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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
382,584	Female	47	1	22	0	1-2 Year	Yes	2,630	157	118	1
457,387	Female	25	1	18	1	< 1 Year	No	23,822	152	266	0
114,679	Female	34	1	28	0	1-2 Year	Yes	34,315	26	42	1
302,315	Female	20	1	15	1	< 1 Year	No	37,903	160	168	0
358,116	Male	44	1	28	0	1-2 Year	Yes	50,633	55	199	0
461,349	Male	24	1	3	1	< 1 Year	No	27,285	152	276	0
386,425	Female	28	1	28	1	< 1 Year	No	28,032	152	99	0
267,244	Female	22	1	46	0	< 1 Year	Yes	30,630	152	102	0
3,763	Male	58	1	37	1	1-2 Year	No	28,907	124	86	0
5,620	Male	26	1	8	0	1-2 Year	Yes	39,223	157	133	1
64,171	Male	32	1	39	1	< 1 Year	No	49,330	152	143	0
318,560	Male	22	1	8	1	< 1 Year	No	29,099	152	41	0
218,082	Male	23	1	10	1	< 1 Year	No	32,085	152	39	0
86,616	Female	22	1	3	1	< 1 Year	No	34,239	152	130	0
181,858	Male	55	1	46	0	1-2 Year	Yes	23,262	124	188	1
62,370	Female	27	1	29	1	< 1 Year	No	2,630	152	164	0
425,815	Female	24	1	8	1	< 1 Year	No	45,334	152	94	0
174,004	Female	22	1	46	1	1-2 Year	No	23,489	124	95	0
398,926	Female	46	1	28	0	1-2 Year	Yes	35,030	124	242	1
385,263	Male	46	1	28	0	1-2 Year	Yes	59,012	124	141	1
346,123	Female	22	1	46	1	< 1 Year	No	33,331	152	227	0
225,057	Female	22	1	33	1	< 1 Year	No	32,499	152	217	0
252,037	Female	25	1	8	0	< 1 Year	No	35,557	152	46	0
21,403	Female	42	1	8	0	1-2 Year	Yes	28,552	26	32	1
291,934	Female	22	1	3	1	< 1 Year	No	39,141	152	186	0
237,653	Male	50	1	8	0	1-2 Year	Yes	45,894	26	205	1
78,071	Female	73	1	28	0	1-2 Year	Yes	37,916	26	156	0
283,223	Female	27	1	41	1	< 1 Year	No	35,821	152	108	0
205,639	Male	61	1	8	0	1-2 Year	Yes	47,616	26	47	0
169,183	Female	22	1	21	1	< 1 Year	No	22,827	152	128	0
37,360	Female	29	1	26	0	< 1 Year	Yes	22,446	26	28	1
505,025	Female	24	1	17	1	< 1 Year	No	30,898	152	166	0
152,940	Female	21	1	50	1	< 1 Year	No	35,074	160	205	0
465,478	Male	45	1	11	0	1-2 Year	Yes	29,540	26	277	1
440,267	Female	30	1	8	1	1-2 Year	No	43,220	7	227	0
425,954	Male	40	1	28	0	1-2 Year	Yes	37,151	122	101	1
49,403	Female	45	1	3	1	1-2 Year	No	27,399	129	11	0
356,427	Female	30	1	7	1	< 1 Year	No	34,715	152	211	0
79,386	Female	27	1	33	0	< 1 Year	Yes	2,630	160	49	0
175,899	Male	34	1	41	0	1-2 Year	Yes	26,870	156	33	0
58,490	Female	20	1	17	1	< 1 Year	No	49,255	160	260	0
492,381	Female	22	1	8	1	< 1 Year	No	50,372	152	15	0
3,286	Male	54	1	3	0	1-2 Year	Yes	43,106	124	190	1
177,608	Male	22	1	30	1	< 1 Year	No	39,494	152	108	0
269,387	Male	22	1	8	1	< 1 Year	No	38,990	152	124	0
322,528	Female	60	1	28	1	1-2 Year	No	51,937	26	93	0
111,788	Female	28	1	41	1	< 1 Year	Yes	37,174	152	96	0
22,653	Female	47	1	33	0	1-2 Year	Yes	26,172	26	182	1
328,452	Male	69	1	8	0	1-2 Year	Yes	29,479	154	292	0
448,738	Female	44	1	11	0	> 2 Years	Yes	27,387	26	23	1
18,125	Male	36	1	46	0	1-2 Year	Yes	27,338	124	129	0
75,526	Male	27	1	50	1	< 1 Year	No	27,641	160	81	0
116,462	Female	22	1	3	1	< 1 Year	No	20,496	152	98	0
345,142	Male	25	1	32	1	< 1 Year	No	32,326	152	33	0
132,335	Female	26	1	30	1	< 1 Year	No	32,074	152	209	0
126,221	Male	45	1	28	0	1-2 Year	Yes	51,872	26	31	1
95,667	Female	68	1	50	1	1-2 Year	No	37,475	8	39	0
27,504	Female	31	1	26	0	< 1 Year	Yes	37,821	152	295	0
127,623	Male	22	1	9	1	< 1 Year	No	28,227	152	283	0
441,744	Male	42	1	13	0	1-2 Year	Yes	33,145	156	208	1
159,076	Male	22	1	8	1	< 1 Year	No	31,564	152	183	0
288,055	Female	33	1	29	0	1-2 Year	Yes	24,326	26	135	1
150,646	Male	47	1	43	0	1-2 Year	Yes	31,458	26	69	0
44,667	Male	23	1	36	1	< 1 Year	No	36,525	152	250	0
26,865	Female	22	1	11	1	< 1 Year	No	32,668	152	127	0
334,580	Female	43	1	33	0	> 2 Years	Yes	32,610	13	73	0
392,355	Male	50	1	45	0	1-2 Year	Yes	26,096	26	254	1
85,980	Female	43	1	28	0	1-2 Year	Yes	46,734	26	92	1
501,122	Female	28	1	10	1	< 1 Year	No	23,062	152	55	0
496,058	Female	54	1	28	0	1-2 Year	Yes	59,859	26	32	1
460,948	Female	33	1	14	0	1-2 Year	Yes	29,010	124	79	1
256,169	Male	61	1	11	0	1-2 Year	Yes	35,011	26	45	0
359,190	Female	23	1	36	1	< 1 Year	No	33,465	160	44	0
199,119	Female	34	1	11	0	1-2 Year	Yes	2,630	154	72	1
152,727	Male	34	1	42	0	1-2 Year	Yes	2,630	157	45	1
369,033	Male	29	1	29	1	< 1 Year	No	20,946	152	112	0
311,858	Female	44	1	28	0	1-2 Year	Yes	37,590	124	138	1
418,112	Female	31	1	18	0	< 1 Year	Yes	32,759	156	61	1
100,180	Female	21	1	43	0	< 1 Year	Yes	29,891	152	287	0
420,706	Female	41	1	28	1	1-2 Year	No	31,524	125	78	0
373,586	Male	27	1	28	1	< 1 Year	No	33,178	152	272	0
392,047	Male	47	1	46	0	1-2 Year	Yes	42,628	26	113	1
167,871	Male	30	1	14	1	< 1 Year	No	2,630	152	49	0
361,276	Female	47	1	28	0	1-2 Year	No	42,679	124	279	0
185,935	Female	37	1	28	0	1-2 Year	Yes	21,815	26	35	0
108,584	Male	59	1	34	1	1-2 Year	No	24,261	26	222	0
131,560	Female	23	1	6	1	< 1 Year	Yes	36,420	152	258	0
273,822	Male	50	1	28	0	1-2 Year	Yes	29,661	122	58	0
126,014	Female	23	1	11	0	< 1 Year	Yes	49,924	152	243	1
250,216	Male	46	1	28	0	1-2 Year	Yes	79,532	26	258	0
231,240	Female	24	1	15	0	< 1 Year	No	42,720	160	111	0
221,939	Female	23	1	8	1	< 1 Year	No	37,986	152	20	0
100,130	Female	45	1	28	0	1-2 Year	Yes	70,452	26	198	0
317,126	Female	67	1	28	0	1-2 Year	Yes	35,257	124	124	0
133,487	Male	69	1	28	1	1-2 Year	No	27,541	13	186	0
188,284	Female	23	1	26	0	< 1 Year	Yes	19,937	152	124	0
144,418	Male	70	1	48	1	1-2 Year	No	2,630	124	195	0
92,418	Male	24	1	50	1	< 1 Year	No	42,201	152	152	0
500,976	Male	56	1	38	0	1-2 Year	Yes	36,427	26	112	1
159,281	Female	48	1	28	0	> 2 Years	Yes	44,818	26	256	1

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