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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
358,585	Male	50	1	17	0	1-2 Year	Yes	2,630	124	45	0
133,739	Male	45	1	0	0	> 2 Years	Yes	2,630	25	93	1
45,523	Male	23	1	11	1	< 1 Year	No	27,596	152	114	0
472,751	Female	24	1	28	1	< 1 Year	No	32,212	160	282	0
230,934	Female	73	1	35	0	1-2 Year	Yes	24,667	10	177	0
414,407	Male	66	1	28	1	1-2 Year	No	33,050	26	188	0
447,697	Female	22	1	46	1	< 1 Year	No	35,579	152	175	0
7,897	Female	23	1	10	1	< 1 Year	No	17,499	152	233	0
376,829	Male	46	1	28	0	1-2 Year	Yes	42,890	26	11	1
501,753	Male	34	1	28	0	1-2 Year	Yes	42,012	26	133	1
330,783	Male	61	1	40	0	1-2 Year	Yes	45,159	26	64	0
379,901	Male	68	1	28	0	1-2 Year	Yes	48,037	124	234	0
178,455	Male	30	1	8	1	1-2 Year	No	33,814	124	231	0
117,121	Female	50	1	28	0	1-2 Year	Yes	26,851	24	97	0
207,330	Male	21	1	9	0	< 1 Year	Yes	37,920	152	163	1
344,233	Male	46	1	28	0	1-2 Year	No	38,613	124	127	0
502,699	Female	29	1	35	1	< 1 Year	No	29,749	152	132	0
335,750	Male	45	1	11	0	1-2 Year	No	37,395	157	93	0
497,695	Female	45	1	28	0	1-2 Year	Yes	37,429	124	292	1
295,345	Male	23	1	41	1	< 1 Year	No	33,133	152	269	0
376,126	Female	62	1	28	0	1-2 Year	Yes	36,484	124	218	1
223,825	Male	41	1	27	1	1-2 Year	No	50,663	124	167	0
498,641	Male	24	1	35	0	1-2 Year	Yes	26,058	124	79	1
356,596	Male	68	1	29	0	1-2 Year	Yes	35,553	124	295	0
141,653	Male	52	1	20	0	1-2 Year	Yes	2,630	26	24	1
121,605	Male	45	1	28	1	1-2 Year	No	29,170	124	109	0
173,126	Female	20	1	3	0	< 1 Year	No	26,935	160	24	0
144,647	Female	59	1	28	1	1-2 Year	No	45,600	26	247	0
121,538	Female	25	1	14	1	< 1 Year	No	26,228	152	19	0
400,676	Male	24	1	34	1	< 1 Year	No	29,882	152	132	0
213,558	Female	51	1	29	0	1-2 Year	Yes	37,985	26	105	0
450,935	Male	34	1	16	0	1-2 Year	Yes	2,630	156	60	1
153,559	Female	23	1	25	1	< 1 Year	No	24,928	152	297	0
134,587	Female	47	1	28	0	1-2 Year	Yes	58,508	26	298	0
189,198	Male	22	1	42	0	< 1 Year	No	37,164	26	23	0
239,462	Female	40	1	28	0	1-2 Year	Yes	45,244	125	139	0
82,894	Female	30	1	25	1	< 1 Year	No	2,630	152	231	0
347,327	Male	25	1	28	1	< 1 Year	No	26,321	152	141	0
303,348	Female	23	1	28	1	< 1 Year	No	50,237	152	31	0
366,030	Male	67	1	0	0	1-2 Year	Yes	2,630	55	182	0
86,931	Male	26	1	28	1	< 1 Year	No	35,925	152	220	0
358,465	Female	24	1	46	1	< 1 Year	No	30,480	152	167	0
152,377	Male	44	1	28	1	1-2 Year	No	37,512	26	92	0
113,244	Male	41	1	28	0	1-2 Year	Yes	76,258	26	134	1
339,437	Male	23	1	33	0	< 1 Year	Yes	23,813	152	188	0
233,094	Female	47	1	28	0	1-2 Year	Yes	2,630	26	179	0
434,224	Female	46	1	28	0	1-2 Year	Yes	45,042	124	40	1
205,862	Male	54	1	1	0	1-2 Year	Yes	2,630	124	230	0
424,289	Male	41	1	28	0	1-2 Year	Yes	29,153	124	138	1
157,166	Female	72	1	8	0	1-2 Year	Yes	41,742	26	278	0
271,299	Male	44	1	28	1	1-2 Year	No	27,391	26	35	0
374,858	Male	57	1	3	0	1-2 Year	Yes	17,602	124	186	0
171,237	Female	26	1	49	0	< 1 Year	Yes	32,731	26	20	0
69,295	Female	32	1	8	0	1-2 Year	Yes	45,704	26	107	1
314,505	Male	27	1	5	1	< 1 Year	No	2,630	152	48	0
3,538	Male	68	1	28	0	> 2 Years	Yes	46,086	26	211	0
370,705	Female	47	1	11	0	1-2 Year	Yes	33,470	124	149	0
156,854	Male	21	1	46	1	< 1 Year	No	24,746	160	67	0
180,434	Female	25	1	28	1	< 1 Year	No	33,266	152	241	0
315,195	Female	54	1	29	1	1-2 Year	No	2,630	26	45	0
145,466	Male	30	1	28	1	< 1 Year	No	42,055	152	282	0
35,455	Male	40	1	48	1	1-2 Year	Yes	2,630	124	112	0
450,604	Male	39	1	8	0	1-2 Year	Yes	26,307	124	73	1
70,556	Male	34	1	46	1	1-2 Year	No	28,788	152	116	0
336,411	Male	24	1	41	1	< 1 Year	No	31,948	152	162	0
157,282	Male	29	1	30	0	< 1 Year	Yes	25,499	152	195	0
233,844	Male	55	1	45	0	1-2 Year	Yes	26,655	124	79	1
348,129	Male	45	1	3	1	1-2 Year	No	36,548	124	58	0
221,616	Male	54	1	28	0	1-2 Year	Yes	2,630	124	247	0
396,022	Female	24	1	8	1	< 1 Year	No	2,630	152	236	0
222,981	Male	60	1	32	0	1-2 Year	Yes	38,469	26	120	1
21,233	Female	24	1	1	1	< 1 Year	No	2,630	152	272	0
74,692	Male	27	1	36	0	< 1 Year	No	30,927	152	290	0
96,806	Female	45	1	28	0	1-2 Year	Yes	47,874	124	178	0
160,853	Male	21	1	47	1	< 1 Year	No	26,439	152	17	0
154,148	Female	26	1	6	1	< 1 Year	No	23,901	152	188	0
460,500	Female	70	1	8	1	1-2 Year	No	30,799	7	173	0
87,047	Male	33	1	28	0	< 1 Year	Yes	65,573	122	46	1
20,108	Female	23	1	28	1	< 1 Year	Yes	24,504	152	146	0
462,123	Female	71	1	50	1	1-2 Year	No	2,630	124	261	0
113,377	Female	21	1	37	0	< 1 Year	Yes	50,052	152	162	0
361,447	Female	25	1	10	0	< 1 Year	Yes	27,895	152	182	0
397,007	Female	78	1	30	1	1-2 Year	No	28,750	124	69	0
387,012	Male	42	1	11	0	1-2 Year	Yes	25,890	124	272	1
341,884	Male	61	1	28	0	1-2 Year	Yes	34,872	26	26	0
9,851	Female	57	1	33	0	1-2 Year	Yes	51,147	152	237	0
241,612	Male	26	1	25	1	< 1 Year	No	30,224	152	258	0
181,528	Female	63	1	29	1	1-2 Year	No	31,554	124	138	0
209,048	Female	24	1	15	1	< 1 Year	No	34,531	152	40	0
118,403	Female	23	1	8	1	< 1 Year	No	55,847	152	143	0
296,788	Male	22	1	35	0	< 1 Year	No	44,193	160	102	0
231,403	Female	64	1	28	0	1-2 Year	Yes	39,565	26	114	1
343,630	Male	64	1	28	0	1-2 Year	Yes	41,963	124	131	1
433,900	Male	52	1	28	0	1-2 Year	Yes	40,938	26	28	1
171,983	Male	52	1	8	0	1-2 Year	Yes	33,404	4	161	0
373,519	Male	63	1	28	0	1-2 Year	Yes	62,079	26	52	0
43,406	Male	54	1	38	0	1-2 Year	Yes	2,630	156	34	0
24,079	Female	48	1	41	0	1-2 Year	Yes	32,462	26	20	0
195,973	Male	23	1	30	0	< 1 Year	Yes	31,534	152	133	0
44,936	Male	62	1	30	1	1-2 Year	No	2,630	26	123	0

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