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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
99,556	Female	25	1	30	1	< 1 Year	No	27,133	152	48	0
308,383	Male	43	1	28	0	1-2 Year	No	36,225	124	223	0
430,108	Male	43	1	13	0	1-2 Year	Yes	2,630	26	63	1
463,580	Female	24	1	16	1	< 1 Year	No	29,283	152	49	0
504,266	Male	42	1	28	0	1-2 Year	Yes	29,137	122	288	1
252,114	Male	68	1	50	1	1-2 Year	No	39,860	26	218	0
123,013	Male	28	1	50	0	< 1 Year	Yes	41,189	152	176	0
193,341	Female	44	1	28	0	1-2 Year	Yes	47,312	26	73	1
10,448	Male	20	1	47	1	< 1 Year	No	37,386	160	232	0
185,049	Female	22	1	10	1	< 1 Year	No	2,630	152	109	0
260,907	Female	27	1	50	1	< 1 Year	No	36,681	152	132	0
289,190	Male	46	1	28	0	1-2 Year	Yes	41,845	26	265	1
178,341	Female	43	1	25	0	1-2 Year	Yes	24,307	26	182	1
55,580	Male	53	1	8	1	1-2 Year	No	28,636	26	278	0
306,895	Female	24	1	49	0	< 1 Year	Yes	35,221	152	31	0
80,028	Female	29	1	43	1	1-2 Year	Yes	2,630	157	64	0
362,893	Male	64	1	18	0	1-2 Year	Yes	41,136	26	190	0
13,986	Female	63	1	28	0	> 2 Years	Yes	32,362	26	150	1
356,144	Male	42	1	18	0	1-2 Year	Yes	2,630	124	102	0
368,606	Female	56	1	8	0	1-2 Year	Yes	54,299	26	250	0
468,254	Male	42	1	15	1	1-2 Year	No	38,028	124	119	0
67,200	Female	21	1	2	1	< 1 Year	No	31,685	160	68	0
301,520	Male	25	1	46	1	< 1 Year	No	22,616	152	68	0
335,821	Male	24	1	46	0	< 1 Year	Yes	2,630	160	226	0
257,344	Male	42	1	45	0	1-2 Year	Yes	31,680	125	103	0
283,247	Male	74	1	29	0	> 2 Years	Yes	35,984	26	57	0
41,155	Male	28	1	28	0	1-2 Year	Yes	58,408	124	100	0
57,054	Female	45	1	28	0	1-2 Year	Yes	34,095	26	158	0
41,666	Male	55	1	8	0	1-2 Year	Yes	48,447	152	298	0
291,815	Male	72	1	28	1	1-2 Year	No	40,704	26	212	0
408,015	Female	22	1	35	1	< 1 Year	No	19,253	160	90	0
46,476	Male	44	1	8	0	1-2 Year	Yes	58,470	7	85	0
35,199	Male	75	1	29	1	1-2 Year	No	2,630	26	299	0
340,385	Female	42	1	32	0	1-2 Year	Yes	2,630	156	264	0
495,917	Female	28	1	41	1	< 1 Year	No	31,138	152	155	0
501,497	Female	41	1	15	1	1-2 Year	No	33,956	14	208	0
185,771	Female	28	1	29	1	< 1 Year	No	34,652	152	296	0
211,681	Male	24	1	28	1	< 1 Year	No	51,467	152	143	0
21,974	Female	46	1	28	0	1-2 Year	Yes	36,111	124	246	0
195,386	Female	43	1	41	0	1-2 Year	Yes	2,630	26	230	1
222,946	Female	35	1	29	1	< 1 Year	No	2,630	1	63	0
372,882	Male	31	1	28	0	1-2 Year	Yes	2,630	157	135	0
337,574	Female	25	1	28	1	< 1 Year	No	37,682	152	288	0
315,259	Male	46	1	28	1	1-2 Year	No	26,857	124	175	0
308,700	Male	38	1	3	0	1-2 Year	Yes	21,319	124	35	0
450,017	Female	23	1	28	1	< 1 Year	No	61,332	152	208	0
260,047	Male	50	1	23	0	1-2 Year	Yes	33,094	124	130	1
151,549	Female	25	1	46	1	< 1 Year	No	27,721	152	193	0
334,104	Female	40	1	37	1	1-2 Year	No	34,924	152	231	0
104,604	Female	56	1	43	1	1-2 Year	No	2,630	160	42	0
224,066	Female	41	1	28	0	> 2 Years	Yes	44,355	124	152	1
72,391	Male	45	1	8	1	1-2 Year	No	38,103	124	260	0
104,987	Male	23	1	15	0	< 1 Year	Yes	2,630	151	227	0
182,272	Female	25	1	32	1	< 1 Year	No	34,711	152	127	0
291,553	Female	31	1	8	0	< 1 Year	Yes	37,479	124	109	0
108,523	Male	42	1	28	0	1-2 Year	No	29,438	26	218	0
479,455	Female	22	1	50	1	< 1 Year	No	40,950	152	98	0
120,852	Male	31	1	14	1	< 1 Year	No	24,725	152	43	0
107,823	Male	24	1	26	1	< 1 Year	No	37,843	152	47	0
422,254	Female	22	1	37	1	< 1 Year	No	25,997	152	291	0
3,589	Female	23	1	18	1	< 1 Year	No	37,091	152	130	0
227,158	Female	45	1	28	0	1-2 Year	Yes	39,865	154	214	0
420,157	Male	42	1	8	1	1-2 Year	No	2,630	26	15	0
362,199	Female	35	1	28	1	1-2 Year	No	34,898	124	34	0
370,448	Female	21	1	12	1	< 1 Year	No	26,383	160	174	0
441,260	Female	22	1	6	1	< 1 Year	No	19,638	152	288	0
178,215	Female	23	1	8	1	< 1 Year	No	54,260	26	76	0
308,227	Male	22	1	8	0	< 1 Year	No	39,993	160	196	0
255,460	Female	33	1	28	0	< 1 Year	Yes	41,759	124	281	0
447,204	Female	37	1	28	0	1-2 Year	Yes	2,630	124	124	1
346,768	Female	20	1	46	1	< 1 Year	No	30,937	160	41	0
183,763	Male	27	1	28	1	< 1 Year	No	30,014	152	151	0
268,048	Male	60	1	29	0	1-2 Year	Yes	2,630	26	30	0
26,787	Male	57	1	0	0	1-2 Year	Yes	2,630	124	146	0
86,409	Female	27	1	14	1	< 1 Year	No	38,339	152	61	0
58,069	Female	23	1	46	1	< 1 Year	No	25,832	152	27	0
502,659	Female	28	1	6	1	< 1 Year	No	20,648	152	185	0
216,989	Male	42	1	28	0	1-2 Year	Yes	41,783	124	169	0
107,077	Female	42	1	28	0	1-2 Year	Yes	42,982	26	89	0
466,113	Male	31	1	28	1	< 1 Year	No	27,595	160	12	0
44,024	Female	26	1	46	0	< 1 Year	Yes	23,422	160	152	0
73,304	Female	22	1	11	1	< 1 Year	No	25,197	152	149	0
320,938	Female	40	1	46	0	1-2 Year	Yes	26,958	124	134	0
345,023	Male	29	1	28	0	1-2 Year	Yes	31,475	26	287	0
361,100	Male	58	1	28	0	> 2 Years	Yes	39,067	26	257	0
380,876	Male	44	1	28	1	1-2 Year	No	32,351	26	56	0
49,283	Female	74	1	28	0	1-2 Year	Yes	51,207	157	159	0
338,380	Male	27	1	28	0	< 1 Year	Yes	54,322	124	154	0
199,129	Male	74	1	8	0	1-2 Year	Yes	48,191	7	234	0
386,629	Male	28	1	41	1	< 1 Year	No	30,098	152	23	0
129,751	Male	33	1	11	0	1-2 Year	Yes	15,338	26	245	1
303,151	Male	27	1	2	0	< 1 Year	No	32,661	152	264	0
407,056	Female	36	1	52	0	1-2 Year	Yes	37,019	156	290	1
210,085	Male	41	1	29	1	1-2 Year	No	33,777	152	262	0
106,126	Male	52	1	8	0	1-2 Year	Yes	2,630	157	219	1
484,927	Female	22	1	8	1	< 1 Year	No	39,577	152	64	0
234,598	Male	23	1	6	1	< 1 Year	No	25,874	152	67	0
101,343	Male	31	1	30	1	< 1 Year	No	26,514	152	58	0
471,400	Male	25	1	30	1	< 1 Year	No	27,810	152	181	0
150,322	Male	41	1	19	0	1-2 Year	Yes	22,018	124	141	0

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