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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
501,265	Male	22	1	32	1	< 1 Year	No	32,603	152	12	0
277,479	Male	52	1	7	1	1-2 Year	No	2,630	124	188	0
342,626	Female	32	1	15	0	< 1 Year	Yes	2,630	152	189	0
501,412	Female	27	1	33	1	< 1 Year	No	25,576	152	134	0
417,948	Male	24	1	36	1	< 1 Year	No	32,800	152	11	0
326,951	Male	40	1	32	1	1-2 Year	No	38,380	124	294	0
228,083	Female	24	1	28	0	< 1 Year	Yes	34,984	152	161	0
159,550	Male	77	1	27	0	1-2 Year	Yes	24,930	122	160	0
283,929	Female	22	1	8	1	< 1 Year	No	42,731	152	123	0
79,249	Female	31	1	28	0	< 1 Year	Yes	54,769	156	47	0
416,745	Female	28	1	50	1	< 1 Year	No	26,341	152	289	0
268,734	Female	42	1	28	0	1-2 Year	Yes	49,065	26	146	0
12,704	Female	54	1	35	1	1-2 Year	No	24,190	124	29	0
360,738	Female	30	1	3	0	< 1 Year	Yes	29,044	154	12	0
347,880	Female	26	1	8	1	< 1 Year	No	32,167	152	12	0
498,040	Male	25	1	25	1	< 1 Year	No	27,259	152	111	0
297,797	Male	60	1	8	1	1-2 Year	No	43,557	154	37	0
484,802	Male	56	1	33	1	1-2 Year	No	27,982	132	205	0
247,173	Male	48	1	32	1	1-2 Year	No	30,344	26	242	0
177,966	Female	63	1	28	0	> 2 Years	Yes	67,219	26	59	1
226,837	Female	56	1	17	1	1-2 Year	No	50,850	26	234	0
480,529	Female	49	1	28	1	1-2 Year	No	2,630	124	129	0
273,847	Male	24	1	3	0	< 1 Year	Yes	21,869	152	27	0
192,023	Female	26	1	41	1	< 1 Year	No	50,614	152	124	0
175,620	Male	66	1	41	1	1-2 Year	No	55,180	124	55	0
429,944	Male	47	1	28	0	1-2 Year	Yes	47,068	26	163	1
430,665	Male	33	1	28	0	< 1 Year	Yes	26,279	122	33	1
449,825	Female	38	1	23	0	1-2 Year	Yes	31,881	26	243	1
140,366	Male	23	1	28	0	< 1 Year	No	26,844	157	231	0
381,576	Male	42	1	47	0	1-2 Year	Yes	29,764	124	149	1
233,890	Female	58	1	43	1	1-2 Year	No	27,560	124	276	0
302,147	Male	46	1	11	1	1-2 Year	No	34,825	124	255	0
225,162	Male	77	1	39	0	1-2 Year	Yes	35,477	124	296	0
253,619	Male	58	1	8	0	1-2 Year	Yes	57,672	124	210	0
96,091	Male	57	1	29	0	1-2 Year	Yes	30,367	26	110	0
472,510	Female	21	1	30	1	< 1 Year	No	17,327	152	282	0
361,310	Female	22	1	28	0	1-2 Year	Yes	36,498	26	294	0
177,128	Female	26	1	15	0	< 1 Year	Yes	40,849	152	209	0
207,281	Male	25	1	30	1	< 1 Year	No	15,696	152	127	0
338,864	Male	21	1	28	0	1-2 Year	Yes	46,050	124	131	0
307,749	Female	31	1	28	0	< 1 Year	Yes	2,630	158	16	1
276,183	Male	21	1	8	1	< 1 Year	No	61,521	160	36	0
304,399	Male	25	1	15	0	< 1 Year	No	27,197	152	47	0
437,276	Male	55	1	50	1	1-2 Year	No	34,413	124	218	0
38,613	Female	51	1	28	0	1-2 Year	Yes	32,844	124	260	0
126,503	Female	54	1	6	1	1-2 Year	No	19,924	152	176	0
136,270	Female	66	1	28	0	1-2 Year	Yes	54,418	125	179	0
420,335	Female	42	1	35	0	1-2 Year	Yes	2,630	124	231	1
256,919	Male	42	1	28	0	1-2 Year	Yes	48,109	124	275	1
50,508	Female	25	1	13	1	< 1 Year	No	2,630	152	233	0
439,015	Male	42	1	28	0	1-2 Year	Yes	46,393	4	103	1
130,721	Female	59	1	28	0	> 2 Years	Yes	30,444	122	211	0
258,222	Female	72	1	48	1	1-2 Year	No	2,630	124	286	0
350,566	Female	69	1	33	1	1-2 Year	No	30,061	26	204	0
123,497	Male	60	1	23	1	1-2 Year	No	22,081	26	106	0
87,665	Female	45	1	42	0	1-2 Year	Yes	2,630	30	184	0
91,166	Female	25	1	28	1	< 1 Year	No	22,178	152	235	0
146,367	Female	37	1	8	1	1-2 Year	No	45,459	124	175	0
145,614	Female	33	1	28	1	1-2 Year	No	25,146	124	33	0
197,102	Male	67	1	8	0	1-2 Year	Yes	41,290	26	173	0
483,513	Female	28	1	28	1	< 1 Year	No	28,951	152	118	0
126,083	Female	50	1	28	0	1-2 Year	Yes	70,672	26	245	0
321,775	Female	27	1	28	0	1-2 Year	Yes	24,102	124	188	1
199,842	Male	21	1	36	0	< 1 Year	Yes	2,630	152	259	0
276,643	Male	26	1	46	1	< 1 Year	No	2,630	152	178	0
337,626	Male	48	1	28	0	1-2 Year	Yes	50,853	124	42	0
355,726	Male	21	1	16	0	< 1 Year	Yes	28,673	160	13	0
230,231	Male	23	1	50	1	< 1 Year	No	33,426	152	214	0
3,704	Female	40	1	41	0	1-2 Year	Yes	28,887	12	22	0
115,399	Male	43	1	10	0	1-2 Year	Yes	31,521	26	240	0
328,295	Male	24	1	41	1	< 1 Year	No	29,157	152	210	0
91,806	Male	21	1	28	0	1-2 Year	Yes	50,369	124	29	0
162,241	Male	38	1	15	0	1-2 Year	Yes	2,630	160	201	0
252,984	Male	31	1	8	0	< 1 Year	Yes	34,431	26	105	1
275,825	Female	53	1	28	0	1-2 Year	Yes	43,701	26	34	0
315,012	Male	25	1	8	1	< 1 Year	No	44,878	152	137	0
270,917	Female	30	1	41	0	< 1 Year	Yes	2,630	152	33	0
142,924	Male	41	1	8	0	1-2 Year	Yes	2,630	124	185	0
166,705	Male	25	1	47	0	< 1 Year	Yes	25,345	152	182	0
126,978	Female	38	1	29	0	1-2 Year	Yes	65,293	31	81	0
190,868	Male	26	1	41	0	< 1 Year	Yes	24,275	163	260	1
149,905	Male	50	1	39	0	1-2 Year	Yes	38,913	26	244	0
294,583	Male	25	1	28	0	< 1 Year	Yes	37,169	152	146	0
201,906	Male	48	1	39	0	1-2 Year	Yes	41,417	124	189	0
183,000	Female	30	1	28	0	< 1 Year	Yes	39,315	152	189	0
422,166	Male	49	0	28	1	1-2 Year	No	36,975	26	193	0
68,550	Female	37	1	48	0	1-2 Year	Yes	2,630	26	134	0
199,740	Female	56	1	29	0	1-2 Year	Yes	2,630	157	284	0
440,742	Female	43	1	28	0	1-2 Year	Yes	35,995	26	77	1
171,649	Female	21	1	46	1	< 1 Year	No	26,190	160	175	0
131,882	Male	61	1	33	0	1-2 Year	Yes	29,027	124	237	0
198,218	Male	33	1	30	1	< 1 Year	No	40,182	152	32	0
485,230	Female	37	1	41	1	1-2 Year	No	2,630	152	13	0
84,681	Female	28	1	10	0	< 1 Year	Yes	2,630	157	185	0
342,502	Female	58	1	28	1	1-2 Year	No	33,955	26	127	0
462,428	Female	42	1	28	0	1-2 Year	Yes	65,642	122	133	1
96,590	Male	47	1	29	0	1-2 Year	Yes	33,480	26	29	0
333,885	Female	25	1	46	1	< 1 Year	No	32,899	153	189	0
388,923	Male	59	1	28	1	1-2 Year	No	40,006	29	28	0
258,111	Male	40	1	8	0	1-2 Year	Yes	49,288	124	287	1

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