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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
268,358	Male	44	1	28	0	1-2 Year	Yes	2,630	156	139	1
171,821	Female	27	1	15	0	< 1 Year	No	31,302	152	98	0
258,633	Female	23	1	18	1	< 1 Year	No	25,031	152	137	0
10,053	Male	57	1	26	1	1-2 Year	No	28,946	124	97	0
81,261	Female	61	1	28	1	1-2 Year	No	45,359	122	129	0
51,003	Female	71	1	28	0	1-2 Year	Yes	54,394	124	177	0
80,709	Male	33	1	9	0	< 1 Year	Yes	45,277	124	235	1
254,887	Male	41	1	36	0	1-2 Year	Yes	35,549	26	66	0
482,244	Female	25	1	45	1	< 1 Year	No	23,192	152	281	0
206,354	Female	22	1	14	1	< 1 Year	No	32,886	152	34	0
348,107	Female	24	1	28	0	< 1 Year	Yes	33,839	26	258	0
286,519	Male	25	1	30	1	< 1 Year	No	39,095	152	39	0
334,904	Female	25	1	28	1	< 1 Year	No	42,625	152	226	0
277,367	Male	61	1	28	0	1-2 Year	Yes	26,860	26	159	0
171,809	Male	43	1	28	0	1-2 Year	Yes	54,289	124	63	1
14,026	Male	80	1	28	0	> 2 Years	Yes	41,929	124	179	0
412,194	Female	71	1	48	1	1-2 Year	No	2,630	26	142	0
52,580	Female	67	1	1	0	1-2 Year	Yes	2,630	26	22	0
38,618	Female	36	1	33	0	1-2 Year	Yes	27,384	124	137	0
95,139	Female	23	1	29	0	< 1 Year	Yes	36,592	152	263	0
263,841	Male	33	1	15	0	1-2 Year	Yes	28,267	154	269	0
82,054	Female	21	1	36	0	< 1 Year	Yes	2,630	156	210	0
147,600	Female	42	1	39	0	1-2 Year	No	2,630	156	271	0
136,277	Male	72	1	28	0	> 2 Years	Yes	56,359	122	22	0
172,430	Male	21	1	47	0	< 1 Year	Yes	33,828	152	34	0
166,018	Female	31	1	45	1	< 1 Year	No	2,630	152	42	0
55,595	Female	27	1	13	1	< 1 Year	No	25,714	152	172	0
221,445	Female	24	1	15	0	< 1 Year	Yes	2,630	151	124	0
11,804	Female	29	1	49	0	< 1 Year	Yes	47,968	152	106	0
321,273	Male	75	1	2	1	1-2 Year	No	40,009	124	254	0
163,551	Male	49	1	3	0	1-2 Year	Yes	75,027	29	294	0
115,451	Male	58	1	41	0	1-2 Year	Yes	33,484	124	296	1
197,996	Female	25	1	15	0	< 1 Year	Yes	28,116	152	71	0
164,466	Male	25	1	8	1	< 1 Year	No	40,563	152	281	0
76,552	Female	58	1	41	0	1-2 Year	Yes	2,630	124	154	1
223,644	Female	62	1	9	0	1-2 Year	No	34,372	26	165	0
487,520	Male	42	1	14	0	1-2 Year	Yes	31,553	124	237	1
124,670	Female	70	1	28	1	1-2 Year	No	49,698	30	83	0
115,406	Male	25	1	2	0	< 1 Year	No	31,495	152	18	0
505,815	Female	21	1	39	1	< 1 Year	No	38,768	152	90	0
371,060	Female	34	1	41	0	1-2 Year	Yes	25,583	154	78	1
434,599	Female	26	1	46	1	< 1 Year	No	23,828	152	61	0
11,226	Male	60	1	28	1	1-2 Year	No	50,393	26	234	0
211,929	Male	59	1	48	1	1-2 Year	No	2,630	15	216	0
179,367	Male	34	1	28	1	1-2 Year	No	38,862	26	244	0
302,631	Male	69	1	35	0	1-2 Year	Yes	2,630	122	257	0
51,803	Female	24	1	8	0	< 1 Year	Yes	32,919	152	127	0
51,496	Male	48	1	48	1	1-2 Year	No	2,630	124	250	0
106,354	Female	22	1	8	1	< 1 Year	No	37,579	152	237	0
262,400	Male	45	1	48	0	1-2 Year	Yes	2,630	9	184	0
163,645	Male	37	1	28	0	1-2 Year	Yes	32,876	152	43	0
288,217	Male	52	1	28	0	1-2 Year	Yes	37,403	26	86	1
341,919	Female	23	1	11	1	< 1 Year	No	27,138	152	275	0
128,656	Male	21	1	46	1	< 1 Year	No	30,519	160	77	0
149,311	Male	42	1	3	0	1-2 Year	Yes	22,145	154	191	0
368,676	Male	44	1	28	0	1-2 Year	Yes	36,670	26	38	1
135,963	Male	49	1	38	0	1-2 Year	Yes	33,127	124	241	0
349,352	Male	25	1	28	1	< 1 Year	No	2,630	152	36	0
106,048	Female	58	1	28	0	1-2 Year	Yes	44,811	122	50	0
95,942	Male	25	1	15	1	< 1 Year	No	30,123	152	72	0
483,589	Male	46	1	41	0	1-2 Year	Yes	2,630	12	89	1
78,585	Female	22	1	12	1	< 1 Year	No	41,683	152	145	0
124,505	Female	25	1	29	1	< 1 Year	No	31,162	152	142	0
307,674	Female	27	1	41	1	< 1 Year	Yes	24,374	152	232	0
178,118	Female	33	1	11	1	< 1 Year	No	32,077	152	266	0
103,570	Male	25	1	30	1	< 1 Year	No	24,204	152	94	0
265,080	Male	57	1	46	0	1-2 Year	Yes	23,350	124	15	0
254,008	Male	33	1	28	0	1-2 Year	Yes	38,789	154	165	0
381,016	Female	23	1	46	1	< 1 Year	No	19,460	152	104	0
152,005	Female	48	1	28	0	1-2 Year	Yes	60,381	26	119	0
54,800	Male	29	1	9	0	< 1 Year	Yes	29,886	152	272	1
442,815	Male	38	1	8	0	> 2 Years	Yes	31,346	26	148	1
151,287	Male	68	1	17	0	1-2 Year	Yes	35,327	26	271	1
358,586	Female	67	1	28	0	1-2 Year	Yes	220,702	26	195	0
122,648	Female	54	1	28	0	1-2 Year	Yes	39,037	13	292	1
89,797	Male	25	1	50	1	< 1 Year	No	35,389	152	177	0
231,712	Female	43	1	39	0	1-2 Year	Yes	37,334	8	289	0
358,501	Female	24	1	8	1	< 1 Year	No	39,577	152	296	0
342,294	Female	25	1	43	1	< 1 Year	No	48,675	152	71	0
233,847	Male	43	1	36	1	1-2 Year	No	34,122	124	166	0
27,587	Male	54	1	28	1	1-2 Year	No	2,630	60	211	0
195,605	Male	39	1	1	0	1-2 Year	Yes	2,630	156	106	0
206,758	Female	23	1	8	1	< 1 Year	No	18,930	152	208	0
163,313	Male	44	1	8	0	1-2 Year	Yes	2,630	30	110	1
197,884	Male	28	1	40	0	< 1 Year	Yes	23,630	152	193	0
64,458	Female	21	1	36	0	< 1 Year	No	36,838	152	87	0
131,706	Male	66	1	28	0	1-2 Year	Yes	32,915	61	112	0
72,458	Male	40	1	28	0	1-2 Year	Yes	30,362	26	225	0
129,642	Male	27	1	28	0	1-2 Year	No	2,630	163	21	0
488,776	Male	74	1	29	1	1-2 Year	No	55,720	26	147	0
354,332	Male	22	1	15	1	< 1 Year	No	36,277	152	152	0
172,438	Female	23	1	27	1	< 1 Year	No	30,330	152	230	0
237,463	Female	22	1	36	0	< 1 Year	Yes	34,245	152	150	0
68,888	Male	43	1	14	0	1-2 Year	Yes	25,985	26	157	0
5,957	Female	25	1	3	0	< 1 Year	No	2,630	152	46	0
63,643	Male	46	1	30	0	1-2 Year	Yes	34,278	124	131	0
403,006	Male	49	1	15	0	1-2 Year	Yes	20,966	26	263	1
208,692	Male	32	1	36	1	< 1 Year	No	2,630	152	170	0
99,431	Female	23	1	46	1	< 1 Year	No	49,448	152	70	0
343,275	Female	21	1	8	1	< 1 Year	No	57,269	160	77	0

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