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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
38,225	Male	40	1	28	1	1-2 Year	No	38,452	26	116	0
57,106	Female	26	1	35	0	< 1 Year	Yes	31,433	26	218	0
136,956	Male	37	1	28	0	1-2 Year	Yes	55,422	26	273	0
84,942	Male	55	1	28	0	1-2 Year	Yes	45,351	124	181	0
126,066	Male	57	1	33	0	1-2 Year	Yes	28,136	124	38	0
164,070	Female	25	1	37	0	< 1 Year	Yes	28,192	163	55	0
13,697	Female	25	1	3	1	< 1 Year	No	56,228	152	129	0
178,779	Male	76	1	18	1	1-2 Year	No	18,940	26	279	0
145,164	Male	40	1	8	1	1-2 Year	No	44,045	124	274	0
23,072	Male	73	1	15	1	1-2 Year	No	32,515	26	276	0
426,753	Female	21	1	30	1	< 1 Year	No	28,593	152	277	0
472,427	Female	31	1	41	1	1-2 Year	No	30,757	124	58	0
226,231	Male	20	1	28	0	< 1 Year	Yes	39,006	156	126	0
268,312	Male	50	1	41	0	1-2 Year	Yes	40,935	26	83	0
77,273	Male	20	1	15	0	< 1 Year	No	27,561	160	250	0
253,289	Male	39	1	28	0	1-2 Year	No	47,251	26	267	0
229,523	Male	64	1	15	0	1-2 Year	Yes	41,422	124	170	0
192,923	Female	44	1	28	0	1-2 Year	Yes	31,241	154	193	0
12,197	Male	57	1	18	0	1-2 Year	Yes	31,573	124	183	0
276,401	Male	55	1	36	0	1-2 Year	Yes	25,683	26	216	0
18,083	Male	21	1	33	0	< 1 Year	Yes	2,630	152	211	1
193,310	Male	66	1	32	0	1-2 Year	Yes	26,314	26	80	0
225,230	Female	44	1	28	0	1-2 Year	Yes	45,476	124	76	0
141,466	Male	63	1	41	0	1-2 Year	Yes	37,034	26	133	0
452,756	Male	38	1	41	0	1-2 Year	Yes	23,951	124	274	1
299,850	Male	27	1	8	1	< 1 Year	No	21,982	152	267	0
188,457	Male	33	1	8	1	< 1 Year	No	59,414	152	168	0
28,133	Female	50	1	28	0	1-2 Year	Yes	30,613	26	246	0
5,090	Female	58	0	28	0	1-2 Year	Yes	39,667	26	82	0
413,326	Female	52	1	41	1	1-2 Year	No	2,630	152	10	0
363,629	Male	53	1	23	0	1-2 Year	Yes	2,630	26	187	1
320,824	Male	26	1	41	1	< 1 Year	No	28,268	152	146	0
86,625	Male	42	1	28	0	1-2 Year	Yes	27,369	124	138	1
204,003	Male	24	1	14	1	< 1 Year	No	32,144	152	270	0
73,274	Male	27	1	8	0	< 1 Year	Yes	2,630	26	124	1
68,276	Female	27	1	49	1	< 1 Year	No	17,510	152	298	0
180,197	Female	26	1	49	1	< 1 Year	No	29,969	152	256	0
295,991	Male	44	1	50	0	1-2 Year	No	23,153	8	226	0
259,719	Male	47	1	46	1	1-2 Year	No	2,630	124	293	0
374,786	Male	79	1	29	0	1-2 Year	Yes	2,630	26	250	0
220,744	Male	60	1	28	1	1-2 Year	No	40,345	122	198	0
482,442	Female	24	1	28	1	< 1 Year	No	44,741	152	168	0
151,498	Female	56	1	28	0	1-2 Year	Yes	24,434	122	256	0
224,363	Male	66	1	8	0	1-2 Year	Yes	37,584	124	245	0
308,391	Female	33	1	7	0	1-2 Year	Yes	2,630	124	175	0
183,438	Male	37	1	33	0	1-2 Year	Yes	30,492	152	17	0
452,995	Female	29	1	30	1	< 1 Year	No	34,606	152	97	0
215,266	Male	40	1	50	0	1-2 Year	Yes	2,630	156	140	0
477,934	Female	32	1	6	1	< 1 Year	No	25,137	152	159	0
6,256	Female	28	1	3	0	< 1 Year	Yes	2,630	152	292	1
158,050	Male	46	1	7	0	1-2 Year	Yes	2,630	154	193	0
248,651	Female	24	1	47	1	< 1 Year	No	30,295	152	238	0
94,193	Female	20	1	28	1	< 1 Year	No	30,117	160	289	0
338,847	Male	23	1	8	1	< 1 Year	No	38,582	152	148	0
195,904	Female	53	1	47	0	1-2 Year	Yes	37,512	138	72	0
43,885	Female	22	1	36	1	< 1 Year	No	29,285	152	29	0
142,085	Female	66	1	28	1	1-2 Year	No	39,957	122	279	0
151,244	Female	47	1	28	0	1-2 Year	Yes	40,900	125	150	0
360,033	Female	35	1	46	1	1-2 Year	No	2,630	157	17	0
266,987	Male	21	1	13	0	< 1 Year	Yes	2,630	160	225	0
172,469	Female	24	1	33	1	< 1 Year	No	28,620	152	116	0
239,199	Female	48	1	8	1	1-2 Year	Yes	34,506	124	263	0
45,326	Female	22	1	15	0	< 1 Year	No	35,310	152	267	0
187,539	Male	46	1	28	0	> 2 Years	Yes	34,540	26	268	0
258,162	Male	62	1	6	1	1-2 Year	No	25,642	124	276	0
6,474	Male	70	1	28	0	> 2 Years	Yes	50,763	124	69	0
198,647	Female	24	1	50	0	< 1 Year	Yes	39,462	152	253	0
244,090	Male	50	1	38	0	1-2 Year	Yes	2,630	26	47	0
62,344	Female	22	1	29	1	< 1 Year	No	34,576	152	172	0
361,237	Female	26	1	21	0	< 1 Year	Yes	2,630	152	253	0
41,663	Female	32	1	28	0	1-2 Year	Yes	2,630	157	51	0
206,248	Female	31	1	22	1	< 1 Year	No	2,630	152	157	0
400,581	Female	25	1	40	1	< 1 Year	No	48,162	152	173	0
287,741	Female	46	1	14	0	1-2 Year	Yes	37,020	156	93	1
311,434	Male	23	1	8	1	< 1 Year	No	2,630	152	141	0
193,525	Male	29	1	28	1	< 1 Year	No	77,503	152	96	0
16,494	Male	23	1	41	1	< 1 Year	No	47,523	152	247	0
303,729	Female	24	1	11	1	< 1 Year	No	18,547	152	69	0
29,954	Female	26	1	30	1	< 1 Year	No	32,422	152	287	0
61,608	Male	52	1	28	1	1-2 Year	No	25,078	26	84	0
18,149	Female	35	1	8	0	1-2 Year	Yes	46,620	124	277	1
68,439	Female	25	1	36	0	1-2 Year	Yes	2,630	154	207	0
143,143	Male	27	1	12	1	< 1 Year	No	20,805	152	136	0
346,603	Female	50	1	30	0	1-2 Year	Yes	33,669	124	231	0
309,422	Male	23	1	28	0	< 1 Year	No	22,957	152	90	0
156,137	Female	58	1	11	1	1-2 Year	No	54,431	26	73	0
386,268	Female	31	1	16	1	< 1 Year	No	2,630	160	237	0
277,240	Male	23	1	22	1	< 1 Year	No	45,752	152	109	0
106,980	Male	44	1	28	1	1-2 Year	No	38,200	26	137	0
127,520	Male	55	1	28	0	> 2 Years	Yes	46,519	26	204	0
333,929	Female	24	1	36	1	< 1 Year	No	31,777	152	223	0
297,968	Male	39	1	28	0	1-2 Year	Yes	2,630	156	125	1
37,536	Male	74	1	8	1	1-2 Year	No	78,948	7	74	0
125,224	Female	71	1	8	1	1-2 Year	No	2,630	7	152	0
216,813	Female	28	1	28	1	< 1 Year	No	53,587	152	241	0
1,568	Male	48	1	3	1	1-2 Year	No	19,565	124	89	0
51,355	Male	58	1	11	1	1-2 Year	No	22,359	26	286	0
345,630	Female	30	1	29	0	1-2 Year	Yes	33,460	124	149	1
286,198	Male	23	1	29	1	< 1 Year	No	30,202	26	134	0
20,125	Male	48	1	3	0	> 2 Years	Yes	39,497	26	34	1

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