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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
271,254	Male	36	1	18	0	1-2 Year	Yes	24,987	26	173	0
179,514	Male	39	1	45	0	1-2 Year	Yes	30,364	124	294	1
361,931	Female	22	1	22	1	< 1 Year	No	23,209	152	194	0
54,094	Male	22	1	27	1	< 1 Year	No	37,709	152	167	0
153,282	Female	22	1	15	1	< 1 Year	No	31,904	152	234	0
237,381	Male	41	1	28	0	1-2 Year	Yes	35,949	124	205	0
71,682	Female	44	1	28	1	1-2 Year	No	38,938	25	107	0
122,494	Female	29	1	32	1	< 1 Year	No	32,347	152	136	0
465,134	Male	25	1	29	1	< 1 Year	No	2,630	152	264	0
199,866	Male	65	1	36	1	1-2 Year	No	34,295	124	171	0
134,996	Male	21	1	46	1	< 1 Year	No	38,913	152	15	0
248,203	Female	22	1	10	1	< 1 Year	No	30,658	152	110	0
25,470	Male	26	1	8	1	< 1 Year	No	48,845	152	101	0
270,430	Female	30	1	41	0	< 1 Year	Yes	2,630	152	223	0
253,199	Female	39	1	38	0	1-2 Year	Yes	2,630	156	215	0
79,799	Male	23	1	28	1	< 1 Year	No	64,999	152	155	0
29,692	Male	21	1	49	0	1-2 Year	Yes	28,341	26	197	0
336,270	Female	22	1	3	0	< 1 Year	Yes	31,772	152	105	0
504,369	Male	21	1	46	1	< 1 Year	No	21,969	160	88	0
445,724	Male	25	1	8	1	< 1 Year	No	60,675	152	71	0
17,167	Male	21	1	3	1	< 1 Year	Yes	20,468	160	271	0
472,393	Female	21	1	13	1	< 1 Year	No	28,645	160	98	0
81,574	Male	44	1	24	0	1-2 Year	Yes	39,528	124	46	1
256,406	Female	44	1	46	0	> 2 Years	Yes	31,056	124	30	0
315,169	Male	30	1	47	0	< 1 Year	Yes	25,398	124	248	1
334,929	Female	73	1	28	1	1-2 Year	No	33,531	55	58	0
249,024	Male	20	1	3	0	< 1 Year	Yes	2,630	160	206	0
138,839	Male	52	1	28	1	1-2 Year	No	2,630	124	165	0
211,058	Male	35	1	41	1	1-2 Year	No	30,259	152	165	0
307,945	Male	61	1	28	0	1-2 Year	Yes	48,353	26	42	0
39,437	Male	33	1	15	0	< 1 Year	Yes	2,630	124	123	1
138,972	Female	38	1	0	1	1-2 Year	No	2,630	26	92	0
501,276	Male	47	1	36	0	1-2 Year	Yes	30,495	26	155	1
14,189	Male	37	1	36	0	1-2 Year	Yes	48,039	30	111	0
361,036	Female	26	1	8	1	< 1 Year	No	31,616	152	62	0
225,371	Male	50	1	33	0	1-2 Year	Yes	28,276	138	165	1
363,474	Male	26	1	9	1	< 1 Year	No	37,347	152	167	0
21,090	Female	26	1	46	1	< 1 Year	No	33,328	152	252	0
141,429	Female	26	1	28	1	< 1 Year	No	41,920	152	210	0
265,059	Female	30	1	8	0	< 1 Year	No	25,235	152	88	0
212,465	Female	26	1	30	1	< 1 Year	No	32,291	152	273	0
360,298	Female	50	1	28	0	1-2 Year	Yes	49,341	122	27	1
47,191	Female	45	1	28	1	1-2 Year	No	34,234	124	268	0
161,420	Female	28	1	36	0	< 1 Year	Yes	31,101	152	27	0
214,792	Male	42	1	41	1	1-2 Year	Yes	2,630	157	143	0
270,503	Male	47	1	28	0	1-2 Year	Yes	48,105	26	259	1
281,902	Male	22	1	24	1	< 1 Year	No	2,630	160	29	0
262,228	Female	22	1	3	0	< 1 Year	Yes	19,687	152	127	1
341,008	Male	24	1	36	0	< 1 Year	No	2,630	160	166	0
157,233	Female	33	1	30	1	< 1 Year	No	25,404	152	92	0
118,067	Male	28	1	8	1	< 1 Year	No	27,869	152	221	0
168,705	Female	30	1	4	0	< 1 Year	No	2,630	1	286	0
241,958	Female	24	1	43	0	< 1 Year	No	32,562	152	68	0
84,514	Male	23	1	23	1	< 1 Year	No	31,471	152	193	0
153,066	Male	73	1	0	1	1-2 Year	No	2,630	21	165	0
123,360	Female	39	1	4	0	1-2 Year	Yes	33,417	156	173	1
171,129	Female	41	1	48	0	1-2 Year	Yes	2,630	154	146	0
40,556	Female	75	1	28	0	1-2 Year	Yes	27,099	26	11	0
345,181	Male	54	1	28	0	1-2 Year	Yes	31,301	26	194	0
258,557	Male	60	1	28	0	1-2 Year	Yes	45,222	124	100	0
243,426	Female	77	1	28	1	1-2 Year	No	42,770	26	106	0
181,700	Male	70	1	8	0	1-2 Year	Yes	34,389	26	282	0
69,680	Male	30	1	28	1	1-2 Year	No	2,630	124	276	0
497,589	Male	75	1	28	1	1-2 Year	No	2,630	26	106	0
286,833	Male	23	1	45	1	< 1 Year	No	26,786	152	17	0
55,874	Female	42	1	9	0	1-2 Year	Yes	25,937	11	66	0
125,952	Female	21	1	36	1	< 1 Year	No	35,004	160	222	0
341,542	Male	21	1	28	1	< 1 Year	No	72,544	160	135	0
244,304	Male	51	1	3	1	1-2 Year	No	2,630	26	30	0
167,590	Female	51	1	28	0	1-2 Year	Yes	28,311	26	95	0
158,774	Male	37	1	47	0	1-2 Year	Yes	29,620	16	150	0
1,077	Female	69	1	28	0	> 2 Years	Yes	42,340	26	40	0
314,876	Male	29	1	28	0	< 1 Year	Yes	30,083	124	265	0
325,927	Male	69	1	1	0	1-2 Year	Yes	2,630	124	298	0
209,622	Male	43	1	8	1	1-2 Year	No	48,454	124	105	0
110,802	Male	27	1	28	1	< 1 Year	No	29,415	152	44	0
118,166	Male	29	1	36	0	< 1 Year	Yes	36,539	152	287	0
64,466	Male	25	1	47	0	< 1 Year	Yes	31,863	26	99	0
503,243	Male	38	1	28	0	1-2 Year	Yes	41,240	154	189	1
433,319	Female	24	1	15	1	< 1 Year	No	28,764	152	91	0
195,697	Male	24	1	28	1	< 1 Year	No	32,837	152	186	0
366,360	Female	23	1	7	1	< 1 Year	No	33,117	151	203	0
351,866	Male	29	1	23	1	< 1 Year	No	2,630	152	169	0
200,352	Female	25	1	46	0	< 1 Year	Yes	35,859	152	24	0
184,047	Male	24	1	3	1	< 1 Year	No	25,782	152	130	0
439,112	Female	25	1	8	1	< 1 Year	No	47,624	152	275	0
355,356	Female	60	1	34	1	1-2 Year	No	33,308	26	48	0
114,757	Female	22	1	41	1	< 1 Year	No	26,189	152	47	0
346,608	Male	80	1	8	1	1-2 Year	No	32,319	26	80	0
387,298	Male	39	1	8	1	1-2 Year	No	38,811	26	81	0
17,469	Female	25	1	28	1	< 1 Year	No	25,171	151	41	0
491,062	Male	43	1	41	0	1-2 Year	Yes	2,630	156	273	1
460,486	Male	55	1	10	1	1-2 Year	No	39,467	124	277	0
343,939	Female	51	1	28	0	> 2 Years	Yes	2,630	157	114	0
392,056	Male	25	1	29	1	< 1 Year	No	26,218	152	10	0
302,426	Male	75	1	28	1	1-2 Year	No	2,630	124	156	0
247,526	Female	23	1	6	1	< 1 Year	No	27,127	152	295	0
1,834	Male	46	1	28	0	1-2 Year	Yes	38,409	13	298	1
341,956	Female	26	1	3	1	< 1 Year	No	31,671	152	48	0
44,656	Male	32	1	19	0	1-2 Year	Yes	2,630	154	188	0

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