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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
73,641	Female	20	1	8	1	< 1 Year	No	33,742	160	199	0
99,776	Male	38	1	28	0	1-2 Year	Yes	31,048	24	268	1
351,200	Male	40	1	28	0	1-2 Year	Yes	2,630	157	258	0
251,559	Female	69	1	28	0	> 2 Years	Yes	43,741	122	20	1
406,116	Male	49	1	15	1	1-2 Year	No	42,347	120	185	0
312,438	Female	24	1	47	0	< 1 Year	No	34,403	152	194	0
100,280	Male	69	1	41	0	1-2 Year	Yes	42,829	26	43	1
276,268	Female	21	1	13	1	< 1 Year	No	2,630	152	165	0
144,001	Male	49	1	46	0	1-2 Year	Yes	28,949	11	18	0
265,133	Male	27	1	36	0	< 1 Year	Yes	40,966	152	68	1
270,512	Male	46	1	50	1	1-2 Year	No	22,411	26	134	0
191,972	Female	50	1	6	1	1-2 Year	No	23,669	26	254	0
104,084	Male	44	1	28	1	1-2 Year	No	45,769	26	60	0
46,077	Male	32	1	10	0	< 1 Year	No	2,630	1	29	0
225,935	Male	50	1	41	0	1-2 Year	Yes	26,439	26	198	1
212,783	Female	23	1	14	1	< 1 Year	No	13,557	152	130	0
159,752	Male	39	1	46	0	1-2 Year	Yes	25,630	124	10	1
131,564	Female	49	1	18	0	1-2 Year	Yes	2,630	26	47	0
356,584	Male	44	1	6	0	1-2 Year	Yes	31,803	124	221	0
40,564	Female	30	1	39	1	1-2 Year	No	28,475	139	31	0
272,625	Female	64	1	41	0	1-2 Year	Yes	51,724	12	60	0
279,668	Male	47	1	28	0	1-2 Year	Yes	49,611	124	142	0
504,561	Female	48	1	28	0	> 2 Years	Yes	38,451	124	272	1
316,331	Male	60	1	3	1	1-2 Year	No	29,993	124	152	0
280,568	Female	26	1	28	1	< 1 Year	No	48,267	157	171	0
293,934	Male	56	1	50	1	1-2 Year	No	23,724	65	267	0
121,542	Male	32	1	8	0	< 1 Year	Yes	43,147	124	74	0
262,609	Male	57	1	30	1	1-2 Year	No	23,135	26	276	0
405,410	Male	27	1	29	1	< 1 Year	No	2,630	152	243	0
505,952	Male	62	1	30	1	1-2 Year	No	30,843	124	51	0
307,591	Male	47	1	15	1	1-2 Year	No	32,542	14	201	0
333,967	Female	42	1	41	0	1-2 Year	Yes	2,630	124	84	0
335,279	Male	54	1	28	0	1-2 Year	Yes	36,621	26	257	1
409,810	Male	38	1	16	1	1-2 Year	No	22,662	152	74	0
179,334	Female	24	1	2	1	< 1 Year	No	2,630	151	171	0
508,088	Male	40	1	28	0	1-2 Year	Yes	42,963	26	102	1
58,686	Male	29	1	37	1	< 1 Year	No	31,961	152	124	0
391,748	Female	26	1	11	1	< 1 Year	No	31,921	152	115	0
430,674	Female	24	1	37	1	< 1 Year	No	54,317	152	204	0
115,422	Male	25	1	41	0	< 1 Year	Yes	58,395	152	184	0
456,313	Female	33	1	47	0	1-2 Year	Yes	43,707	154	157	1
246,222	Male	34	1	0	0	1-2 Year	Yes	2,630	26	169	0
81,764	Male	53	1	40	0	1-2 Year	Yes	38,068	26	272	0
176,641	Female	28	1	30	1	< 1 Year	No	27,866	152	22	0
243,696	Male	45	1	46	0	1-2 Year	Yes	31,674	157	94	1
268,160	Female	45	1	11	0	1-2 Year	No	28,287	124	272	0
302,311	Female	45	1	8	1	1-2 Year	Yes	30,967	26	257	0
130,728	Female	26	1	30	1	< 1 Year	No	20,102	152	110	0
249,025	Female	60	1	28	0	> 2 Years	Yes	41,187	26	22	0
233,710	Male	28	1	28	1	< 1 Year	No	53,760	152	79	0
220,353	Male	78	1	24	1	1-2 Year	No	32,926	26	190	0
256,236	Male	29	1	31	1	1-2 Year	No	2,630	154	125	0
58,268	Male	68	1	8	0	> 2 Years	Yes	46,959	156	253	0
259,839	Male	44	1	8	0	1-2 Year	Yes	40,472	26	242	0
401,255	Female	47	1	8	0	1-2 Year	Yes	38,893	156	291	1
313,876	Female	21	1	26	0	< 1 Year	Yes	34,926	160	92	0
21,574	Male	55	1	48	0	1-2 Year	Yes	2,630	26	281	0
383,990	Female	44	1	28	1	1-2 Year	No	35,248	26	212	0
272,470	Male	51	1	8	1	1-2 Year	No	29,490	26	138	0
161,244	Male	49	1	47	0	1-2 Year	Yes	28,149	124	15	1
105,924	Female	35	1	5	1	1-2 Year	No	23,888	124	64	0
38,019	Male	21	1	5	0	< 1 Year	Yes	30,610	152	133	0
233,988	Female	26	1	15	1	< 1 Year	No	34,298	152	76	0
88,938	Male	59	1	28	0	1-2 Year	Yes	46,524	125	169	0
480,071	Female	27	1	36	1	< 1 Year	No	33,800	152	70	0
38,830	Male	41	1	8	0	1-2 Year	Yes	38,073	124	213	1
400,873	Female	28	1	3	0	< 1 Year	Yes	2,630	156	82	1
223,538	Male	31	1	28	0	< 1 Year	Yes	2,630	158	290	0
175,919	Male	21	1	2	1	< 1 Year	Yes	37,191	152	291	0
9,480	Male	64	1	28	1	1-2 Year	No	40,207	26	254	0
154,036	Male	63	1	23	1	1-2 Year	Yes	17,339	26	159	0
41,040	Male	48	1	50	1	1-2 Year	No	30,016	30	278	0
479,475	Female	26	1	14	1	< 1 Year	No	51,148	152	214	0
271,724	Male	27	1	33	0	< 1 Year	Yes	29,338	152	50	0
290,993	Female	21	1	11	1	< 1 Year	No	87,507	160	227	0
466,892	Female	24	1	8	1	< 1 Year	No	40,487	152	237	0
497,195	Female	42	1	35	0	1-2 Year	Yes	20,184	156	252	1
184,963	Female	58	1	28	0	1-2 Year	Yes	48,057	124	145	0
157,577	Female	52	1	28	0	> 2 Years	Yes	49,685	26	103	0
235,402	Male	33	1	28	1	< 1 Year	No	27,199	152	62	0
268,157	Male	54	1	25	0	1-2 Year	Yes	2,630	26	80	0
460,798	Male	55	1	28	0	1-2 Year	Yes	40,416	25	133	1
295,988	Female	38	1	7	0	< 1 Year	Yes	2,630	124	182	1
102,451	Male	22	1	32	0	< 1 Year	No	31,962	152	244	0
375,283	Male	53	1	25	1	1-2 Year	No	2,630	26	76	0
374,661	Female	23	1	30	1	< 1 Year	No	29,492	152	58	0
100,745	Male	40	1	28	0	1-2 Year	Yes	26,431	124	93	1
161,323	Female	23	1	47	0	< 1 Year	Yes	21,525	152	150	0
174,093	Female	23	1	27	1	< 1 Year	No	28,453	152	240	0
147,864	Female	22	1	47	0	< 1 Year	No	21,703	152	217	0
18,330	Female	60	1	18	1	1-2 Year	No	37,491	26	194	0
393,597	Female	31	1	28	0	1-2 Year	Yes	45,088	121	196	1
62,680	Male	29	1	16	0	1-2 Year	Yes	37,799	124	294	0
77,030	Female	26	1	33	1	< 1 Year	No	32,163	152	185	0
180,112	Male	30	1	16	0	1-2 Year	Yes	2,630	156	114	1
453,153	Male	22	1	3	1	< 1 Year	No	36,108	152	15	0
296,979	Female	25	1	28	1	< 1 Year	No	51,026	152	209	0
261,832	Female	24	1	45	1	< 1 Year	No	22,145	152	91	0
96,394	Female	39	1	9	0	1-2 Year	Yes	34,659	124	252	0
17,783	Male	47	1	43	0	1-2 Year	Yes	28,154	26	72	0

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