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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
23,172	Male	25	1	11	1	< 1 Year	No	22,222	152	278	0
221,064	Male	24	1	36	0	< 1 Year	Yes	43,013	151	89	0
93,459	Male	36	1	28	0	1-2 Year	Yes	24,535	154	44	0
119,005	Female	51	1	8	0	< 1 Year	No	2,630	1	284	0
334,119	Female	51	1	48	1	1-2 Year	No	2,630	26	42	0
20,888	Male	36	1	18	1	1-2 Year	No	31,880	152	127	0
152,571	Female	25	1	15	1	< 1 Year	No	33,178	152	43	0
123,580	Male	46	1	0	1	1-2 Year	No	2,630	7	111	0
424,791	Male	43	1	8	0	1-2 Year	Yes	41,727	124	29	1
167,357	Female	24	1	29	1	< 1 Year	No	24,514	152	269	0
394,988	Male	34	1	39	0	1-2 Year	Yes	2,630	156	240	1
366,997	Male	69	1	28	0	> 2 Years	Yes	44,019	124	44	0
208,882	Female	22	1	32	1	< 1 Year	No	19,005	152	126	0
15,619	Female	22	1	30	1	< 1 Year	No	34,481	152	286	0
180,154	Male	22	1	15	1	< 1 Year	No	27,124	152	35	0
24,147	Male	47	1	46	1	1-2 Year	No	27,563	152	32	0
367,260	Male	30	1	28	1	< 1 Year	No	42,112	152	246	0
174,014	Male	23	1	6	1	< 1 Year	No	33,611	152	188	0
130,475	Female	25	1	31	1	< 1 Year	No	2,630	160	207	0
147,491	Female	42	1	45	0	1-2 Year	No	27,013	26	22	0
195,918	Male	50	1	28	0	1-2 Year	Yes	68,633	26	135	0
402,996	Female	22	1	3	1	< 1 Year	No	33,217	152	256	0
330,125	Male	37	1	28	0	1-2 Year	Yes	71,596	124	139	0
63,316	Female	36	1	29	1	1-2 Year	No	29,046	124	28	0
81,395	Female	26	1	23	1	< 1 Year	No	40,502	152	48	0
490,803	Male	77	1	7	1	1-2 Year	No	45,578	124	16	0
51,861	Female	48	1	29	0	1-2 Year	Yes	2,630	124	51	1
186,791	Female	75	1	8	1	1-2 Year	Yes	38,231	26	81	0
143,278	Female	20	1	41	1	< 1 Year	No	30,922	160	298	0
8,415	Female	24	1	8	1	< 1 Year	No	35,669	152	108	0
425,927	Male	22	1	15	1	< 1 Year	No	32,377	152	165	0
49,250	Male	25	1	37	1	< 1 Year	No	29,751	152	162	0
373,445	Male	40	1	41	0	1-2 Year	Yes	31,425	124	239	0
121,979	Female	47	1	9	0	> 2 Years	Yes	38,771	26	26	0
482,774	Female	24	1	25	1	< 1 Year	No	31,244	152	223	0
426,493	Male	43	1	50	1	1-2 Year	No	41,177	124	134	0
336,110	Female	46	1	28	1	1-2 Year	No	47,214	120	197	0
99,810	Male	54	1	28	1	1-2 Year	No	48,351	124	266	0
203,890	Female	42	1	28	0	1-2 Year	Yes	35,525	26	200	1
322,492	Male	52	1	8	0	1-2 Year	Yes	40,238	124	125	1
5,378	Male	36	1	46	0	1-2 Year	Yes	18,619	155	162	1
7,503	Female	23	1	4	0	< 1 Year	No	27,194	152	144	0
394,012	Male	24	1	8	1	< 1 Year	No	23,902	152	181	0
285,362	Female	53	1	28	0	1-2 Year	No	51,652	26	255	0
276,344	Male	44	1	3	0	1-2 Year	Yes	27,005	26	269	1
23,760	Female	20	1	42	1	< 1 Year	Yes	24,247	160	230	0
17,070	Female	44	1	28	1	1-2 Year	No	46,820	124	61	0
39,397	Female	46	1	28	1	1-2 Year	No	47,631	26	207	0
144,277	Female	46	0	8	0	1-2 Year	Yes	34,328	124	273	0
450,238	Male	72	1	29	1	1-2 Year	No	2,630	26	271	0
175,391	Female	28	1	13	1	< 1 Year	No	17,827	160	58	0
487,502	Male	60	1	28	1	1-2 Year	No	47,000	122	235	0
45,676	Male	54	1	48	0	1-2 Year	Yes	2,630	26	136	0
172,580	Female	23	1	40	1	< 1 Year	No	29,329	152	238	0
197,105	Female	42	1	8	0	1-2 Year	Yes	2,630	156	228	0
441,935	Male	52	1	28	0	> 2 Years	Yes	46,911	158	115	1
491,601	Male	21	1	36	1	< 1 Year	No	34,786	160	167	0
240,240	Male	43	1	28	1	1-2 Year	No	34,978	24	10	0
84,875	Female	63	1	28	1	1-2 Year	No	54,732	122	148	0
336,595	Female	33	1	33	1	< 1 Year	No	33,600	152	249	0
300,561	Male	44	1	15	0	1-2 Year	Yes	31,874	124	113	0
494,036	Female	63	1	28	1	1-2 Year	No	48,144	26	283	0
262,574	Male	23	1	8	1	< 1 Year	No	43,628	152	298	0
68,283	Female	43	1	28	0	1-2 Year	Yes	29,988	26	181	0
486,168	Female	41	1	28	0	1-2 Year	Yes	26,196	26	36	1
126,505	Male	31	1	3	1	1-2 Year	No	29,014	124	180	0
343,993	Female	21	1	8	1	< 1 Year	No	24,279	152	289	0
46,598	Male	26	1	48	0	1-2 Year	Yes	2,630	26	197	0
302,862	Male	28	1	14	1	< 1 Year	No	41,034	152	61	0
398,809	Female	22	1	18	1	< 1 Year	No	25,000	152	114	0
200,192	Female	35	1	9	0	1-2 Year	Yes	31,074	26	28	0
98,798	Female	22	1	8	0	< 1 Year	No	2,630	160	67	0
322,036	Male	21	1	29	1	< 1 Year	No	38,412	152	176	0
489,000	Male	23	1	37	1	< 1 Year	No	39,407	152	13	0
229,556	Male	36	1	30	1	1-2 Year	No	28,055	152	74	0
214,700	Female	43	1	36	0	1-2 Year	Yes	2,630	156	33	0
186,548	Male	22	1	12	1	< 1 Year	No	19,906	152	256	0
151,275	Female	20	1	25	0	< 1 Year	No	21,873	160	157	0
237,955	Male	53	1	8	0	1-2 Year	Yes	33,961	30	135	0
332,826	Female	41	1	41	1	1-2 Year	No	26,229	26	191	0
43,615	Male	71	1	12	1	1-2 Year	No	35,344	26	89	0
12,603	Male	23	1	36	1	< 1 Year	No	45,943	152	178	0
3,290	Female	22	1	30	1	< 1 Year	No	29,273	152	169	0
46,993	Female	51	1	28	0	1-2 Year	Yes	46,318	124	131	0
254,399	Male	52	1	50	1	1-2 Year	No	40,247	63	106	0
38,391	Female	52	1	45	0	1-2 Year	Yes	45,875	124	84	0
167,802	Male	34	1	8	0	1-2 Year	Yes	37,535	124	52	0
419,363	Female	52	1	28	0	> 2 Years	Yes	47,725	26	276	1
122,119	Female	41	1	39	0	1-2 Year	Yes	2,630	156	160	0
368,103	Female	24	1	37	0	< 1 Year	Yes	22,206	152	109	0
313,476	Female	21	1	15	0	< 1 Year	Yes	38,826	152	151	0
414,170	Female	53	1	33	0	1-2 Year	Yes	34,290	26	114	1
96,979	Female	25	1	36	1	< 1 Year	No	34,359	152	120	0
37,726	Male	41	1	28	0	1-2 Year	Yes	2,630	155	186	1
142,182	Female	45	1	28	0	> 2 Years	Yes	35,682	26	276	0
506,310	Male	47	1	28	0	1-2 Year	Yes	42,416	124	91	1
213,416	Male	34	1	33	1	1-2 Year	No	29,773	26	188	0
276,447	Female	25	1	35	1	< 1 Year	No	34,326	152	78	0
370,024	Male	26	1	30	1	< 1 Year	No	27,628	152	282	0
212,191	Male	56	1	33	1	1-2 Year	No	30,381	26	241	0

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