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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
79,876	Female	21	1	14	1	< 1 Year	No	24,579	152	138	0
145,970	Male	30	1	30	1	< 1 Year	No	23,476	152	231	0
505,786	Female	28	1	14	1	< 1 Year	No	22,253	151	44	0
104,913	Male	43	1	1	0	1-2 Year	Yes	2,630	156	286	0
385,542	Male	36	1	8	0	1-2 Year	Yes	30,087	124	223	1
226,160	Male	52	1	36	0	1-2 Year	Yes	42,850	124	67	0
338,454	Female	41	1	35	0	1-2 Year	Yes	30,508	124	192	1
120,639	Female	42	1	8	0	1-2 Year	Yes	31,199	163	273	1
344,541	Female	24	1	29	1	< 1 Year	No	36,008	152	273	0
299,328	Male	53	1	8	0	1-2 Year	Yes	39,255	26	19	0
214,854	Male	20	1	50	1	< 1 Year	No	2,630	160	176	0
55,643	Female	56	1	28	0	1-2 Year	Yes	30,567	3	283	0
68,229	Female	25	1	28	1	< 1 Year	Yes	32,860	152	266	0
92,181	Female	24	1	3	1	< 1 Year	No	34,721	152	31	0
30,324	Female	22	1	8	0	< 1 Year	No	34,317	152	237	0
371,299	Female	36	1	35	1	1-2 Year	No	29,772	152	293	0
64,971	Male	70	1	50	1	1-2 Year	Yes	41,771	8	172	0
38,983	Female	58	1	28	1	1-2 Year	No	31,239	124	96	0
325,461	Male	44	1	28	0	1-2 Year	Yes	38,441	124	256	1
38,071	Male	41	1	28	0	1-2 Year	Yes	36,606	124	60	1
353,422	Male	41	1	45	0	1-2 Year	Yes	2,630	157	39	0
205,595	Female	46	1	46	1	1-2 Year	No	20,370	124	284	0
23,252	Female	26	1	2	1	< 1 Year	No	26,177	152	174	0
24,225	Male	23	1	41	1	< 1 Year	No	26,360	152	22	0
247,350	Female	78	1	8	0	1-2 Year	Yes	27,463	26	257	0
495,363	Female	33	1	0	1	1-2 Year	No	2,630	124	295	0
289,783	Female	21	1	8	0	< 1 Year	Yes	64,463	152	120	0
188,464	Male	45	1	50	0	1-2 Year	Yes	34,285	124	222	0
179,832	Female	27	1	21	1	< 1 Year	No	38,515	152	151	0
378,263	Female	62	1	28	0	1-2 Year	Yes	31,593	26	44	1
18,365	Male	66	1	28	0	1-2 Year	Yes	54,905	154	22	0
350,148	Female	23	1	11	1	< 1 Year	No	23,830	152	91	0
3,219	Male	38	1	29	0	1-2 Year	No	2,630	154	152	0
474,984	Male	62	1	29	1	1-2 Year	No	22,442	135	154	0
187,473	Female	65	1	41	1	1-2 Year	Yes	38,525	12	226	0
76,820	Female	68	1	43	1	1-2 Year	No	49,209	124	180	0
352,627	Male	24	1	18	1	< 1 Year	No	29,433	152	206	0
110,637	Male	61	1	38	0	> 2 Years	Yes	38,266	124	137	0
337,078	Female	23	1	41	1	< 1 Year	No	37,925	152	153	0
16,206	Male	70	1	11	0	1-2 Year	Yes	36,142	12	253	0
457,887	Female	59	1	3	1	1-2 Year	No	36,348	26	55	0
105,997	Female	39	1	41	0	1-2 Year	No	32,318	4	198	0
53,105	Female	24	1	8	1	< 1 Year	No	30,102	152	218	0
241,728	Male	67	1	10	1	1-2 Year	No	35,537	26	156	0
274,506	Female	42	1	46	1	1-2 Year	No	28,971	152	83	0
317,291	Female	66	1	41	1	1-2 Year	No	30,707	152	30	0
328,631	Male	63	1	8	0	1-2 Year	No	35,838	26	221	0
396,589	Male	25	1	10	1	< 1 Year	No	29,802	152	103	0
422,087	Male	52	1	15	1	1-2 Year	No	2,630	14	250	0
21,797	Male	50	1	28	0	1-2 Year	Yes	39,438	124	70	1
305,239	Female	27	1	41	1	< 1 Year	No	33,081	152	69	0
258,275	Male	43	1	49	0	1-2 Year	Yes	31,850	124	33	0
65,034	Female	32	1	38	1	< 1 Year	No	57,773	152	158	0
397,381	Female	67	1	8	1	1-2 Year	No	2,630	160	291	0
505,720	Male	58	1	33	1	1-2 Year	No	31,837	124	166	0
209,615	Female	24	1	7	1	< 1 Year	No	2,630	160	67	0
267,825	Male	70	1	28	0	> 2 Years	Yes	45,136	26	13	1
269,273	Male	66	1	28	0	> 2 Years	Yes	32,714	124	298	0
88,860	Female	47	1	28	1	1-2 Year	No	28,312	156	54	0
85,593	Male	53	1	3	0	1-2 Year	Yes	14,451	124	272	0
363,712	Male	23	1	12	1	< 1 Year	No	27,893	152	186	0
91,215	Female	40	1	29	0	1-2 Year	Yes	2,630	124	79	0
180,403	Female	22	1	28	0	< 1 Year	No	2,630	160	88	0
171,254	Male	55	1	28	0	1-2 Year	Yes	26,945	26	129	0
296,989	Male	68	1	28	1	1-2 Year	No	2,630	124	137	0
353,808	Female	30	1	45	0	< 1 Year	No	2,630	152	83	0
160,698	Female	31	1	8	1	< 1 Year	No	33,569	152	112	0
291,617	Female	27	1	29	1	< 1 Year	No	31,230	152	194	0
223,715	Female	25	1	8	1	< 1 Year	No	39,503	152	236	0
328,985	Female	41	1	28	0	1-2 Year	Yes	55,757	26	177	1
367,589	Female	30	1	8	0	1-2 Year	Yes	34,865	124	165	0
181,897	Male	40	1	3	0	1-2 Year	Yes	21,227	124	152	1
55,864	Female	65	1	8	0	> 2 Years	Yes	44,241	124	182	1
110,042	Female	47	1	7	0	1-2 Year	Yes	2,630	124	265	0
505,538	Male	71	1	28	1	1-2 Year	No	52,374	26	250	0
45,843	Female	53	1	3	0	1-2 Year	Yes	21,829	155	197	1
404,213	Female	44	1	28	0	> 2 Years	Yes	31,860	55	188	1
281,774	Male	41	1	28	0	1-2 Year	Yes	48,050	26	50	0
428,478	Male	32	1	28	1	< 1 Year	No	34,343	152	273	0
360,011	Female	23	1	3	0	< 1 Year	Yes	30,155	152	226	0
40,905	Female	28	1	30	0	< 1 Year	Yes	30,115	160	191	0
208,991	Male	53	1	8	1	1-2 Year	No	57,391	7	70	0
464,210	Male	45	1	41	1	1-2 Year	No	99,452	124	116	0
411,521	Female	67	1	8	1	1-2 Year	No	37,252	124	278	0
504,993	Female	25	1	37	1	< 1 Year	No	2,630	152	31	0
323,625	Female	33	1	28	1	< 1 Year	No	51,638	26	215	0
458,440	Male	24	1	8	1	< 1 Year	No	39,357	152	28	0
299,268	Female	21	1	15	1	< 1 Year	No	27,970	160	52	0
195,214	Female	25	1	33	1	< 1 Year	No	25,264	152	249	0
176,124	Female	25	1	47	1	< 1 Year	No	30,769	152	218	0
225,801	Female	22	1	46	1	< 1 Year	No	23,543	152	87	0
155,304	Female	71	1	28	0	1-2 Year	Yes	46,787	26	151	1
298,336	Male	64	1	18	0	1-2 Year	Yes	31,750	26	111	0
88,925	Female	28	1	15	0	< 1 Year	No	28,945	152	143	0
447,787	Female	66	1	46	1	1-2 Year	No	27,297	124	294	0
316,136	Male	51	1	28	0	> 2 Years	Yes	66,070	125	273	0
249,900	Male	24	1	21	1	< 1 Year	No	2,630	152	201	0
257,870	Male	54	1	28	0	1-2 Year	Yes	39,021	26	124	0
369,414	Female	21	1	33	0	< 1 Year	Yes	27,996	152	117	0
404,487	Female	46	1	28	1	1-2 Year	No	38,199	26	281	0

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