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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
287,631	Female	66	1	28	1	1-2 Year	No	52,139	26	263	0
10,379	Female	22	1	12	0	< 1 Year	Yes	23,993	152	241	0
20,076	Male	62	1	35	0	> 2 Years	Yes	49,044	10	95	0
273,543	Female	31	1	41	1	1-2 Year	No	32,478	124	24	0
31,772	Male	51	1	28	0	1-2 Year	Yes	57,898	26	287	1
11,536	Female	25	1	11	1	< 1 Year	No	25,208	152	290	0
222,722	Male	42	1	28	1	1-2 Year	No	25,602	124	179	0
376,260	Female	23	1	41	1	< 1 Year	No	26,292	152	44	0
11,751	Female	68	1	28	0	1-2 Year	Yes	42,333	124	230	0
340,902	Male	25	1	46	1	< 1 Year	No	24,961	152	136	0
325,830	Female	67	1	3	1	1-2 Year	No	35,417	26	258	0
25,584	Male	26	1	41	1	< 1 Year	No	30,787	153	165	0
49,229	Male	32	1	28	1	< 1 Year	No	33,937	152	135	0
283,378	Female	27	1	8	1	< 1 Year	No	34,392	152	123	0
26,631	Female	42	1	50	0	1-2 Year	Yes	2,630	8	173	0
193,180	Male	31	1	8	1	< 1 Year	No	119,446	124	112	0
240,487	Male	77	1	28	0	> 2 Years	Yes	43,247	26	186	1
94,381	Female	23	1	20	0	1-2 Year	Yes	2,630	124	250	0
387,379	Male	75	1	33	1	1-2 Year	No	23,836	124	219	0
5,371	Male	47	1	46	0	1-2 Year	Yes	45,299	157	257	0
357,734	Male	27	1	11	1	< 1 Year	No	28,438	152	234	0
371,218	Female	25	1	28	1	< 1 Year	No	25,270	152	57	0
155,136	Male	29	1	10	0	< 1 Year	Yes	37,508	152	143	0
133,160	Male	48	1	24	1	1-2 Year	Yes	34,551	124	163	0
15,886	Male	54	1	28	0	1-2 Year	Yes	43,681	124	109	0
245,451	Female	26	1	28	1	< 1 Year	No	27,238	152	264	0
165,331	Female	71	1	31	0	< 1 Year	No	2,630	1	41	1
401,331	Male	31	1	21	1	< 1 Year	No	25,456	160	120	0
413,924	Male	21	1	8	1	< 1 Year	No	36,347	160	290	0
181,805	Female	23	1	6	1	< 1 Year	No	21,976	152	255	0
60,639	Male	41	1	29	0	1-2 Year	Yes	2,630	156	295	0
264,672	Male	24	1	44	0	< 1 Year	No	20,483	152	54	0
103,809	Female	37	1	15	1	1-2 Year	No	48,526	14	70	0
456,462	Female	23	1	47	1	< 1 Year	No	30,418	152	181	0
467,687	Male	26	1	47	1	< 1 Year	No	35,639	152	104	0
82,679	Male	51	1	35	0	1-2 Year	Yes	2,630	124	39	1
285,928	Male	26	1	15	0	< 1 Year	No	31,760	152	266	0
31,479	Male	43	1	18	0	1-2 Year	Yes	25,297	124	59	0
88,969	Female	25	1	12	1	< 1 Year	No	22,330	152	250	0
256,699	Female	22	1	11	1	< 1 Year	Yes	41,437	152	166	0
221,831	Female	27	1	36	1	< 1 Year	No	26,056	152	265	0
277,341	Male	24	1	26	1	< 1 Year	No	28,379	151	23	0
388,887	Female	24	1	11	0	1-2 Year	Yes	34,114	124	142	1
379,743	Female	22	1	46	1	< 1 Year	No	34,048	152	223	0
308,885	Male	22	1	13	0	< 1 Year	Yes	14,578	152	70	0
27,974	Female	33	1	34	0	1-2 Year	Yes	23,316	124	48	0
375,992	Female	24	1	45	1	< 1 Year	No	24,163	152	294	0
208,475	Female	70	1	28	0	1-2 Year	Yes	2,630	124	30	0
122,730	Male	53	1	28	0	1-2 Year	Yes	29,517	122	184	1
91,238	Male	47	1	28	0	1-2 Year	Yes	29,914	124	99	0
311,404	Female	24	1	8	1	< 1 Year	No	39,043	152	41	0
10,715	Female	23	1	46	1	< 1 Year	No	2,630	152	82	0
261,833	Male	48	1	8	0	1-2 Year	Yes	2,630	124	268	1
289,742	Female	22	1	36	1	< 1 Year	No	37,015	160	232	0
42,316	Female	24	1	8	1	< 1 Year	No	48,439	152	239	0
128,714	Male	24	1	7	1	< 1 Year	No	39,949	152	63	0
63,490	Male	23	1	11	1	< 1 Year	No	20,310	152	73	0
317,667	Male	21	1	39	0	< 1 Year	Yes	34,072	152	159	0
205,173	Male	34	1	28	1	1-2 Year	No	46,512	152	123	0
363,052	Male	41	1	22	0	1-2 Year	Yes	2,630	23	133	0
453,953	Female	67	1	3	1	1-2 Year	No	30,097	122	166	0
200,855	Female	23	1	7	1	< 1 Year	No	32,807	151	128	0
495,850	Male	23	1	11	1	< 1 Year	No	23,018	152	19	0
235,066	Male	27	1	17	1	< 1 Year	No	27,198	152	132	0
270,098	Female	21	1	3	1	< 1 Year	No	31,235	160	235	0
8,801	Male	59	1	28	0	1-2 Year	No	43,771	26	19	0
129,008	Male	24	1	35	1	< 1 Year	No	37,065	152	192	0
91,135	Male	36	1	28	0	1-2 Year	Yes	26,361	124	23	0
468,999	Male	44	1	14	0	1-2 Year	Yes	23,214	26	247	1
321,403	Female	32	1	37	1	< 1 Year	No	30,867	152	22	0
374,352	Female	21	1	21	1	< 1 Year	No	19,396	152	180	0
381,051	Female	27	1	46	1	< 1 Year	No	2,630	160	44	0
317,181	Male	22	1	36	1	< 1 Year	No	28,932	152	128	0
188,530	Female	45	1	28	0	1-2 Year	Yes	19,886	124	117	0
469,334	Male	22	1	30	1	< 1 Year	No	41,418	152	150	0
362,127	Male	53	1	41	0	1-2 Year	Yes	35,181	124	158	0
9,015	Female	45	1	9	0	1-2 Year	Yes	29,727	124	159	0
505,716	Female	31	1	35	1	< 1 Year	No	30,433	152	224	0
261,733	Male	54	1	33	0	1-2 Year	Yes	42,229	26	127	0
99,383	Female	25	1	47	0	< 1 Year	Yes	47,873	152	56	0
170,794	Male	27	1	41	1	< 1 Year	No	32,306	152	173	0
81,878	Female	22	1	46	1	< 1 Year	No	29,741	152	53	0
311,838	Male	24	1	11	1	< 1 Year	No	28,750	152	139	0
283,820	Male	21	1	33	1	< 1 Year	No	44,747	152	158	0
445,007	Male	53	1	35	0	1-2 Year	Yes	24,097	124	187	1
296,396	Male	25	1	36	1	< 1 Year	No	2,630	152	122	0
176,467	Male	21	1	29	1	1-2 Year	No	2,630	157	31	0
115,956	Female	64	1	8	1	1-2 Year	No	2,630	124	13	0
132,108	Male	29	1	8	1	1-2 Year	No	56,321	124	91	0
322,102	Female	24	1	28	0	< 1 Year	Yes	43,767	152	262	0
324,140	Male	41	1	31	0	1-2 Year	No	2,630	99	96	0
141,708	Male	54	1	6	0	1-2 Year	Yes	2,630	124	13	0
167,977	Male	75	1	43	0	1-2 Year	No	42,851	124	295	0
370,378	Male	30	1	14	0	1-2 Year	Yes	28,603	124	146	0
205,117	Female	77	1	50	1	1-2 Year	No	2,630	8	62	0
310,775	Male	24	1	43	0	< 1 Year	Yes	75,963	152	145	0
177,342	Male	51	1	28	1	1-2 Year	No	40,015	26	286	0
13,820	Male	20	1	28	0	< 1 Year	Yes	2,630	156	158	0
223,620	Male	69	1	28	0	1-2 Year	Yes	30,761	23	150	1
279,365	Female	22	1	46	1	< 1 Year	No	23,890	160	299	0

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