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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
307,889	Male	21	1	46	0	< 1 Year	Yes	30,520	160	82	0
138,037	Male	69	1	28	0	> 2 Years	Yes	54,142	61	176	0
370,975	Male	37	1	28	0	1-2 Year	Yes	2,630	124	241	1
46,289	Female	25	1	8	0	< 1 Year	Yes	52,108	151	68	0
374,398	Male	45	1	28	1	1-2 Year	No	35,241	26	273	0
214,176	Female	51	1	10	0	> 2 Years	Yes	2,630	26	299	0
163,663	Male	48	1	8	0	1-2 Year	No	2,630	124	145	0
100,750	Female	30	1	36	1	< 1 Year	No	31,356	152	37	0
185,128	Female	22	1	12	0	< 1 Year	Yes	2,630	152	84	1
369,552	Male	66	1	15	0	1-2 Year	Yes	41,495	26	289	0
299,608	Female	47	1	28	0	1-2 Year	Yes	2,630	26	180	0
507,828	Male	24	1	30	1	< 1 Year	No	22,674	152	113	0
345,635	Female	20	1	7	1	< 1 Year	Yes	2,630	160	98	0
180,493	Male	48	1	28	0	> 2 Years	Yes	34,867	124	240	0
335,107	Male	24	1	2	1	< 1 Year	No	27,837	152	126	0
217,373	Female	23	1	15	1	< 1 Year	No	34,330	152	117	0
1,678	Male	72	1	28	1	1-2 Year	No	28,629	122	201	0
219,167	Female	24	1	14	0	< 1 Year	Yes	33,072	152	174	0
394,326	Female	22	1	8	1	< 1 Year	Yes	37,937	160	182	0
104,250	Male	22	1	46	1	< 1 Year	No	23,151	152	270	0
61,225	Female	76	1	28	0	1-2 Year	Yes	24,812	122	279	0
22,796	Male	42	1	15	1	1-2 Year	No	47,401	124	287	0
369,252	Female	62	1	28	0	1-2 Year	Yes	49,240	55	221	0
161,873	Female	49	1	6	1	1-2 Year	No	33,206	26	103	0
19,677	Male	49	1	28	0	1-2 Year	No	31,226	26	206	0
304,167	Male	25	1	36	1	< 1 Year	No	37,107	152	255	0
356,252	Female	24	1	17	1	< 1 Year	No	25,199	152	104	0
340,966	Male	52	1	50	0	1-2 Year	Yes	23,831	124	173	0
141,301	Male	41	1	28	0	1-2 Year	Yes	35,864	122	110	0
187,597	Male	35	1	41	0	1-2 Year	Yes	23,938	155	145	1
190,436	Female	70	1	28	0	1-2 Year	Yes	38,264	26	12	0
489,124	Male	58	1	43	1	1-2 Year	No	2,630	26	185	0
198,805	Male	72	1	31	0	> 2 Years	Yes	2,630	26	240	0
301,793	Female	22	1	33	1	< 1 Year	No	33,085	152	67	0
339,476	Male	56	1	28	0	1-2 Year	Yes	37,365	124	64	0
205,794	Female	24	1	32	1	< 1 Year	No	35,657	152	85	0
504,192	Male	25	1	28	0	1-2 Year	Yes	35,168	124	249	1
286,972	Male	37	1	21	0	1-2 Year	No	2,630	160	163	0
90,962	Male	25	1	24	1	< 1 Year	No	32,184	152	217	0
291,117	Male	79	1	33	1	1-2 Year	No	51,175	26	211	0
30,232	Female	28	1	35	1	< 1 Year	No	2,630	152	155	0
202,361	Male	23	1	28	0	< 1 Year	Yes	41,097	124	236	1
310,467	Female	49	1	28	0	1-2 Year	Yes	50,209	25	121	0
292,172	Female	48	1	5	1	1-2 Year	No	14,073	124	147	0
110,730	Female	58	1	50	1	1-2 Year	Yes	2,630	30	57	0
283,862	Male	24	1	3	1	< 1 Year	No	27,009	152	163	0
89,568	Male	64	1	37	1	1-2 Year	No	48,912	124	42	0
142,020	Male	53	1	47	0	1-2 Year	Yes	28,083	124	208	0
374,493	Female	24	1	3	1	< 1 Year	No	26,443	152	267	0
377,455	Female	44	1	29	0	1-2 Year	Yes	2,630	157	85	1
403,462	Male	36	1	18	0	> 2 Years	Yes	31,437	124	293	1
161,076	Female	22	1	28	1	< 1 Year	No	42,902	152	38	0
102,218	Male	66	1	28	0	1-2 Year	Yes	47,203	26	144	0
306,892	Female	21	1	8	0	< 1 Year	Yes	33,035	152	80	0
93,223	Female	71	1	28	1	1-2 Year	No	51,542	124	39	0
368,348	Female	33	1	41	0	1-2 Year	Yes	30,378	124	30	1
431,034	Male	24	1	35	1	< 1 Year	No	20,619	152	262	0
377,280	Female	34	1	10	1	1-2 Year	No	26,073	152	106	0
344,477	Female	61	1	28	0	1-2 Year	Yes	29,204	26	262	0
88,321	Male	39	1	43	0	1-2 Year	Yes	2,630	156	233	0
22,088	Female	22	1	46	0	< 1 Year	No	27,107	26	299	0
48,608	Female	36	1	30	1	1-2 Year	Yes	27,271	140	27	0
458,998	Male	67	1	28	1	1-2 Year	No	48,927	26	17	0
384,009	Male	51	1	29	0	1-2 Year	Yes	2,630	26	282	1
22,105	Male	64	1	14	0	1-2 Year	Yes	2,630	124	54	0
283,832	Male	45	1	28	0	1-2 Year	Yes	2,630	26	20	1
171,178	Female	24	1	18	1	< 1 Year	No	22,033	152	173	0
25,120	Female	30	1	28	1	< 1 Year	No	29,974	152	136	0
97,115	Female	34	1	48	0	1-2 Year	Yes	2,630	124	132	0
27,543	Female	46	1	46	0	1-2 Year	Yes	20,803	26	144	0
22,596	Male	42	1	46	1	< 1 Year	No	2,630	1	238	0
67,456	Male	44	1	8	0	1-2 Year	Yes	39,735	26	31	1
505,384	Female	49	1	28	0	1-2 Year	Yes	42,129	26	236	1
285,419	Male	24	1	8	1	< 1 Year	No	29,328	152	97	0
352,412	Female	26	1	28	0	< 1 Year	No	27,510	152	117	0
508,020	Female	46	1	50	1	1-2 Year	No	31,526	8	71	0
300,857	Male	40	1	8	0	1-2 Year	Yes	34,402	157	139	0
123,500	Male	24	1	14	1	< 1 Year	No	33,211	152	159	0
79,145	Female	26	1	2	1	< 1 Year	No	45,331	152	37	0
325,597	Female	20	1	15	0	< 1 Year	No	2,630	160	279	0
271,335	Female	22	1	36	1	< 1 Year	No	32,326	152	198	0
21,071	Female	29	1	11	1	< 1 Year	No	29,065	160	206	0
355,480	Male	74	1	46	0	1-2 Year	No	38,806	124	154	0
343,221	Male	47	1	30	0	1-2 Year	Yes	36,091	26	137	0
10,708	Female	43	1	28	0	1-2 Year	Yes	35,536	26	233	0
193,806	Male	34	1	8	0	1-2 Year	Yes	45,021	154	161	0
199,528	Male	58	1	29	1	1-2 Year	No	29,308	26	27	0
91,307	Female	45	1	28	0	1-2 Year	Yes	44,653	124	59	0
347,164	Female	70	1	28	1	1-2 Year	No	50,285	124	263	0
311,936	Male	58	1	39	0	> 2 Years	Yes	55,765	26	101	0
165,378	Female	30	1	8	0	< 1 Year	Yes	2,630	156	233	1
306,176	Female	48	1	48	0	1-2 Year	No	2,630	26	257	0
59,002	Female	26	1	41	1	< 1 Year	No	43,850	152	249	0
36,731	Female	34	1	15	0	1-2 Year	Yes	38,305	124	210	0
36,479	Female	73	1	45	1	1-2 Year	Yes	2,630	26	239	0
154,650	Female	69	1	46	1	1-2 Year	No	23,069	124	249	0
176,239	Male	26	1	15	1	< 1 Year	No	28,726	152	141	0
228,157	Male	61	1	46	0	> 2 Years	Yes	39,212	26	161	0
57,501	Male	25	1	30	1	< 1 Year	No	31,121	152	167	0
221,911	Male	29	1	28	0	< 1 Year	Yes	35,729	156	65	0

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