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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
396,631	Female	32	1	41	1	< 1 Year	No	52,998	152	158	0
72,572	Male	24	1	28	0	< 1 Year	Yes	53,925	26	218	0
248,835	Male	69	1	28	0	1-2 Year	Yes	48,858	26	218	0
40,297	Male	28	1	28	1	< 1 Year	No	29,236	152	13	0
373,118	Female	35	1	30	1	1-2 Year	No	2,630	151	15	0
333,210	Female	21	1	46	0	< 1 Year	Yes	30,428	152	224	0
413,676	Female	69	1	28	1	1-2 Year	No	51,502	152	238	0
332,911	Male	62	1	49	1	1-2 Year	No	32,036	124	68	0
279,428	Female	41	1	8	1	1-2 Year	No	38,230	124	206	0
33,701	Male	53	1	28	0	1-2 Year	Yes	40,998	163	167	0
321,968	Female	60	1	28	1	1-2 Year	Yes	41,546	124	31	0
9,522	Male	44	1	8	0	1-2 Year	No	33,349	124	60	0
296,610	Male	46	1	21	0	1-2 Year	Yes	25,186	124	13	0
338,877	Male	38	1	14	0	1-2 Year	Yes	2,630	157	53	1
166,785	Male	49	1	18	0	1-2 Year	Yes	2,630	124	118	0
68,869	Male	54	1	28	0	1-2 Year	Yes	29,422	124	64	0
72,876	Female	42	1	8	1	1-2 Year	No	47,762	7	67	0
333,081	Female	23	1	28	1	< 1 Year	No	26,459	152	67	0
54,389	Female	27	1	13	0	< 1 Year	Yes	33,125	152	28	0
20,641	Male	55	1	28	0	1-2 Year	Yes	39,020	61	37	0
183,908	Female	26	1	15	0	< 1 Year	Yes	2,630	160	241	0
254,247	Male	75	1	50	0	1-2 Year	No	31,477	8	19	0
138,521	Male	75	1	28	0	1-2 Year	Yes	39,008	122	152	0
291,371	Male	38	1	28	0	> 2 Years	Yes	55,078	26	97	1
131,656	Female	45	1	28	0	1-2 Year	Yes	30,500	26	140	0
175,344	Female	27	1	9	1	< 1 Year	No	25,114	160	195	0
48,609	Male	29	1	28	1	< 1 Year	No	29,580	152	229	0
334,070	Female	56	1	9	0	1-2 Year	Yes	40,955	124	23	0
161,261	Male	25	1	6	1	< 1 Year	No	15,111	152	286	0
457,944	Female	24	1	51	1	< 1 Year	No	43,778	152	167	0
204,626	Male	25	1	15	0	< 1 Year	Yes	2,630	152	128	0
247,300	Male	55	1	8	0	1-2 Year	Yes	45,671	19	203	0
157,638	Male	26	1	50	0	< 1 Year	Yes	52,597	124	70	0
263,146	Male	40	1	28	0	> 2 Years	Yes	45,730	124	83	0
319,402	Female	43	1	8	1	1-2 Year	No	31,840	124	46	0
201,316	Male	59	1	28	0	1-2 Year	Yes	37,726	26	182	1
218,124	Male	43	1	15	1	1-2 Year	No	31,177	14	139	0
105,886	Male	60	1	40	1	1-2 Year	No	2,630	16	108	0
497,953	Male	42	1	18	0	1-2 Year	Yes	2,630	26	268	1
100,682	Female	28	1	23	0	< 1 Year	Yes	50,371	152	178	0
105,625	Female	22	1	15	0	< 1 Year	Yes	30,158	152	105	0
194,191	Male	43	1	28	0	1-2 Year	No	25,227	59	212	0
316,320	Male	23	1	28	0	< 1 Year	Yes	41,562	151	34	0
464,981	Male	61	1	11	1	1-2 Year	No	34,964	26	185	0
244,923	Female	33	1	8	1	< 1 Year	No	46,556	152	48	0
193,960	Male	22	1	30	1	< 1 Year	No	29,705	152	50	0
52,072	Female	46	1	24	0	1-2 Year	Yes	38,232	26	99	1
397,475	Male	61	1	28	1	1-2 Year	No	28,693	26	227	0
50,649	Male	52	1	28	0	1-2 Year	Yes	46,785	26	56	0
227,003	Female	31	1	41	1	< 1 Year	No	43,234	152	84	0
386,397	Male	24	1	8	1	< 1 Year	No	39,989	152	273	0
360,339	Male	47	1	28	0	1-2 Year	Yes	28,933	154	140	1
342,873	Female	29	1	21	1	< 1 Year	No	28,905	152	95	0
244,853	Male	47	1	33	1	1-2 Year	Yes	34,010	124	148	0
333,775	Male	44	1	15	0	1-2 Year	Yes	2,630	124	87	0
135,580	Female	25	1	50	1	< 1 Year	No	32,888	152	133	0
150,804	Male	45	1	39	0	1-2 Year	Yes	41,609	26	130	0
366,273	Female	20	1	15	0	< 1 Year	Yes	34,185	160	164	0
143,224	Female	31	1	28	1	< 1 Year	No	34,651	152	173	0
416,429	Female	28	1	47	1	< 1 Year	No	34,916	152	81	0
11,835	Male	33	1	11	1	< 1 Year	No	2,630	152	109	0
389,724	Female	24	1	8	1	< 1 Year	No	32,205	152	133	0
323,548	Male	30	1	2	0	1-2 Year	Yes	36,898	124	82	1
207,567	Male	67	1	13	0	1-2 Year	Yes	23,069	26	27	0
251,075	Male	72	1	3	0	1-2 Year	Yes	23,098	26	216	0
259,476	Male	21	1	46	1	< 1 Year	No	35,895	152	234	0
177,780	Male	23	1	18	1	< 1 Year	No	76,448	152	129	0
420,937	Male	39	1	46	0	1-2 Year	Yes	25,485	124	255	1
343,484	Male	74	1	28	0	> 2 Years	Yes	57,583	124	293	0
68,833	Male	47	1	46	0	1-2 Year	Yes	2,630	26	147	0
432,082	Male	24	1	46	1	< 1 Year	No	17,225	152	275	0
72,584	Female	41	1	41	0	1-2 Year	Yes	34,009	61	92	0
251,991	Female	23	1	11	1	< 1 Year	No	38,164	152	164	0
506,442	Female	45	1	41	0	1-2 Year	Yes	35,896	26	245	1
41,920	Male	21	1	49	0	< 1 Year	Yes	37,709	152	221	0
45,297	Female	48	1	41	1	1-2 Year	No	28,367	124	118	0
41,550	Female	26	1	8	0	< 1 Year	Yes	2,630	7	216	0
125,348	Female	22	1	34	1	< 1 Year	No	2,630	152	123	0
377,996	Female	24	1	3	1	< 1 Year	No	22,967	152	181	0
369,332	Female	25	1	43	1	< 1 Year	No	21,040	152	201	0
437,629	Female	47	1	28	0	1-2 Year	Yes	24,838	26	241	1
58,838	Female	57	1	14	1	1-2 Year	No	28,859	25	74	0
157,137	Male	46	1	30	1	1-2 Year	No	11,882	152	168	0
211,384	Male	33	1	47	0	1-2 Year	No	41,654	154	11	0
403,513	Male	33	1	28	0	< 1 Year	Yes	40,536	26	280	1
489,563	Male	41	1	45	0	1-2 Year	Yes	36,284	26	34	1
220,384	Female	24	1	2	1	< 1 Year	No	29,294	152	221	0
332,593	Male	43	1	46	0	1-2 Year	Yes	30,683	124	160	0
170,964	Male	33	1	50	1	< 1 Year	No	37,183	152	135	0
484,817	Male	39	1	28	0	1-2 Year	Yes	53,958	124	208	1
200,195	Female	27	1	35	1	< 1 Year	No	29,338	152	64	0
415,743	Male	33	1	30	1	< 1 Year	No	24,737	152	18	0
142,348	Male	27	1	28	1	< 1 Year	No	37,762	152	21	0
27,867	Male	57	1	17	1	1-2 Year	No	41,212	124	55	0
91,378	Male	45	1	3	1	1-2 Year	No	29,967	124	248	0
309,285	Male	20	1	6	1	< 1 Year	No	25,535	160	269	0
85,421	Male	29	1	3	1	< 1 Year	No	26,307	152	123	0
453,756	Female	23	1	11	1	< 1 Year	No	2,630	26	23	0
378,364	Male	48	1	28	1	1-2 Year	No	30,883	26	186	0
88,587	Male	53	1	20	0	1-2 Year	Yes	2,630	26	218	0

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