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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
280,415	Male	25	1	17	1	< 1 Year	No	47,716	152	121	0
377,986	Female	39	1	33	1	1-2 Year	No	27,343	124	74	0
109,497	Male	44	1	28	0	1-2 Year	Yes	26,054	124	251	0
365,559	Female	25	1	37	0	< 1 Year	Yes	2,630	160	96	0
177,610	Male	24	1	30	1	< 1 Year	No	35,466	152	119	0
98,302	Female	54	1	28	0	1-2 Year	Yes	28,459	60	160	0
218,139	Male	24	1	49	0	< 1 Year	Yes	29,828	152	62	0
427,505	Female	27	1	39	1	< 1 Year	No	30,274	151	227	0
6,748	Female	27	1	28	0	< 1 Year	Yes	98,428	24	43	1
394,260	Female	45	1	8	1	1-2 Year	No	42,948	122	70	0
335,235	Male	44	1	28	0	> 2 Years	Yes	27,877	124	264	0
216,918	Female	23	1	28	1	1-2 Year	Yes	37,768	156	206	0
342,345	Female	23	1	6	1	< 1 Year	Yes	34,935	152	167	0
305,488	Female	47	1	28	0	> 2 Years	Yes	47,044	26	32	1
469,392	Male	45	1	28	0	1-2 Year	Yes	27,169	29	55	1
73,082	Male	44	1	28	0	1-2 Year	Yes	22,108	26	242	0
373,107	Male	54	1	41	0	1-2 Year	Yes	23,605	26	24	0
289,723	Female	57	1	28	0	1-2 Year	Yes	51,352	26	26	1
163,535	Female	35	1	50	1	1-2 Year	No	32,361	124	52	0
124,313	Female	29	1	41	1	< 1 Year	No	2,630	152	265	0
164,057	Male	22	1	35	1	< 1 Year	No	47,317	152	169	0
245,706	Female	25	1	3	1	< 1 Year	No	27,059	152	274	0
262,672	Female	67	1	28	1	1-2 Year	No	39,739	122	209	0
251,334	Female	21	1	50	1	< 1 Year	No	35,355	152	244	0
267,867	Female	23	1	26	1	< 1 Year	No	28,389	152	63	0
76,919	Male	37	1	11	0	1-2 Year	Yes	32,600	124	264	1
487,147	Female	22	1	47	1	< 1 Year	No	37,544	152	201	0
2,714	Female	23	1	32	1	< 1 Year	No	36,634	152	56	0
235,964	Male	23	1	28	1	< 1 Year	No	24,811	152	58	0
174,571	Male	52	1	45	0	1-2 Year	No	32,129	124	173	0
392,634	Female	28	1	29	1	< 1 Year	No	39,189	152	64	0
23,357	Female	76	1	41	1	1-2 Year	Yes	25,920	124	216	0
169,315	Male	75	1	28	1	1-2 Year	No	52,077	52	53	0
278,386	Male	44	1	30	1	1-2 Year	No	27,601	157	143	0
313,974	Male	80	1	16	0	1-2 Year	Yes	30,801	124	48	0
192,515	Female	23	1	13	0	< 1 Year	Yes	26,938	26	59	0
340,537	Female	29	1	28	1	< 1 Year	No	52,739	152	19	0
82,812	Male	30	1	47	0	< 1 Year	Yes	26,547	124	24	0
237,734	Male	26	1	28	1	< 1 Year	No	29,718	152	17	0
348,032	Male	21	1	49	0	< 1 Year	Yes	30,123	160	21	0
57,900	Male	22	1	27	0	< 1 Year	Yes	48,535	152	225	0
200,561	Female	31	1	28	0	< 1 Year	Yes	47,425	152	150	0
16,561	Male	47	1	26	0	> 2 Years	Yes	33,610	124	97	0
43,185	Female	21	1	35	1	< 1 Year	No	32,721	152	157	0
179,782	Male	20	1	28	0	< 1 Year	No	2,630	156	238	0
43,224	Male	49	1	23	0	1-2 Year	Yes	2,630	124	125	0
52,808	Male	57	1	46	0	1-2 Year	Yes	2,630	3	195	1
264,623	Male	57	1	41	1	1-2 Year	No	35,465	124	17	0
247,795	Female	26	1	50	1	< 1 Year	No	32,143	152	271	0
108,647	Male	52	1	28	0	1-2 Year	Yes	59,025	26	156	1
355,249	Female	44	1	28	1	1-2 Year	No	44,349	26	76	0
212,461	Female	33	1	39	1	1-2 Year	No	39,770	26	148	0
65,509	Female	46	1	36	1	1-2 Year	No	34,962	26	113	0
382,587	Male	28	1	28	0	< 1 Year	Yes	47,243	26	129	1
465,346	Male	21	1	41	1	< 1 Year	No	31,192	160	101	0
213,760	Female	59	1	28	0	1-2 Year	Yes	58,059	124	68	0
91,595	Male	22	1	8	0	< 1 Year	Yes	27,786	152	183	0
86,574	Male	71	1	28	1	1-2 Year	No	70,954	26	200	0
144,682	Female	24	1	8	1	< 1 Year	No	45,138	152	33	0
234,663	Female	28	1	21	0	< 1 Year	Yes	22,369	124	259	1
176,364	Male	68	1	30	1	1-2 Year	No	30,666	124	263	0
237,421	Female	23	1	28	0	1-2 Year	Yes	41,754	156	130	1
216,412	Male	54	1	28	0	1-2 Year	Yes	66,007	124	25	0
98,612	Male	62	1	48	0	> 2 Years	Yes	2,630	157	291	1
13,744	Male	23	1	30	1	< 1 Year	No	25,996	152	24	0
172,707	Female	28	1	41	1	< 1 Year	No	32,089	152	185	0
337,625	Female	22	1	8	1	< 1 Year	No	38,950	152	128	0
8,782	Female	24	1	28	0	< 1 Year	Yes	51,743	124	77	0
94,553	Female	49	1	30	0	1-2 Year	Yes	2,630	26	178	1
480,356	Male	80	1	8	1	1-2 Year	No	30,465	26	195	0
453,946	Female	24	1	8	1	< 1 Year	No	37,752	152	270	0
90,176	Female	73	1	10	1	1-2 Year	No	32,827	152	19	0
324,843	Female	23	1	12	1	< 1 Year	Yes	25,644	152	127	0
97,333	Male	22	1	35	1	< 1 Year	No	60,210	26	269	0
232,452	Female	43	1	18	1	1-2 Year	No	30,171	124	33	0
27,516	Male	55	1	28	0	1-2 Year	Yes	27,977	26	135	0
80,880	Male	28	1	7	0	1-2 Year	Yes	2,630	157	148	0
13,838	Female	25	1	9	0	< 1 Year	Yes	2,630	152	82	0
326,148	Female	49	1	3	0	> 2 Years	Yes	2,630	124	57	0
237,951	Female	31	1	21	1	< 1 Year	No	26,305	152	142	0
48,545	Male	28	1	50	0	1-2 Year	Yes	2,630	156	265	0
70,499	Male	65	1	8	0	1-2 Year	Yes	33,102	26	230	1
143,502	Female	25	1	47	1	< 1 Year	No	33,259	152	298	0
250,828	Male	20	1	8	0	< 1 Year	Yes	26,576	160	229	0
19,796	Female	60	1	28	0	> 2 Years	Yes	2,630	156	89	0
35,553	Female	22	1	41	0	< 1 Year	Yes	43,294	152	112	0
358,130	Female	25	1	28	1	< 1 Year	No	49,540	152	248	0
452,214	Male	63	1	28	1	1-2 Year	No	26,744	124	39	0
239,151	Female	24	1	28	1	< 1 Year	No	39,936	152	207	0
54,580	Male	28	1	39	0	1-2 Year	Yes	2,630	154	146	0
252,362	Male	36	1	41	0	1-2 Year	Yes	46,170	26	81	0
30,545	Male	46	1	11	1	1-2 Year	No	42,085	124	296	0
299,614	Male	25	1	28	1	< 1 Year	No	28,742	152	105	0
3,999	Female	37	1	28	0	1-2 Year	Yes	21,413	26	265	1
74,027	Female	48	1	47	0	1-2 Year	Yes	29,187	26	176	0
312,126	Male	23	1	39	0	< 1 Year	Yes	23,584	152	107	0
146,890	Male	43	1	28	0	1-2 Year	Yes	34,104	157	158	0
380,928	Female	25	1	8	1	< 1 Year	No	22,989	152	89	0
182,105	Female	26	1	28	1	< 1 Year	No	26,975	152	83	0
129,207	Female	47	1	28	0	1-2 Year	Yes	2,630	26	243	1

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