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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
303,615	Male	41	1	28	0	1-2 Year	Yes	26,859	26	181	1
191,790	Male	67	1	28	0	> 2 Years	Yes	47,282	26	62	1
144,142	Male	24	1	29	1	< 1 Year	No	24,526	152	181	0
10,239	Male	50	1	28	0	1-2 Year	Yes	35,903	26	175	1
366,640	Male	54	1	3	0	> 2 Years	Yes	34,130	26	40	1
272,060	Male	21	1	8	1	< 1 Year	No	63,862	160	256	0
480,095	Male	46	1	29	0	1-2 Year	Yes	2,630	156	18	1
210,055	Female	23	1	10	1	< 1 Year	No	25,079	152	175	0
227,189	Female	28	1	36	1	< 1 Year	No	36,074	152	124	0
211,754	Female	23	1	28	0	< 1 Year	No	27,733	152	223	0
52,132	Male	69	1	47	1	1-2 Year	No	29,373	26	13	0
394,436	Male	50	1	46	0	1-2 Year	Yes	32,462	26	170	1
199,483	Female	23	1	16	1	< 1 Year	No	38,433	152	128	0
256,344	Female	29	1	18	1	< 1 Year	No	29,399	152	62	0
421,394	Male	60	1	28	0	> 2 Years	Yes	49,276	3	201	1
291,162	Male	26	1	29	1	< 1 Year	No	35,514	152	50	0
457,273	Male	37	1	18	0	1-2 Year	Yes	2,630	157	178	1
24,355	Male	23	1	18	1	< 1 Year	No	37,074	152	138	0
8,220	Male	59	1	28	1	1-2 Year	No	2,630	124	19	0
100,508	Male	35	1	30	0	> 2 Years	Yes	29,553	26	119	0
500,156	Female	28	1	30	1	< 1 Year	No	21,303	152	38	0
42,782	Female	22	1	28	0	< 1 Year	Yes	31,932	155	68	0
199,635	Male	24	1	3	1	< 1 Year	No	29,650	152	219	0
58,736	Male	65	1	28	1	1-2 Year	No	30,164	26	187	0
146,052	Male	48	1	28	0	1-2 Year	Yes	42,440	124	13	0
439,842	Female	29	1	30	1	< 1 Year	No	32,445	152	267	0
278,944	Female	45	1	19	0	1-2 Year	Yes	35,238	124	286	0
222,470	Male	46	1	28	0	1-2 Year	Yes	41,032	26	257	1
204,219	Male	37	1	39	0	1-2 Year	Yes	2,630	152	145	0
466,942	Female	25	1	15	1	< 1 Year	No	42,197	152	63	0
252,547	Male	39	1	8	0	1-2 Year	Yes	29,340	124	208	0
390,002	Male	21	1	6	1	< 1 Year	No	28,390	152	277	0
291,720	Male	27	1	11	1	< 1 Year	No	2,630	152	83	0
52,979	Female	20	1	13	0	< 1 Year	No	21,708	160	87	0
23,800	Male	25	1	6	1	< 1 Year	No	16,320	152	269	0
84,067	Male	24	1	28	1	< 1 Year	No	27,202	152	96	0
445,679	Male	72	1	50	1	1-2 Year	No	40,761	124	271	0
214,412	Male	76	1	9	0	1-2 Year	Yes	53,824	124	31	1
203,644	Male	31	1	50	1	< 1 Year	No	26,980	152	188	0
119,882	Female	20	1	30	1	< 1 Year	No	29,604	160	219	0
313,924	Male	43	1	13	0	1-2 Year	Yes	27,887	124	203	1
120,530	Female	35	1	45	0	1-2 Year	Yes	2,630	156	262	0
80,458	Female	26	1	41	1	< 1 Year	No	32,873	152	246	0
142,974	Male	64	1	28	0	1-2 Year	Yes	29,870	26	178	1
75,924	Male	30	1	11	1	1-2 Year	No	25,291	26	116	0
163,541	Male	32	1	6	0	< 1 Year	Yes	27,524	156	187	1
170,563	Female	53	1	28	0	1-2 Year	Yes	2,630	157	243	0
219,633	Male	77	1	33	0	> 2 Years	Yes	50,273	26	225	0
296,108	Female	54	1	41	0	1-2 Year	Yes	29,401	124	49	1
444,758	Male	25	1	2	1	< 1 Year	No	40,740	152	66	0
203,086	Male	36	1	46	1	1-2 Year	No	30,892	124	227	0
123,855	Male	65	1	30	1	1-2 Year	No	23,069	26	136	0
207,454	Male	23	1	18	1	< 1 Year	No	51,584	152	126	0
392,502	Female	65	1	6	1	1-2 Year	No	2,630	26	288	0
56,187	Male	40	1	48	1	1-2 Year	No	2,630	124	231	0
190,400	Female	25	1	33	0	< 1 Year	Yes	29,265	152	182	0
314,007	Male	69	1	28	0	1-2 Year	Yes	31,270	124	76	0
349,323	Female	27	1	41	1	< 1 Year	No	33,862	152	202	0
241,439	Female	38	1	28	0	1-2 Year	Yes	2,630	13	235	1
317,173	Female	23	1	15	1	< 1 Year	No	46,475	152	176	0
275,547	Male	41	1	28	1	1-2 Year	Yes	48,162	26	158	0
490,180	Male	44	1	28	0	1-2 Year	Yes	68,410	124	28	1
338,647	Female	26	1	46	1	< 1 Year	No	29,957	152	248	0
211,962	Female	63	1	28	0	1-2 Year	Yes	36,852	26	71	0
184,310	Female	41	1	28	1	1-2 Year	No	53,831	26	76	0
293,654	Male	23	1	30	1	< 1 Year	No	23,522	152	203	0
142,539	Female	21	1	28	0	< 1 Year	Yes	2,630	156	63	0
451,499	Female	24	1	11	1	< 1 Year	No	36,839	152	73	0
227,040	Male	44	1	28	0	1-2 Year	Yes	144,473	26	242	0
361,128	Male	72	1	28	0	1-2 Year	Yes	2,630	124	28	0
412	Female	25	1	40	0	< 1 Year	Yes	39,361	152	104	0
430,655	Female	25	1	6	1	< 1 Year	No	24,072	152	64	0
456,882	Female	25	1	6	1	< 1 Year	No	32,819	152	133	0
191,279	Female	40	1	30	0	1-2 Year	Yes	25,368	124	36	0
136,631	Male	22	1	30	1	< 1 Year	No	39,387	152	210	0
420,641	Male	33	1	38	0	1-2 Year	Yes	19,593	124	220	1
351,236	Female	22	1	45	0	< 1 Year	Yes	2,630	160	183	0
308,235	Male	23	1	30	0	< 1 Year	Yes	24,734	152	225	0
92,806	Female	46	1	28	0	> 2 Years	Yes	33,781	26	75	0
230,460	Male	22	1	8	1	< 1 Year	No	30,736	152	22	0
464,946	Female	23	1	6	1	< 1 Year	No	22,409	152	234	0
216,175	Female	46	1	4	1	1-2 Year	No	27,050	124	83	0
165,793	Male	57	1	28	1	1-2 Year	No	58,819	152	260	0
33,474	Female	31	1	28	1	< 1 Year	Yes	27,401	152	119	0
90,688	Male	52	1	50	1	1-2 Year	No	30,161	26	183	0
238,198	Male	23	1	30	1	< 1 Year	No	21,953	152	117	0
398,059	Male	33	1	3	0	1-2 Year	Yes	2,630	156	51	1
245,350	Female	22	1	10	1	< 1 Year	No	2,630	152	247	0
1,312	Male	63	1	28	0	1-2 Year	Yes	57,914	42	168	0
37,196	Female	24	1	49	0	< 1 Year	No	2,630	151	41	0
410,462	Male	20	1	15	1	< 1 Year	No	41,103	160	164	0
94,923	Female	28	1	8	1	< 1 Year	No	39,689	152	142	0
431,243	Male	50	1	15	1	1-2 Year	No	37,798	124	262	0
402,726	Female	27	1	28	1	< 1 Year	No	54,038	152	139	0
362,460	Male	44	1	8	0	1-2 Year	Yes	30,898	26	204	0
201,548	Female	48	1	38	0	1-2 Year	Yes	25,329	26	82	0
304,922	Female	22	1	26	0	< 1 Year	Yes	27,587	152	93	0
121,109	Female	48	1	20	1	1-2 Year	No	2,630	124	196	0
365,582	Female	24	1	8	1	< 1 Year	No	26,741	152	158	0
109,552	Female	28	1	30	1	< 1 Year	No	21,742	152	290	0

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