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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
328,467	Male	43	1	28	1	1-2 Year	No	35,540	26	124	0
332,325	Female	26	1	21	1	< 1 Year	No	27,380	152	75	0
315,767	Male	41	1	46	0	> 2 Years	Yes	43,734	124	127	1
316,633	Male	52	1	28	0	1-2 Year	Yes	58,272	44	286	0
135,218	Male	62	1	28	0	> 2 Years	Yes	46,556	26	250	0
246,548	Female	24	1	40	0	< 1 Year	Yes	41,860	152	19	1
362,477	Female	24	1	18	1	< 1 Year	No	30,931	152	31	0
324,847	Male	20	1	46	0	< 1 Year	Yes	18,460	160	158	0
176,487	Male	66	1	28	0	1-2 Year	Yes	31,798	124	32	0
36,595	Female	33	1	48	0	1-2 Year	Yes	2,630	157	226	0
344,768	Male	40	1	47	0	1-2 Year	Yes	28,872	113	53	0
357,071	Female	61	1	46	0	1-2 Year	Yes	30,370	154	30	0
344,979	Male	52	1	10	1	1-2 Year	No	2,630	30	22	0
306,520	Male	44	1	28	0	1-2 Year	Yes	24,273	59	43	0
215,070	Male	44	1	24	1	1-2 Year	No	30,830	26	31	0
107,251	Female	27	1	20	1	< 1 Year	No	2,630	152	51	0
439,504	Male	25	1	22	1	< 1 Year	No	42,555	152	40	0
499,788	Male	59	1	3	1	1-2 Year	No	2,630	26	189	0
73,047	Male	67	1	11	0	1-2 Year	Yes	25,994	124	40	0
242,978	Male	66	1	46	0	1-2 Year	Yes	35,478	26	223	0
77,139	Male	30	1	28	0	1-2 Year	Yes	28,901	124	147	0
360,043	Male	21	1	18	1	1-2 Year	No	35,227	122	289	0
306,752	Female	58	1	28	0	1-2 Year	Yes	48,127	124	79	1
386,605	Female	43	1	36	0	1-2 Year	Yes	25,679	124	79	1
445,144	Female	73	1	28	1	1-2 Year	No	54,647	26	84	0
299,726	Female	25	1	41	1	< 1 Year	No	27,329	152	33	0
456,214	Male	52	1	46	0	1-2 Year	Yes	36,551	26	203	1
246,376	Female	39	1	34	0	1-2 Year	Yes	36,605	122	80	0
505,905	Female	41	1	28	0	> 2 Years	Yes	46,796	26	204	1
111,449	Male	53	1	28	0	> 2 Years	Yes	61,592	26	198	0
169,684	Male	21	1	32	1	< 1 Year	No	27,835	160	199	0
36,794	Male	32	1	8	1	< 1 Year	No	35,137	152	243	0
407,238	Female	49	1	28	0	1-2 Year	Yes	2,630	26	223	1
394,536	Male	23	1	10	1	< 1 Year	No	30,700	152	191	0
365,007	Male	47	1	8	0	1-2 Year	Yes	37,009	124	44	0
459,654	Female	43	1	8	0	> 2 Years	Yes	42,388	124	30	1
380,637	Male	23	1	36	1	< 1 Year	No	34,749	160	114	0
209,360	Male	38	1	0	1	1-2 Year	No	2,630	26	180	0
298,954	Male	29	1	36	1	< 1 Year	No	32,351	152	207	0
404,674	Male	36	1	46	0	1-2 Year	Yes	2,630	157	272	1
187,564	Female	22	1	30	0	< 1 Year	Yes	31,450	152	190	0
312,110	Male	29	1	15	0	1-2 Year	Yes	46,137	156	206	1
447,410	Male	24	1	41	1	< 1 Year	No	22,982	152	25	0
156,245	Male	57	1	8	1	1-2 Year	Yes	47,592	124	273	0
130,593	Female	66	1	28	0	1-2 Year	Yes	27,348	122	27	0
242,985	Female	30	1	35	0	1-2 Year	No	90,985	26	84	1
179,169	Male	69	1	8	1	1-2 Year	No	2,630	76	110	0
224,032	Female	48	1	4	0	> 2 Years	Yes	16,879	26	78	0
317,572	Male	48	1	38	0	1-2 Year	Yes	2,630	163	72	0
31,075	Male	44	1	28	0	1-2 Year	No	56,515	61	26	0
312,913	Male	37	1	14	0	1-2 Year	Yes	27,445	124	205	1
335,842	Female	50	1	47	1	1-2 Year	No	2,630	124	147	0
319,664	Female	24	1	39	1	< 1 Year	No	38,796	152	135	0
380,588	Male	47	1	46	1	1-2 Year	No	31,593	124	298	0
317,898	Female	34	1	8	1	1-2 Year	No	78,184	152	282	0
257,319	Female	25	1	32	1	< 1 Year	No	23,809	152	219	0
177,437	Female	42	1	3	1	1-2 Year	No	31,098	124	170	0
129,922	Male	38	1	6	0	1-2 Year	Yes	23,866	124	234	0
351,451	Female	25	1	18	1	< 1 Year	No	2,630	152	182	0
284,786	Female	22	1	45	1	< 1 Year	No	20,783	152	29	0
7,808	Male	63	1	8	1	1-2 Year	Yes	47,297	25	66	0
30,929	Female	22	1	16	0	< 1 Year	Yes	22,403	152	229	1
191,124	Male	28	1	11	1	< 1 Year	No	30,902	152	265	0
399,562	Male	20	1	13	1	< 1 Year	No	26,722	160	12	0
258,030	Male	59	1	28	0	1-2 Year	Yes	42,641	124	246	0
188,949	Female	45	1	28	1	1-2 Year	No	52,970	124	33	0
200,405	Male	36	1	10	1	1-2 Year	No	2,630	152	184	0
50,070	Male	26	1	1	0	< 1 Year	Yes	2,630	152	294	0
164,348	Female	59	1	33	0	1-2 Year	No	30,537	124	259	0
124,681	Male	38	1	28	0	1-2 Year	No	69,918	124	126	0
478,181	Male	28	1	28	1	< 1 Year	No	25,087	152	120	0
279,160	Female	22	1	16	0	< 1 Year	Yes	30,774	152	177	0
167,572	Female	23	1	36	1	< 1 Year	No	36,175	152	218	0
309,832	Female	21	1	11	0	1-2 Year	Yes	30,535	156	59	0
36,083	Female	22	1	47	1	< 1 Year	Yes	2,630	152	122	0
220,045	Female	24	1	27	1	< 1 Year	No	23,805	152	109	0
78,017	Female	24	1	7	1	< 1 Year	No	37,783	152	238	0
142,227	Female	48	1	14	0	1-2 Year	Yes	25,469	26	208	0
25,970	Female	28	1	41	0	< 1 Year	No	25,132	152	131	0
314,088	Male	49	1	33	0	1-2 Year	Yes	28,814	124	188	0
256,877	Male	22	1	47	0	< 1 Year	No	40,654	152	191	0
157,495	Male	49	1	18	0	1-2 Year	No	35,963	124	65	0
215,101	Female	41	1	28	0	1-2 Year	Yes	40,884	124	215	0
239,955	Male	21	1	9	0	< 1 Year	Yes	43,273	160	233	0
236,993	Female	21	1	28	0	1-2 Year	Yes	41,279	156	141	0
13,696	Male	47	1	28	0	1-2 Year	Yes	38,702	124	263	0
501,891	Male	29	1	46	1	< 1 Year	No	34,320	152	59	0
494,490	Female	40	1	46	0	1-2 Year	Yes	37,431	26	122	1
74,299	Male	25	1	32	0	< 1 Year	No	22,915	152	133	0
53,266	Male	46	1	28	0	1-2 Year	Yes	33,614	122	130	1
159,678	Male	46	1	28	1	1-2 Year	Yes	37,583	26	183	0
195,030	Male	23	1	31	1	< 1 Year	No	2,630	152	206	0
431,941	Female	30	1	35	1	< 1 Year	No	35,347	152	235	0
293,060	Male	55	1	8	0	1-2 Year	Yes	2,630	124	186	0
229,683	Male	27	1	8	1	< 1 Year	No	37,994	26	83	0
425,225	Female	23	1	28	1	< 1 Year	No	32,023	152	111	0
107,222	Male	28	1	34	0	< 1 Year	Yes	31,205	152	155	0
412,154	Female	24	1	8	1	< 1 Year	No	35,125	152	125	0
317,185	Female	44	1	28	0	1-2 Year	Yes	23,431	55	197	0
493,517	Male	60	1	28	1	1-2 Year	No	41,363	26	298	0

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