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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
57,636	Female	37	1	41	0	1-2 Year	Yes	33,339	157	24	0
317,255	Male	53	1	46	0	1-2 Year	Yes	2,630	11	297	0
334,189	Male	49	1	41	1	1-2 Year	No	32,307	109	142	0
141,076	Female	21	1	9	0	< 1 Year	No	2,630	152	115	0
173,752	Female	47	1	15	0	1-2 Year	Yes	29,941	14	166	0
264,793	Female	22	1	2	1	< 1 Year	No	28,997	152	237	0
374,340	Female	50	1	8	0	1-2 Year	Yes	35,876	124	62	0
227,148	Male	22	1	15	0	< 1 Year	Yes	49,472	152	73	0
234,360	Male	39	1	41	0	1-2 Year	Yes	2,630	124	200	0
9,172	Male	59	1	28	0	1-2 Year	Yes	31,291	26	273	0
69,820	Female	24	1	12	0	< 1 Year	Yes	26,607	152	206	0
289,334	Female	35	1	19	0	1-2 Year	Yes	25,630	124	93	0
371,069	Male	64	1	28	0	1-2 Year	Yes	70,874	26	60	0
181,689	Male	25	1	3	1	< 1 Year	No	2,630	160	10	0
25,790	Male	37	1	28	1	1-2 Year	No	2,630	125	169	0
211,496	Female	45	1	39	0	1-2 Year	No	2,630	157	128	0
244,978	Male	25	1	33	1	< 1 Year	No	44,503	152	52	0
233,962	Male	55	1	48	1	1-2 Year	No	2,630	124	35	0
205,537	Female	23	1	6	1	< 1 Year	No	28,833	152	36	0
167,027	Female	24	1	36	0	< 1 Year	Yes	30,335	152	154	0
125,022	Female	25	1	50	0	< 1 Year	Yes	30,945	152	122	0
108,965	Male	64	1	39	0	1-2 Year	Yes	27,809	124	215	1
357,762	Female	53	1	28	1	1-2 Year	No	51,460	124	297	0
176,030	Male	33	1	49	0	< 1 Year	Yes	2,630	160	46	0
301,283	Female	33	1	0	0	1-2 Year	Yes	2,630	122	239	0
390,032	Female	24	1	3	1	< 1 Year	No	22,635	152	175	0
184,901	Male	24	1	49	1	< 1 Year	No	27,122	152	187	0
261,872	Female	22	1	18	0	1-2 Year	Yes	41,423	124	43	0
346,249	Male	48	1	28	1	1-2 Year	No	2,630	124	123	0
193,579	Male	51	1	8	1	1-2 Year	No	33,057	7	256	0
7,924	Female	30	1	8	1	< 1 Year	No	31,871	152	59	0
332,872	Male	28	1	28	0	< 1 Year	Yes	34,121	152	187	1
132,371	Male	23	1	21	1	< 1 Year	No	20,209	152	139	0
349,623	Female	45	1	36	0	1-2 Year	Yes	2,630	26	177	0
483,218	Female	24	1	8	1	< 1 Year	No	53,779	152	26	0
270,864	Male	24	1	36	0	< 1 Year	No	2,630	152	168	0
61,947	Male	55	1	28	0	1-2 Year	Yes	51,032	26	189	0
274,058	Female	45	1	28	1	1-2 Year	No	44,327	26	77	0
269,509	Male	23	1	12	1	< 1 Year	No	2,630	151	39	0
204,697	Female	58	1	28	1	1-2 Year	No	69,676	26	138	0
211,240	Male	20	1	23	0	1-2 Year	Yes	31,691	26	153	0
456,832	Female	33	1	28	0	1-2 Year	Yes	33,672	124	42	1
164,654	Male	46	1	8	0	1-2 Year	No	2,630	156	64	0
172,035	Female	26	1	12	0	1-2 Year	Yes	2,630	157	83	0
460,293	Female	58	1	28	0	> 2 Years	Yes	40,889	26	151	1
484,438	Male	55	1	45	1	1-2 Year	No	43,383	26	11	0
129,146	Male	23	1	13	1	< 1 Year	No	37,584	152	84	0
278,738	Female	41	1	32	1	1-2 Year	No	24,952	26	269	0
176,949	Male	44	1	3	0	1-2 Year	No	2,630	156	131	0
406,389	Male	38	1	29	0	1-2 Year	Yes	42,314	124	93	1
164,481	Male	22	1	45	0	< 1 Year	No	27,960	152	111	0
195,181	Female	59	1	28	0	1-2 Year	Yes	27,835	52	177	0
417,161	Male	43	1	28	0	1-2 Year	Yes	68,199	124	240	1
156,166	Female	52	1	15	1	1-2 Year	No	2,630	152	204	0
266,183	Male	21	1	34	0	< 1 Year	Yes	36,348	152	130	1
128,252	Male	52	1	3	0	1-2 Year	Yes	31,090	125	79	0
447,148	Male	48	1	45	0	1-2 Year	Yes	30,684	26	109	1
176,357	Male	37	1	28	0	1-2 Year	Yes	49,373	26	128	0
490,783	Female	24	1	8	1	< 1 Year	No	38,337	160	133	0
105,567	Male	63	1	8	0	1-2 Year	No	58,303	26	129	0
102,870	Male	49	1	0	0	1-2 Year	Yes	2,630	26	10	0
204,505	Male	54	1	37	1	1-2 Year	No	30,368	124	216	0
179,112	Female	42	1	37	0	> 2 Years	Yes	45,664	124	12	0
198,557	Male	21	1	3	1	< 1 Year	No	24,098	160	135	0
442,377	Female	24	1	46	1	< 1 Year	No	2,630	160	148	0
228,961	Male	25	1	28	0	< 1 Year	Yes	45,597	152	130	1
107,216	Female	29	1	41	1	< 1 Year	No	39,323	152	109	0
46,355	Male	59	1	22	0	1-2 Year	Yes	27,125	26	294	0
267,483	Female	33	1	8	0	< 1 Year	Yes	40,498	124	248	1
253,464	Male	74	1	31	1	1-2 Year	No	2,630	26	86	0
300,470	Female	23	1	30	0	< 1 Year	Yes	24,204	152	114	0
32,470	Male	37	1	32	0	1-2 Year	No	23,159	124	247	0
433,745	Male	52	1	28	0	1-2 Year	Yes	40,402	26	262	1
301,222	Female	32	1	8	0	< 1 Year	Yes	46,573	152	70	0
239,633	Male	39	1	19	0	1-2 Year	Yes	29,897	124	143	1
84,667	Male	45	1	28	1	1-2 Year	Yes	43,510	124	266	0
150,331	Male	48	1	11	1	1-2 Year	No	24,438	124	56	0
273,339	Female	65	1	11	0	1-2 Year	Yes	2,630	26	40	1
284,212	Female	24	1	8	1	< 1 Year	No	28,343	151	241	0
53,467	Female	38	1	3	0	> 2 Years	Yes	28,797	157	47	0
349,767	Female	39	1	28	1	1-2 Year	No	35,183	26	256	0
259,293	Male	67	1	35	1	1-2 Year	No	2,630	26	203	0
138,176	Female	28	1	49	0	< 1 Year	No	29,014	160	69	0
128,428	Female	44	1	12	0	1-2 Year	No	36,634	26	295	0
4,156	Male	23	1	49	0	< 1 Year	Yes	35,448	26	51	0
71,760	Male	69	1	8	0	1-2 Year	Yes	44,271	26	249	0
15,630	Male	24	1	30	1	< 1 Year	No	26,530	152	234	0
412,857	Male	48	1	41	0	1-2 Year	Yes	30,586	26	114	1
332,555	Female	24	1	11	1	< 1 Year	No	26,311	152	201	0
30,703	Male	22	1	35	1	< 1 Year	No	29,221	152	262	0
446,747	Male	44	1	28	0	1-2 Year	Yes	35,751	26	213	1
342,467	Female	20	1	11	1	< 1 Year	No	27,864	160	39	0
53,495	Male	48	1	29	0	1-2 Year	Yes	36,941	124	13	1
291,599	Female	23	1	11	1	< 1 Year	No	28,767	152	130	0
291,477	Female	27	1	30	1	< 1 Year	No	27,159	152	253	0
386,003	Male	53	1	19	0	> 2 Years	Yes	45,331	26	212	1
272,158	Male	32	1	36	0	1-2 Year	Yes	35,345	26	94	0
21,207	Female	26	1	11	1	< 1 Year	No	20,145	152	256	0
31,935	Male	41	1	28	0	1-2 Year	Yes	29,636	151	70	0
314,242	Female	45	1	28	0	1-2 Year	No	69,894	124	177	0

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