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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
260,285	Male	63	1	8	0	1-2 Year	Yes	36,161	26	182	0
271,410	Female	32	1	41	1	< 1 Year	No	23,564	152	230	0
318,973	Female	22	1	28	0	< 1 Year	Yes	58,998	152	61	0
140,515	Male	54	1	8	0	1-2 Year	Yes	40,774	124	229	0
324,874	Female	58	1	28	0	> 2 Years	Yes	2,630	122	189	0
266,397	Male	42	1	28	0	1-2 Year	No	38,023	26	209	0
169,860	Male	38	1	28	0	1-2 Year	Yes	2,630	26	144	1
167,932	Male	22	1	45	0	< 1 Year	Yes	28,265	152	281	0
139,637	Male	68	1	29	1	1-2 Year	No	45,754	124	81	0
326,285	Female	24	1	16	1	< 1 Year	No	35,470	152	271	0
167,549	Male	21	1	15	1	< 1 Year	No	44,693	152	74	0
275,295	Female	60	1	28	0	1-2 Year	No	32,907	26	269	0
166,664	Male	42	1	28	1	1-2 Year	No	35,109	125	242	0
460,583	Female	48	1	41	0	1-2 Year	Yes	30,206	26	250	1
234,311	Female	20	1	15	1	< 1 Year	No	23,674	160	225	0
464,762	Female	42	1	28	0	1-2 Year	Yes	49,056	124	180	1
97,567	Female	49	1	46	0	1-2 Year	Yes	2,630	26	207	0
122,259	Male	38	1	43	0	1-2 Year	Yes	21,990	124	154	0
81,702	Female	38	1	41	0	1-2 Year	No	56,435	124	45	0
254,398	Male	29	1	15	1	< 1 Year	No	24,785	152	197	0
356,566	Male	72	1	28	1	1-2 Year	Yes	52,922	26	255	0
97,072	Male	48	1	8	0	1-2 Year	Yes	37,489	124	179	0
247,473	Female	30	1	28	1	1-2 Year	No	42,332	124	242	0
478,922	Female	21	1	9	1	< 1 Year	No	41,820	160	285	0
60,978	Male	21	1	25	1	< 1 Year	No	28,867	160	62	0
188,802	Male	38	1	15	0	1-2 Year	Yes	2,630	124	171	0
142,911	Female	23	1	37	0	< 1 Year	Yes	31,141	152	214	0
349,848	Male	27	1	43	1	< 1 Year	No	39,263	152	268	0
464,072	Male	21	1	28	1	< 1 Year	No	45,651	152	202	0
180,973	Male	37	1	0	0	1-2 Year	Yes	2,630	122	267	0
241,107	Male	44	1	0	0	> 2 Years	Yes	2,630	26	33	1
361,533	Female	64	1	28	0	> 2 Years	Yes	37,013	125	215	0
52,651	Male	51	1	28	0	1-2 Year	Yes	36,866	124	97	1
374,741	Female	23	1	37	1	< 1 Year	No	2,630	152	205	0
230,722	Female	22	1	16	0	< 1 Year	Yes	35,947	152	259	0
276,315	Male	74	1	47	1	1-2 Year	No	25,972	124	258	0
86,325	Male	44	1	28	0	1-2 Year	Yes	26,611	124	128	0
270,472	Male	48	1	28	0	1-2 Year	Yes	31,153	124	153	0
52,981	Male	22	1	16	1	< 1 Year	No	23,345	152	219	0
14,357	Female	28	1	2	1	< 1 Year	No	33,673	152	154	0
320,336	Male	29	1	28	0	< 1 Year	Yes	36,799	154	266	0
323,261	Male	48	1	28	1	1-2 Year	No	29,992	26	213	0
152,972	Male	55	1	39	0	1-2 Year	Yes	2,630	26	146	0
385,141	Male	49	1	19	0	1-2 Year	Yes	2,630	26	244	1
110,943	Female	23	1	21	1	< 1 Year	No	31,767	152	270	0
33,494	Male	25	1	30	0	< 1 Year	Yes	31,160	152	182	1
369,067	Male	63	1	31	1	1-2 Year	No	2,630	26	118	0
419,870	Male	62	1	4	1	1-2 Year	No	31,586	26	94	0
288,146	Female	52	1	18	0	1-2 Year	No	32,541	124	29	0
351,997	Male	62	1	25	0	1-2 Year	Yes	2,630	163	207	0
364,459	Male	41	1	8	1	1-2 Year	Yes	31,387	124	135	0
244,920	Female	35	1	7	1	1-2 Year	No	2,630	124	58	0
90,773	Male	66	1	3	1	1-2 Year	No	32,965	26	38	0
361,290	Female	24	1	10	1	< 1 Year	No	28,337	152	234	0
41,495	Male	58	1	28	0	1-2 Year	Yes	45,195	122	153	0
149,538	Female	73	1	28	0	1-2 Year	Yes	37,655	26	20	0
109,883	Male	45	1	41	0	1-2 Year	No	20,229	26	112	1
376,830	Female	25	1	28	1	< 1 Year	No	48,990	152	263	0
28,415	Male	27	1	28	1	< 1 Year	No	2,630	124	240	0
184,491	Male	37	1	3	0	1-2 Year	Yes	24,039	26	97	0
42,540	Female	24	1	27	1	< 1 Year	No	26,709	152	73	0
225,171	Male	23	1	36	1	< 1 Year	No	30,823	160	85	0
353,929	Male	44	1	28	0	1-2 Year	Yes	24,989	124	158	1
192,668	Male	74	0	28	0	1-2 Year	Yes	51,208	122	83	0
48,301	Male	42	1	28	0	1-2 Year	Yes	41,192	26	264	1
180,068	Male	23	1	44	1	< 1 Year	No	27,480	151	57	0
343,575	Female	72	1	28	0	> 2 Years	Yes	42,396	26	86	0
244,170	Male	26	1	36	0	< 1 Year	Yes	38,206	26	137	1
257,211	Female	28	1	14	1	< 1 Year	No	24,309	152	270	0
222,129	Male	45	1	8	0	1-2 Year	Yes	26,107	26	183	0
367,930	Female	36	1	28	0	> 2 Years	Yes	41,078	60	59	0
106,264	Female	22	1	19	1	< 1 Year	No	2,630	160	217	0
377,668	Male	52	1	28	0	1-2 Year	Yes	34,813	26	284	0
3,724	Female	46	1	8	0	1-2 Year	Yes	23,948	124	285	0
330,408	Male	25	1	5	0	< 1 Year	Yes	33,723	152	54	1
188,010	Female	40	1	28	0	1-2 Year	Yes	40,679	155	17	0
166,605	Male	35	1	32	0	1-2 Year	Yes	29,336	124	21	1
503,739	Female	41	1	28	0	1-2 Year	Yes	30,311	26	57	1
44,849	Female	48	1	15	0	1-2 Year	No	40,468	152	141	0
34,295	Male	71	1	48	0	1-2 Year	Yes	2,630	15	61	0
330,707	Female	25	1	46	1	< 1 Year	No	27,012	26	123	0
249,668	Male	33	1	18	0	< 1 Year	Yes	35,200	152	293	1
27,803	Female	25	1	28	1	< 1 Year	No	39,503	152	286	0
331,688	Male	55	1	35	1	1-2 Year	No	32,797	26	10	0
380,342	Male	41	1	28	0	1-2 Year	No	2,630	124	270	0
220,642	Male	39	1	37	0	1-2 Year	Yes	28,396	152	45	0
204,480	Female	23	1	25	0	< 1 Year	No	21,072	152	145	0
246,876	Male	25	1	10	0	< 1 Year	Yes	25,720	152	130	0
274,064	Female	47	1	13	1	1-2 Year	No	22,169	124	62	0
402,346	Female	20	1	46	1	< 1 Year	No	24,518	160	270	0
293,175	Female	21	1	11	0	< 1 Year	Yes	28,481	152	48	0
235,527	Female	23	1	47	0	< 1 Year	Yes	27,171	152	219	0
319,443	Male	51	1	14	0	1-2 Year	Yes	2,630	124	242	0
351,006	Female	23	1	12	1	< 1 Year	No	30,146	152	95	0
11,583	Female	29	1	10	1	< 1 Year	No	34,057	152	181	0
38,952	Female	23	1	34	1	< 1 Year	No	2,630	152	18	0
142,143	Female	42	1	28	0	1-2 Year	Yes	38,793	26	236	1
249,180	Male	61	1	47	1	1-2 Year	No	23,145	152	106	0
23,918	Male	65	1	28	0	1-2 Year	No	25,643	124	144	0
203,451	Female	28	1	46	1	< 1 Year	No	38,369	26	278	0

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