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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
46,997	Female	23	1	15	0	< 1 Year	Yes	50,940	152	238	0
2,560	Male	35	1	31	0	1-2 Year	No	2,630	26	179	0
69,751	Female	47	1	28	0	1-2 Year	Yes	34,665	26	180	0
329,832	Female	69	1	8	0	1-2 Year	No	47,503	26	253	0
452,940	Female	26	1	8	1	< 1 Year	No	33,950	152	209	0
201,471	Female	36	1	35	1	1-2 Year	No	20,520	152	66	0
69,169	Male	77	1	50	1	1-2 Year	Yes	37,999	30	195	0
120,909	Female	27	1	21	1	< 1 Year	No	36,495	152	167	0
349,402	Male	52	1	7	1	1-2 Year	No	31,376	124	239	0
49,605	Female	21	1	16	1	< 1 Year	No	31,498	160	20	0
77,592	Male	33	1	26	0	1-2 Year	Yes	2,630	157	281	1
401,956	Male	23	1	3	1	< 1 Year	No	28,055	160	67	0
471,976	Male	52	1	28	1	1-2 Year	No	47,647	52	110	0
309,948	Male	46	1	40	0	1-2 Year	Yes	25,183	26	202	1
41,997	Female	75	1	18	1	1-2 Year	Yes	2,630	3	296	0
291,607	Male	55	1	8	1	1-2 Year	No	30,085	7	153	0
469,847	Male	43	1	38	0	1-2 Year	Yes	34,739	26	37	1
150,528	Female	32	1	12	1	< 1 Year	No	24,497	152	163	0
293,792	Male	24	1	28	1	< 1 Year	No	68,435	152	295	0
165,273	Female	30	1	28	1	< 1 Year	No	37,415	152	279	0
56,232	Female	22	1	46	1	< 1 Year	No	25,211	160	179	0
50,870	Female	21	1	30	0	1-2 Year	Yes	28,305	156	14	0
15,528	Female	24	1	25	0	< 1 Year	No	31,814	152	148	0
42,652	Male	29	1	36	0	< 1 Year	Yes	32,296	152	280	1
165,372	Male	54	1	28	0	1-2 Year	Yes	39,470	26	61	0
303,452	Male	29	1	41	0	< 1 Year	Yes	54,074	26	114	0
144,295	Female	26	1	45	0	< 1 Year	Yes	28,781	152	52	0
279,347	Male	20	1	37	0	< 1 Year	No	23,742	160	203	0
417,064	Male	52	1	11	1	1-2 Year	No	30,353	26	290	0
377,419	Male	74	1	33	0	1-2 Year	Yes	2,630	156	39	1
425,508	Male	51	1	24	0	1-2 Year	Yes	34,754	26	205	1
285,800	Male	36	1	48	0	1-2 Year	Yes	2,630	154	205	0
99,693	Female	24	1	8	1	< 1 Year	No	39,992	152	155	0
270,402	Female	21	1	24	1	< 1 Year	No	37,246	152	272	0
438,888	Female	25	1	29	1	< 1 Year	No	36,489	152	177	0
59,294	Male	79	1	18	0	1-2 Year	Yes	47,821	124	29	0
324,523	Male	42	1	8	1	1-2 Year	No	31,316	124	187	0
303,361	Male	62	1	28	1	1-2 Year	No	2,630	26	66	0
218,285	Female	21	1	8	0	< 1 Year	Yes	31,160	160	176	0
288,848	Male	25	1	8	1	< 1 Year	No	34,351	152	276	0
352,472	Male	26	1	48	1	< 1 Year	No	2,630	152	225	0
454,610	Male	58	1	41	1	1-2 Year	No	33,434	26	154	0
32,700	Female	40	1	28	0	1-2 Year	Yes	30,693	26	28	0
477,977	Female	28	1	28	1	< 1 Year	No	48,516	152	256	0
268,449	Female	25	1	36	1	< 1 Year	No	2,630	152	136	0
373,874	Female	61	1	33	0	1-2 Year	Yes	2,630	156	241	0
255,933	Male	61	1	41	1	1-2 Year	Yes	35,071	124	88	0
97,716	Male	23	1	8	0	< 1 Year	Yes	48,976	152	230	0
241,377	Female	64	1	28	0	1-2 Year	Yes	58,503	124	207	0
459,694	Male	46	1	23	0	1-2 Year	Yes	21,768	26	146	1
248,489	Female	45	1	28	0	> 2 Years	Yes	39,749	124	203	0
15,662	Male	46	1	28	0	> 2 Years	Yes	41,081	25	60	0
182,941	Male	38	1	29	0	1-2 Year	Yes	27,886	124	198	0
322,623	Male	41	1	28	0	1-2 Year	Yes	35,585	154	137	0
123,290	Male	24	1	41	0	< 1 Year	Yes	55,839	152	281	0
311,608	Male	41	1	3	1	1-2 Year	No	46,046	26	209	0
379,009	Male	22	1	47	1	< 1 Year	No	32,364	152	268	0
58,302	Female	23	1	29	1	< 1 Year	No	41,007	152	64	0
422,862	Male	33	1	41	1	< 1 Year	No	2,630	152	220	0
134,423	Male	22	1	6	1	< 1 Year	No	29,458	26	293	0
478,077	Female	43	1	28	0	1-2 Year	Yes	43,137	124	212	1
426,856	Male	52	1	2	1	1-2 Year	No	20,989	124	157	0
462,733	Female	35	1	3	0	1-2 Year	Yes	2,630	156	20	1
142,796	Male	41	1	7	0	1-2 Year	Yes	23,172	124	282	0
168,631	Female	27	1	7	1	< 1 Year	No	34,245	152	127	0
238,562	Male	49	1	15	0	1-2 Year	Yes	32,483	124	29	0
109,644	Female	21	1	36	1	< 1 Year	No	34,821	152	137	0
60,246	Female	22	1	3	1	< 1 Year	No	22,597	152	297	0
178,390	Female	54	1	11	1	1-2 Year	No	2,630	154	290	0
42,308	Male	46	1	28	0	1-2 Year	Yes	36,308	26	268	1
478,531	Male	26	1	24	1	< 1 Year	No	30,069	152	132	0
143,102	Male	69	1	28	0	1-2 Year	Yes	31,875	124	262	0
491,292	Male	28	1	11	1	< 1 Year	No	19,689	152	103	0
214,325	Male	21	1	8	1	< 1 Year	No	48,036	160	215	0
361,172	Male	24	1	32	1	< 1 Year	No	23,197	152	140	0
58,200	Male	40	1	28	0	1-2 Year	No	24,372	26	31	0
249,251	Male	51	1	18	0	1-2 Year	Yes	27,955	26	85	1
215,584	Female	70	1	28	0	1-2 Year	Yes	41,903	26	216	0
268,589	Female	28	1	28	1	< 1 Year	No	33,138	152	112	0
388,489	Female	52	1	28	1	1-2 Year	No	30,399	26	179	0
87,086	Male	25	1	29	0	< 1 Year	Yes	29,371	152	241	1
51,011	Female	26	1	28	1	< 1 Year	No	44,581	152	21	0
196,558	Female	64	1	28	0	1-2 Year	Yes	44,307	122	132	0
194,746	Male	45	1	3	0	1-2 Year	Yes	2,630	124	257	1
295,763	Female	42	1	33	0	> 2 Years	Yes	40,301	124	166	0
211,175	Male	33	1	3	1	< 1 Year	No	35,056	152	298	0
205,926	Male	53	1	28	0	1-2 Year	Yes	46,326	122	291	0
392,630	Female	22	1	33	1	< 1 Year	No	29,033	152	37	0
94,124	Female	29	1	6	1	< 1 Year	No	25,545	152	159	0
55,523	Male	22	1	41	0	< 1 Year	Yes	44,553	152	98	1
90,030	Female	23	1	37	0	< 1 Year	Yes	46,928	152	29	1
329,236	Male	51	1	28	0	1-2 Year	Yes	2,630	26	12	0
35,151	Female	21	1	30	1	< 1 Year	No	26,024	160	112	0
25,930	Male	38	1	46	1	1-2 Year	No	29,334	26	52	0
107,014	Male	66	1	4	0	1-2 Year	Yes	38,491	26	248	0
234,490	Female	58	1	28	1	1-2 Year	No	38,612	25	124	0
178,588	Male	32	1	11	1	1-2 Year	No	38,939	124	17	0
373,307	Female	50	1	46	0	1-2 Year	Yes	29,425	26	258	1
62,453	Male	64	1	46	0	1-2 Year	Yes	28,031	154	51	1
291,992	Male	23	1	35	1	< 1 Year	No	42,736	152	16	0

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