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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
113,773	Male	22	1	41	1	< 1 Year	No	24,408	152	50	0
5,969	Female	79	1	28	1	1-2 Year	No	50,054	29	261	0
285,331	Female	40	1	28	1	1-2 Year	Yes	33,587	26	190	0
24,510	Female	25	1	39	1	< 1 Year	No	28,839	152	39	0
172,103	Female	46	1	8	0	1-2 Year	Yes	39,007	26	21	1
206,518	Male	60	1	32	0	1-2 Year	Yes	2,630	26	235	0
228,249	Male	53	1	28	0	1-2 Year	Yes	50,143	124	242	0
134,093	Female	51	1	28	0	1-2 Year	Yes	47,516	124	54	0
428,073	Male	39	1	46	0	1-2 Year	Yes	2,630	157	262	1
430,885	Female	26	1	29	1	< 1 Year	No	2,630	152	72	0
134,022	Male	41	1	46	0	1-2 Year	Yes	32,157	124	135	0
298,799	Female	27	1	11	1	< 1 Year	No	28,789	152	226	0
324,300	Male	35	1	30	1	1-2 Year	No	47,144	152	225	0
292,522	Female	40	1	38	0	1-2 Year	Yes	27,488	124	241	0
339,245	Male	69	1	4	0	1-2 Year	Yes	29,432	26	208	0
99,140	Male	51	1	35	1	1-2 Year	No	29,196	26	65	0
424,474	Male	23	1	25	1	< 1 Year	No	28,457	152	35	0
346,571	Male	43	1	28	0	1-2 Year	Yes	2,630	124	133	0
275,631	Male	20	1	22	0	< 1 Year	No	2,630	160	113	0
380,424	Male	73	1	50	1	1-2 Year	No	35,852	26	15	0
342,714	Male	48	1	8	0	1-2 Year	Yes	48,172	124	20	0
333,236	Male	24	1	18	0	< 1 Year	Yes	34,572	152	88	0
445,550	Female	24	1	41	1	< 1 Year	No	34,827	152	233	0
203,502	Male	48	1	28	0	> 2 Years	Yes	36,849	124	174	0
221,606	Female	52	1	20	1	1-2 Year	No	2,630	26	247	0
422,881	Female	46	1	15	1	1-2 Year	No	31,560	152	44	0
184,464	Male	80	1	28	0	> 2 Years	Yes	34,042	26	16	0
474,629	Male	24	1	35	1	< 1 Year	No	2,630	160	27	0
52,576	Male	42	1	46	0	1-2 Year	Yes	27,469	26	73	0
222,176	Female	42	1	28	0	1-2 Year	Yes	30,276	125	266	0
358,848	Female	24	1	6	1	< 1 Year	No	27,349	152	25	0
301,909	Male	20	1	47	0	< 1 Year	Yes	24,502	160	297	0
210,485	Male	29	1	21	0	< 1 Year	Yes	2,630	156	284	0
210,102	Female	23	1	29	0	< 1 Year	Yes	31,200	152	277	0
277,505	Male	38	1	28	0	1-2 Year	Yes	35,559	23	20	0
443,345	Male	49	1	28	1	1-2 Year	No	2,630	26	251	0
264,998	Female	51	1	28	1	1-2 Year	No	38,178	24	145	0
338,331	Male	70	1	28	0	1-2 Year	Yes	51,821	26	172	0
35,984	Male	28	1	12	1	< 1 Year	No	33,935	152	12	0
283,428	Male	42	1	41	0	1-2 Year	Yes	25,267	124	93	0
90,363	Male	56	1	41	0	1-2 Year	Yes	35,509	11	208	1
57,244	Male	54	1	28	0	> 2 Years	Yes	27,244	154	39	0
137,476	Male	44	1	8	1	1-2 Year	No	2,630	26	130	0
176,054	Female	25	1	46	1	< 1 Year	No	25,818	152	75	0
47,533	Male	23	1	23	1	< 1 Year	No	17,569	152	20	0
386,625	Male	72	1	28	1	1-2 Year	No	2,630	26	40	0
417,410	Female	22	1	41	1	< 1 Year	No	28,911	152	121	0
255,179	Female	25	1	11	1	< 1 Year	No	23,931	152	73	0
28,763	Male	39	1	41	0	1-2 Year	No	26,484	124	268	0
107,877	Male	47	1	28	0	1-2 Year	Yes	2,630	160	245	0
38,591	Male	32	1	28	1	< 1 Year	No	38,153	152	190	0
346,320	Female	35	1	37	0	1-2 Year	Yes	2,630	152	194	0
168,871	Male	36	1	8	1	1-2 Year	No	2,630	124	80	0
185,987	Male	39	1	46	0	1-2 Year	Yes	2,630	156	149	1
328,446	Female	58	1	11	0	1-2 Year	Yes	32,412	26	200	0
54,018	Female	20	1	46	0	< 1 Year	Yes	47,135	160	99	0
425,530	Male	25	1	47	1	< 1 Year	No	34,491	152	225	0
272,500	Male	44	1	41	1	1-2 Year	No	25,698	26	229	0
171,952	Male	74	1	28	0	> 2 Years	Yes	33,395	26	216	0
214,665	Female	51	1	28	0	1-2 Year	Yes	31,220	26	74	0
13,607	Female	21	1	46	0	< 1 Year	Yes	37,239	152	45	0
176,073	Male	37	1	9	0	1-2 Year	Yes	35,903	157	155	0
212,990	Female	22	1	45	0	< 1 Year	Yes	23,949	152	97	0
56,455	Male	53	1	41	0	1-2 Year	Yes	43,300	26	94	0
412,356	Male	21	1	46	1	< 1 Year	No	23,627	160	57	0
51,856	Male	43	1	48	0	1-2 Year	Yes	2,630	26	234	0
213,448	Female	26	1	28	0	< 1 Year	Yes	39,484	163	128	0
187,855	Male	20	1	49	0	< 1 Year	Yes	2,630	160	280	0
376,946	Male	43	1	8	0	1-2 Year	Yes	40,618	124	161	0
47,732	Female	47	1	11	1	1-2 Year	No	42,800	154	228	0
157,762	Female	38	1	46	0	1-2 Year	Yes	13,195	124	57	0
65,796	Female	22	1	12	0	< 1 Year	No	27,117	152	96	0
236,176	Female	44	1	15	0	1-2 Year	Yes	40,995	152	63	0
202,781	Male	47	1	47	1	1-2 Year	No	28,427	113	145	0
420,077	Male	22	1	11	1	< 1 Year	No	22,357	152	249	0
299,088	Male	24	1	3	1	< 1 Year	No	24,749	152	156	0
459,064	Female	24	1	6	1	< 1 Year	No	23,465	152	81	0
244,285	Female	31	1	45	0	< 1 Year	Yes	2,630	152	20	0
120,822	Female	20	1	37	0	< 1 Year	Yes	2,630	157	270	0
181,614	Female	40	1	27	0	1-2 Year	Yes	27,356	124	188	0
449,774	Male	22	1	45	1	< 1 Year	No	28,368	152	261	0
288,046	Female	21	1	43	0	< 1 Year	Yes	35,148	160	31	0
325,444	Male	24	1	30	1	< 1 Year	No	45,332	152	243	0
399,022	Female	37	1	8	1	1-2 Year	No	43,139	26	18	0
164,934	Female	22	1	36	0	< 1 Year	No	32,268	152	245	0
231,540	Male	37	1	28	0	1-2 Year	Yes	30,922	124	82	1
113,170	Female	44	1	28	0	1-2 Year	Yes	47,070	26	97	0
364,878	Male	33	1	28	0	< 1 Year	Yes	57,392	122	52	0
343,867	Male	48	1	28	0	1-2 Year	Yes	51,464	26	163	0
132,778	Male	42	1	8	0	1-2 Year	Yes	36,474	124	237	0
455,691	Female	46	1	8	1	1-2 Year	No	2,630	26	138	0
22,944	Male	46	1	16	0	1-2 Year	Yes	27,564	152	105	1
76,223	Female	37	1	18	1	1-2 Year	No	35,172	26	216	0
126,340	Male	27	1	32	0	< 1 Year	Yes	28,651	152	235	0
95,694	Male	45	1	3	0	1-2 Year	Yes	2,630	124	251	1
143,590	Female	26	1	29	1	< 1 Year	No	41,066	152	139	0
275,916	Male	56	1	1	0	1-2 Year	Yes	2,630	124	34	1
363,021	Female	21	1	8	1	< 1 Year	Yes	31,372	160	259	0
174,151	Male	55	1	29	1	1-2 Year	No	32,843	26	260	0
337,789	Male	47	1	28	0	1-2 Year	Yes	50,091	26	226	0

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