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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
120,391	Female	27	1	31	0	< 1 Year	No	2,630	152	178	0
413,306	Female	25	1	46	1	< 1 Year	No	32,198	152	211	0
278,429	Male	47	1	24	0	1-2 Year	No	33,160	26	113	0
449,706	Female	23	1	15	1	< 1 Year	No	40,670	152	80	0
34,812	Male	20	1	35	1	< 1 Year	No	37,759	160	278	0
159,106	Male	24	1	17	1	< 1 Year	No	2,630	151	140	0
289,761	Male	51	1	12	0	1-2 Year	Yes	26,553	124	141	0
443,448	Male	48	1	46	0	> 2 Years	Yes	54,129	26	299	1
267,038	Male	48	1	4	1	1-2 Year	No	30,115	124	250	0
65,048	Female	78	1	28	0	1-2 Year	Yes	40,590	26	91	0
475,950	Male	44	1	28	0	1-2 Year	Yes	47,078	56	253	1
189,000	Female	23	1	10	0	< 1 Year	No	23,851	152	259	0
163,522	Male	54	1	28	0	1-2 Year	Yes	2,630	124	26	0
93,508	Female	54	1	36	0	1-2 Year	Yes	29,134	155	125	0
9,213	Female	40	1	48	1	1-2 Year	No	2,630	15	111	0
112,793	Male	38	1	18	0	1-2 Year	Yes	24,648	157	97	1
74,271	Male	23	1	28	0	< 1 Year	Yes	35,803	124	30	0
109,942	Male	43	1	40	0	1-2 Year	Yes	34,231	163	292	0
25,165	Male	24	1	30	0	< 1 Year	No	31,974	152	258	0
35,949	Female	81	1	39	0	1-2 Year	Yes	61,286	26	243	0
298,976	Male	21	1	13	1	< 1 Year	No	18,846	152	10	0
245,875	Female	25	1	33	1	< 1 Year	No	20,228	152	47	0
299,535	Female	26	1	35	1	1-2 Year	No	2,630	156	217	0
193,797	Male	25	1	8	0	< 1 Year	No	32,713	152	130	0
179,357	Male	52	1	28	0	1-2 Year	Yes	41,729	26	38	0
401,468	Male	39	1	43	0	1-2 Year	Yes	38,717	26	220	1
376,064	Male	52	1	16	0	1-2 Year	Yes	2,630	152	286	0
330,917	Female	22	1	46	1	< 1 Year	No	24,384	152	294	0
79,291	Male	52	1	0	0	1-2 Year	Yes	2,630	26	13	0
106,405	Male	48	1	25	0	1-2 Year	Yes	28,080	124	81	0
358,322	Male	64	1	28	1	1-2 Year	Yes	42,516	26	178	0
324,404	Male	45	1	8	0	1-2 Year	Yes	47,399	124	230	0
337,783	Male	25	1	15	1	< 1 Year	No	27,644	152	216	0
351,475	Male	34	1	50	0	1-2 Year	Yes	2,630	152	165	0
364,582	Male	48	1	28	0	1-2 Year	Yes	2,630	60	217	1
13,320	Female	21	1	28	0	1-2 Year	Yes	43,123	157	176	0
489	Male	72	1	8	1	1-2 Year	No	36,462	26	61	0
11,826	Female	25	1	16	0	< 1 Year	No	26,847	152	56	0
291,986	Male	26	1	27	1	< 1 Year	No	33,899	152	169	0
63,935	Female	35	1	28	1	1-2 Year	No	34,038	124	226	0
57,358	Female	28	1	33	1	< 1 Year	No	38,924	152	171	0
257,057	Female	23	1	41	1	< 1 Year	No	33,989	152	113	0
36,088	Female	20	1	21	0	< 1 Year	Yes	41,815	160	71	0
323,564	Female	58	1	11	0	1-2 Year	Yes	28,460	120	167	0
77,958	Male	29	1	41	1	< 1 Year	No	26,686	152	53	0
271,448	Male	43	1	28	1	1-2 Year	No	29,897	124	11	0
67,359	Female	42	1	28	0	> 2 Years	Yes	49,013	26	126	0
60,087	Male	74	1	28	1	1-2 Year	Yes	38,866	26	253	0
271,262	Male	58	1	41	0	1-2 Year	Yes	40,079	12	172	1
431,211	Female	41	1	28	0	1-2 Year	Yes	37,280	26	277	1
175,470	Male	40	1	3	1	1-2 Year	No	25,337	152	36	0
210,129	Male	26	1	41	0	< 1 Year	Yes	33,810	152	266	0
121,268	Male	42	1	30	0	1-2 Year	Yes	38,922	26	233	1
505,350	Female	38	1	28	0	1-2 Year	Yes	42,924	31	116	1
186,030	Male	40	1	28	1	1-2 Year	No	2,630	26	18	0
138,754	Male	51	1	28	0	1-2 Year	Yes	42,279	26	20	1
258,515	Male	54	1	28	0	1-2 Year	Yes	61,705	26	137	0
352,538	Male	41	1	28	1	1-2 Year	No	42,899	122	272	0
364,969	Female	57	1	39	0	1-2 Year	Yes	41,584	26	223	0
55,702	Male	43	1	28	1	1-2 Year	No	43,118	124	139	0
109,133	Male	70	1	28	0	1-2 Year	Yes	2,630	156	196	0
201,640	Female	43	1	28	0	1-2 Year	Yes	54,670	163	96	0
188,196	Male	21	1	17	0	< 1 Year	Yes	54,915	152	37	0
486,373	Female	39	1	30	1	1-2 Year	No	34,009	152	188	0
150,587	Female	25	1	8	1	< 1 Year	No	39,814	152	178	0
3,315	Male	67	1	11	0	> 2 Years	Yes	2,630	124	46	0
232,842	Female	42	1	34	1	1-2 Year	No	35,154	152	197	0
124,870	Male	31	1	46	0	< 1 Year	Yes	2,630	156	54	0
245,957	Female	26	1	6	0	< 1 Year	Yes	2,630	157	191	0
173,957	Male	48	1	7	0	1-2 Year	Yes	2,630	154	58	0
3,509	Male	30	1	8	1	< 1 Year	No	25,952	152	173	0
306,149	Female	26	1	28	0	< 1 Year	Yes	33,487	157	159	0
184,364	Female	26	1	21	1	< 1 Year	No	22,700	152	160	0
170,229	Female	51	1	28	1	1-2 Year	No	28,415	122	71	0
51,012	Female	80	1	28	0	> 2 Years	Yes	31,086	124	35	0
188,192	Female	23	1	15	0	< 1 Year	Yes	29,024	152	32	0
281,060	Female	23	1	46	1	< 1 Year	No	35,000	152	96	0
21,235	Male	25	1	41	1	< 1 Year	No	41,243	152	191	0
143,584	Male	26	1	30	0	< 1 Year	No	30,185	152	183	0
276,960	Female	24	1	28	1	< 1 Year	No	40,153	152	126	0
426,501	Female	31	1	15	0	1-2 Year	Yes	2,630	156	255	1
245,182	Male	42	1	8	0	1-2 Year	Yes	37,743	124	220	0
496,529	Female	33	1	46	0	< 1 Year	Yes	45,154	26	201	1
190,706	Male	44	1	28	0	> 2 Years	Yes	43,203	26	106	1
298,047	Male	24	1	14	1	< 1 Year	No	39,620	152	38	0
398,772	Female	43	1	18	0	1-2 Year	Yes	2,630	26	171	1
344,595	Male	25	1	45	1	< 1 Year	No	29,188	152	112	0
154,362	Female	24	1	47	1	< 1 Year	No	23,124	152	85	0
119,553	Male	23	1	12	1	< 1 Year	No	24,754	160	119	0
214,919	Female	37	1	28	0	1-2 Year	No	32,202	26	41	0
107,447	Male	30	1	9	0	< 1 Year	Yes	31,100	124	281	0
282,975	Male	45	1	2	0	1-2 Year	No	26,062	124	154	0
486,152	Male	22	1	10	1	< 1 Year	No	32,990	152	68	0
106,270	Male	55	1	47	0	1-2 Year	Yes	2,630	156	124	0
435,656	Female	45	1	31	1	1-2 Year	No	2,630	124	72	0
462,112	Male	27	1	28	1	< 1 Year	No	65,275	152	69	0
201,096	Male	73	1	33	1	1-2 Year	No	39,298	132	44	0
327,889	Male	27	1	50	1	< 1 Year	No	31,026	152	143	0
310,424	Male	33	1	21	0	1-2 Year	Yes	24,251	26	148	0
344,010	Male	52	1	28	0	1-2 Year	Yes	45,630	124	85	0

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