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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
402,570	Male	38	1	28	0	1-2 Year	Yes	28,242	124	255	1
349,356	Male	42	1	29	0	1-2 Year	Yes	2,630	26	217	0
478,477	Male	48	1	28	0	1-2 Year	Yes	54,161	124	188	1
230,253	Male	35	1	28	0	1-2 Year	Yes	39,157	26	87	0
486,783	Male	26	1	45	1	< 1 Year	No	24,443	152	53	0
339,101	Male	76	1	11	0	1-2 Year	No	20,010	26	84	0
312,204	Female	46	1	28	0	1-2 Year	Yes	2,630	124	151	0
47,259	Male	69	1	28	1	1-2 Year	No	43,794	55	62	0
228,721	Male	41	1	48	0	1-2 Year	No	2,630	124	107	0
204,613	Male	21	1	29	0	< 1 Year	Yes	26,867	152	256	0
141,570	Female	30	1	21	1	< 1 Year	No	30,449	152	230	0
454,724	Male	27	1	8	1	< 1 Year	No	33,738	152	118	0
67,916	Male	20	1	24	0	< 1 Year	Yes	27,448	160	259	0
501,218	Female	37	1	6	0	1-2 Year	Yes	19,180	154	208	1
69,684	Female	41	1	28	1	1-2 Year	Yes	2,630	156	39	0
212,309	Male	23	1	11	1	< 1 Year	No	27,602	152	106	0
166,630	Male	77	1	15	1	1-2 Year	No	37,191	26	109	0
172,302	Male	50	1	28	0	1-2 Year	Yes	44,311	124	138	0
25,531	Female	24	1	27	0	< 1 Year	Yes	26,132	152	44	0
230,179	Female	23	1	45	1	< 1 Year	No	19,104	152	27	0
80,393	Male	25	1	14	0	< 1 Year	Yes	25,741	152	215	0
269,062	Female	45	1	28	0	1-2 Year	Yes	35,489	154	62	0
253,429	Female	40	1	28	0	1-2 Year	No	59,483	13	269	0
422,127	Male	28	1	8	1	< 1 Year	No	26,696	152	290	0
75,420	Male	22	1	46	1	< 1 Year	No	35,362	152	118	0
53,228	Male	34	1	20	1	1-2 Year	Yes	2,630	156	34	0
12,114	Male	50	1	13	1	1-2 Year	Yes	37,461	124	108	0
50,400	Male	54	1	8	1	1-2 Year	No	44,811	124	270	0
229,242	Female	37	1	28	1	1-2 Year	No	31,318	152	293	0
193,994	Female	24	1	50	0	< 1 Year	No	45,957	152	179	0
487,200	Female	23	1	8	1	< 1 Year	No	34,582	152	276	0
260,241	Female	62	1	38	0	1-2 Year	Yes	36,483	124	246	0
211,469	Male	61	1	28	0	> 2 Years	Yes	41,128	124	175	1
462,931	Male	31	1	47	0	1-2 Year	Yes	24,658	124	58	1
76,365	Female	54	1	11	1	1-2 Year	No	2,630	26	278	0
216,468	Female	28	1	35	1	< 1 Year	No	31,193	152	13	0
501,517	Female	27	1	14	1	< 1 Year	No	39,224	152	148	0
209,739	Female	25	1	36	1	< 1 Year	No	2,630	160	171	0
109,722	Male	26	1	8	1	< 1 Year	No	97,514	152	192	0
14,981	Male	26	1	11	1	< 1 Year	No	34,767	152	110	0
58,499	Male	53	1	50	0	1-2 Year	Yes	38,434	8	70	0
177,061	Female	50	1	18	0	1-2 Year	Yes	2,630	156	206	0
91,078	Male	48	1	10	0	1-2 Year	Yes	18,262	26	153	0
115,997	Male	22	1	8	0	< 1 Year	Yes	28,303	160	298	0
418,621	Female	25	1	32	1	< 1 Year	No	10,004	152	10	0
131,161	Female	23	1	41	1	< 1 Year	No	37,428	152	99	0
50,914	Male	60	1	28	0	1-2 Year	Yes	49,320	25	285	0
147,403	Male	46	1	41	0	> 2 Years	Yes	19,694	124	180	0
186,538	Female	40	1	28	1	1-2 Year	No	32,221	124	136	0
504,626	Male	25	1	8	1	< 1 Year	No	37,122	152	127	0
91,643	Female	22	1	33	0	< 1 Year	Yes	32,131	152	253	0
458,510	Male	49	1	28	0	> 2 Years	Yes	47,352	26	85	1
485,900	Male	50	1	28	0	1-2 Year	Yes	39,834	26	116	1
2,879	Male	23	1	50	0	< 1 Year	Yes	26,686	26	152	0
164,366	Male	22	1	3	1	< 1 Year	No	19,409	152	33	0
48,555	Female	25	1	28	1	< 1 Year	No	25,156	152	41	0
164,432	Female	21	1	46	1	< 1 Year	No	28,208	152	168	0
49,888	Female	23	1	28	0	< 1 Year	Yes	51,581	124	175	0
349,055	Male	46	1	28	0	1-2 Year	Yes	37,804	26	247	1
276,955	Male	24	1	8	1	< 1 Year	No	40,070	152	250	0
72,239	Male	68	1	28	0	1-2 Year	No	38,487	122	64	0
355,152	Male	24	1	28	0	1-2 Year	Yes	2,630	122	87	0
335,617	Female	22	1	10	0	< 1 Year	Yes	20,111	152	24	0
385,520	Male	38	1	28	0	1-2 Year	Yes	39,437	31	139	1
314,114	Male	25	1	30	1	< 1 Year	No	29,592	152	122	0
90,135	Male	32	1	28	0	< 1 Year	Yes	27,245	154	273	0
277,438	Male	25	1	15	0	< 1 Year	No	34,690	152	142	0
170,101	Female	77	1	28	0	1-2 Year	Yes	32,207	122	284	0
140,230	Female	61	1	13	1	1-2 Year	No	28,302	26	35	0
418,720	Female	53	1	41	1	1-2 Year	No	37,419	152	130	0
476,394	Female	34	1	50	0	< 1 Year	Yes	2,630	124	84	1
2,927	Female	26	1	30	1	< 1 Year	No	2,630	152	221	0
41,805	Female	41	1	29	0	1-2 Year	Yes	44,359	124	273	0
369,175	Male	48	1	28	1	1-2 Year	No	24,402	124	202	0
259,051	Female	69	1	27	1	1-2 Year	No	30,283	26	100	0
357,339	Female	32	1	45	0	< 1 Year	Yes	50,123	160	161	0
232,738	Female	23	1	8	0	< 1 Year	Yes	27,356	152	237	0
252,124	Female	27	1	46	0	< 1 Year	Yes	35,278	152	281	0
54,609	Male	44	1	28	1	1-2 Year	No	50,188	124	30	0
496,179	Male	34	1	6	0	1-2 Year	Yes	2,630	156	142	1
378,035	Male	25	1	30	1	< 1 Year	No	22,604	152	78	0
93,766	Male	56	1	46	0	> 2 Years	Yes	2,630	156	143	1
292,580	Female	21	1	46	1	< 1 Year	No	28,741	160	144	0
486,119	Male	27	1	34	1	< 1 Year	No	37,659	152	197	0
381,892	Female	35	1	8	1	1-2 Year	No	27,895	152	64	0
25,651	Male	34	1	8	1	1-2 Year	No	35,647	152	77	0
170,943	Male	46	1	28	1	1-2 Year	No	69,856	26	242	0
373,562	Female	43	1	8	0	1-2 Year	Yes	33,974	125	158	0
287,016	Male	48	1	28	0	1-2 Year	No	2,630	26	66	0
431,425	Female	24	1	30	1	< 1 Year	No	29,296	152	66	0
79,948	Female	28	1	8	0	< 1 Year	Yes	43,550	160	110	0
36,035	Male	63	1	28	1	1-2 Year	Yes	38,739	26	252	0
491,815	Male	33	1	30	1	< 1 Year	No	24,786	152	20	0
297,702	Female	23	1	3	1	< 1 Year	No	25,092	152	269	0
90,571	Male	40	1	28	1	1-2 Year	No	54,057	31	180	0
335,059	Female	52	1	28	0	1-2 Year	Yes	56,573	124	159	0
18,834	Male	72	1	28	1	1-2 Year	No	37,988	124	158	0
342,679	Female	38	1	19	1	1-2 Year	No	19,925	124	283	0
485,254	Female	48	1	29	0	1-2 Year	Yes	43,950	26	43	1
310,993	Male	74	1	28	0	1-2 Year	Yes	47,988	55	87	0

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