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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
378,249	Male	28	1	3	0	< 1 Year	No	32,633	152	148	0
304,939	Female	23	1	14	1	< 1 Year	No	22,416	152	24	0
492,766	Female	42	1	28	0	1-2 Year	Yes	53,558	124	87	1
175,039	Male	45	1	50	0	1-2 Year	Yes	30,186	124	82	0
37,699	Female	35	1	28	0	1-2 Year	Yes	38,286	124	89	0
224,062	Female	22	1	47	1	< 1 Year	No	23,248	152	82	0
53,745	Female	25	1	8	1	< 1 Year	No	29,921	152	155	0
258,434	Female	24	1	25	1	< 1 Year	No	2,630	152	73	0
427,809	Male	40	1	28	1	1-2 Year	No	44,983	124	37	0
424,223	Female	26	1	21	1	< 1 Year	No	21,788	152	208	0
484,597	Male	66	1	28	1	1-2 Year	No	2,630	25	95	0
88,641	Female	43	1	28	0	1-2 Year	Yes	30,628	26	129	0
47,239	Female	26	1	21	1	< 1 Year	No	46,091	152	292	0
275,956	Female	37	1	36	0	1-2 Year	Yes	2,630	26	247	0
115,379	Male	39	1	28	1	1-2 Year	No	42,150	55	115	0
187,586	Male	30	1	28	0	< 1 Year	Yes	49,625	152	144	0
368,932	Male	25	1	30	0	< 1 Year	No	53,353	152	208	0
235,600	Male	26	1	45	1	< 1 Year	No	2,630	152	285	0
411,991	Female	31	1	8	1	< 1 Year	No	33,559	152	296	0
67,237	Male	23	1	11	1	< 1 Year	No	33,474	160	63	0
294,621	Female	47	1	28	0	1-2 Year	Yes	32,228	26	224	0
146,337	Female	23	1	43	0	< 1 Year	Yes	48,753	152	123	0
129,687	Female	57	1	12	0	1-2 Year	Yes	2,630	124	254	0
165,299	Male	57	1	28	0	1-2 Year	Yes	37,518	124	243	0
82,987	Female	65	1	28	0	1-2 Year	Yes	44,882	25	249	0
69,075	Female	25	1	14	1	< 1 Year	No	26,470	152	204	0
110,116	Female	25	1	47	0	< 1 Year	Yes	33,425	152	151	0
51,024	Male	24	1	2	1	< 1 Year	No	37,320	152	148	0
289,976	Male	78	0	7	0	1-2 Year	Yes	2,630	124	105	0
208,869	Male	44	1	38	1	1-2 Year	No	30,307	26	192	0
205,890	Male	61	1	23	0	1-2 Year	Yes	21,770	31	214	0
149,620	Male	24	1	13	1	< 1 Year	No	33,648	152	175	0
97,904	Male	26	1	28	1	< 1 Year	No	47,725	152	69	0
207,824	Male	79	1	46	0	> 2 Years	Yes	37,760	26	138	1
250,604	Female	24	1	3	0	< 1 Year	Yes	19,655	152	108	0
266,331	Male	55	1	34	1	1-2 Year	No	2,630	152	184	0
44,491	Female	78	1	15	0	> 2 Years	Yes	36,418	154	71	1
484,252	Male	24	1	30	1	< 1 Year	No	21,711	152	245	0
148,421	Male	41	1	41	1	1-2 Year	No	39,914	26	247	0
46,093	Male	25	1	41	1	< 1 Year	No	27,171	152	192	0
206,383	Female	22	1	46	0	< 1 Year	Yes	28,473	160	158	0
134,994	Male	39	1	33	0	1-2 Year	Yes	36,058	124	147	0
141,687	Male	42	1	28	1	1-2 Year	No	47,277	152	252	0
245,016	Female	59	1	28	0	1-2 Year	Yes	51,937	26	180	0
485,154	Female	20	1	41	1	< 1 Year	No	28,459	160	99	0
248,386	Male	42	1	28	0	1-2 Year	Yes	48,320	122	69	0
363,163	Male	44	1	41	0	1-2 Year	Yes	37,615	152	262	0
370,615	Male	23	1	8	0	< 1 Year	Yes	64,215	152	58	0
318,082	Female	22	1	32	0	< 1 Year	Yes	2,630	152	133	0
122,566	Male	29	1	35	1	< 1 Year	No	30,857	152	197	0
369,180	Male	61	1	28	1	1-2 Year	No	44,627	124	287	0
270,376	Male	70	1	5	0	> 2 Years	Yes	2,630	124	111	1
345,791	Female	28	1	36	1	< 1 Year	No	29,171	152	15	0
343,634	Male	23	1	28	0	< 1 Year	Yes	29,881	152	167	0
212,956	Male	25	1	18	1	< 1 Year	No	30,522	152	15	0
165,417	Male	39	1	4	0	1-2 Year	Yes	30,275	26	128	1
189,206	Female	22	1	35	1	< 1 Year	No	28,758	152	78	0
297,018	Female	67	1	6	0	1-2 Year	Yes	30,327	26	289	0
308,547	Female	33	1	50	0	< 1 Year	Yes	41,985	152	115	1
396,934	Male	32	1	29	0	1-2 Year	Yes	2,630	156	21	1
325,931	Male	59	1	43	0	1-2 Year	Yes	2,630	124	188	0
436,099	Male	44	1	46	0	1-2 Year	Yes	60,714	26	24	1
9,489	Male	29	1	8	0	1-2 Year	Yes	32,669	154	27	0
266,258	Female	24	1	28	1	< 1 Year	No	23,134	152	277	0
113,671	Female	23	1	11	1	< 1 Year	No	40,321	152	149	0
467,563	Female	24	1	14	1	< 1 Year	No	24,738	152	44	0
298,621	Female	26	1	8	1	< 1 Year	No	30,104	152	277	0
151,125	Male	24	1	17	1	< 1 Year	Yes	2,630	152	57	0
50,787	Female	22	1	10	1	< 1 Year	No	23,448	152	186	0
116,713	Male	23	1	11	1	< 1 Year	No	20,518	152	24	0
205,543	Male	26	1	11	1	< 1 Year	No	23,781	152	11	0
220,673	Female	73	1	24	0	1-2 Year	Yes	35,157	26	193	0
261,991	Male	24	1	28	1	< 1 Year	No	54,796	152	277	0
423,011	Female	24	1	2	1	< 1 Year	No	2,630	152	222	0
249,828	Female	49	1	28	0	1-2 Year	Yes	31,993	122	253	0
488,935	Female	26	1	6	1	< 1 Year	No	25,730	152	292	0
164,620	Male	31	1	43	0	1-2 Year	Yes	26,914	156	141	0
111,092	Male	24	1	35	0	< 1 Year	Yes	30,280	152	158	0
213,401	Male	30	1	46	0	< 1 Year	Yes	29,565	152	19	0
345,959	Male	27	1	13	1	< 1 Year	No	25,725	152	54	0
485,444	Female	24	1	8	1	< 1 Year	No	27,243	152	282	0
73,146	Female	55	1	28	0	1-2 Year	Yes	55,913	61	151	0
108,784	Male	21	1	3	1	< 1 Year	No	28,615	160	157	0
211,233	Male	23	1	30	1	< 1 Year	No	20,884	152	198	0
346,266	Male	40	1	8	0	1-2 Year	Yes	30,799	26	36	0
163,200	Male	51	1	45	1	1-2 Year	No	28,518	124	230	0
26,394	Female	42	1	46	1	1-2 Year	No	2,630	11	21	0
490,781	Female	23	1	45	1	< 1 Year	No	20,091	152	135	0
37,627	Male	61	1	28	0	1-2 Year	Yes	62,175	124	104	0
35,731	Female	26	1	48	0	< 1 Year	Yes	2,630	152	188	0
19,631	Male	58	1	30	0	1-2 Year	Yes	31,691	26	212	1
212,766	Female	55	1	28	0	> 2 Years	Yes	45,134	26	158	1
249,717	Male	46	1	8	0	1-2 Year	Yes	43,738	124	146	0
36,460	Male	47	1	28	0	> 2 Years	Yes	38,287	147	141	0
55,216	Male	31	1	41	0	< 1 Year	Yes	48,760	157	154	0
77,178	Male	29	1	11	0	1-2 Year	Yes	25,757	154	173	0
222,688	Female	24	1	29	1	< 1 Year	No	29,414	152	284	0
411,485	Male	44	1	36	1	1-2 Year	No	34,969	152	265	0
331,210	Male	41	1	47	0	1-2 Year	Yes	41,216	124	16	0
402,198	Female	72	1	46	1	1-2 Year	No	26,220	124	231	0

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