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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
216,239	Female	23	1	43	0	< 1 Year	No	2,630	152	154	0
357,374	Male	36	1	30	1	1-2 Year	No	2,630	124	241	0
374,195	Male	31	1	15	1	< 1 Year	No	28,604	152	57	0
39,672	Female	43	1	28	0	1-2 Year	Yes	38,706	26	234	0
66,042	Male	24	1	14	1	< 1 Year	No	25,982	152	104	0
137,585	Female	44	1	41	1	1-2 Year	No	2,630	26	83	0
20,350	Male	47	1	8	1	1-2 Year	No	32,304	26	185	0
359,157	Male	23	1	15	0	< 1 Year	No	46,547	151	57	0
422,231	Female	25	1	34	1	< 1 Year	No	2,630	152	189	0
98,803	Male	37	1	48	0	1-2 Year	Yes	2,630	26	59	0
119,289	Male	40	1	46	1	1-2 Year	No	25,016	152	34	0
228,120	Female	27	1	46	1	< 1 Year	No	2,630	152	121	0
118,202	Male	26	1	11	1	< 1 Year	No	32,458	152	27	0
42,695	Male	48	1	28	0	1-2 Year	Yes	28,156	26	90	1
449,115	Female	36	1	22	0	1-2 Year	Yes	31,726	124	226	1
110,583	Male	46	1	28	0	1-2 Year	Yes	28,966	124	95	0
266,935	Male	39	1	33	0	1-2 Year	Yes	26,557	26	280	0
288,716	Male	38	1	3	0	1-2 Year	Yes	2,630	30	83	0
170,870	Female	30	1	41	0	1-2 Year	Yes	27,722	124	156	1
97,077	Female	27	1	28	1	< 1 Year	No	41,228	152	161	0
458,971	Male	44	1	46	0	1-2 Year	Yes	24,355	124	26	1
306,021	Male	52	1	30	0	1-2 Year	Yes	35,145	124	59	0
506,917	Female	27	1	8	1	< 1 Year	No	36,512	152	130	0
430,276	Male	40	1	8	0	1-2 Year	Yes	39,820	163	60	1
82,255	Male	22	1	34	0	< 1 Year	Yes	30,994	152	135	0
307,279	Female	25	1	37	0	< 1 Year	Yes	26,035	152	10	0
15,668	Female	64	1	47	0	1-2 Year	Yes	60,077	16	133	0
156,599	Male	22	1	41	1	< 1 Year	No	41,523	152	164	0
361,401	Male	40	1	8	0	1-2 Year	No	30,299	26	159	0
165,152	Male	67	1	41	1	1-2 Year	No	27,347	12	259	0
185,867	Male	27	1	46	1	< 1 Year	No	24,077	152	90	0
233,064	Female	42	1	15	0	1-2 Year	Yes	2,630	157	229	0
160,063	Female	47	1	29	0	1-2 Year	Yes	26,610	26	188	0
184,911	Male	43	1	19	1	1-2 Year	No	37,714	124	299	0
227,424	Female	46	1	35	1	1-2 Year	No	36,789	26	79	0
397,111	Female	27	1	13	1	1-2 Year	No	13,088	124	235	0
393,754	Male	35	1	28	1	1-2 Year	No	50,222	152	161	0
93,764	Female	58	1	46	0	1-2 Year	Yes	26,422	157	276	0
116,804	Male	51	1	8	0	> 2 Years	Yes	2,630	124	251	0
89,880	Male	23	1	46	1	< 1 Year	No	27,498	152	147	0
228,786	Male	21	1	8	0	< 1 Year	Yes	32,845	160	105	0
306,548	Male	51	1	30	1	1-2 Year	No	26,517	152	229	0
341,007	Female	26	1	45	1	< 1 Year	No	25,295	152	251	0
183,353	Male	46	1	28	0	1-2 Year	Yes	2,630	122	83	0
279,620	Male	58	1	46	0	1-2 Year	Yes	58,910	124	242	0
277,158	Male	46	1	41	0	1-2 Year	Yes	20,267	154	61	1
186,240	Female	21	1	41	1	< 1 Year	No	32,387	152	22	0
149,164	Male	22	1	41	0	< 1 Year	Yes	41,649	152	114	0
100,243	Male	43	1	17	0	1-2 Year	Yes	2,630	156	17	0
69,405	Female	21	1	46	1	< 1 Year	No	35,525	152	20	0
230,144	Male	28	1	41	1	< 1 Year	No	25,967	152	74	0
2,820	Female	26	1	41	1	< 1 Year	No	30,540	152	221	0
89,662	Male	47	1	11	0	1-2 Year	Yes	29,752	26	124	0
350,459	Female	24	1	8	1	< 1 Year	No	39,317	151	293	0
27,771	Male	51	1	46	0	> 2 Years	Yes	51,005	122	195	0
110,356	Female	29	1	10	1	< 1 Year	No	41,522	152	43	0
470,370	Female	80	1	28	1	1-2 Year	No	29,687	124	213	0
241,522	Male	78	1	28	0	1-2 Year	Yes	24,952	25	237	0
508,145	Male	71	1	28	1	1-2 Year	No	62,875	26	265	0
95,480	Female	46	1	28	0	1-2 Year	Yes	55,495	61	81	0
478,777	Male	36	1	17	0	1-2 Year	Yes	33,708	156	234	1
333,172	Female	49	1	35	0	1-2 Year	Yes	26,938	26	194	1
193,577	Male	33	1	47	0	1-2 Year	Yes	2,630	157	254	1
274,445	Female	20	1	46	1	< 1 Year	No	27,680	160	194	0
486,546	Female	40	1	28	0	1-2 Year	Yes	2,630	155	129	1
158,780	Female	26	1	15	0	< 1 Year	Yes	26,719	152	27	0
249,504	Male	52	1	18	0	1-2 Year	Yes	2,630	124	240	1
441,707	Male	21	1	32	1	< 1 Year	No	25,531	152	129	0
406,037	Male	54	1	41	1	1-2 Year	No	47,146	12	214	0
366,771	Female	26	1	21	1	< 1 Year	No	24,872	152	268	0
125,070	Female	22	1	6	1	< 1 Year	No	22,731	152	16	0
507,159	Female	23	1	30	1	< 1 Year	No	25,247	107	173	0
92,690	Female	21	1	46	1	< 1 Year	No	24,724	160	199	0
194,630	Female	44	1	28	0	1-2 Year	Yes	45,155	124	96	1
492,388	Male	54	1	28	1	1-2 Year	No	34,200	26	39	0
6,374	Female	40	1	9	0	1-2 Year	Yes	45,402	26	57	1
214,688	Female	52	1	28	0	1-2 Year	Yes	54,553	26	19	1
65,452	Female	26	1	30	1	< 1 Year	No	21,093	152	92	0
214,814	Male	30	1	28	0	< 1 Year	Yes	71,659	122	78	1
11,702	Male	59	1	15	0	1-2 Year	Yes	66,373	154	199	1
412,951	Female	49	1	28	0	1-2 Year	Yes	83,095	26	25	1
256,764	Male	30	1	22	1	< 1 Year	No	24,850	152	251	0
140,560	Male	80	1	35	1	1-2 Year	No	27,473	26	102	0
187,408	Female	73	1	28	1	1-2 Year	No	29,612	26	10	0
265,050	Male	45	1	11	0	1-2 Year	Yes	35,240	124	154	1
148,939	Female	24	1	15	0	< 1 Year	No	27,955	152	84	0
261,642	Female	29	1	35	1	< 1 Year	No	2,630	152	128	0
258,630	Female	22	1	6	0	< 1 Year	Yes	38,832	152	219	0
220,342	Female	34	1	8	0	1-2 Year	Yes	27,220	152	228	0
76,846	Male	48	1	46	1	1-2 Year	No	43,120	26	14	0
506,076	Male	78	1	50	1	1-2 Year	Yes	28,220	8	117	0
358,291	Female	49	1	48	0	1-2 Year	Yes	2,630	137	132	0
74,336	Male	45	1	28	0	1-2 Year	Yes	23,329	154	189	1
453,993	Male	56	1	28	1	1-2 Year	No	34,470	24	69	0
406,060	Female	35	1	28	0	1-2 Year	Yes	42,167	26	43	1
314,317	Female	28	1	10	1	< 1 Year	No	22,221	152	274	0
454,952	Female	35	1	28	0	1-2 Year	Yes	2,630	156	159	1
464,310	Male	38	1	45	0	1-2 Year	Yes	25,531	55	26	1
301,338	Female	32	1	31	0	< 1 Year	Yes	2,630	152	189	0
492,886	Male	44	1	28	0	1-2 Year	Yes	42,434	26	80	1

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