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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
103,681	Male	29	1	8	0	< 1 Year	Yes	41,468	124	156	0
102,786	Male	21	1	16	0	< 1 Year	Yes	27,267	160	226	0
273,389	Female	27	1	15	0	< 1 Year	Yes	30,525	152	142	0
40,143	Female	56	1	28	1	1-2 Year	No	28,388	124	274	0
86,588	Female	23	1	28	0	< 1 Year	Yes	2,630	160	43	0
86,782	Female	28	1	11	1	< 1 Year	No	28,868	160	72	0
477,487	Male	63	1	48	1	1-2 Year	No	2,630	124	75	0
267,022	Female	28	1	8	0	< 1 Year	Yes	44,243	152	12	0
58,458	Female	78	1	48	1	1-2 Year	No	2,630	15	136	0
124,280	Male	25	1	15	0	< 1 Year	No	54,785	152	56	0
309,998	Male	27	1	21	1	< 1 Year	No	32,512	152	299	0
183,446	Female	42	1	8	0	1-2 Year	Yes	40,326	124	224	0
176,853	Male	47	1	28	0	1-2 Year	No	64,655	26	169	0
342,649	Female	21	1	28	1	< 1 Year	No	34,586	152	251	0
406,611	Female	49	1	28	0	> 2 Years	Yes	47,386	124	198	1
405,962	Male	47	1	28	1	1-2 Year	No	43,037	26	60	0
135,286	Female	42	1	28	0	1-2 Year	Yes	26,034	122	185	0
296,826	Female	64	1	13	1	1-2 Year	No	40,408	125	12	0
146,977	Male	80	1	8	1	1-2 Year	Yes	37,973	26	206	0
303,922	Female	25	1	29	1	< 1 Year	No	22,528	152	126	0
485,821	Male	59	1	28	1	1-2 Year	No	26,528	122	263	0
234,419	Male	50	1	28	0	1-2 Year	Yes	30,616	26	220	0
368,369	Male	53	1	10	0	> 2 Years	Yes	2,630	156	289	0
368,111	Female	26	1	11	1	< 1 Year	No	26,271	152	252	0
319,428	Male	23	1	30	1	< 1 Year	No	26,906	152	109	0
7,791	Male	22	1	28	0	< 1 Year	Yes	57,160	26	40	0
295,591	Male	37	1	28	1	1-2 Year	No	26,701	152	288	0
398,520	Male	23	1	13	1	< 1 Year	No	18,708	26	241	0
415,005	Male	26	1	35	1	< 1 Year	No	33,292	152	65	0
281,107	Female	21	1	42	0	< 1 Year	Yes	2,630	160	191	0
458,240	Male	42	1	28	0	1-2 Year	Yes	41,777	124	132	1
115,197	Female	35	1	30	0	1-2 Year	Yes	2,630	152	27	0
143,426	Male	48	1	28	0	1-2 Year	Yes	40,203	124	53	0
219,427	Female	57	1	0	1	1-2 Year	No	2,630	52	137	0
409,184	Female	22	1	13	1	< 1 Year	No	23,123	152	98	0
312,963	Female	22	1	36	0	< 1 Year	No	27,892	152	238	0
265,574	Female	21	1	36	0	< 1 Year	Yes	34,719	160	36	0
475,576	Female	67	1	28	1	1-2 Year	No	34,262	132	273	0
236,459	Male	20	1	16	0	< 1 Year	Yes	30,608	160	221	0
20,334	Female	43	1	28	0	> 2 Years	Yes	48,322	26	257	1
46,290	Male	71	1	28	0	1-2 Year	No	35,694	122	133	0
65,473	Male	51	1	28	0	1-2 Year	Yes	2,630	124	149	1
53,174	Female	23	1	8	1	< 1 Year	No	30,259	152	121	0
156,435	Male	34	1	28	0	1-2 Year	Yes	2,630	156	111	1
162,110	Male	61	1	29	1	1-2 Year	No	34,483	26	121	0
364,025	Male	56	1	40	0	1-2 Year	Yes	37,591	124	296	0
30,633	Female	24	1	6	1	< 1 Year	No	52,713	152	44	0
54,203	Male	38	1	35	1	1-2 Year	No	25,630	124	13	0
381,497	Male	32	1	47	1	1-2 Year	No	34,953	124	138	0
269,173	Male	24	1	3	1	< 1 Year	No	2,630	1	29	0
324,737	Male	21	1	8	1	< 1 Year	Yes	30,174	152	71	0
378,228	Female	22	1	3	1	< 1 Year	No	43,888	152	254	0
234,563	Female	29	1	50	1	< 1 Year	No	34,149	152	10	0
109,016	Female	21	1	14	0	< 1 Year	Yes	24,854	160	89	0
370,840	Female	45	1	46	0	> 2 Years	Yes	2,630	156	43	0
488,031	Male	22	1	41	1	< 1 Year	No	2,630	160	156	0
196,955	Male	67	1	28	0	1-2 Year	Yes	30,178	26	151	0
51,510	Female	22	1	46	1	< 1 Year	No	19,900	152	237	0
178,259	Female	24	1	41	1	< 1 Year	No	23,354	152	148	0
72,485	Male	23	1	11	1	< 1 Year	No	17,542	152	52	0
165,434	Female	24	1	45	1	< 1 Year	No	38,049	152	184	0
158,686	Female	75	1	28	0	> 2 Years	Yes	42,874	26	206	0
416,671	Female	49	1	18	0	1-2 Year	Yes	31,968	26	91	1
405,657	Male	55	1	28	0	> 2 Years	Yes	44,636	124	162	1
173,651	Male	50	1	39	0	1-2 Year	Yes	31,685	124	107	0
209,076	Male	33	1	28	0	< 1 Year	Yes	36,699	26	40	1
437,992	Female	24	1	8	1	< 1 Year	No	43,172	152	44	0
348,816	Female	66	1	28	0	1-2 Year	Yes	41,640	52	296	0
342,736	Female	26	1	10	1	< 1 Year	Yes	26,419	152	126	0
136,572	Male	63	1	41	1	1-2 Year	No	24,826	152	190	0
371,278	Female	25	1	36	1	< 1 Year	No	34,163	152	88	0
99,890	Male	29	1	41	1	< 1 Year	No	29,555	152	50	0
80,801	Female	25	1	44	1	< 1 Year	No	26,092	152	93	0
57,937	Male	71	1	28	0	> 2 Years	Yes	2,630	163	280	0
210,364	Female	53	1	36	0	1-2 Year	Yes	34,232	124	175	0
427,670	Female	34	1	41	0	1-2 Year	Yes	34,332	154	124	1
406,734	Male	23	1	18	1	< 1 Year	No	25,054	152	194	0
354,957	Male	27	1	15	1	< 1 Year	No	20,862	152	223	0
4,384	Male	45	1	28	0	1-2 Year	Yes	25,866	26	213	0
277,012	Male	22	1	50	0	< 1 Year	No	2,630	1	215	0
356,957	Male	49	1	28	0	1-2 Year	Yes	55,143	124	217	1
100,549	Male	31	1	28	0	1-2 Year	Yes	2,630	124	91	1
255,276	Female	25	1	41	1	< 1 Year	No	24,022	152	298	0
134,791	Female	42	1	46	0	1-2 Year	Yes	27,819	26	251	0
265,428	Female	47	1	46	0	1-2 Year	Yes	2,630	26	213	0
357,115	Female	40	1	28	0	1-2 Year	Yes	63,843	26	184	1
317,117	Female	23	1	41	0	< 1 Year	Yes	38,709	152	167	0
385,519	Male	25	1	10	1	< 1 Year	No	28,566	152	161	0
463,757	Male	45	1	13	0	1-2 Year	Yes	24,631	26	259	1
86,493	Male	23	1	47	1	< 1 Year	No	39,035	152	190	0
175,529	Female	24	1	36	0	< 1 Year	Yes	38,266	160	69	0
36,817	Male	21	1	37	0	< 1 Year	No	35,849	152	134	0
26,556	Male	27	1	18	1	< 1 Year	No	34,420	152	286	0
412,543	Female	22	1	46	1	< 1 Year	No	66,330	152	187	0
33,930	Male	54	1	8	1	1-2 Year	No	34,641	124	232	0
374,805	Male	24	1	14	1	< 1 Year	No	23,088	152	221	0
95,162	Female	41	1	28	1	1-2 Year	No	41,677	152	214	0
173,979	Male	42	1	20	0	1-2 Year	Yes	2,630	26	96	0
74,802	Male	33	1	28	0	1-2 Year	No	30,587	26	267	0
6,782	Male	52	1	28	1	1-2 Year	No	39,786	124	120	0

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