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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
171,985	Male	56	1	28	0	> 2 Years	Yes	38,233	26	41	0
269,194	Female	27	1	24	1	< 1 Year	No	32,413	152	108	0
73,981	Male	25	1	41	1	< 1 Year	No	33,600	152	243	0
466,336	Male	47	1	28	1	1-2 Year	No	53,171	26	40	0
181,164	Female	23	1	33	0	< 1 Year	Yes	35,122	151	30	0
23,790	Male	51	1	28	1	1-2 Year	No	43,379	13	202	0
103,393	Male	46	1	28	1	1-2 Year	No	32,161	26	180	0
41,332	Female	25	1	15	1	< 1 Year	No	39,241	152	162	0
121,366	Female	41	1	28	0	> 2 Years	Yes	63,493	124	190	0
307,918	Male	22	1	28	0	< 1 Year	Yes	23,693	152	45	1
290,305	Male	50	1	8	0	1-2 Year	Yes	42,518	25	73	0
232,279	Female	51	1	28	0	1-2 Year	No	46,152	26	133	0
145,187	Female	42	1	33	1	1-2 Year	No	28,346	152	63	0
324,375	Female	79	1	3	1	1-2 Year	No	27,111	26	189	0
364,475	Male	41	1	28	1	1-2 Year	No	50,519	13	95	0
12,091	Male	26	1	10	1	< 1 Year	No	2,630	152	69	0
176,091	Female	34	1	26	0	1-2 Year	Yes	28,578	152	262	0
408,011	Female	23	1	12	1	< 1 Year	No	56,106	152	50	0
231,844	Male	40	1	20	0	1-2 Year	Yes	2,630	124	121	1
3,709	Male	56	1	8	0	1-2 Year	Yes	45,630	124	208	0
374,827	Male	66	1	28	0	> 2 Years	Yes	32,246	26	120	0
401,741	Male	24	1	45	1	< 1 Year	No	40,335	152	223	0
301,778	Male	56	1	8	1	1-2 Year	No	2,630	124	264	0
374,595	Female	43	1	3	0	1-2 Year	Yes	38,485	8	26	1
380,636	Female	21	1	36	0	< 1 Year	Yes	34,578	160	232	0
467,092	Male	44	1	28	0	1-2 Year	Yes	36,327	26	30	1
24,850	Male	43	1	28	0	1-2 Year	Yes	25,699	26	62	1
145,075	Female	44	1	28	0	1-2 Year	Yes	35,074	26	223	0
499,007	Female	26	1	14	1	< 1 Year	No	27,187	152	111	0
326,199	Male	47	1	46	0	1-2 Year	Yes	31,921	124	44	1
419,570	Male	50	1	28	1	1-2 Year	No	41,357	122	299	0
6,032	Female	41	1	28	0	1-2 Year	Yes	33,115	124	284	1
295,105	Male	47	1	33	0	> 2 Years	Yes	2,630	124	286	0
175,264	Female	22	1	7	0	< 1 Year	Yes	35,335	152	166	0
3,681	Female	38	1	28	0	1-2 Year	Yes	57,335	124	236	0
198,623	Male	43	1	30	0	1-2 Year	Yes	40,921	26	264	0
285,062	Female	25	1	46	0	1-2 Year	Yes	2,630	156	164	0
19,981	Female	42	1	37	1	1-2 Year	No	32,265	19	152	0
10,051	Male	36	1	15	0	1-2 Year	Yes	35,127	124	201	1
186,912	Male	21	1	28	1	< 1 Year	No	32,647	152	33	0
112,893	Female	23	1	35	1	< 1 Year	No	80,935	152	82	0
286,095	Male	23	1	15	0	< 1 Year	Yes	30,151	152	268	0
331,941	Female	34	1	37	0	1-2 Year	Yes	2,630	156	240	1
76,053	Female	45	1	33	0	1-2 Year	Yes	49,323	26	220	1
239,328	Female	59	1	8	0	1-2 Year	Yes	67,379	26	75	0
467,416	Male	23	1	28	1	< 1 Year	No	44,871	152	36	0
398,498	Female	28	1	45	1	< 1 Year	No	2,630	152	214	0
159,097	Male	68	1	3	0	1-2 Year	Yes	2,630	26	205	0
77,787	Female	26	1	37	1	< 1 Year	No	24,903	152	163	0
405,517	Male	39	1	46	1	1-2 Year	No	2,630	124	157	0
326,577	Male	41	1	46	0	1-2 Year	Yes	37,143	124	165	0
258,017	Male	24	1	36	0	< 1 Year	No	39,278	152	15	0
250,453	Female	26	1	18	1	< 1 Year	No	44,589	152	160	0
284,959	Female	25	1	28	1	< 1 Year	No	37,922	152	185	0
61,998	Male	30	1	28	1	< 1 Year	No	48,092	152	216	0
301,012	Male	50	1	28	0	1-2 Year	No	35,529	26	257	0
36,572	Female	64	1	28	0	1-2 Year	Yes	2,630	26	136	0
47,754	Male	43	1	28	0	1-2 Year	Yes	46,906	26	78	0
221,280	Male	24	1	2	0	< 1 Year	No	26,787	151	87	0
272,189	Female	68	1	41	0	> 2 Years	Yes	44,926	26	244	0
370,696	Female	20	1	7	0	< 1 Year	Yes	36,547	160	13	0
338,517	Male	49	1	8	1	1-2 Year	No	34,383	26	175	0
31,517	Male	24	1	11	1	< 1 Year	No	25,299	152	89	0
372,842	Female	25	1	8	1	< 1 Year	No	45,189	152	66	0
31,609	Male	23	1	33	1	< 1 Year	No	21,829	152	113	0
3,104	Male	43	1	41	1	1-2 Year	No	2,630	160	236	0
18,400	Male	26	1	46	0	< 1 Year	Yes	38,359	160	269	0
296,862	Female	20	1	15	0	< 1 Year	Yes	26,667	160	251	0
231,099	Male	30	1	28	0	< 1 Year	Yes	2,630	154	109	0
41,123	Female	23	1	8	0	< 1 Year	No	33,702	152	45	0
163,977	Male	57	1	39	0	1-2 Year	Yes	31,388	124	14	1
123,172	Female	21	1	17	1	< 1 Year	No	31,415	160	144	0
371,338	Male	50	1	28	0	1-2 Year	Yes	38,628	30	64	0
227,486	Female	32	1	28	0	< 1 Year	Yes	43,775	124	35	0
434,153	Male	29	1	7	0	< 1 Year	Yes	48,759	154	34	1
12,125	Male	24	1	3	1	< 1 Year	No	33,890	152	14	0
436,410	Female	23	1	46	1	< 1 Year	No	34,107	152	290	0
21,524	Male	61	1	28	0	> 2 Years	Yes	60,089	122	157	0
345,646	Male	23	1	8	0	< 1 Year	Yes	33,210	151	128	0
279,858	Female	71	1	46	0	1-2 Year	Yes	27,110	124	292	0
343,637	Female	73	1	8	1	1-2 Year	No	41,064	124	137	0
112,264	Female	23	1	36	0	< 1 Year	No	2,630	152	98	0
110,958	Female	45	1	46	1	1-2 Year	No	2,630	11	212	0
493,840	Female	27	1	21	1	< 1 Year	No	25,444	152	298	0
206,739	Female	42	1	12	0	> 2 Years	Yes	52,893	124	43	0
320,806	Female	26	1	15	1	< 1 Year	No	45,385	152	14	0
407,485	Female	20	1	46	1	< 1 Year	No	29,573	160	219	0
265,485	Female	21	1	6	0	< 1 Year	Yes	24,857	160	131	0
183,419	Male	25	1	34	0	< 1 Year	Yes	25,484	26	294	0
458,001	Male	38	1	39	0	1-2 Year	Yes	2,630	157	213	1
111,202	Male	78	1	45	0	1-2 Year	Yes	45,875	124	133	0
248,171	Female	37	1	28	0	1-2 Year	Yes	24,529	152	84	0
347,175	Female	54	1	28	0	1-2 Year	Yes	32,888	124	163	0
221,213	Female	28	1	6	0	< 1 Year	Yes	2,630	152	282	1
133,626	Male	50	1	28	0	1-2 Year	Yes	33,437	124	126	0
302,075	Male	72	1	28	0	1-2 Year	Yes	51,216	26	273	0
374,445	Female	21	1	30	0	< 1 Year	Yes	28,011	124	148	1
17,947	Male	59	1	38	0	1-2 Year	No	43,801	124	270	0
223,304	Female	23	1	41	1	< 1 Year	No	29,495	152	160	0
268,031	Female	44	1	28	0	1-2 Year	Yes	25,575	124	26	1

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