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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
163,628	Male	24	1	36	0	< 1 Year	Yes	26,736	152	192	0
433,881	Male	24	1	30	1	< 1 Year	No	29,793	152	289	0
115,654	Male	26	1	14	1	< 1 Year	No	25,433	152	46	0
144,710	Male	47	1	0	0	1-2 Year	Yes	2,630	26	99	0
28,179	Male	61	1	28	0	1-2 Year	Yes	44,215	13	137	0
336,732	Male	32	1	28	0	1-2 Year	Yes	28,636	156	196	0
50,535	Female	44	1	28	0	1-2 Year	Yes	2,630	26	167	1
14,422	Female	38	1	35	0	1-2 Year	No	20,103	10	274	0
379,239	Male	24	1	8	0	< 1 Year	Yes	33,816	152	22	0
41,678	Female	49	1	28	0	1-2 Year	Yes	2,630	26	282	1
137,355	Female	24	1	50	1	< 1 Year	No	45,893	152	163	0
48,721	Male	22	1	49	1	1-2 Year	No	19,336	124	275	0
344,026	Male	56	1	28	0	1-2 Year	Yes	34,435	26	182	0
474,230	Male	46	1	8	0	1-2 Year	Yes	30,612	26	287	1
183,517	Male	31	1	41	1	< 1 Year	No	38,679	152	289	0
142,458	Female	23	1	8	1	< 1 Year	No	46,909	152	241	0
358,902	Female	24	1	8	1	< 1 Year	No	52,646	152	108	0
175,265	Male	39	1	33	0	1-2 Year	Yes	32,055	26	132	0
6,415	Male	27	1	8	1	< 1 Year	No	35,391	152	286	0
384,933	Male	22	1	30	1	< 1 Year	No	51,425	152	36	0
19,276	Male	77	1	24	0	1-2 Year	Yes	35,148	16	135	0
286,806	Female	70	1	0	0	> 2 Years	Yes	2,630	26	207	0
211,594	Female	56	1	28	1	1-2 Year	No	36,134	29	225	0
5,584	Female	28	1	46	0	< 1 Year	Yes	31,607	160	111	0
215,117	Female	47	1	28	1	1-2 Year	No	49,359	26	285	0
295,894	Male	25	1	26	1	< 1 Year	No	23,097	152	273	0
146,717	Male	29	1	46	0	1-2 Year	Yes	2,630	156	156	0
235,408	Male	53	1	20	1	1-2 Year	No	2,630	124	243	0
119,346	Female	28	1	28	0	1-2 Year	No	70,482	155	210	0
137,068	Female	31	1	47	0	< 1 Year	Yes	35,565	152	251	0
302,968	Male	51	1	8	0	> 2 Years	Yes	41,124	124	196	0
415,823	Male	67	1	8	1	1-2 Year	No	60,375	26	51	0
278,929	Male	48	1	28	0	1-2 Year	Yes	31,211	122	150	0
191,833	Female	23	1	28	1	< 1 Year	No	37,098	26	148	0
301,023	Male	32	1	8	1	< 1 Year	No	33,192	152	116	0
129,598	Female	63	1	28	1	1-2 Year	No	43,341	124	272	0
458,906	Female	37	1	10	0	1-2 Year	Yes	37,797	26	258	1
262,157	Female	26	1	28	1	< 1 Year	No	33,410	152	209	0
226,899	Male	24	1	18	1	< 1 Year	No	33,212	152	63	0
139,753	Male	33	1	2	0	< 1 Year	No	24,903	160	191	0
91,017	Male	43	1	28	0	1-2 Year	Yes	25,722	124	100	0
334,596	Female	47	1	28	0	1-2 Year	Yes	53,995	26	135	0
452,821	Male	44	1	28	0	1-2 Year	Yes	23,775	124	194	1
172,318	Female	24	1	32	1	< 1 Year	No	2,630	152	249	0
29,509	Male	33	1	48	0	< 1 Year	Yes	2,630	154	238	1
482,403	Male	44	1	28	0	1-2 Year	Yes	24,466	124	299	1
195,923	Male	49	1	28	0	1-2 Year	Yes	56,539	26	114	0
24,016	Female	23	1	36	1	< 1 Year	No	27,831	152	69	0
492,202	Male	39	1	47	0	1-2 Year	Yes	29,056	156	257	1
2,748	Female	23	1	15	0	< 1 Year	Yes	26,909	152	109	0
310,015	Male	23	1	32	0	< 1 Year	Yes	2,630	152	131	0
360,898	Female	53	1	28	0	1-2 Year	Yes	38,276	42	127	0
265,150	Male	48	1	8	0	1-2 Year	Yes	2,630	154	98	1
85,648	Male	47	1	28	0	1-2 Year	Yes	43,183	26	245	1
216,777	Female	21	1	8	1	< 1 Year	No	29,266	160	251	0
493,449	Male	31	1	51	0	1-2 Year	Yes	39,600	163	192	1
99,732	Male	36	1	26	1	1-2 Year	No	26,867	26	239	0
303,189	Male	29	1	15	1	1-2 Year	No	2,630	156	183	0
225,999	Male	53	1	8	0	1-2 Year	Yes	38,582	26	187	1
183,147	Female	29	1	45	1	< 1 Year	No	2,630	152	155	0
295,239	Male	33	1	31	0	< 1 Year	Yes	2,630	124	183	1
262,736	Female	38	1	28	0	1-2 Year	Yes	36,448	124	240	0
306,331	Female	27	1	28	1	< 1 Year	No	32,801	160	73	0
123,267	Female	43	1	28	0	1-2 Year	Yes	54,762	52	179	1
327,072	Male	53	1	28	0	1-2 Year	Yes	47,980	13	279	0
427,336	Male	22	1	8	1	< 1 Year	No	41,495	152	267	0
174,871	Male	45	1	20	0	1-2 Year	Yes	2,630	124	97	1
182,671	Male	68	1	9	1	1-2 Year	No	29,240	26	240	0
144,509	Female	42	1	8	0	1-2 Year	Yes	41,576	26	167	0
351,427	Male	47	1	28	0	1-2 Year	No	82,017	122	227	0
196,602	Female	29	1	28	1	1-2 Year	Yes	54,812	26	64	0
26,432	Male	37	1	41	0	1-2 Year	Yes	53,865	55	137	0
238,510	Female	32	1	28	0	< 1 Year	Yes	36,119	124	288	0
480,651	Male	68	1	43	1	1-2 Year	No	2,630	4	151	0
319,143	Male	57	1	30	0	1-2 Year	Yes	2,630	124	72	1
342,738	Male	33	1	29	0	1-2 Year	No	35,358	124	55	0
8,336	Male	21	1	15	0	< 1 Year	Yes	2,630	152	291	0
435,699	Female	22	1	11	1	< 1 Year	No	33,500	152	296	0
174,449	Female	67	1	28	0	1-2 Year	Yes	26,272	25	146	0
427,478	Female	50	1	28	1	1-2 Year	No	48,452	124	270	0
97,015	Female	38	1	28	0	1-2 Year	No	45,115	124	13	0
3,824	Female	23	1	37	0	< 1 Year	Yes	33,069	151	284	1
321,796	Male	23	1	18	1	< 1 Year	No	31,951	152	117	0
333,190	Female	40	1	14	0	1-2 Year	Yes	47,095	152	183	0
51,180	Male	41	1	35	1	< 1 Year	No	2,630	1	74	0
471,794	Male	29	1	24	0	1-2 Year	Yes	31,916	154	85	1
119,816	Female	30	1	8	1	< 1 Year	No	25,192	152	268	0
434,204	Male	71	1	28	1	1-2 Year	No	32,061	124	203	0
281,536	Female	27	1	29	1	< 1 Year	No	34,728	152	135	0
152,763	Female	24	1	8	1	< 1 Year	No	35,621	152	276	0
419,153	Male	47	1	8	0	1-2 Year	Yes	28,168	26	46	1
246,039	Male	30	1	12	0	1-2 Year	Yes	27,369	124	38	0
198,326	Female	26	1	11	1	< 1 Year	No	2,630	152	115	0
86,318	Male	50	1	28	0	1-2 Year	Yes	2,630	124	256	0
106,460	Male	25	1	3	1	< 1 Year	No	29,591	152	49	0
357,491	Male	52	1	28	1	1-2 Year	No	2,630	124	144	0
268,759	Male	40	1	43	1	1-2 Year	No	2,630	124	131	0
197,480	Male	74	1	11	1	1-2 Year	No	2,630	120	207	0
85,230	Female	22	1	4	1	< 1 Year	No	55,946	152	26	0
455,392	Female	36	1	28	0	1-2 Year	Yes	42,044	26	60	1

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