	1	7	0	1-2 Year	Yes	2,630	26	49	0
57,205	Female	43	1	41	0	1-2 Year	No	2,630	12	206	0
79,561	Male	22	1	46	1	< 1 Year	No	27,421	152	190	0
1,162	Female	21	1	12	0	< 1 Year	Yes	2,630	152	149	0
129,391	Male	47	1	28	0	1-2 Year	Yes	38,924	124	27	0
61,897	Female	26	1	8	1	< 1 Year	No	39,741	152	224	0
105,428	Male	41	1	48	1	1-2 Year	No	2,630	124	82	0
360,489	Female	25	1	8	1	< 1 Year	No	28,958	152	112	0
473,226	Male	57	1	28	1	1-2 Year	No	25,582	19	43	0
202,817	Male	26	1	30	1	< 1 Year	No	37,663	152	230	0
490,245	Female	27	1	28	1	< 1 Year	No	32,420	152	277	0
409,724	Male	43	1	28	0	> 2 Years	Yes	50,006	26	14	1
67,340	Male	24	1	41	0	< 1 Year	Yes	26,669	152	29	0
5,320	Male	59	1	28	0	1-2 Year	Yes	33,656	26	20	1
318,683	Female	24	1	10	1	< 1 Year	No	34,011	152	38	0
364,068	Female	30	1	46	0	1-2 Year	Yes	23,194	124	44	0
184,966	Female	21	1	28	1	< 1 Year	No	63,505	153	123	0
67,012	Male	40	1	8	0	1-2 Year	Yes	28,245	124	283	1
105,182	Male	37	1	46	1	1-2 Year	No	40,060	160	10	0
250,820	Female	26	1	8	1	< 1 Year	No	30,085	152	282	0
262,095	Male	29	1	36	0	< 1 Year	Yes	31,964	152	278	1
154,037	Female	21	1	15	0	< 1 Year	Yes	45,744	152	255	0
181,146	Male	74	1	36	1	1-2 Year	No	41,140	26	294	0
415,169	Female	21	1	46	1	< 1 Year	No	33,750	160	127	0
362,100	Male	24	1	35	1	< 1 Year	No	28,555	152	131	0
463,159	Male	74	1	28	1	1-2 Year	No	50,668	52	23	0
329,098	Male	24	1	33	0	< 1 Year	Yes	33,962	152	281	0

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