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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
34,921	Male	46	1	28	0	1-2 Year	Yes	27,374	124	234	0
377,501	Female	43	1	28	0	1-2 Year	Yes	45,013	124	107	0
204,039	Female	61	1	28	0	> 2 Years	Yes	42,996	124	137	0
438,000	Female	46	1	41	1	1-2 Year	No	25,768	124	272	0
255,346	Female	76	1	28	0	1-2 Year	Yes	31,794	3	113	1
181,938	Female	30	1	28	0	< 1 Year	Yes	2,630	157	50	0
84,680	Male	50	1	28	1	1-2 Year	No	27,406	13	111	0
317,685	Male	32	1	29	1	< 1 Year	No	2,630	152	188	0
316,984	Female	48	1	41	1	1-2 Year	No	22,020	26	254	0
243,146	Male	59	1	28	0	> 2 Years	Yes	2,630	124	181	0
471,279	Female	39	1	28	0	1-2 Year	Yes	28,687	124	152	1
124,306	Male	53	1	8	0	1-2 Year	Yes	37,931	26	126	0
13,279	Female	56	1	47	1	1-2 Year	No	33,639	16	78	0
135,492	Female	25	1	2	0	< 1 Year	Yes	31,678	26	52	0
296,205	Male	51	1	38	0	1-2 Year	Yes	2,630	157	222	1
336,314	Female	46	1	28	1	1-2 Year	No	33,427	124	247	0
388,360	Female	26	1	29	1	< 1 Year	No	40,719	152	104	0
292,888	Female	21	1	8	0	< 1 Year	Yes	35,489	152	212	1
10,772	Male	20	1	42	0	< 1 Year	No	2,630	160	112	0
22,560	Female	47	1	28	0	1-2 Year	Yes	40,398	26	37	1
194,295	Female	41	1	28	0	1-2 Year	Yes	40,489	124	267	1
208,203	Male	33	1	28	0	< 1 Year	Yes	28,136	26	273	1
265,877	Female	40	1	28	0	1-2 Year	Yes	29,267	122	173	0
140,512	Male	71	1	8	0	1-2 Year	Yes	34,979	4	84	0
387,609	Female	34	1	8	0	1-2 Year	Yes	44,658	124	50	1
114,097	Female	47	1	28	0	1-2 Year	Yes	2,630	157	236	0
23,866	Female	35	1	13	0	1-2 Year	Yes	25,238	26	296	1
91,476	Female	36	1	46	1	1-2 Year	No	27,909	124	191	0
13,528	Male	49	1	28	1	1-2 Year	No	38,349	124	94	0
224,964	Female	29	1	21	0	< 1 Year	Yes	23,575	152	271	0
275,704	Female	25	1	13	1	< 1 Year	No	25,784	152	239	0
87,438	Female	47	1	35	0	1-2 Year	No	20,316	124	167	0
48,777	Female	49	1	25	0	1-2 Year	Yes	2,630	163	225	1
201,916	Male	26	1	41	1	< 1 Year	No	26,034	152	222	0
484,284	Male	43	1	18	0	1-2 Year	Yes	54,111	26	243	1
126,858	Female	65	1	28	0	> 2 Years	Yes	28,994	26	180	0
189,255	Female	77	1	20	0	1-2 Year	No	2,630	124	285	0
297,582	Male	26	1	30	1	< 1 Year	No	26,148	152	56	0
112,655	Male	78	1	28	1	1-2 Year	No	2,630	122	187	0
145,581	Male	37	1	52	0	1-2 Year	Yes	38,649	26	287	0
33,008	Female	37	1	36	0	1-2 Year	Yes	37,500	52	107	1
466,933	Male	31	1	29	0	1-2 Year	Yes	2,630	157	69	1
79,499	Male	33	1	28	0	1-2 Year	No	51,964	124	243	0
97,236	Female	24	1	8	1	< 1 Year	No	52,641	152	167	0
292,376	Female	24	1	2	0	< 1 Year	No	23,978	152	193	0
314,914	Female	67	1	8	1	1-2 Year	No	2,630	152	119	0
67,934	Male	75	1	33	0	> 2 Years	Yes	30,151	26	129	0
191,210	Female	54	1	33	0	1-2 Year	Yes	34,374	124	58	0
274,419	Male	49	1	46	0	1-2 Year	Yes	26,991	26	297	0
196,637	Female	51	1	28	0	1-2 Year	No	30,204	157	11	0
372,312	Female	24	1	8	1	< 1 Year	No	28,094	151	296	0
14,871	Female	24	1	35	0	< 1 Year	Yes	29,306	152	95	0
257,638	Male	22	1	8	0	< 1 Year	No	2,630	152	135	0
322,858	Male	58	1	28	0	1-2 Year	Yes	54,393	124	76	0
54,849	Female	25	1	30	1	< 1 Year	No	23,266	152	69	0
381,614	Female	53	1	8	0	1-2 Year	Yes	2,630	157	215	1
471,345	Male	38	1	28	0	1-2 Year	Yes	40,159	124	189	1
179,008	Male	48	1	28	0	< 1 Year	No	2,630	1	238	0
229,009	Female	36	1	28	0	1-2 Year	No	2,630	156	267	0
344,744	Male	41	1	28	0	1-2 Year	Yes	49,016	25	162	0
144,193	Male	45	1	8	0	1-2 Year	Yes	36,421	26	194	1
341,971	Female	23	1	22	0	< 1 Year	Yes	36,207	151	66	0
321,407	Female	36	1	28	0	1-2 Year	No	26,283	31	143	0
167,729	Male	35	1	30	1	1-2 Year	No	28,213	152	75	0
342,615	Male	67	1	8	1	1-2 Year	No	50,681	26	92	0
319,234	Female	57	1	20	0	1-2 Year	Yes	2,630	124	194	0
120,140	Male	27	1	28	1	< 1 Year	No	35,764	152	48	0
108,991	Female	45	1	28	0	1-2 Year	Yes	31,312	154	126	1
346,814	Male	44	1	28	0	1-2 Year	Yes	49,260	26	272	0
116,626	Female	41	1	28	1	1-2 Year	No	23,150	124	184	0
18,074	Male	23	1	11	1	< 1 Year	No	32,896	152	170	0
199,581	Male	42	1	28	0	1-2 Year	Yes	31,547	26	38	0
192,244	Female	31	1	33	1	< 1 Year	No	19,226	152	146	0
441,777	Male	44	1	47	0	1-2 Year	Yes	36,151	26	132	1
159,893	Male	25	1	30	1	< 1 Year	No	22,457	152	284	0
47,098	Male	48	1	28	1	1-2 Year	No	49,376	52	231	0
146,041	Female	24	1	30	1	< 1 Year	No	25,808	152	186	0
118,191	Male	27	1	46	0	< 1 Year	Yes	2,630	157	264	1
163,408	Male	36	1	19	0	1-2 Year	Yes	31,416	124	210	1
384,961	Female	46	1	8	1	1-2 Year	No	2,630	124	148	0
228,165	Female	23	1	41	1	< 1 Year	No	29,065	152	43	0
254,263	Female	24	1	6	1	< 1 Year	No	22,990	152	38	0
14,107	Male	64	1	0	0	1-2 Year	No	2,630	26	297	0
337,971	Female	24	1	8	0	< 1 Year	No	31,552	152	61	0
62,933	Female	27	1	35	0	< 1 Year	Yes	36,736	24	102	1
125,739	Female	23	1	50	1	< 1 Year	No	21,490	152	163	0
455,002	Male	22	1	30	1	< 1 Year	No	25,030	152	218	0
148,443	Female	34	1	8	0	1-2 Year	Yes	49,301	154	186	0
256,290	Male	38	1	46	0	1-2 Year	Yes	47,109	124	83	1
269,148	Female	52	1	28	0	1-2 Year	No	45,895	124	150	0
98,533	Female	50	1	48	0	1-2 Year	Yes	2,630	26	56	0
241,576	Female	66	1	15	0	1-2 Year	Yes	24,272	152	140	0
399,100	Male	42	1	28	0	1-2 Year	Yes	33,246	124	219	1
340,456	Female	62	1	41	0	1-2 Year	Yes	2,630	156	217	1
415,489	Female	30	1	3	1	< 1 Year	No	31,130	152	90	0
263,918	Female	45	1	28	0	> 2 Years	Yes	52,499	124	142	0
399,857	Male	54	1	28	0	> 2 Years	Yes	2,630	26	55	1
452,650	Male	72	1	30	1	1-2 Year	No	24,412	152	106	0
363,615	Male	67	1	28	0	> 2 Years	Yes	45,405	55	16	0
289,527	Male	63	1	8	0	1-2 Year	Yes	69,034	124	58	0

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