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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
194,818	Female	24	1	29	1	< 1 Year	No	25,963	152	74	0
197,301	Female	29	1	50	1	1-2 Year	No	24,247	8	136	0
49,686	Male	50	1	36	0	1-2 Year	Yes	2,630	156	36	0
275,939	Female	21	1	10	0	< 1 Year	Yes	25,577	163	13	1
43,575	Female	45	1	8	0	1-2 Year	No	40,522	124	230	0
474,687	Male	46	1	28	0	1-2 Year	Yes	52,868	26	86	1
180,369	Male	43	1	43	1	1-2 Year	Yes	30,372	124	68	0
423,483	Female	28	1	36	1	< 1 Year	No	34,653	152	112	0
239,621	Female	28	1	26	1	< 1 Year	No	64,287	152	107	0
439,129	Male	23	1	8	1	< 1 Year	No	36,455	152	56	0
106,881	Male	23	1	10	1	< 1 Year	No	33,182	151	191	0
364,599	Male	34	1	3	0	1-2 Year	Yes	27,339	124	260	0
117,810	Male	65	1	28	0	> 2 Years	Yes	39,980	122	169	0
80,688	Male	47	1	14	0	1-2 Year	Yes	25,367	124	140	0
157,931	Male	23	1	50	1	< 1 Year	No	31,218	151	282	0
18,495	Female	23	1	15	0	< 1 Year	Yes	63,698	152	252	0
380,901	Male	23	1	25	0	< 1 Year	Yes	35,785	160	121	0
140,758	Female	26	1	13	1	< 1 Year	No	23,104	152	44	0
379,790	Male	22	1	50	1	< 1 Year	No	38,623	26	109	0
92,686	Female	26	1	30	1	< 1 Year	No	38,611	152	131	0
211,371	Female	25	1	28	0	< 1 Year	Yes	36,743	26	121	0
135,632	Female	31	1	28	0	< 1 Year	Yes	48,971	26	119	1
224,271	Female	24	1	36	0	< 1 Year	Yes	34,172	152	141	0
70,832	Male	23	1	28	0	< 1 Year	Yes	30,424	152	58	1
21,992	Male	71	1	25	1	1-2 Year	Yes	43,803	30	177	0
308,099	Female	22	1	27	0	< 1 Year	No	34,545	152	116	0
242,425	Male	23	1	29	1	< 1 Year	No	46,864	152	93	0
201,083	Male	27	1	18	0	< 1 Year	Yes	28,775	124	232	1
90,857	Female	57	1	22	0	1-2 Year	Yes	2,630	157	126	0
207,002	Male	35	1	36	0	1-2 Year	Yes	34,226	124	248	1
10,949	Female	22	1	34	0	< 1 Year	Yes	31,349	152	260	0
260,071	Female	41	1	3	0	1-2 Year	Yes	27,591	160	105	0
18,441	Female	25	1	16	0	< 1 Year	No	36,219	152	209	0
320,118	Male	45	1	0	1	1-2 Year	No	2,630	7	251	0
43,456	Female	24	1	36	0	< 1 Year	Yes	29,075	151	12	0
211,923	Male	40	1	3	1	1-2 Year	No	24,709	124	288	0
359,053	Female	21	1	12	1	< 1 Year	No	20,541	152	26	0
283,224	Female	40	1	46	0	1-2 Year	Yes	28,746	124	158	1
27,549	Male	64	1	28	1	1-2 Year	No	30,479	26	204	0
227,342	Male	21	1	15	1	< 1 Year	No	23,963	152	124	0
181,351	Male	42	1	11	1	1-2 Year	No	2,630	120	104	0
77,189	Male	44	1	23	1	1-2 Year	No	35,685	124	178	0
259,143	Male	65	1	28	0	1-2 Year	Yes	41,544	124	157	1
199,795	Female	63	1	36	0	1-2 Year	Yes	36,748	4	290	0
84,788	Female	53	1	0	0	1-2 Year	No	2,630	98	96	0
404,998	Male	51	1	28	0	1-2 Year	Yes	45,372	26	129	1
167,643	Female	26	1	36	1	< 1 Year	No	31,063	152	77	0
478,496	Male	41	1	28	0	1-2 Year	Yes	52,074	26	141	1
109,487	Female	42	1	5	0	1-2 Year	Yes	36,499	26	187	1
285,452	Male	42	1	4	0	1-2 Year	Yes	2,630	156	79	0
179,322	Male	49	1	11	0	1-2 Year	Yes	36,978	26	237	1
90,181	Male	74	1	28	0	1-2 Year	Yes	52,365	26	108	0
224,818	Male	47	1	8	0	1-2 Year	Yes	34,222	124	59	1
491,030	Male	22	1	30	1	< 1 Year	No	37,027	152	161	0
262,785	Male	57	1	8	1	1-2 Year	No	2,630	26	75	0
239,262	Male	71	1	28	1	1-2 Year	No	25,655	26	228	0
31,234	Male	45	1	28	0	1-2 Year	Yes	43,357	26	42	0
244,875	Male	67	1	28	0	1-2 Year	Yes	38,867	125	52	0
404,639	Male	54	1	28	1	1-2 Year	No	47,424	124	213	0
324,031	Male	26	1	50	1	< 1 Year	No	69,307	152	228	0
4,330	Male	54	1	7	0	1-2 Year	Yes	31,555	26	285	0
324,806	Female	43	1	28	1	1-2 Year	No	49,934	124	160	0
458,879	Male	52	1	3	1	1-2 Year	No	2,630	124	244	0
362,796	Male	24	1	15	1	< 1 Year	No	46,391	160	36	0
400,240	Female	34	1	33	0	1-2 Year	Yes	34,806	26	44	1
145,178	Male	23	1	36	0	< 1 Year	Yes	38,612	152	22	0
113,352	Female	24	1	46	1	< 1 Year	No	35,313	152	254	0
231,199	Female	62	1	46	1	1-2 Year	No	23,232	124	227	0
104,679	Male	46	1	28	0	> 2 Years	Yes	40,435	26	291	1
193,770	Female	32	1	41	0	< 1 Year	Yes	43,175	152	111	0
226,745	Female	28	1	6	1	< 1 Year	No	2,630	160	125	0
312,299	Female	21	1	18	1	< 1 Year	No	27,373	152	145	0
268,213	Male	25	1	37	1	< 1 Year	No	31,144	152	60	0
316,595	Male	46	1	28	1	1-2 Year	No	28,177	26	79	0
216,112	Male	25	1	8	1	< 1 Year	No	31,275	160	231	0
37,888	Male	26	1	41	0	< 1 Year	No	23,134	152	80	0
419,403	Male	45	1	28	0	> 2 Years	Yes	38,647	26	171	1
37,339	Male	72	1	29	0	1-2 Year	Yes	24,812	124	51	0
36,722	Male	25	1	35	1	< 1 Year	Yes	32,973	26	185	1
331,582	Male	22	1	18	1	< 1 Year	No	31,126	152	192	0
116,533	Male	37	1	28	1	1-2 Year	No	199,303	26	150	0
98,551	Male	48	1	28	1	1-2 Year	No	40,405	26	14	0
191,151	Female	43	1	31	0	1-2 Year	Yes	2,630	124	43	0
493,652	Female	27	1	28	0	< 1 Year	Yes	42,901	124	283	1
444,368	Female	46	1	41	0	1-2 Year	Yes	35,353	124	225	1
196,510	Male	48	1	28	0	1-2 Year	Yes	25,712	124	155	0
444,850	Male	31	1	28	1	< 1 Year	No	30,046	152	109	0
448,895	Male	31	1	28	0	< 1 Year	Yes	33,680	124	172	1
41,287	Female	28	1	30	1	< 1 Year	No	27,404	152	239	0
305,338	Female	46	1	28	0	1-2 Year	Yes	68,499	26	49	0
250,167	Male	22	1	13	0	< 1 Year	Yes	27,567	152	224	0
145,082	Female	50	1	8	0	1-2 Year	Yes	49,874	26	219	1
17,329	Female	21	1	15	1	< 1 Year	No	49,532	152	287	0
9,613	Male	31	1	43	1	< 1 Year	No	38,487	152	266	0
187,351	Male	25	1	8	1	< 1 Year	No	34,176	152	111	0
35,901	Male	29	1	50	0	< 1 Year	Yes	34,359	152	132	0
238,158	Female	21	1	35	0	1-2 Year	Yes	23,566	163	180	0
160,475	Female	33	1	46	0	1-2 Year	Yes	21,068	157	182	0
52,395	Female	52	1	28	0	1-2 Year	Yes	42,930	26	297	0
174,983	Female	23	1	50	1	< 1 Year	No	37,737	152	294	0

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