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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
164,844	Male	27	1	28	0	< 1 Year	Yes	29,675	152	92	0
77,487	Female	24	1	15	1	< 1 Year	No	35,255	152	256	0
207,485	Female	25	1	24	1	< 1 Year	No	36,465	152	56	0
117,022	Male	41	1	0	0	1-2 Year	Yes	2,630	124	275	0
191,848	Female	23	1	46	1	< 1 Year	No	37,048	152	109	0
434,852	Male	48	1	38	0	1-2 Year	Yes	17,137	26	257	1
336,859	Male	23	1	22	1	< 1 Year	No	26,847	152	127	0
165,133	Female	21	1	36	0	< 1 Year	Yes	55,787	152	263	0
297,015	Male	38	1	28	1	1-2 Year	No	33,800	124	243	0
128,338	Male	57	1	28	0	1-2 Year	Yes	86,592	26	254	0
145,244	Female	25	1	33	1	< 1 Year	No	29,372	152	86	0
486,626	Female	47	1	28	0	1-2 Year	Yes	44,186	122	90	1
210,271	Female	45	1	28	1	1-2 Year	No	2,630	124	184	0
12,280	Female	51	1	5	1	1-2 Year	Yes	34,752	26	43	0
204,500	Female	38	1	26	0	1-2 Year	Yes	25,661	124	11	0
258,999	Male	25	1	45	0	< 1 Year	Yes	27,789	152	151	0
267,646	Male	21	1	8	0	< 1 Year	Yes	23,530	152	93	0
488,234	Male	24	1	28	1	< 1 Year	No	46,547	152	204	0
18,856	Male	45	1	28	0	1-2 Year	No	33,952	26	125	0
39,743	Male	23	1	30	1	< 1 Year	No	27,744	152	129	0
506,142	Female	22	1	10	1	< 1 Year	No	39,520	152	128	0
241,605	Male	21	1	29	1	< 1 Year	No	24,859	152	194	0
368,688	Male	47	1	36	0	1-2 Year	Yes	33,954	124	183	0
206,246	Female	44	1	28	0	1-2 Year	Yes	34,444	124	175	0
119,773	Male	57	1	14	0	> 2 Years	Yes	2,630	156	134	0
200,359	Female	24	1	26	1	< 1 Year	No	26,655	152	33	0
285,812	Male	31	1	24	1	< 1 Year	No	30,122	152	130	0
231,185	Male	21	1	33	1	< 1 Year	No	32,720	152	259	0
495,861	Female	34	1	41	0	1-2 Year	Yes	43,174	124	225	1
86,313	Male	35	1	43	1	1-2 Year	No	2,630	26	131	0
55,538	Female	23	1	33	1	< 1 Year	No	31,110	152	276	0
105,417	Female	78	1	37	0	1-2 Year	Yes	39,377	124	128	0
232,023	Male	34	1	37	0	1-2 Year	Yes	22,404	152	139	0
207,867	Male	60	1	28	0	1-2 Year	Yes	57,216	26	44	0
56,039	Male	28	1	21	1	< 1 Year	No	31,377	152	281	0
260,501	Female	25	1	8	0	< 1 Year	Yes	48,144	152	212	0
375,984	Male	54	1	8	1	1-2 Year	No	46,004	26	185	0
16,768	Female	28	1	8	0	< 1 Year	Yes	2,630	152	173	0
34,504	Male	39	1	28	1	1-2 Year	No	50,620	124	69	0
489,257	Female	76	1	28	1	1-2 Year	No	45,743	26	155	0
92,196	Male	23	1	8	1	< 1 Year	No	59,056	152	133	0
94,376	Female	26	1	30	1	< 1 Year	No	32,321	152	28	0
265,576	Female	45	1	15	0	1-2 Year	Yes	29,596	124	162	1
88,446	Male	60	1	45	1	1-2 Year	No	21,931	124	177	0
26,328	Male	40	1	28	0	1-2 Year	Yes	33,668	26	262	0
217,445	Female	30	1	31	0	< 1 Year	Yes	2,630	152	278	0
264,464	Female	28	1	46	0	< 1 Year	Yes	27,045	152	206	0
277,234	Female	46	1	28	0	1-2 Year	Yes	38,240	26	135	0
232,493	Male	47	1	1	0	1-2 Year	Yes	2,630	124	124	0
371,760	Male	46	1	28	0	1-2 Year	Yes	32,428	156	152	1
82,035	Male	35	1	11	0	1-2 Year	Yes	28,234	124	196	0
132,834	Male	21	1	46	1	< 1 Year	No	19,634	160	182	0
168,508	Female	28	1	46	1	< 1 Year	No	20,640	152	31	0
126,851	Female	23	1	11	0	< 1 Year	Yes	41,289	152	95	0
148,396	Female	23	1	34	0	< 1 Year	Yes	20,755	26	106	0
24,373	Male	24	1	29	1	< 1 Year	No	27,060	152	69	0
62,517	Female	47	1	28	0	1-2 Year	Yes	72,883	26	115	0
211,392	Female	24	1	30	1	< 1 Year	Yes	32,411	152	104	0
84,277	Male	73	1	28	0	1-2 Year	Yes	34,478	60	270	0
68,904	Male	22	1	32	0	< 1 Year	Yes	29,789	152	178	0
56,868	Female	25	1	28	1	< 1 Year	No	43,716	152	266	0
496,946	Male	60	1	28	1	1-2 Year	No	35,426	26	245	0
98,999	Male	58	1	50	0	1-2 Year	Yes	27,184	26	82	1
506,543	Male	38	1	28	1	1-2 Year	No	22,585	60	90	0
130,798	Female	46	1	28	0	1-2 Year	Yes	47,577	124	135	1
354,980	Male	27	1	28	0	< 1 Year	Yes	32,172	152	112	0
133,653	Female	29	1	3	0	1-2 Year	Yes	2,630	156	139	0
286,181	Female	46	1	41	0	1-2 Year	Yes	43,373	124	278	0
274,484	Male	48	1	28	0	1-2 Year	Yes	33,708	124	167	0
197,209	Male	30	1	29	0	1-2 Year	Yes	23,546	163	84	1
7,922	Female	51	1	28	0	1-2 Year	Yes	2,630	26	193	0
228,997	Female	24	1	21	1	< 1 Year	No	26,964	152	153	0
425,345	Male	46	1	8	1	1-2 Year	No	41,892	124	27	0
460,009	Male	41	1	14	1	1-2 Year	No	36,289	124	243	0
342,117	Male	43	1	28	1	1-2 Year	No	32,598	59	102	0
324,565	Male	65	1	38	1	1-2 Year	No	44,628	124	28	0
315,709	Female	27	1	30	1	< 1 Year	No	19,920	160	213	0
449,524	Male	65	1	45	1	1-2 Year	No	28,751	26	245	0
49,793	Female	34	1	18	0	1-2 Year	Yes	34,616	155	34	0
5,242	Female	58	1	28	0	> 2 Years	Yes	49,141	122	283	0
266,587	Male	22	1	46	1	< 1 Year	No	30,295	152	242	0
8,026	Male	58	1	2	0	1-2 Year	Yes	33,461	154	117	0
82,315	Male	59	1	48	1	1-2 Year	No	2,630	124	240	0
209,483	Male	44	1	29	1	1-2 Year	No	2,630	124	72	0
352,378	Female	54	1	28	0	1-2 Year	Yes	72,231	26	148	1
32,414	Female	33	1	7	0	< 1 Year	Yes	2,630	152	59	0
334,566	Male	24	1	39	1	< 1 Year	No	37,527	152	67	0
154,084	Female	48	1	46	0	1-2 Year	Yes	32,913	124	184	1
490,333	Female	21	1	36	1	< 1 Year	No	26,112	160	289	0
321,637	Female	43	1	14	1	1-2 Year	No	40,262	124	27	0
12,550	Male	69	1	20	0	> 2 Years	Yes	2,630	26	101	0
397,349	Female	32	1	46	1	< 1 Year	No	2,630	152	178	0
261,095	Female	27	1	28	0	< 1 Year	Yes	90,156	152	187	0
186,817	Male	36	1	23	0	1-2 Year	Yes	22,296	156	62	1
154,090	Male	40	1	18	0	1-2 Year	Yes	26,025	163	139	1
49,398	Female	23	1	11	1	< 1 Year	No	32,664	160	194	0
56,963	Female	38	1	28	0	1-2 Year	Yes	34,948	124	168	1
464,469	Male	56	1	7	0	> 2 Years	Yes	2,630	26	299	1
468,133	Male	67	1	30	1	1-2 Year	No	28,295	152	58	0
474,841	Male	42	1	3	0	1-2 Year	Yes	2,630	156	156	1

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