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codesignal
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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
353,016	Female	61	1	8	1	1-2 Year	No	47,100	124	264	0
205,136	Female	43	1	28	1	1-2 Year	No	44,614	124	18	0
156,785	Female	24	1	28	1	< 1 Year	No	74,447	152	239	0
206,933	Male	26	1	50	0	< 1 Year	Yes	26,150	152	186	0
214,247	Male	21	1	8	1	< 1 Year	No	31,232	160	148	0
251,566	Male	24	1	3	1	< 1 Year	No	29,162	152	61	0
53,000	Male	59	1	28	0	1-2 Year	Yes	30,131	26	149	0
133,214	Female	70	1	31	0	1-2 Year	Yes	2,630	26	142	0
254,243	Female	21	1	41	0	< 1 Year	Yes	31,964	152	225	0
149,397	Male	34	1	28	1	1-2 Year	No	2,630	26	176	0
287,693	Male	21	1	42	1	< 1 Year	No	32,014	152	190	0
361,464	Female	22	1	15	1	< 1 Year	No	31,759	152	22	0
458,727	Male	24	1	4	1	< 1 Year	No	2,630	152	171	0
177,628	Male	31	1	28	1	1-2 Year	No	57,208	26	280	0
87,058	Female	57	1	8	0	> 2 Years	Yes	54,186	124	269	0
311,984	Male	23	1	5	1	< 1 Year	No	45,297	152	256	0
231,539	Male	24	1	10	1	< 1 Year	No	26,917	152	42	0
85,928	Male	45	1	28	1	1-2 Year	No	51,041	26	41	0
168,186	Male	51	1	28	0	> 2 Years	Yes	43,558	122	148	0
329,183	Female	26	1	8	0	< 1 Year	No	50,878	152	117	0
444,280	Male	44	1	28	0	1-2 Year	Yes	40,832	124	141	1
109,260	Male	47	1	17	1	1-2 Year	Yes	2,630	152	117	0
374,770	Female	21	1	25	1	< 1 Year	No	27,007	160	222	0
168,804	Female	20	1	30	0	< 1 Year	Yes	27,304	160	292	0
343,177	Female	48	1	47	0	1-2 Year	Yes	20,636	26	293	0
6,380	Female	39	1	28	0	1-2 Year	Yes	33,987	124	154	1
246,948	Male	23	1	13	1	< 1 Year	No	23,762	152	139	0
38,188	Female	22	1	14	1	< 1 Year	No	35,114	152	247	0
322,045	Female	44	1	28	0	1-2 Year	Yes	31,581	26	281	0
25,960	Male	42	1	46	0	1-2 Year	Yes	42,272	124	79	0
22,017	Male	46	1	28	0	1-2 Year	Yes	49,768	61	185	1
105,556	Female	24	1	46	1	< 1 Year	No	29,948	152	23	0
443,429	Male	54	1	28	0	1-2 Year	Yes	58,855	26	26	1
254,221	Female	25	1	37	1	< 1 Year	No	2,630	152	147	0
186,575	Female	42	1	28	1	1-2 Year	No	43,861	26	63	0
366,957	Male	32	1	41	1	< 1 Year	No	25,046	152	184	0
377,020	Female	43	1	28	0	1-2 Year	Yes	2,630	26	281	1
117,374	Male	51	1	41	1	1-2 Year	Yes	2,630	156	49	0
312,300	Female	33	1	15	1	1-2 Year	No	2,630	124	222	0
417,510	Male	23	1	50	1	< 1 Year	No	46,470	152	99	0
89,098	Female	22	1	15	1	< 1 Year	No	43,470	152	119	0
447,083	Male	32	1	36	0	1-2 Year	Yes	2,630	124	32	1
139,287	Male	34	1	2	0	1-2 Year	Yes	32,603	152	211	0
106,375	Female	47	1	46	0	1-2 Year	Yes	23,289	26	228	1
311,407	Male	45	1	28	0	1-2 Year	No	36,862	124	265	0
142,050	Male	27	1	8	1	< 1 Year	No	38,191	152	291	0
436,414	Female	41	1	28	0	1-2 Year	Yes	33,740	124	262	1
465,292	Female	26	1	35	1	< 1 Year	No	26,159	152	105	0
14,634	Male	41	1	23	1	1-2 Year	No	32,388	124	76	0
103,102	Female	48	1	28	0	1-2 Year	Yes	31,531	26	178	0
172,596	Male	37	1	16	1	1-2 Year	No	34,249	152	151	0
259,347	Male	42	1	28	1	1-2 Year	No	2,630	122	15	0
155,897	Female	55	1	28	0	> 2 Years	Yes	34,055	122	263	0
213,001	Female	22	1	9	0	< 1 Year	Yes	29,871	152	73	0
338,595	Female	39	1	15	0	1-2 Year	No	2,630	160	270	0
352,338	Female	32	1	29	1	1-2 Year	No	2,630	156	73	0
423,040	Male	71	0	50	1	1-2 Year	No	39,226	26	88	0
211,151	Male	50	1	46	1	1-2 Year	Yes	2,630	157	274	0
322,250	Female	57	1	11	1	1-2 Year	No	40,747	120	46	0
296,949	Female	44	1	3	0	1-2 Year	Yes	2,630	156	192	0
242,913	Female	66	1	47	1	1-2 Year	No	49,723	16	123	0
85,378	Female	48	1	46	0	1-2 Year	Yes	2,630	156	87	0
295,248	Male	29	1	28	0	< 1 Year	Yes	50,485	124	285	1
495,300	Female	22	1	8	1	< 1 Year	No	55,522	152	182	0
121,606	Male	63	1	9	0	1-2 Year	Yes	42,962	124	76	0
293,771	Female	25	1	14	1	< 1 Year	No	2,630	160	227	0
852	Male	54	1	8	0	< 1 Year	Yes	34,948	26	116	1
377,982	Female	54	1	28	0	1-2 Year	Yes	32,522	122	229	0
236,569	Female	23	1	26	0	< 1 Year	Yes	32,652	151	128	0
117,310	Female	29	1	11	1	< 1 Year	No	21,833	152	79	0
79,687	Male	25	1	38	1	< 1 Year	No	27,543	152	269	0
139,665	Female	67	1	26	0	1-2 Year	Yes	2,630	157	243	0
418,011	Female	26	1	13	1	< 1 Year	No	24,936	152	148	0
140,728	Male	28	1	2	1	< 1 Year	Yes	26,940	163	146	0
5,228	Female	25	1	8	1	< 1 Year	No	34,145	152	85	0
443,842	Male	41	1	47	1	1-2 Year	No	32,163	26	179	0
71,794	Female	45	1	28	0	1-2 Year	Yes	37,757	26	47	0
252,108	Male	34	1	47	1	1-2 Year	Yes	30,121	124	51	0
174,719	Female	40	1	24	0	1-2 Year	Yes	2,630	132	233	0
118,626	Male	60	1	28	1	1-2 Year	Yes	37,837	124	234	0
298,091	Female	39	1	28	0	1-2 Year	Yes	79,171	124	139	0
267,295	Female	40	1	28	0	1-2 Year	Yes	37,047	124	18	0
363,758	Female	77	1	8	0	1-2 Year	No	33,848	124	209	0
346,343	Male	30	1	36	0	< 1 Year	Yes	31,122	152	185	1
490,692	Male	45	1	8	0	1-2 Year	Yes	27,953	124	65	1
291,514	Male	80	1	8	1	1-2 Year	No	71,194	26	272	0
300,692	Male	33	1	28	0	< 1 Year	Yes	47,597	124	104	1
347,591	Female	45	1	28	0	1-2 Year	Yes	27,406	13	89	0
86,062	Male	64	1	48	0	> 2 Years	Yes	2,630	26	66	0
101,566	Female	23	1	26	0	< 1 Year	No	30,984	151	276	0
196,020	Male	39	1	41	0	1-2 Year	Yes	2,630	156	275	1
78,839	Male	24	1	3	0	< 1 Year	Yes	2,630	152	126	0
396,482	Male	24	1	15	1	< 1 Year	No	28,881	152	28	0
316,868	Female	24	1	27	0	< 1 Year	Yes	31,689	152	23	0
379,944	Female	22	1	46	1	< 1 Year	No	29,043	152	79	0
58,987	Female	29	1	41	1	< 1 Year	No	2,630	152	283	0
356,108	Female	23	1	3	0	1-2 Year	Yes	34,386	124	95	0
387,484	Female	23	1	29	1	< 1 Year	No	27,850	152	100	0
330,151	Male	71	1	48	0	1-2 Year	No	2,630	26	111	0
324,007	Female	54	1	28	1	1-2 Year	No	69,081	26	10	0

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