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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
383,074	Male	39	1	4	0	1-2 Year	Yes	2,630	124	262	1
55,215	Male	35	1	3	0	1-2 Year	Yes	2,630	163	50	0
230,849	Female	69	1	28	1	1-2 Year	No	40,993	26	114	0
402,368	Female	51	1	28	0	> 2 Years	Yes	37,823	26	262	1
371,479	Male	21	1	35	1	< 1 Year	No	30,137	160	95	0
264,894	Female	57	1	32	0	< 1 Year	Yes	25,410	124	227	1
147,277	Male	45	1	28	0	1-2 Year	Yes	34,832	122	175	0
330,951	Male	72	1	41	0	1-2 Year	Yes	29,364	154	236	0
44,398	Female	25	1	6	1	< 1 Year	No	19,656	152	31	0
490,811	Female	23	1	46	1	< 1 Year	No	20,667	152	41	0
154,907	Female	52	1	37	1	1-2 Year	No	26,548	30	64	0
255,327	Female	45	1	28	0	1-2 Year	Yes	43,323	26	25	1
8,325	Male	58	1	28	0	1-2 Year	Yes	48,309	124	205	1
381,155	Male	35	1	8	0	1-2 Year	Yes	44,473	26	11	1
25,259	Female	23	1	37	1	< 1 Year	No	34,282	152	138	0
67,316	Female	25	1	28	1	< 1 Year	No	52,669	152	114	0
180,808	Male	60	1	4	0	1-2 Year	Yes	2,630	124	77	0
205,381	Female	44	1	8	1	1-2 Year	No	32,628	124	275	0
28,996	Female	39	1	8	1	1-2 Year	No	2,630	124	78	0
306,856	Female	20	1	49	0	< 1 Year	Yes	31,800	160	49	0
109,366	Male	49	1	35	0	1-2 Year	Yes	36,738	26	250	0
342,014	Female	41	1	45	0	> 2 Years	Yes	33,199	26	187	1
151,786	Male	60	1	28	1	1-2 Year	Yes	41,687	122	179	0
373,287	Female	51	1	47	0	1-2 Year	Yes	29,120	155	41	1
10,894	Female	35	1	35	1	1-2 Year	No	2,630	156	202	0
19,558	Male	25	1	41	1	< 1 Year	No	32,403	152	280	0
269,210	Male	22	1	16	1	< 1 Year	No	29,997	152	95	0
403,933	Female	78	1	28	1	1-2 Year	No	50,277	124	240	0
186,574	Male	27	1	8	1	< 1 Year	No	37,025	152	31	0
170,885	Male	35	1	24	0	1-2 Year	Yes	23,049	155	288	0
327,385	Female	52	1	28	1	1-2 Year	No	40,879	26	19	0
218,677	Male	68	1	28	1	1-2 Year	No	38,742	124	100	0
42,049	Male	58	1	28	1	1-2 Year	No	52,280	55	239	0
196,624	Male	66	1	46	1	1-2 Year	No	2,630	26	255	0
140,763	Male	22	1	46	1	< 1 Year	No	44,321	152	47	0
162,518	Female	22	1	50	1	< 1 Year	No	36,702	152	238	0
274,683	Male	48	1	3	1	1-2 Year	No	21,702	26	178	0
474,559	Male	23	1	29	1	< 1 Year	No	2,630	152	37	0
354,607	Male	63	1	15	1	1-2 Year	No	40,000	124	225	0
43,136	Male	24	1	11	1	< 1 Year	No	23,212	152	88	0
157,813	Male	37	1	52	0	> 2 Years	Yes	32,684	26	105	0
211,723	Female	24	1	3	0	< 1 Year	Yes	2,630	151	193	0
87,305	Male	22	1	8	1	< 1 Year	No	43,408	152	124	0
18,512	Female	21	1	2	1	< 1 Year	No	32,570	160	263	0
192,806	Female	25	1	45	1	< 1 Year	No	31,828	152	186	0
488,872	Male	28	1	8	1	< 1 Year	No	37,329	152	229	0
66,529	Female	21	1	36	0	< 1 Year	No	32,302	152	261	0
171,858	Male	69	1	28	0	1-2 Year	Yes	31,814	26	176	0
308,336	Male	23	1	21	1	< 1 Year	No	36,184	152	121	0
463,491	Female	36	1	43	0	1-2 Year	Yes	47,441	124	229	1
301,231	Male	62	1	28	0	1-2 Year	Yes	39,177	124	199	0
186,153	Male	53	1	35	1	1-2 Year	Yes	2,630	26	165	0
301,314	Male	63	1	28	0	> 2 Years	Yes	2,630	122	295	0
253,428	Male	32	1	41	1	< 1 Year	No	67,693	152	270	0
16,845	Female	30	1	8	0	1-2 Year	Yes	27,350	156	63	1
396,938	Male	49	1	35	0	1-2 Year	Yes	24,045	124	298	1
103,504	Female	20	1	13	0	< 1 Year	Yes	24,522	160	227	0
220,067	Male	30	1	41	1	< 1 Year	No	44,425	152	209	0
232,860	Female	39	1	28	0	> 2 Years	Yes	34,367	124	205	0
229,325	Male	24	1	6	1	< 1 Year	No	26,219	152	290	0
282,501	Female	38	1	21	0	1-2 Year	Yes	27,175	163	105	0
331,876	Male	25	1	30	1	< 1 Year	No	29,220	152	187	0
102,971	Female	23	1	29	1	< 1 Year	No	41,092	152	98	0
274,106	Female	20	1	44	0	< 1 Year	Yes	28,939	160	298	0
185,134	Female	22	1	47	1	< 1 Year	No	18,239	152	256	0
262,382	Female	22	1	6	0	< 1 Year	Yes	62,920	152	139	0
464,275	Male	64	1	28	1	1-2 Year	No	24,474	26	36	0
220,246	Male	26	1	9	1	< 1 Year	No	36,522	152	243	0
19,891	Female	23	1	29	1	< 1 Year	No	22,584	152	213	0
3,037	Female	24	1	41	1	< 1 Year	No	32,244	152	200	0
334,728	Male	37	1	27	0	1-2 Year	Yes	2,630	163	161	0
483,062	Male	42	1	36	0	1-2 Year	Yes	31,586	150	212	1
373,636	Female	22	1	46	0	< 1 Year	Yes	30,429	152	296	0
222,303	Male	50	1	45	0	1-2 Year	Yes	31,173	26	187	0
293,363	Female	71	1	28	1	1-2 Year	No	2,630	26	102	0
65,637	Female	64	1	41	1	1-2 Year	No	60,310	124	188	0
144,187	Female	21	1	33	1	< 1 Year	No	24,343	152	299	0
208,293	Male	54	1	28	0	1-2 Year	Yes	38,887	124	295	1
494,321	Male	45	1	13	0	1-2 Year	Yes	33,684	124	139	1
109,077	Female	41	1	28	0	1-2 Year	Yes	48,483	122	230	1
46,042	Female	27	1	28	1	< 1 Year	No	32,408	152	124	0
337,945	Male	57	1	28	1	1-2 Year	No	34,044	23	155	0
225,611	Female	22	1	32	1	< 1 Year	Yes	2,630	152	62	0
241,459	Male	50	1	8	0	1-2 Year	Yes	90,523	124	272	0
38,653	Male	57	1	8	0	> 2 Years	Yes	39,863	26	54	0
504,487	Female	39	1	28	0	1-2 Year	Yes	46,171	124	229	1
43,977	Male	44	1	29	1	1-2 Year	No	31,443	124	102	0
421,606	Female	23	1	18	1	< 1 Year	No	29,614	152	107	0
296,013	Female	24	1	23	1	< 1 Year	No	27,297	152	233	0
69,354	Female	20	1	2	0	< 1 Year	Yes	23,384	160	202	0
181,837	Female	23	1	4	1	< 1 Year	No	2,630	152	261	0
315,432	Male	23	1	47	0	< 1 Year	No	34,563	26	49	0
213,894	Female	23	1	21	0	1-2 Year	Yes	29,440	124	289	0
431,575	Male	39	1	41	0	1-2 Year	Yes	2,630	156	101	1
28,968	Female	45	1	46	1	1-2 Year	No	27,225	26	194	0
180,788	Male	58	1	41	0	1-2 Year	Yes	2,630	12	232	0
120,806	Female	71	1	30	1	1-2 Year	No	32,548	26	266	0
181,589	Male	48	1	18	0	1-2 Year	Yes	2,630	157	234	1
238,944	Female	31	1	10	1	< 1 Year	No	2,630	152	115	0
168,846	Male	27	1	15	1	< 1 Year	No	28,828	152	38	0

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