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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
319,606	Male	22	1	46	1	< 1 Year	No	25,915	152	175	0
344,732	Male	72	1	11	0	1-2 Year	Yes	31,689	124	142	0
232,671	Male	43	1	36	0	1-2 Year	Yes	43,632	26	268	0
82,927	Male	61	1	28	1	1-2 Year	No	27,894	52	216	0
74,226	Female	27	1	50	0	< 1 Year	Yes	36,066	152	207	0
65,661	Male	43	1	41	0	1-2 Year	Yes	45,377	124	36	0
85,894	Female	24	1	30	1	1-2 Year	Yes	2,630	156	152	0
157,527	Female	23	1	3	1	< 1 Year	No	21,320	152	206	0
295,098	Female	23	1	8	1	< 1 Year	No	42,202	151	235	0
413,092	Female	26	1	41	1	< 1 Year	No	25,599	152	181	0
93,911	Female	22	1	36	0	< 1 Year	No	37,840	152	89	0
136,356	Female	25	1	28	1	< 1 Year	No	35,053	152	137	0
136,113	Male	55	1	28	1	1-2 Year	No	40,753	124	54	0
302,381	Female	21	1	46	1	< 1 Year	No	32,521	152	44	0
294,373	Male	46	1	8	0	1-2 Year	Yes	53,383	124	122	1
312,943	Female	28	1	6	1	< 1 Year	No	27,347	152	108	0
93,340	Male	23	1	46	1	< 1 Year	No	26,073	152	137	0
333,386	Male	30	1	11	0	< 1 Year	No	28,740	152	219	0
376,697	Female	28	1	30	1	< 1 Year	No	29,577	152	116	0
384,382	Male	27	1	28	1	< 1 Year	No	31,116	152	121	0
250,720	Female	24	1	32	0	< 1 Year	Yes	27,203	152	94	0
266,744	Male	52	1	13	1	1-2 Year	No	24,879	150	19	0
257,280	Male	69	1	29	1	1-2 Year	No	38,048	26	256	0
87,508	Male	23	1	39	0	1-2 Year	Yes	29,256	163	143	1
62,039	Male	38	1	17	1	1-2 Year	No	41,418	124	78	0
236,547	Female	24	1	50	1	< 1 Year	No	19,489	152	258	0
153,996	Male	20	1	30	0	< 1 Year	Yes	2,630	160	294	0
257,089	Male	53	1	23	0	1-2 Year	Yes	34,867	26	113	0
261,236	Female	22	1	11	1	< 1 Year	No	27,351	152	181	0
218,910	Male	36	1	28	0	1-2 Year	Yes	55,738	122	133	1
350,101	Female	48	1	29	1	1-2 Year	No	49,104	26	150	0
317,878	Male	56	1	28	0	> 2 Years	Yes	30,833	154	234	0
495,695	Male	50	1	11	0	> 2 Years	Yes	2,630	120	287	1
43,412	Male	23	1	11	1	< 1 Year	No	72,871	152	177	0
460,800	Male	72	1	37	1	1-2 Year	No	51,298	124	145	0
204,810	Female	52	1	28	0	1-2 Year	Yes	28,275	122	253	0
144,467	Male	26	1	45	0	< 1 Year	Yes	2,630	163	191	0
445,404	Male	46	1	9	1	1-2 Year	No	27,095	124	239	0
502,777	Female	53	1	28	1	1-2 Year	No	35,785	124	12	0
302,317	Female	29	1	46	0	< 1 Year	Yes	24,845	152	186	0
313,083	Male	33	1	47	0	1-2 Year	Yes	46,829	16	193	0
375,710	Female	23	1	25	1	< 1 Year	No	29,792	152	50	0
108,129	Female	21	1	8	0	< 1 Year	No	39,207	160	68	0
86,933	Female	25	1	6	1	< 1 Year	No	27,770	152	218	0
163,619	Male	33	1	41	1	< 1 Year	No	34,494	152	29	0
234,251	Female	24	1	8	1	< 1 Year	No	55,635	152	168	0
311,558	Male	79	1	8	0	1-2 Year	Yes	42,896	26	295	0
87,294	Male	46	1	28	0	1-2 Year	Yes	33,145	26	139	0
81,585	Male	61	1	28	0	1-2 Year	Yes	35,067	26	44	0
137,932	Male	52	1	30	0	1-2 Year	Yes	36,203	26	95	1
169,922	Female	41	1	28	0	1-2 Year	Yes	39,312	60	243	0
277,643	Male	77	1	29	0	1-2 Year	Yes	55,991	26	176	1
217,626	Female	52	1	28	0	1-2 Year	Yes	62,261	26	84	1
424,563	Male	36	1	7	1	1-2 Year	No	2,630	31	168	0
401,602	Male	38	1	8	0	1-2 Year	Yes	49,667	26	114	1
276,109	Female	25	1	14	1	< 1 Year	No	36,359	152	164	0
272,411	Female	23	1	30	1	< 1 Year	No	16,613	152	281	0
15,957	Male	27	1	8	1	< 1 Year	No	44,527	152	256	0
18,471	Male	27	1	46	1	< 1 Year	No	28,212	152	182	0
477,781	Female	57	1	28	0	> 2 Years	Yes	51,246	26	178	1
186,513	Male	48	1	3	0	1-2 Year	Yes	25,687	124	251	0
479,399	Male	45	1	28	0	1-2 Year	Yes	49,514	124	252	1
60,750	Female	37	1	34	0	1-2 Year	Yes	26,055	124	254	1
390,604	Female	42	1	28	0	1-2 Year	Yes	39,132	124	200	1
113,794	Female	24	1	11	0	< 1 Year	Yes	23,489	152	286	0
189,362	Female	53	1	35	0	1-2 Year	Yes	2,630	157	269	1
125,238	Male	22	1	14	1	< 1 Year	No	24,920	26	61	0
36,156	Female	46	1	45	1	1-2 Year	No	2,630	124	69	0
37,480	Male	77	1	33	1	1-2 Year	No	2,630	26	238	0
251,245	Male	23	1	28	0	< 1 Year	Yes	33,933	152	24	0
70,426	Female	24	1	35	1	< 1 Year	No	26,618	152	286	0
358,136	Male	23	1	41	1	< 1 Year	No	31,756	152	183	0
334,152	Female	59	1	28	0	1-2 Year	Yes	29,650	154	17	0
482,678	Male	30	1	29	1	< 1 Year	No	2,630	152	209	0
463,292	Male	25	1	8	1	< 1 Year	No	45,438	152	136	0
80,530	Male	22	1	47	0	< 1 Year	Yes	26,022	152	102	1
42,842	Male	21	1	36	0	< 1 Year	Yes	35,886	152	114	0
31,963	Female	24	1	50	0	< 1 Year	No	40,952	151	68	0
369,891	Female	23	1	11	1	< 1 Year	No	21,040	152	16	0
130,913	Female	35	1	30	1	1-2 Year	No	41,002	124	294	0
212,454	Male	24	1	28	0	1-2 Year	Yes	2,630	156	42	0
493,885	Male	48	1	28	0	1-2 Year	Yes	71,769	26	183	1
170,251	Male	67	1	28	1	1-2 Year	No	35,679	26	112	0
38,707	Female	42	1	7	0	1-2 Year	No	46,708	124	148	0
92,941	Male	31	1	36	0	1-2 Year	Yes	30,002	163	238	1
220,618	Male	58	1	46	0	1-2 Year	Yes	41,656	124	63	0
6,586	Female	46	1	30	1	1-2 Year	No	2,630	152	133	0
154,686	Female	25	1	36	1	< 1 Year	No	36,366	152	229	0
439,324	Female	21	1	15	1	< 1 Year	No	31,900	160	25	0
187	Male	48	1	8	0	> 2 Years	Yes	44,021	124	135	0
22,821	Male	26	1	41	1	< 1 Year	No	30,647	152	267	0
251,943	Female	35	1	45	0	1-2 Year	Yes	17,958	124	137	0
124,415	Male	52	1	8	0	1-2 Year	Yes	2,630	26	183	0
331,785	Female	24	1	8	1	< 1 Year	No	28,455	152	38	0
343,942	Female	69	1	28	1	1-2 Year	No	40,855	13	252	0
240,261	Female	23	1	14	1	< 1 Year	No	2,630	160	104	0
219,450	Male	51	1	28	0	1-2 Year	Yes	2,630	156	78	0
135,682	Male	49	1	28	0	1-2 Year	Yes	43,652	124	201	0
206,325	Male	26	1	28	0	< 1 Year	Yes	2,630	124	171	1
186,509	Male	50	1	28	0	1-2 Year	Yes	50,065	26	76	0

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