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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
111,527	Male	48	1	18	0	1-2 Year	Yes	28,373	26	265	0
138,449	Female	22	1	8	1	< 1 Year	No	37,087	26	148	0
274,528	Female	25	1	37	0	< 1 Year	No	41,947	151	268	0
3,088	Male	28	1	41	1	< 1 Year	No	26,373	152	196	0
428,169	Male	38	1	45	0	1-2 Year	Yes	30,563	26	94	1
89,147	Male	46	1	21	0	1-2 Year	Yes	33,399	124	197	0
149,983	Female	59	1	8	1	1-2 Year	No	39,116	26	47	0
134,125	Female	42	1	28	0	1-2 Year	Yes	28,094	124	105	1
492,682	Male	46	1	7	0	1-2 Year	Yes	31,651	124	131	1
338,833	Female	61	1	28	0	1-2 Year	Yes	58,077	25	299	0
7,633	Male	65	1	38	0	1-2 Year	No	39,386	26	184	0
502,175	Male	32	1	46	0	1-2 Year	Yes	26,181	157	289	1
139,618	Male	30	1	21	0	1-2 Year	Yes	26,563	124	204	0
463,672	Male	71	1	33	1	1-2 Year	No	38,887	124	205	0
78,043	Male	22	1	33	1	< 1 Year	No	19,635	152	112	0
83,340	Male	21	1	39	1	< 1 Year	No	46,116	160	207	0
475,982	Female	53	1	28	1	1-2 Year	No	35,389	124	132	0
21,082	Female	22	1	15	1	< 1 Year	No	32,901	152	251	0
153,504	Male	54	1	28	0	1-2 Year	No	36,606	124	17	0
438,874	Male	25	1	41	1	< 1 Year	No	42,112	152	219	0
334,698	Female	43	1	18	0	1-2 Year	Yes	27,473	26	112	0
336,280	Male	47	1	28	0	> 2 Years	Yes	53,001	24	272	0
279,424	Male	29	1	3	0	< 1 Year	Yes	36,621	124	141	0
185,350	Male	22	1	46	0	< 1 Year	Yes	31,042	152	244	0
229,304	Female	75	1	28	0	1-2 Year	Yes	69,912	124	271	0
119,446	Male	37	1	31	0	1-2 Year	No	2,630	124	35	0
313,483	Female	48	1	46	1	1-2 Year	No	2,630	124	24	0
379,241	Male	21	1	31	0	< 1 Year	Yes	2,630	163	236	0
278,105	Male	21	1	13	0	< 1 Year	Yes	25,527	152	16	0
346,070	Male	52	1	28	1	1-2 Year	No	21,977	26	285	0
145,792	Male	22	1	50	0	< 1 Year	Yes	36,855	152	44	0
347,818	Male	52	1	28	0	1-2 Year	Yes	46,847	26	16	0
233,634	Female	22	1	21	0	< 1 Year	Yes	29,643	152	230	0
502,433	Female	29	1	23	1	< 1 Year	No	2,630	152	203	0
330,135	Female	57	1	28	0	> 2 Years	Yes	40,999	26	77	0
35,112	Male	47	1	33	1	1-2 Year	Yes	2,630	26	194	0
267,104	Male	47	1	11	1	1-2 Year	No	38,115	26	163	0
32,030	Male	25	1	33	1	< 1 Year	No	24,439	152	245	0
499,541	Female	23	1	8	1	< 1 Year	No	199,154	160	184	0
137,674	Male	24	1	8	1	< 1 Year	No	50,955	152	41	0
343,726	Female	22	1	32	1	< 1 Year	No	28,749	152	239	0
504,180	Female	25	1	11	1	< 1 Year	No	37,513	152	73	0
225,358	Male	60	1	46	1	1-2 Year	No	2,630	11	133	0
144,288	Male	22	1	8	1	< 1 Year	No	42,403	152	217	0
231,970	Female	36	1	28	1	1-2 Year	No	2,630	124	285	0
222,493	Female	46	1	28	0	1-2 Year	Yes	28,810	124	131	0
239,127	Male	52	1	15	0	1-2 Year	Yes	63,933	26	40	1
93,399	Female	25	1	33	1	< 1 Year	No	23,306	152	60	0
339,237	Male	58	1	46	0	1-2 Year	Yes	19,773	26	204	0
220,987	Female	26	1	36	1	< 1 Year	No	33,311	152	56	0
65,195	Male	24	1	25	1	< 1 Year	No	28,865	152	143	0
49,011	Female	23	1	15	1	< 1 Year	No	23,916	151	178	0
118,812	Female	33	1	41	0	< 1 Year	Yes	27,682	153	56	1
35,982	Male	56	1	38	0	1-2 Year	No	31,447	157	73	0
44,221	Male	23	1	12	1	< 1 Year	No	20,380	152	126	0
4,676	Male	48	1	15	0	1-2 Year	Yes	2,630	157	219	0
400,603	Male	23	1	28	1	< 1 Year	No	38,773	160	256	0
225,937	Male	27	1	15	1	< 1 Year	No	36,390	152	141	0
98,609	Male	44	1	28	1	1-2 Year	No	50,030	124	196	0
478,963	Female	25	1	6	1	< 1 Year	No	26,055	152	272	0
343,819	Female	24	1	33	1	< 1 Year	No	31,266	152	273	0
360,988	Male	41	1	36	0	1-2 Year	Yes	2,630	154	54	0
195,489	Female	32	1	28	1	< 1 Year	No	37,388	152	137	0
274,270	Female	70	1	28	0	1-2 Year	Yes	31,531	26	231	0
114,175	Male	46	1	32	1	1-2 Year	No	37,468	26	122	0
469,743	Male	40	1	28	0	1-2 Year	Yes	31,024	55	45	1
474,147	Female	23	1	8	1	< 1 Year	No	38,017	152	180	0
2,859	Female	44	1	35	0	> 2 Years	Yes	39,060	124	56	0
305,669	Female	24	1	32	0	< 1 Year	No	33,536	152	158	0
390,833	Male	46	1	38	0	1-2 Year	Yes	2,630	124	26	1
137,517	Female	67	1	28	0	1-2 Year	Yes	35,991	124	84	0
439,149	Female	25	1	8	1	< 1 Year	No	32,895	152	178	0
346,380	Male	65	1	28	0	> 2 Years	Yes	37,522	26	210	1
365,331	Male	22	1	50	0	< 1 Year	Yes	34,996	152	200	0
303,555	Male	39	1	29	0	1-2 Year	Yes	2,630	156	288	1
253,240	Female	80	1	33	0	1-2 Year	Yes	22,412	132	183	0
366,961	Male	32	1	3	0	1-2 Year	No	17,866	154	39	0
107,531	Female	45	1	28	0	1-2 Year	Yes	30,585	26	25	1
320,429	Female	23	1	11	1	< 1 Year	No	25,018	152	117	0
421,601	Female	51	1	28	0	1-2 Year	Yes	50,223	26	61	1
54,232	Female	73	1	28	1	1-2 Year	No	48,719	55	236	0
145,001	Male	43	1	28	1	1-2 Year	No	47,678	122	58	0
66,713	Female	24	1	23	1	< 1 Year	No	2,630	152	285	0
47,318	Female	37	1	7	1	1-2 Year	No	32,752	124	256	0
417,649	Male	25	1	18	1	< 1 Year	No	32,577	152	126	0
410,428	Male	26	1	8	1	< 1 Year	No	57,529	152	46	0
495,072	Female	22	1	9	1	< 1 Year	No	30,557	160	161	0
448,245	Male	52	1	31	1	1-2 Year	No	2,630	9	85	0
208,927	Male	59	1	8	0	> 2 Years	Yes	42,490	124	168	0
69,725	Female	25	1	27	0	< 1 Year	Yes	26,259	151	85	0
287,004	Female	21	1	15	0	< 1 Year	No	27,023	152	168	0
482,112	Female	24	1	49	1	< 1 Year	No	28,583	152	71	0
174,315	Female	54	1	46	1	1-2 Year	No	30,432	124	249	0
154,820	Male	29	1	30	1	< 1 Year	No	26,508	152	31	0
366,730	Male	55	1	28	1	1-2 Year	No	72,589	26	23	0
80,286	Male	24	1	21	0	< 1 Year	Yes	26,498	152	51	0
204,198	Male	60	1	23	0	1-2 Year	Yes	29,487	163	254	0
279,799	Female	26	1	50	0	< 1 Year	No	28,250	152	199	0
289,562	Female	50	1	41	0	1-2 Year	Yes	2,630	156	14	0
262,704	Male	40	1	41	1	1-2 Year	No	29,554	26	213	0

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