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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
344,129	Female	24	1	28	1	< 1 Year	No	88,664	152	197	0
49,070	Female	39	1	28	0	> 2 Years	Yes	26,351	124	105	0
364,079	Female	22	1	6	1	< 1 Year	No	15,675	152	275	0
154,890	Male	44	1	11	1	1-2 Year	No	2,630	124	11	0
228,257	Female	34	1	28	0	1-2 Year	Yes	2,630	158	34	1
329,093	Female	43	1	28	0	1-2 Year	Yes	33,943	26	288	1
86,703	Male	61	1	28	0	1-2 Year	Yes	2,630	124	20	1
467,215	Female	45	1	28	0	1-2 Year	Yes	50,156	26	64	1
308,740	Male	26	1	29	1	< 1 Year	No	66,938	152	292	0
165,448	Female	26	1	47	1	< 1 Year	No	19,181	152	66	0
317,623	Male	42	1	3	0	1-2 Year	No	33,998	124	77	1
287,869	Male	55	1	28	1	1-2 Year	No	55,172	26	244	0
99,394	Male	67	1	8	1	1-2 Year	No	48,887	26	52	0
102,821	Male	73	1	28	0	1-2 Year	Yes	38,460	124	156	0
286,234	Male	25	1	12	1	< 1 Year	No	30,256	152	196	0
98,224	Female	40	1	28	1	1-2 Year	No	31,945	122	106	0
236,332	Male	37	1	28	0	1-2 Year	Yes	27,246	124	105	0
389,194	Male	57	1	28	0	1-2 Year	Yes	26,912	26	25	1
56,616	Female	40	1	39	0	1-2 Year	Yes	2,630	156	117	0
349,528	Male	37	1	50	0	1-2 Year	Yes	37,095	124	77	0
352,744	Male	54	1	39	0	1-2 Year	No	28,334	124	193	0
58,843	Male	53	1	28	1	1-2 Year	No	42,578	26	59	0
321,401	Male	61	1	28	0	> 2 Years	Yes	50,920	13	237	0
74,574	Male	53	1	28	0	1-2 Year	No	40,665	122	221	0
284,966	Male	46	1	3	1	1-2 Year	Yes	43,391	26	62	0
48,649	Female	71	1	28	0	1-2 Year	Yes	2,630	156	269	0
297,233	Female	22	1	30	1	< 1 Year	No	25,789	152	215	0
222,078	Male	52	1	5	0	1-2 Year	Yes	2,630	26	270	0
166,626	Male	22	1	21	0	< 1 Year	Yes	37,173	152	175	1
454,031	Male	25	1	8	1	< 1 Year	No	41,387	152	231	0
9,936	Male	25	1	50	0	< 1 Year	Yes	34,462	152	20	0
314,467	Male	66	1	28	0	> 2 Years	Yes	57,873	26	238	0
216,955	Male	45	1	18	0	1-2 Year	Yes	33,526	124	239	0
113,859	Male	42	1	28	0	1-2 Year	Yes	33,380	124	64	1
360,078	Male	23	1	41	1	< 1 Year	No	30,393	152	291	0
414,737	Female	80	1	28	1	1-2 Year	No	37,319	124	292	0
427,633	Female	27	1	3	1	< 1 Year	No	37,012	152	204	0
276,989	Female	27	1	9	1	< 1 Year	No	32,687	152	200	0
117,636	Female	32	1	41	1	1-2 Year	No	21,511	124	91	0
279,296	Male	23	1	15	0	< 1 Year	Yes	29,756	160	11	0
101,053	Female	45	1	28	0	1-2 Year	Yes	2,630	124	270	0
418,868	Female	29	1	50	1	< 1 Year	No	32,372	152	118	0
323,024	Male	44	1	3	0	1-2 Year	Yes	34,105	124	292	1
119,907	Male	34	1	1	0	1-2 Year	Yes	2,630	124	69	0
205,968	Male	22	1	28	0	< 1 Year	Yes	46,880	152	48	0
332,417	Male	59	1	30	0	> 2 Years	Yes	2,630	26	63	1
370,959	Female	27	1	46	1	< 1 Year	No	30,298	152	230	0
129,936	Male	43	1	30	0	1-2 Year	Yes	36,037	26	232	1
34,153	Male	66	1	18	0	1-2 Year	No	27,283	26	215	0
36,200	Male	57	1	28	0	> 2 Years	Yes	39,276	26	252	1
222,302	Female	21	1	3	0	< 1 Year	No	2,630	152	275	0
330,147	Male	57	1	8	0	1-2 Year	Yes	48,296	124	270	0
362,618	Male	34	1	41	0	1-2 Year	Yes	34,930	124	274	0
416,559	Male	24	1	8	1	< 1 Year	No	38,519	152	247	0
63,858	Female	23	1	18	0	< 1 Year	Yes	38,841	152	23	0
335,807	Female	22	1	3	0	< 1 Year	Yes	39,753	152	137	0
297,189	Female	33	1	28	0	1-2 Year	Yes	28,251	124	153	0
460,290	Female	30	1	41	1	< 1 Year	No	37,421	152	228	0
294,625	Female	48	1	28	1	1-2 Year	Yes	2,630	157	210	0
322,607	Female	28	1	18	1	< 1 Year	No	33,583	152	263	0
361,808	Male	59	1	28	0	1-2 Year	No	25,490	26	229	0
371,489	Male	46	1	28	0	1-2 Year	Yes	42,738	13	107	0
207,546	Female	23	1	46	1	< 1 Year	No	50,577	152	290	0
190,872	Female	20	1	15	1	< 1 Year	No	34,273	160	51	0
220,736	Female	57	1	33	0	1-2 Year	Yes	2,630	124	210	0
377,799	Male	21	1	8	1	< 1 Year	No	29,600	152	211	0
418,134	Female	22	1	41	1	< 1 Year	No	48,752	152	252	0
19,540	Male	35	1	30	0	1-2 Year	No	31,217	124	67	0
293,829	Female	50	1	18	0	1-2 Year	Yes	38,284	124	13	0
378,395	Male	24	1	41	0	< 1 Year	Yes	28,445	152	289	0
291,537	Female	45	1	28	0	1-2 Year	Yes	24,555	157	193	0
268,195	Male	46	1	28	0	1-2 Year	Yes	77,901	155	296	0
398,917	Male	31	1	33	0	< 1 Year	Yes	54,966	156	189	1
337,207	Male	44	1	41	0	1-2 Year	Yes	28,606	163	86	0
17,211	Female	41	1	28	0	1-2 Year	Yes	45,107	124	238	0
360,704	Female	49	1	28	1	1-2 Year	No	26,320	26	117	0
316,178	Male	23	1	47	0	< 1 Year	Yes	34,489	151	83	0
205,921	Female	22	1	32	0	< 1 Year	Yes	2,630	160	58	0
26,087	Male	51	1	46	0	1-2 Year	Yes	25,480	21	246	0
350,420	Male	27	1	35	0	< 1 Year	Yes	61,468	152	74	1
221,066	Male	70	1	30	1	1-2 Year	No	40,836	140	139	0
182,694	Female	48	1	33	1	1-2 Year	No	2,630	124	170	0
79,928	Male	22	1	8	1	< 1 Year	No	37,686	152	36	0
123,003	Female	46	1	8	0	1-2 Year	Yes	35,930	124	210	0
238,868	Male	53	1	8	0	1-2 Year	Yes	43,278	26	195	0
124,409	Female	24	1	50	0	< 1 Year	Yes	21,324	160	63	0
352,059	Male	33	1	28	0	< 1 Year	Yes	2,630	156	238	0
231,132	Male	23	1	2	0	< 1 Year	Yes	35,788	152	182	0
375,251	Female	22	1	47	0	< 1 Year	Yes	29,077	152	246	0
507,627	Female	25	1	11	1	< 1 Year	No	43,014	152	291	0
379,481	Female	35	1	48	0	1-2 Year	Yes	2,630	124	125	0
240,184	Male	53	1	28	0	> 2 Years	Yes	44,736	26	10	0
27,248	Female	62	1	8	1	1-2 Year	No	27,592	26	271	0
166,379	Male	64	1	28	0	> 2 Years	Yes	28,667	26	228	0
278,146	Male	60	1	28	0	> 2 Years	Yes	47,684	26	56	0
312,155	Female	27	1	48	0	< 1 Year	Yes	2,630	156	114	1
23,247	Male	50	1	28	0	1-2 Year	Yes	62,522	26	57	0
419,577	Male	60	1	28	0	> 2 Years	Yes	34,510	26	108	1
231,707	Male	44	1	50	0	1-2 Year	Yes	36,166	124	219	0
130,323	Male	64	1	14	0	1-2 Year	No	24,701	124	205	0

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