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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
457,733	Male	25	1	46	1	< 1 Year	No	18,827	152	156	0
238,670	Male	41	1	20	0	1-2 Year	Yes	2,630	26	145	0
6,656	Female	51	1	28	1	1-2 Year	No	29,194	122	114	0
214,766	Male	27	1	12	0	< 1 Year	No	2,630	152	138	0
246,951	Male	26	1	14	1	< 1 Year	No	26,091	152	155	0
110,605	Male	39	1	11	1	1-2 Year	No	26,937	152	63	0
317,988	Male	32	1	28	0	1-2 Year	Yes	2,630	26	233	1
95,687	Male	28	1	7	0	< 1 Year	Yes	30,276	152	66	0
239,923	Female	25	1	8	1	< 1 Year	No	31,615	152	187	0
205,987	Male	74	1	28	0	> 2 Years	Yes	2,630	147	71	1
110,246	Male	23	1	28	1	< 1 Year	No	42,990	152	60	0
305,721	Female	53	1	22	0	1-2 Year	Yes	30,746	8	232	0
343,958	Male	28	1	28	1	< 1 Year	No	29,622	152	203	0
39,819	Female	57	1	28	1	1-2 Year	No	46,108	124	186	0
47,955	Female	34	1	28	1	1-2 Year	No	33,929	152	25	0
95,933	Female	21	1	28	0	1-2 Year	Yes	50,974	154	286	0
175,967	Male	21	1	8	0	< 1 Year	Yes	57,295	160	28	0
44,444	Female	64	1	8	0	1-2 Year	No	43,438	124	60	0
336,848	Female	45	1	35	0	1-2 Year	Yes	42,280	124	205	0
85,890	Male	23	1	11	1	< 1 Year	No	32,352	152	64	0
127,945	Male	43	1	8	0	1-2 Year	No	52,654	124	139	1
435,816	Male	45	1	8	0	1-2 Year	Yes	50,200	26	93	1
226,288	Female	44	1	1	0	1-2 Year	No	2,630	124	207	0
238	Male	28	1	15	1	< 1 Year	No	38,339	152	245	0
386,214	Female	53	1	28	0	1-2 Year	Yes	44,685	26	25	1
43,924	Male	53	1	41	0	1-2 Year	Yes	33,613	124	190	1
364,478	Male	28	1	13	0	1-2 Year	Yes	2,630	156	18	0
277,251	Female	22	1	16	1	< 1 Year	Yes	16,396	152	256	0
214,266	Female	26	1	45	1	< 1 Year	No	20,157	152	207	0
44,474	Female	22	1	13	0	< 1 Year	Yes	2,630	152	263	0
19,895	Male	51	1	8	1	1-2 Year	No	26,761	152	243	0
186,118	Female	61	1	28	0	1-2 Year	Yes	39,391	122	115	1
487,932	Male	29	1	37	1	< 1 Year	No	30,797	152	100	0
180,643	Male	42	1	41	0	> 2 Years	Yes	32,116	124	23	0
69,480	Male	30	1	8	1	1-2 Year	No	29,143	26	150	0
497,680	Male	44	1	8	0	1-2 Year	Yes	57,224	26	72	1
39,394	Female	47	1	28	1	1-2 Year	No	61,675	26	58	0
157,830	Male	73	1	48	0	1-2 Year	Yes	2,630	157	112	0
214,780	Male	23	1	27	1	< 1 Year	No	22,542	152	291	0
25,655	Female	23	1	28	1	< 1 Year	No	52,481	152	118	0
266,345	Female	49	1	48	1	1-2 Year	No	2,630	124	90	0
73,395	Female	39	1	15	0	1-2 Year	Yes	27,581	160	96	0
384,113	Male	30	1	46	1	< 1 Year	No	26,565	152	181	0
25,513	Female	26	1	13	0	< 1 Year	Yes	31,058	152	122	0
102,742	Female	23	1	9	1	< 1 Year	No	36,351	152	204	0
300,556	Male	56	1	50	0	1-2 Year	Yes	39,952	8	284	0
501,990	Female	45	1	28	0	1-2 Year	Yes	100,004	26	118	1
176,228	Male	21	1	2	0	< 1 Year	Yes	2,630	160	82	0
248,511	Female	22	1	21	1	< 1 Year	Yes	2,630	160	88	0
237,853	Male	44	1	28	0	1-2 Year	Yes	57,811	26	184	1
211,996	Male	59	1	41	0	1-2 Year	Yes	25,313	26	183	1
324,354	Male	57	1	8	1	1-2 Year	No	35,992	26	112	0
193,737	Male	58	1	28	0	1-2 Year	Yes	48,807	26	201	0
228,815	Male	42	1	28	0	1-2 Year	Yes	28,062	124	85	1
343,440	Female	23	1	9	0	< 1 Year	No	29,421	152	268	1
266,624	Male	21	1	30	0	< 1 Year	No	29,845	160	105	0
503,086	Male	46	1	28	0	1-2 Year	Yes	40,220	124	197	1
71,432	Male	48	1	12	0	1-2 Year	No	28,950	124	282	0
460,409	Female	25	1	18	1	< 1 Year	No	37,989	152	122	0
374,627	Male	47	1	28	0	1-2 Year	Yes	30,814	26	271	0
249,976	Male	54	1	28	0	> 2 Years	Yes	2,630	124	47	0
167,283	Female	29	1	46	1	< 1 Year	No	23,832	26	286	0
238,104	Female	31	1	27	0	< 1 Year	No	2,630	152	129	0
311,993	Male	25	1	36	1	< 1 Year	No	34,353	152	185	0
457,881	Female	60	1	10	1	1-2 Year	No	27,122	26	55	0
161,419	Male	69	1	28	0	1-2 Year	Yes	54,702	26	136	1
365,855	Male	46	1	28	0	1-2 Year	Yes	47,042	26	169	0
410,432	Male	45	1	8	1	1-2 Year	No	38,791	26	213	0
252,536	Male	48	1	48	0	1-2 Year	Yes	2,630	124	209	1
132,385	Female	25	1	29	1	< 1 Year	No	34,844	152	144	0
228,939	Female	25	1	8	1	< 1 Year	No	55,899	152	60	0
268,590	Male	59	1	46	0	1-2 Year	Yes	29,737	26	200	0
274,396	Female	21	1	8	1	< 1 Year	No	55,278	160	237	0
32,719	Male	24	1	28	1	< 1 Year	No	29,387	152	237	0
164,368	Female	46	1	46	0	1-2 Year	Yes	30,656	124	113	1
279,548	Female	45	1	11	0	1-2 Year	Yes	46,021	124	228	0
165,459	Male	23	1	15	1	< 1 Year	No	41,263	152	28	0
73,208	Male	23	1	11	1	< 1 Year	No	28,335	151	163	0
500,958	Female	25	1	30	1	< 1 Year	No	27,254	152	135	0
141,581	Male	23	1	28	0	< 1 Year	Yes	31,506	160	159	1
212,738	Male	42	1	11	0	1-2 Year	Yes	36,346	124	55	0
456,310	Female	22	1	46	1	< 1 Year	No	23,945	152	88	0
248,520	Male	45	1	50	0	1-2 Year	Yes	31,281	64	54	0
282,541	Female	62	1	41	0	1-2 Year	Yes	26,444	124	99	0
294,218	Female	68	1	28	0	1-2 Year	Yes	66,023	122	295	0
145,909	Male	53	1	28	0	1-2 Year	Yes	27,632	124	164	0
328,586	Female	26	1	20	0	< 1 Year	Yes	2,630	160	290	0
96,295	Male	33	1	28	1	< 1 Year	No	34,032	152	211	0
309,553	Female	27	1	47	0	< 1 Year	No	26,397	26	107	0
268,682	Male	70	1	21	0	1-2 Year	Yes	31,001	26	49	1
227,014	Female	48	1	28	0	1-2 Year	Yes	29,086	124	257	0
458,162	Male	35	1	23	0	1-2 Year	Yes	29,717	154	15	1
112,895	Male	30	1	35	1	< 1 Year	No	36,915	152	62	0
418,259	Female	59	1	28	0	1-2 Year	Yes	2,630	158	117	1
294,953	Female	25	1	16	0	< 1 Year	Yes	42,417	152	205	0
65,325	Female	51	1	29	0	1-2 Year	Yes	38,879	26	167	1
86,542	Male	27	1	46	1	< 1 Year	No	32,786	152	260	0
201,094	Female	25	1	15	1	< 1 Year	Yes	42,766	152	124	0
337,501	Male	46	1	28	0	1-2 Year	Yes	40,399	56	74	0
321,238	Male	44	1	28	0	1-2 Year	Yes	39,076	26	224	1

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