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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
74,157	Male	44	1	28	0	> 2 Years	Yes	50,373	124	203	1
54,257	Female	25	1	28	1	< 1 Year	No	30,523	152	180	0
89,654	Female	35	1	28	0	1-2 Year	Yes	2,630	124	254	1
176,793	Male	63	1	46	0	1-2 Year	Yes	28,346	26	28	0
243,102	Female	65	1	11	1	1-2 Year	No	32,089	120	62	0
6,282	Male	57	1	39	0	1-2 Year	Yes	43,010	124	232	0
296,214	Male	45	1	8	0	> 2 Years	Yes	46,675	124	193	0
331,347	Male	69	1	46	0	1-2 Year	Yes	39,664	156	130	1
118,707	Male	48	1	28	0	1-2 Year	Yes	42,718	25	39	1
289,731	Male	23	1	36	1	< 1 Year	No	36,750	152	110	0
60,587	Male	51	1	28	0	1-2 Year	Yes	28,848	122	113	0
286,569	Male	55	1	18	0	1-2 Year	Yes	41,917	26	19	0
363,510	Female	50	1	11	0	1-2 Year	No	29,792	124	200	1
34,113	Female	48	1	28	0	> 2 Years	Yes	52,651	122	287	0
110,564	Male	53	1	28	1	1-2 Year	No	26,607	26	243	0
97,971	Female	25	1	3	1	< 1 Year	No	21,105	152	238	0
118,772	Female	39	1	15	1	1-2 Year	No	32,333	152	207	0
250,884	Male	36	1	28	0	1-2 Year	No	2,630	157	55	0
174,256	Male	22	1	8	0	< 1 Year	Yes	32,351	152	34	1
379,847	Female	35	1	46	0	1-2 Year	Yes	36,682	29	100	0
188,911	Male	40	1	28	0	1-2 Year	No	38,569	52	180	0
330,540	Male	52	1	8	1	1-2 Year	No	57,375	124	144	0
84,635	Male	39	1	31	0	1-2 Year	Yes	2,630	154	265	0
174,556	Male	44	1	28	0	> 2 Years	Yes	27,909	26	57	0
312,773	Female	33	1	11	1	< 1 Year	No	30,698	152	259	0
197,827	Female	58	1	28	0	1-2 Year	Yes	35,178	124	209	0
204,965	Male	69	1	19	0	1-2 Year	Yes	31,234	124	54	0
317,294	Male	43	1	8	0	1-2 Year	No	2,630	156	44	0
47,860	Female	66	1	36	0	1-2 Year	Yes	41,310	26	162	0
28,150	Male	27	1	46	1	< 1 Year	No	28,625	152	162	0
157,674	Male	34	1	6	0	1-2 Year	Yes	31,170	155	297	0
9,289	Male	43	1	8	0	1-2 Year	Yes	42,758	124	144	1
101,693	Male	44	1	41	0	1-2 Year	Yes	58,960	12	13	0
86,848	Male	53	1	46	0	1-2 Year	Yes	29,101	163	154	1
130,478	Male	73	1	33	1	1-2 Year	No	39,173	124	76	0
205,996	Female	25	1	41	1	< 1 Year	No	29,172	152	228	0
420,876	Female	24	1	8	1	< 1 Year	No	46,633	152	285	0
237,549	Male	49	1	28	1	1-2 Year	No	29,855	124	103	0
322,765	Male	24	1	29	1	< 1 Year	No	27,245	152	172	0
77,972	Male	25	1	2	1	< 1 Year	No	27,131	152	189	0
135,592	Female	26	1	47	0	< 1 Year	Yes	34,921	152	14	0
297,959	Female	24	1	27	1	< 1 Year	No	2,630	152	289	0
460,464	Female	23	1	8	1	< 1 Year	No	45,397	152	282	0
359,592	Female	22	1	50	0	< 1 Year	Yes	28,428	160	262	0
114,213	Male	26	1	15	1	< 1 Year	No	23,883	152	222	0
233,478	Male	21	1	36	1	< 1 Year	No	27,361	152	243	0
173,482	Male	37	1	18	1	1-2 Year	No	34,340	124	82	0
328,106	Male	24	1	22	1	< 1 Year	No	27,712	152	38	0
213,139	Female	48	1	28	0	1-2 Year	Yes	42,830	124	177	1
313,551	Female	27	1	28	0	> 2 Years	Yes	38,237	26	200	0
483,665	Female	26	1	6	1	< 1 Year	No	18,612	152	238	0
4,989	Female	34	1	36	0	1-2 Year	Yes	2,630	154	262	0
505,166	Male	21	1	46	1	< 1 Year	No	21,770	160	232	0
413,628	Female	31	1	28	0	< 1 Year	Yes	37,489	122	228	1
375,074	Male	29	1	35	0	< 1 Year	Yes	30,998	152	109	1
125,801	Male	64	1	8	0	1-2 Year	Yes	2,630	26	170	0
134,749	Male	47	1	28	1	1-2 Year	No	45,961	122	157	0
311,656	Female	24	1	35	1	< 1 Year	No	28,167	152	263	0
315,108	Male	21	1	8	0	< 1 Year	Yes	41,345	152	46	0
374,607	Male	55	1	35	1	1-2 Year	No	30,239	124	126	0
364,939	Female	82	1	13	0	1-2 Year	Yes	34,747	124	211	0
327,474	Female	52	1	8	0	1-2 Year	Yes	2,630	26	189	0
263,038	Female	67	1	28	1	1-2 Year	No	36,086	26	170	0
370,458	Male	62	1	41	0	1-2 Year	Yes	44,901	124	42	0
215,934	Male	24	1	41	1	< 1 Year	No	46,782	152	210	0
292,667	Male	44	1	28	0	1-2 Year	Yes	46,572	124	35	0
128,937	Female	45	1	28	1	1-2 Year	No	32,353	26	40	0
504,209	Female	26	1	28	1	< 1 Year	No	55,858	152	83	0
124,568	Male	27	1	46	0	< 1 Year	Yes	27,042	152	139	0
41,928	Male	61	1	28	1	1-2 Year	No	24,056	29	99	0
169,928	Female	26	1	28	0	< 1 Year	Yes	65,786	152	248	0
307,793	Female	40	1	8	1	1-2 Year	No	26,152	124	161	0
18,924	Male	22	1	3	0	< 1 Year	No	2,630	152	40	1
367,631	Male	28	1	36	0	< 1 Year	No	38,766	151	106	0
297,493	Male	47	1	28	1	1-2 Year	No	311,948	26	221	0
141,224	Male	47	1	28	0	1-2 Year	Yes	44,908	124	119	0
344,664	Male	24	1	18	1	< 1 Year	No	29,234	152	123	0
209,571	Male	48	1	28	1	1-2 Year	No	41,140	16	189	0
340,298	Female	26	1	9	1	< 1 Year	No	36,180	152	127	0
487,038	Female	24	1	29	1	< 1 Year	No	31,424	152	63	0
179,778	Male	57	1	8	1	1-2 Year	Yes	29,428	124	14	0
215,017	Male	30	1	41	0	< 1 Year	Yes	29,722	152	161	0
250,047	Male	55	1	28	0	> 2 Years	Yes	42,260	124	76	0
84,876	Female	48	1	28	0	1-2 Year	Yes	49,652	26	76	1
424,566	Female	37	1	6	0	1-2 Year	Yes	30,418	124	182	1
164,347	Male	52	1	8	0	1-2 Year	Yes	2,630	26	144	0
334,020	Male	24	1	20	1	< 1 Year	No	2,630	160	271	0
454,787	Male	46	1	8	0	1-2 Year	Yes	76,770	124	36	1
42,840	Male	26	1	41	0	< 1 Year	Yes	34,463	26	15	0
266,107	Male	30	1	16	0	< 1 Year	No	23,525	152	163	0
409,954	Male	25	1	41	1	< 1 Year	No	42,058	152	199	0
330,307	Male	47	1	46	0	1-2 Year	Yes	31,697	124	250	0
136,338	Male	23	1	30	1	< 1 Year	No	28,815	152	209	0
354,564	Male	40	1	28	0	1-2 Year	Yes	36,833	124	62	0
446,355	Female	25	1	6	1	< 1 Year	No	29,182	152	21	0
110,685	Male	52	1	46	1	1-2 Year	No	22,327	124	71	0
457,314	Female	57	1	28	1	1-2 Year	No	42,670	124	117	0
256,920	Male	43	1	8	0	1-2 Year	Yes	80,142	26	91	0
347,220	Female	28	1	16	1	< 1 Year	No	19,311	152	168	0
415,364	Male	36	1	15	0	1-2 Year	Yes	2,630	156	232	1

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