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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
275,959	Female	66	1	28	1	1-2 Year	No	24,494	26	162	0
90,445	Male	63	1	50	1	1-2 Year	No	29,807	26	60	0
491,198	Female	23	1	36	1	< 1 Year	No	26,859	152	44	0
59,137	Male	73	1	28	1	1-2 Year	Yes	33,236	26	136	0
133,283	Female	27	1	41	1	< 1 Year	No	22,662	152	116	0
20,477	Male	54	1	9	0	1-2 Year	Yes	2,630	157	49	0
96,297	Male	65	1	41	1	1-2 Year	No	33,623	124	69	0
330,352	Male	42	1	28	0	1-2 Year	Yes	30,424	124	28	0
299,200	Female	23	1	30	0	< 1 Year	Yes	25,220	152	237	0
109,156	Male	22	1	7	1	< 1 Year	No	21,004	152	252	0
130,775	Female	24	1	30	1	< 1 Year	No	29,345	152	99	0
249,937	Male	63	1	15	0	1-2 Year	Yes	39,514	14	289	0
209,681	Male	22	1	3	0	< 1 Year	Yes	34,313	160	179	0
177,567	Female	27	1	8	1	< 1 Year	No	42,724	152	257	0
268,467	Female	24	1	10	0	< 1 Year	Yes	24,575	152	290	0
160,494	Male	66	1	28	1	1-2 Year	No	47,045	26	59	0
316,260	Male	36	1	41	0	1-2 Year	Yes	36,709	124	155	0
152,845	Male	39	1	28	0	1-2 Year	No	90,761	26	94	0
339,556	Female	24	1	17	1	< 1 Year	No	36,294	152	63	0
325,178	Male	28	1	28	0	> 2 Years	Yes	34,055	26	36	0
259,571	Male	24	1	29	1	< 1 Year	No	34,965	152	146	0
303,280	Female	26	1	30	1	< 1 Year	No	39,690	152	69	0
162,159	Male	74	1	8	0	1-2 Year	Yes	54,265	26	234	0
169,018	Male	59	1	35	1	1-2 Year	No	26,542	26	206	0
111,539	Male	43	1	8	0	1-2 Year	Yes	33,125	26	267	1
462,584	Female	22	1	33	1	< 1 Year	No	31,854	152	66	0
420,269	Male	26	1	46	1	< 1 Year	No	2,630	152	268	0
315,628	Female	24	1	39	1	< 1 Year	No	25,751	152	281	0
35,123	Female	40	1	30	0	1-2 Year	Yes	2,630	124	93	0
202,993	Female	47	1	28	0	1-2 Year	Yes	33,812	26	32	1
135,763	Male	40	1	28	0	1-2 Year	Yes	2,630	157	12	0
148,669	Male	22	1	30	1	< 1 Year	No	17,397	152	20	0
401,642	Male	25	1	2	1	< 1 Year	No	22,417	152	225	0
387,876	Male	40	1	30	0	1-2 Year	Yes	29,337	124	40	1
327,105	Female	25	1	2	1	< 1 Year	No	28,997	152	105	0
27,649	Male	47	1	46	0	1-2 Year	Yes	27,737	124	52	0
60,811	Female	38	1	28	0	1-2 Year	Yes	2,630	124	187	0
224,913	Female	24	1	43	0	< 1 Year	Yes	2,630	152	73	0
386,902	Male	22	1	12	1	< 1 Year	No	2,630	152	289	0
266,019	Male	37	1	33	0	1-2 Year	Yes	23,092	29	296	0
305,446	Male	24	1	26	1	< 1 Year	No	44,174	152	197	0
356,384	Male	58	1	8	1	1-2 Year	No	42,611	26	84	0
139,463	Male	47	1	35	0	1-2 Year	Yes	29,809	26	165	1
222,884	Male	40	1	28	0	1-2 Year	Yes	34,895	26	150	0
488,338	Male	46	1	28	1	1-2 Year	No	44,554	152	157	0
238,721	Female	25	1	46	1	< 1 Year	No	25,141	152	193	0
44,973	Male	56	1	41	0	1-2 Year	Yes	2,630	26	194	0
149,550	Male	24	1	25	1	< 1 Year	No	46,039	152	233	0
235,259	Female	36	1	28	0	1-2 Year	Yes	29,097	26	31	1
149,162	Female	24	1	14	1	< 1 Year	No	24,227	26	126	0
49,136	Male	27	1	30	1	< 1 Year	No	2,630	152	205	0
477,556	Female	24	1	50	1	< 1 Year	No	2,630	160	176	0
168,743	Male	41	1	28	0	1-2 Year	No	63,916	26	252	0
99,542	Female	25	1	41	1	< 1 Year	No	26,984	152	289	0
500,565	Male	32	1	28	1	< 1 Year	No	28,160	152	144	0
353,591	Female	39	1	28	1	1-2 Year	No	22,713	124	48	0
238,887	Female	49	1	28	0	1-2 Year	Yes	32,351	150	119	1
397,168	Male	47	1	28	1	1-2 Year	No	34,255	61	211	0
222,083	Male	26	1	45	1	< 1 Year	No	2,630	152	244	0
471,015	Female	24	1	28	1	< 1 Year	No	24,007	152	157	0
406,418	Female	25	1	11	1	< 1 Year	No	60,842	152	225	0
481,154	Female	33	1	23	0	1-2 Year	Yes	2,630	156	265	1
6,951	Female	23	1	14	1	< 1 Year	No	42,340	152	113	0
84,469	Female	48	1	28	0	> 2 Years	Yes	2,630	154	138	0
447,046	Male	38	1	8	1	1-2 Year	No	36,995	152	30	0
69,841	Male	22	1	50	0	< 1 Year	Yes	26,012	152	208	0
312,514	Male	33	1	33	0	< 1 Year	Yes	41,336	124	173	1
435,322	Female	29	1	8	1	< 1 Year	No	90,837	152	288	0
59,781	Female	41	1	8	0	> 2 Years	Yes	39,002	26	57	0
228,813	Male	60	1	19	0	1-2 Year	Yes	32,668	124	22	0
494,928	Female	34	1	28	0	1-2 Year	Yes	2,630	156	201	1
122,145	Male	39	1	47	0	1-2 Year	Yes	27,115	26	23	0
385,431	Female	68	1	48	1	1-2 Year	No	2,630	26	48	0
46,405	Male	40	1	13	0	1-2 Year	Yes	2,630	156	153	0
296,180	Male	52	1	8	0	1-2 Year	Yes	41,320	26	294	1
211,706	Female	24	1	8	1	< 1 Year	No	33,320	152	156	0
341,476	Male	42	1	28	0	1-2 Year	Yes	32,726	124	25	0
18,010	Female	46	1	48	1	1-2 Year	No	2,630	124	20	0
307,550	Male	43	1	47	0	1-2 Year	Yes	24,016	152	28	0
348,603	Male	25	1	47	0	< 1 Year	Yes	31,707	152	109	0
6,650	Male	23	1	28	0	1-2 Year	Yes	49,210	124	36	0
343,513	Male	22	1	33	1	1-2 Year	Yes	35,776	124	233	0
440,497	Female	24	1	6	1	< 1 Year	No	19,884	151	80	0
207,695	Female	56	1	28	0	1-2 Year	Yes	53,117	124	108	0
236,024	Female	38	1	28	0	1-2 Year	No	35,094	26	296	0
350,644	Male	31	1	28	0	1-2 Year	Yes	35,946	157	80	0
373,336	Female	24	1	34	0	< 1 Year	Yes	38,109	152	288	0
232,127	Male	48	1	23	1	1-2 Year	No	27,505	124	36	0
254,877	Male	45	1	3	0	1-2 Year	No	27,229	7	206	0
415,442	Female	71	1	28	1	1-2 Year	No	49,072	26	197	0
28,299	Male	49	1	20	1	1-2 Year	No	2,630	156	233	0
135,008	Female	22	1	15	0	< 1 Year	No	21,956	152	37	0
196,788	Male	43	1	6	0	1-2 Year	Yes	28,191	124	50	0
41,652	Male	67	1	46	1	1-2 Year	No	42,576	26	97	0
270,296	Female	22	1	29	1	< 1 Year	No	28,406	152	68	0
48,577	Female	32	1	10	1	< 1 Year	No	27,056	152	114	0
184,611	Female	23	1	37	1	< 1 Year	No	32,193	152	36	0
205,682	Male	30	1	14	0	1-2 Year	No	18,656	163	68	0
45,466	Male	22	1	28	1	< 1 Year	No	56,891	160	67	0
298,195	Male	61	1	46	0	1-2 Year	Yes	36,090	11	148	0

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