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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
133,555	Male	48	1	29	0	1-2 Year	Yes	2,630	156	265	0
211,583	Male	41	1	28	0	> 2 Years	Yes	42,460	124	209	0
80,941	Female	47	1	28	1	1-2 Year	No	2,630	122	254	0
380,425	Male	47	1	48	0	1-2 Year	Yes	2,630	124	64	1
475,502	Female	50	1	28	1	1-2 Year	No	28,012	13	123	0
209,634	Male	80	1	28	0	1-2 Year	Yes	49,420	26	57	0
8,772	Male	31	1	11	0	< 1 Year	Yes	29,517	152	76	0
278,587	Female	55	1	41	0	1-2 Year	Yes	30,223	152	280	0
45,662	Female	22	1	35	0	< 1 Year	Yes	2,630	160	163	0
327,680	Male	51	1	25	0	1-2 Year	Yes	44,655	30	41	0
139,736	Male	22	1	28	1	< 1 Year	No	29,113	152	220	0
436,756	Male	46	1	11	0	1-2 Year	Yes	36,497	26	259	1
273,018	Female	23	1	47	1	< 1 Year	No	37,321	160	134	0
305,810	Male	50	1	47	0	1-2 Year	Yes	30,150	124	269	1
330,883	Male	66	1	48	0	1-2 Year	No	2,630	55	253	0
213,326	Male	27	1	15	0	< 1 Year	No	77,763	152	154	0
101,844	Female	24	1	36	1	< 1 Year	No	37,253	152	194	0
339,192	Male	38	1	8	0	1-2 Year	Yes	35,181	26	63	0
382,708	Female	25	1	30	1	< 1 Year	No	28,500	152	285	0
440,325	Female	26	1	15	1	< 1 Year	No	46,680	152	261	0
341,290	Male	49	1	28	1	1-2 Year	No	40,134	26	291	0
159,161	Female	44	1	28	0	1-2 Year	Yes	40,496	13	72	0
278,436	Female	47	1	28	0	1-2 Year	No	26,992	124	176	0
321,734	Male	24	1	28	0	< 1 Year	Yes	34,254	152	147	0
476,005	Male	46	1	8	0	1-2 Year	Yes	49,314	26	190	1
270,412	Female	21	1	8	1	< 1 Year	No	47,601	160	271	0
4,683	Male	21	1	13	0	< 1 Year	Yes	19,618	152	128	1
156,169	Male	41	1	28	0	1-2 Year	Yes	35,737	124	45	0
389,339	Female	26	1	30	1	< 1 Year	No	31,591	152	172	0
288,527	Male	27	1	46	1	< 1 Year	No	34,805	152	253	0
118,250	Female	47	1	28	0	1-2 Year	Yes	86,349	52	126	0
158,997	Male	22	1	28	1	< 1 Year	Yes	23,201	152	241	0
156,946	Male	65	1	28	0	> 2 Years	Yes	68,241	26	174	0
418,721	Male	39	1	28	0	1-2 Year	Yes	37,114	26	10	1
214,063	Female	36	1	28	0	1-2 Year	Yes	51,753	124	146	0
205,567	Male	24	1	41	1	< 1 Year	No	34,599	152	220	0
80,668	Male	80	1	28	1	1-2 Year	No	68,677	52	19	0
449,670	Female	42	1	8	0	1-2 Year	Yes	51,935	26	40	1
171,288	Male	27	1	28	0	< 1 Year	Yes	57,389	26	158	1
451,277	Male	44	1	36	0	1-2 Year	Yes	34,335	154	281	1
420,854	Female	40	1	28	1	1-2 Year	No	48,308	124	253	0
285,231	Female	24	1	2	0	< 1 Year	Yes	44,315	152	41	0
369,738	Female	22	1	3	0	< 1 Year	Yes	2,630	152	118	0
167,728	Male	76	1	28	0	1-2 Year	Yes	36,036	26	205	0
368,909	Male	27	1	41	1	< 1 Year	No	35,248	152	295	0
84,827	Female	54	1	50	0	1-2 Year	Yes	23,372	8	209	0
485,255	Male	31	1	21	1	< 1 Year	No	27,866	152	175	0
7,831	Male	66	1	24	0	1-2 Year	Yes	28,527	26	62	0
112,886	Male	29	1	41	1	< 1 Year	No	30,422	152	277	0
119,894	Male	37	1	46	0	1-2 Year	Yes	28,196	124	211	0
405,773	Male	25	1	28	1	< 1 Year	No	47,607	152	264	0
315,649	Male	21	1	8	0	< 1 Year	Yes	50,576	160	23	0
418,574	Male	26	1	8	1	< 1 Year	No	30,881	152	238	0
224,555	Female	42	1	33	0	1-2 Year	No	35,293	124	123	0
14,295	Female	21	1	46	0	< 1 Year	Yes	20,886	160	24	0
268,735	Male	43	1	29	0	1-2 Year	Yes	38,012	124	130	0
60,136	Male	43	1	45	1	1-2 Year	No	34,748	151	44	0
119,905	Male	24	1	8	0	< 1 Year	No	37,717	26	67	0
40,714	Male	35	1	32	0	1-2 Year	Yes	2,630	124	262	0
248,120	Male	66	1	28	0	1-2 Year	Yes	51,668	26	283	0
11,404	Female	42	1	28	0	1-2 Year	Yes	25,211	13	201	0
453,987	Male	56	1	8	1	1-2 Year	No	52,657	26	59	0
230,493	Male	42	1	50	1	1-2 Year	No	38,486	124	53	0
446,157	Male	79	1	47	1	1-2 Year	No	55,195	26	294	0
147,466	Male	24	1	18	0	< 1 Year	Yes	40,609	152	181	0
17,652	Male	49	1	15	0	1-2 Year	Yes	34,410	124	122	0
375,308	Male	21	1	30	0	< 1 Year	No	2,630	1	91	0
25,731	Female	28	1	21	1	< 1 Year	No	37,562	152	115	0
225,877	Male	25	1	41	1	< 1 Year	No	37,338	152	259	0
404,462	Female	53	1	28	0	1-2 Year	Yes	41,731	26	205	1
215,475	Male	50	1	28	0	1-2 Year	Yes	32,533	124	67	0
34,265	Female	26	1	41	1	< 1 Year	No	25,875	152	166	0
26,634	Male	40	1	28	0	1-2 Year	Yes	20,514	155	230	0
115,612	Male	35	1	28	1	1-2 Year	No	28,489	26	153	0
121,726	Female	55	1	8	0	1-2 Year	Yes	34,276	25	180	0
454,125	Male	27	1	30	1	< 1 Year	No	33,574	152	204	0
7,955	Male	23	1	6	0	< 1 Year	Yes	46,922	152	64	0
265,179	Male	43	1	28	0	1-2 Year	Yes	38,190	13	74	0
378,312	Male	28	1	35	1	< 1 Year	No	37,005	152	170	0
204,869	Female	24	1	37	0	< 1 Year	Yes	30,929	160	246	1
108,501	Male	46	1	3	1	1-2 Year	No	19,038	124	151	0
13,175	Female	39	1	28	1	1-2 Year	No	39,453	25	290	0
197,818	Male	21	1	8	1	< 1 Year	No	67,135	160	233	0
140,799	Male	24	1	23	1	< 1 Year	No	28,080	152	180	0
252,553	Female	42	1	0	0	1-2 Year	No	2,630	122	282	0
162,941	Male	47	1	38	0	1-2 Year	Yes	73,386	124	292	0
328,235	Male	43	1	28	0	1-2 Year	Yes	49,164	13	208	0
328,211	Male	22	1	46	1	< 1 Year	No	60,130	160	291	0
44,144	Male	35	1	8	0	1-2 Year	Yes	2,630	124	114	1
51,112	Male	57	1	50	0	> 2 Years	Yes	41,099	124	120	0
220,175	Male	35	1	41	0	1-2 Year	No	42,772	124	69	0
308,753	Male	50	1	37	0	> 2 Years	Yes	28,469	124	134	1
13,536	Female	74	1	28	0	1-2 Year	Yes	37,441	154	76	0
298,268	Female	75	1	28	0	1-2 Year	Yes	31,366	124	111	0
113,436	Female	21	1	11	0	< 1 Year	Yes	28,600	152	200	1
423,913	Male	46	1	28	0	1-2 Year	Yes	37,944	154	153	1
374,984	Female	46	1	8	0	1-2 Year	Yes	2,630	154	218	1
299,507	Male	41	1	28	1	1-2 Year	No	31,971	152	149	0
195,498	Male	33	1	29	0	< 1 Year	Yes	30,539	26	78	0
220,970	Female	27	1	28	0	< 1 Year	Yes	2,630	156	102	0

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