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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
150,405	Female	80	1	3	0	1-2 Year	Yes	2,630	26	256	0
189,625	Female	46	1	48	0	1-2 Year	Yes	2,630	156	233	0
128,717	Female	45	1	18	0	1-2 Year	Yes	35,266	124	125	0
188,956	Male	31	1	36	0	< 1 Year	Yes	38,579	152	254	0
486,665	Female	45	1	8	0	1-2 Year	Yes	42,110	155	119	1
225,450	Male	33	1	10	1	< 1 Year	No	28,804	152	262	0
51,103	Male	30	1	29	1	< 1 Year	No	28,997	152	248	0
316,163	Female	21	1	26	1	< 1 Year	Yes	27,780	152	15	0
7,951	Male	50	1	7	1	1-2 Year	Yes	37,423	26	295	0
17,821	Female	22	1	46	0	< 1 Year	No	25,932	160	39	0
100,223	Female	51	1	27	0	1-2 Year	No	2,630	156	273	0
303,177	Male	28	1	34	0	< 1 Year	Yes	29,067	124	169	0
70,054	Male	45	1	28	1	1-2 Year	No	50,274	26	32	0
484,760	Female	52	1	24	0	1-2 Year	Yes	36,116	26	74	1
436,584	Male	57	1	47	1	1-2 Year	No	28,543	124	265	0
265,683	Female	35	1	24	0	1-2 Year	Yes	2,630	26	185	1
487,993	Male	77	1	12	1	1-2 Year	Yes	31,041	26	136	0
331,028	Male	60	1	28	1	1-2 Year	No	36,968	60	43	0
412,606	Female	27	1	25	1	< 1 Year	No	24,906	152	288	0
109,853	Female	24	1	11	1	< 1 Year	No	2,630	152	182	0
117,462	Male	29	1	36	1	1-2 Year	No	2,630	124	244	0
263,470	Female	55	1	28	1	1-2 Year	No	40,521	26	93	0
347,308	Male	20	1	45	0	< 1 Year	Yes	28,549	160	299	0
217,551	Male	44	1	50	1	1-2 Year	No	30,017	26	23	0
246,224	Female	22	1	41	0	< 1 Year	Yes	18,986	152	216	0
441,546	Male	41	1	46	0	1-2 Year	Yes	46,532	26	124	1
7,777	Male	42	1	28	0	1-2 Year	Yes	30,135	124	271	1
282,395	Male	24	1	28	1	< 1 Year	No	37,530	152	215	0
127,549	Female	23	1	8	0	< 1 Year	Yes	55,089	152	235	0
255,230	Male	27	1	37	0	1-2 Year	Yes	2,630	156	193	0
176,616	Female	50	1	41	0	1-2 Year	Yes	18,604	152	183	0
405,553	Female	24	1	33	1	< 1 Year	No	2,630	160	242	0
236,504	Male	21	1	50	0	< 1 Year	Yes	40,267	152	229	0
393,963	Female	24	1	15	1	< 1 Year	No	2,630	160	128	0
282,264	Female	30	1	12	0	1-2 Year	Yes	34,482	154	109	0
365,847	Male	40	1	47	0	1-2 Year	Yes	28,990	26	99	0
293,635	Male	76	1	43	0	> 2 Years	Yes	44,078	26	37	0
495,081	Male	22	1	6	1	< 1 Year	No	32,875	152	283	0
357,714	Female	68	1	15	1	1-2 Year	No	44,695	152	81	0
468,704	Male	35	1	4	0	1-2 Year	Yes	23,061	124	140	1
55,255	Female	26	1	30	1	< 1 Year	No	34,289	152	172	0
104,699	Female	54	1	1	0	> 2 Years	Yes	2,630	26	111	0
457,125	Female	26	1	11	1	< 1 Year	No	32,432	152	91	0
32,496	Male	24	1	28	1	< 1 Year	No	51,740	152	267	0
352,322	Female	22	1	12	0	1-2 Year	Yes	27,300	124	174	1
292,715	Male	50	1	26	1	1-2 Year	No	37,140	26	48	0
346,654	Male	64	1	28	1	1-2 Year	No	2,630	122	258	0
437,517	Female	50	1	41	1	1-2 Year	No	32,337	124	178	0
452,884	Female	22	1	47	1	< 1 Year	No	35,310	152	33	0
353,087	Male	38	1	28	0	1-2 Year	Yes	42,365	13	168	1
172,056	Female	26	1	50	1	< 1 Year	No	32,788	152	151	0
369,363	Male	48	1	28	0	1-2 Year	Yes	75,463	26	254	0
70,010	Female	57	1	41	0	1-2 Year	Yes	30,639	26	68	1
405,290	Male	31	1	3	0	< 1 Year	Yes	29,366	124	45	1
162,532	Female	21	1	47	0	< 1 Year	Yes	32,618	152	295	0
91,496	Male	72	1	28	0	> 2 Years	Yes	36,021	26	10	0
152,360	Female	21	1	11	1	< 1 Year	No	2,630	160	176	0
298,123	Female	43	1	14	0	1-2 Year	Yes	32,415	124	90	0
347,244	Male	45	1	8	0	1-2 Year	Yes	69,813	26	111	0
97,866	Male	41	1	8	0	1-2 Year	Yes	48,339	26	89	0
368,487	Female	23	1	45	1	< 1 Year	No	33,206	152	25	0
103,757	Male	67	1	15	0	> 2 Years	Yes	38,484	124	114	0
356,945	Male	67	1	3	0	> 2 Years	Yes	2,630	156	204	1
165,767	Male	45	1	28	0	1-2 Year	Yes	64,469	25	268	0
72,652	Female	25	1	8	1	< 1 Year	No	38,210	152	240	0
118,051	Female	27	1	36	1	< 1 Year	No	34,218	160	105	0
304,654	Female	35	1	18	1	1-2 Year	No	2,630	152	293	0
84,697	Male	56	1	28	0	1-2 Year	Yes	25,352	26	55	0
280,939	Male	58	1	8	0	1-2 Year	Yes	28,471	124	67	0
368,499	Female	55	1	28	1	1-2 Year	No	36,202	52	64	0
123,112	Male	20	1	46	1	< 1 Year	No	32,613	160	255	0
341,710	Female	56	1	28	0	1-2 Year	Yes	32,913	26	267	0
60,168	Female	25	1	41	0	< 1 Year	Yes	30,655	152	52	0
391,073	Female	24	1	11	1	< 1 Year	No	46,412	152	251	0
86,125	Male	48	1	28	0	1-2 Year	Yes	53,006	124	37	0
133,721	Male	50	1	8	0	1-2 Year	Yes	2,630	7	136	1
232,907	Male	40	1	21	0	1-2 Year	Yes	2,630	155	182	0
56,591	Male	53	1	28	1	1-2 Year	No	44,293	26	57	0
197,626	Female	25	1	41	1	< 1 Year	No	28,215	152	173	0
175,573	Female	46	1	36	0	1-2 Year	Yes	2,630	156	254	1
221,995	Male	47	1	46	0	> 2 Years	Yes	31,010	91	277	0
429,674	Male	57	1	41	0	1-2 Year	Yes	2,630	26	234	1
239,683	Male	25	1	12	1	< 1 Year	No	29,886	152	192	0
476,987	Female	36	1	13	1	1-2 Year	No	29,644	124	41	0
279,819	Male	37	1	28	0	1-2 Year	Yes	48,591	124	229	0
494,352	Female	24	1	28	1	< 1 Year	No	37,111	152	216	0
364,277	Male	44	1	7	1	1-2 Year	No	30,387	26	155	0
382,254	Female	23	1	8	1	< 1 Year	No	41,673	152	175	0
85,104	Female	45	1	20	0	1-2 Year	No	2,630	26	250	0
69,245	Male	31	1	23	1	< 1 Year	No	36,912	152	102	0
364,214	Male	25	1	45	0	< 1 Year	Yes	21,614	153	43	0
260,870	Male	54	1	28	0	> 2 Years	Yes	38,287	157	266	0
486,172	Male	43	1	39	0	1-2 Year	Yes	25,834	26	239	1
345,141	Female	68	1	28	1	1-2 Year	Yes	56,706	26	124	0
142,687	Female	45	1	28	0	1-2 Year	Yes	36,466	124	104	0
435,373	Male	52	1	28	0	1-2 Year	Yes	52,679	26	117	1
373,619	Female	36	1	41	0	1-2 Year	Yes	2,630	157	249	0
323,476	Female	43	1	15	0	1-2 Year	Yes	33,522	25	14	1
254,635	Male	25	1	18	1	< 1 Year	No	39,257	152	199	0
271,955	Female	27	1	6	0	< 1 Year	Yes	24,769	26	236	0

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