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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
321,671	Female	69	1	41	0	1-2 Year	Yes	29,382	124	196	0
217,928	Female	38	1	47	1	1-2 Year	No	32,726	152	75	0
61,003	Female	21	1	46	1	< 1 Year	No	32,238	152	221	0
222,835	Male	56	1	18	0	> 2 Years	Yes	33,843	150	138	0
132,264	Female	35	1	15	1	1-2 Year	No	2,630	160	283	0
154,151	Male	39	1	28	0	1-2 Year	Yes	38,593	26	186	0
206,678	Male	35	1	36	1	1-2 Year	No	34,749	152	74	0
182,340	Male	70	1	17	1	1-2 Year	No	40,265	124	292	0
483,289	Male	25	1	12	1	< 1 Year	No	33,187	152	34	0
130,910	Male	24	1	47	0	< 1 Year	No	23,166	152	62	0
86,442	Male	38	1	11	0	1-2 Year	Yes	33,939	124	257	0
13,416	Male	41	1	40	0	1-2 Year	Yes	2,630	124	260	1
129,758	Female	25	1	8	0	< 1 Year	Yes	48,039	26	46	1
348,820	Male	22	1	11	1	< 1 Year	No	59,873	152	278	0
315,434	Female	22	1	7	1	< 1 Year	No	28,093	152	64	0
25,576	Male	45	1	8	1	1-2 Year	No	34,978	26	115	0
394,982	Female	21	1	3	1	< 1 Year	No	36,152	160	256	0
267,949	Male	22	1	15	1	< 1 Year	No	27,423	152	149	0
127,073	Male	60	1	47	0	> 2 Years	Yes	2,630	26	151	0
354,425	Male	46	1	28	1	1-2 Year	No	2,630	124	110	0
215,972	Male	55	1	8	1	1-2 Year	Yes	2,630	155	266	0
393,124	Male	21	1	46	1	< 1 Year	No	33,901	160	99	0
296,505	Male	39	1	28	1	1-2 Year	Yes	32,600	125	35	0
25,865	Male	21	1	38	0	< 1 Year	No	28,640	160	110	0
252,607	Female	36	1	28	0	> 2 Years	Yes	42,009	124	134	1
371,132	Female	20	1	28	0	1-2 Year	Yes	2,630	158	167	0
377,412	Female	24	1	50	1	< 1 Year	No	45,067	152	119	0
282,664	Male	76	1	48	1	1-2 Year	No	2,630	124	166	0
365,135	Male	30	1	18	1	< 1 Year	No	26,293	152	32	0
268,564	Male	45	1	17	0	1-2 Year	Yes	2,630	154	105	0
227,264	Male	24	1	29	1	< 1 Year	No	54,538	152	237	0
194,269	Male	28	1	9	1	< 1 Year	No	36,128	152	185	0
269,035	Female	67	1	28	0	> 2 Years	Yes	39,199	26	91	0
238,363	Female	25	1	33	1	< 1 Year	No	32,939	152	245	0
49,720	Male	33	1	3	0	1-2 Year	Yes	26,910	26	37	1
67,043	Male	46	1	8	0	1-2 Year	Yes	33,845	124	40	0
413,123	Male	56	1	6	0	1-2 Year	Yes	31,102	26	262	1
441,474	Female	21	1	30	1	< 1 Year	No	30,780	160	70	0
40,383	Female	34	1	28	0	1-2 Year	Yes	36,994	26	88	0
372,727	Male	76	1	8	1	1-2 Year	No	35,069	124	136	0
128,997	Female	67	1	8	0	1-2 Year	Yes	30,751	26	236	1
448,526	Male	25	1	28	0	1-2 Year	Yes	38,539	124	280	1
451,088	Female	29	1	28	0	1-2 Year	Yes	27,691	154	39	1
479,153	Male	23	1	6	1	< 1 Year	No	41,099	152	191	0
298,003	Female	39	1	42	1	1-2 Year	No	26,987	154	68	0
397,192	Male	37	1	28	0	1-2 Year	Yes	64,609	124	24	1
473,123	Female	25	1	28	1	< 1 Year	No	44,274	152	273	0
127,324	Female	35	1	6	0	1-2 Year	Yes	2,630	124	32	1
18,537	Male	55	1	25	0	1-2 Year	Yes	2,630	124	96	0
317,348	Female	23	1	3	1	< 1 Year	No	40,887	152	156	0
449,760	Male	41	1	21	0	1-2 Year	Yes	36,950	156	134	1
334,229	Male	46	1	12	1	1-2 Year	No	31,778	124	23	0
40,913	Male	44	1	8	0	1-2 Year	Yes	2,630	26	115	0
76,481	Male	30	1	45	0	1-2 Year	Yes	2,630	156	24	0
494,152	Female	24	1	36	1	< 1 Year	No	36,022	152	85	0
332,904	Male	25	1	28	1	< 1 Year	No	34,706	152	34	0
44,408	Female	39	1	19	1	1-2 Year	No	2,630	124	124	0
494,933	Female	23	1	28	1	< 1 Year	No	45,414	152	188	0
203,060	Female	69	1	8	1	1-2 Year	No	52,173	124	160	0
377,848	Female	56	1	28	1	1-2 Year	No	44,871	55	104	0
125,165	Female	55	1	8	0	1-2 Year	Yes	43,257	160	177	0
312,952	Male	54	1	50	1	1-2 Year	No	2,630	26	265	0
63,776	Male	50	1	41	0	1-2 Year	Yes	29,752	26	277	1
211,728	Male	34	1	28	0	1-2 Year	Yes	38,560	124	73	0
26,809	Female	31	1	15	1	< 1 Year	No	31,720	152	252	0
267,627	Male	44	1	28	0	1-2 Year	Yes	31,108	124	172	1
136,987	Female	44	1	39	0	1-2 Year	Yes	24,270	124	150	0
477,574	Female	40	1	43	0	1-2 Year	Yes	32,626	26	146	1
423,893	Female	45	1	8	1	1-2 Year	No	27,444	124	61	0
218,347	Male	23	1	50	0	< 1 Year	Yes	37,251	151	106	0
338,693	Female	45	1	28	0	1-2 Year	Yes	52,484	124	284	0
467,289	Female	26	1	8	1	< 1 Year	No	21,412	152	252	0
315,612	Female	51	1	8	0	1-2 Year	Yes	29,796	124	291	1
431,070	Female	44	1	8	0	1-2 Year	Yes	64,213	26	169	1
56,599	Female	23	1	42	0	< 1 Year	Yes	2,630	160	153	0
380,360	Male	52	1	48	0	> 2 Years	Yes	2,630	157	64	1
373,117	Male	23	1	8	1	< 1 Year	No	30,512	152	20	0
321,564	Male	25	1	37	1	< 1 Year	No	31,734	152	74	0
86,247	Male	48	1	8	0	1-2 Year	Yes	53,032	124	231	0
358,947	Female	30	1	28	0	< 1 Year	Yes	34,313	156	123	0
135,270	Male	52	1	28	0	1-2 Year	Yes	21,473	26	192	0
130,454	Female	28	1	28	1	< 1 Year	No	31,023	152	148	0
198,517	Male	23	1	11	1	< 1 Year	No	21,058	152	161	0
4,674	Male	25	1	29	1	< 1 Year	No	32,473	152	251	0
374,272	Male	75	1	46	1	1-2 Year	No	19,865	124	35	0
378,992	Male	69	1	3	0	1-2 Year	Yes	2,630	124	153	0
77,789	Male	21	1	50	0	< 1 Year	Yes	31,952	160	87	0
85,650	Male	23	1	30	1	< 1 Year	No	24,579	152	139	0
161,569	Female	47	1	8	1	1-2 Year	No	30,911	26	145	0
324,774	Male	30	1	8	1	< 1 Year	No	39,343	152	59	0
158,951	Male	65	1	39	0	1-2 Year	Yes	44,317	26	96	0
343,531	Male	26	1	32	0	< 1 Year	No	2,630	152	59	0
406,603	Male	47	1	28	1	1-2 Year	No	42,307	26	73	0
250,160	Female	29	1	43	0	< 1 Year	Yes	29,228	152	219	1
274,085	Male	23	1	36	1	< 1 Year	Yes	2,630	152	106	0
6,536	Male	26	1	30	1	< 1 Year	No	30,986	152	10	0
124,159	Male	61	1	28	0	1-2 Year	Yes	43,938	124	259	0
492,199	Male	72	1	3	1	1-2 Year	No	28,091	26	36	0
255,658	Male	50	1	29	0	1-2 Year	Yes	2,630	26	79	1
113,366	Male	35	1	8	1	1-2 Year	Yes	40,183	124	273	0

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