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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
28,947	Male	74	1	28	0	1-2 Year	Yes	34,335	124	277	1
401,300	Female	21	1	15	1	< 1 Year	No	35,192	160	228	0
355,172	Male	32	1	42	1	< 1 Year	No	2,630	152	73	0
369,780	Male	21	1	26	1	< 1 Year	No	34,180	152	250	0
181,318	Male	42	1	35	0	1-2 Year	Yes	27,255	124	248	0
99,267	Male	45	1	28	0	1-2 Year	Yes	39,540	26	69	1
428,797	Female	25	1	28	1	< 1 Year	No	28,472	152	181	0
214,790	Male	53	1	6	1	1-2 Year	No	2,630	152	222	0
495,915	Male	47	1	41	0	1-2 Year	Yes	45,413	124	115	1
176,288	Male	44	1	28	0	> 2 Years	Yes	42,013	124	170	0
191,021	Female	21	1	37	0	< 1 Year	Yes	38,466	160	19	0
83,775	Male	25	1	28	0	< 1 Year	Yes	2,630	160	206	0
469,133	Female	64	1	33	1	1-2 Year	No	43,822	124	269	0
246,115	Male	55	1	47	0	1-2 Year	Yes	2,630	157	249	0
174,203	Male	56	1	36	0	> 2 Years	Yes	39,537	124	27	0
299,111	Female	41	1	47	1	1-2 Year	No	36,007	16	52	0
254,569	Male	31	1	33	1	< 1 Year	Yes	23,945	154	129	0
307,497	Male	60	1	48	0	1-2 Year	Yes	2,630	157	18	0
110,252	Male	50	1	41	0	> 2 Years	Yes	36,847	26	208	1
222,053	Female	28	1	33	1	< 1 Year	No	32,133	152	141	0
214,516	Male	21	1	26	0	< 1 Year	Yes	31,991	160	40	0
500,044	Female	43	1	41	0	1-2 Year	Yes	39,722	124	92	1
18,622	Female	22	1	46	1	< 1 Year	No	33,566	160	136	0
115,375	Female	27	1	10	1	< 1 Year	No	33,665	152	237	0
267,604	Male	45	1	28	0	1-2 Year	Yes	35,277	26	141	0
122,198	Male	44	1	35	0	1-2 Year	Yes	24,999	124	158	0
115,799	Female	21	1	15	0	< 1 Year	Yes	29,384	152	200	0
176,979	Male	43	1	35	0	1-2 Year	Yes	36,332	124	218	0
469,612	Female	25	1	16	1	< 1 Year	No	2,630	152	258	0
21,800	Female	42	1	30	0	1-2 Year	Yes	23,834	124	86	1
358,040	Female	23	1	35	1	< 1 Year	No	2,630	152	66	0
137,034	Male	21	1	28	1	< 1 Year	No	38,446	160	28	0
469,659	Male	35	1	28	0	> 2 Years	Yes	55,330	125	86	1
460,253	Male	39	1	46	0	1-2 Year	Yes	38,120	124	100	1
170,780	Male	59	1	46	0	1-2 Year	Yes	25,700	26	86	0
75,201	Male	46	1	28	0	> 2 Years	Yes	47,863	26	17	1
160,954	Male	24	1	6	1	< 1 Year	No	27,318	152	53	0
242,925	Male	52	1	28	1	1-2 Year	No	41,498	55	135	0
392,305	Female	43	1	28	0	1-2 Year	Yes	35,865	122	268	1
151,233	Female	23	1	46	1	< 1 Year	No	32,856	152	160	0
322,326	Male	23	1	13	1	< 1 Year	No	18,483	152	215	0
278,709	Male	74	1	30	0	1-2 Year	Yes	40,947	26	228	0
277,299	Male	40	1	30	0	1-2 Year	Yes	26,218	26	230	0
501,250	Male	25	1	36	1	< 1 Year	No	44,180	152	139	0
252,084	Female	21	1	25	1	< 1 Year	No	28,768	152	49	0
144,780	Female	47	1	28	1	1-2 Year	No	39,726	124	140	0
99,087	Male	49	1	28	1	1-2 Year	No	51,703	26	145	0
501,479	Female	31	1	28	1	< 1 Year	No	37,332	152	134	0
266,215	Female	48	1	28	0	1-2 Year	Yes	2,630	26	230	1
440,594	Male	44	1	29	0	1-2 Year	Yes	21,988	26	150	1
316,682	Female	24	1	33	0	< 1 Year	Yes	34,823	152	66	0
247,465	Male	48	1	28	1	1-2 Year	No	35,033	26	43	0
202,095	Male	60	1	28	1	1-2 Year	No	63,452	124	120	0
164,670	Female	28	1	3	0	< 1 Year	No	23,046	152	115	0
237,594	Female	78	1	39	1	1-2 Year	No	33,094	26	153	0
439,932	Female	27	1	14	1	< 1 Year	No	24,112	152	98	0
98,904	Female	49	1	3	0	> 2 Years	Yes	27,324	26	227	1
220,284	Male	21	1	14	1	< 1 Year	No	36,612	152	127	0
53,399	Male	44	1	29	0	1-2 Year	Yes	2,630	156	125	0
146,813	Male	20	1	30	1	< 1 Year	No	28,490	160	267	0
127,372	Male	29	1	8	1	< 1 Year	No	33,753	160	80	0
366,806	Male	65	1	28	0	1-2 Year	Yes	39,008	47	38	0
109,171	Female	25	1	18	1	< 1 Year	No	32,685	152	159	0
5,201	Male	22	1	30	1	< 1 Year	No	17,146	152	27	0
204,156	Female	54	1	48	0	1-2 Year	Yes	2,630	124	85	0
14,737	Male	48	1	32	1	1-2 Year	Yes	39,037	124	83	0
432,399	Male	49	1	46	1	1-2 Year	No	31,343	124	262	0
127,545	Male	54	1	29	0	1-2 Year	Yes	32,729	26	107	0
84,693	Male	22	1	8	1	< 1 Year	No	74,415	152	185	0
255,033	Female	68	1	46	0	1-2 Year	Yes	36,800	11	64	0
50,653	Male	51	1	41	0	1-2 Year	Yes	21,123	124	201	1
218,629	Female	43	1	28	1	1-2 Year	No	2,630	124	167	0
226,292	Female	27	1	17	1	< 1 Year	No	39,896	152	143	0
302,588	Female	47	1	8	1	1-2 Year	No	33,024	124	173	0
40,504	Male	41	1	18	0	1-2 Year	Yes	32,567	154	54	1
39,848	Male	28	1	17	1	< 1 Year	No	36,969	152	121	0
58,087	Male	50	1	8	0	1-2 Year	Yes	2,630	156	131	1
350,700	Male	25	1	41	0	< 1 Year	Yes	24,417	152	183	0
170,172	Male	80	1	28	1	1-2 Year	No	2,630	26	43	0
196,867	Female	56	1	7	1	1-2 Year	No	2,630	26	50	0
161,599	Male	49	1	9	0	1-2 Year	Yes	27,842	124	299	0
374,782	Female	44	1	32	1	1-2 Year	No	2,630	154	294	0
200,702	Male	78	1	16	0	1-2 Year	No	35,066	124	98	0
189,180	Female	24	1	43	1	< 1 Year	No	31,071	152	60	0
442,735	Female	22	1	30	1	< 1 Year	No	29,822	152	80	0
56,624	Male	25	1	8	1	< 1 Year	No	55,523	152	265	0
269,458	Female	36	1	28	0	1-2 Year	Yes	37,877	154	17	0
391,036	Male	28	1	28	1	< 1 Year	No	35,434	152	154	0
137,751	Male	58	1	36	0	1-2 Year	Yes	35,871	163	84	0
50,155	Male	33	1	18	1	< 1 Year	No	2,630	152	85	0
252,010	Male	23	1	17	1	< 1 Year	No	41,495	152	58	0
376,027	Male	58	1	45	0	1-2 Year	Yes	20,193	26	22	0
134,420	Female	36	1	8	1	1-2 Year	No	50,743	7	229	0
368,724	Female	23	1	15	0	< 1 Year	Yes	32,718	151	178	0
210,911	Female	26	1	41	1	< 1 Year	No	44,948	152	110	0
174,782	Male	63	1	1	0	1-2 Year	Yes	2,630	26	45	0
50,985	Female	24	1	27	1	< 1 Year	No	39,869	152	95	0
242,568	Male	45	1	8	1	1-2 Year	No	44,520	26	90	0
339,537	Male	21	1	6	0	< 1 Year	Yes	2,630	160	74	0
85,770	Male	27	1	28	1	< 1 Year	No	83,646	152	70	0

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