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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
343,728	Female	58	1	28	0	1-2 Year	Yes	43,547	122	196	0
452,099	Female	25	1	6	1	< 1 Year	No	30,579	152	120	0
477,975	Male	41	1	35	0	1-2 Year	Yes	2,630	156	118	1
48,358	Male	44	1	11	1	1-2 Year	No	2,630	120	203	0
145,256	Female	23	1	10	1	< 1 Year	No	28,405	152	217	0
247,319	Female	42	1	8	0	1-2 Year	Yes	23,118	124	189	0
141,110	Female	23	1	50	1	< 1 Year	No	35,880	152	43	0
102,018	Male	47	1	0	0	1-2 Year	Yes	2,630	122	221	0
242,279	Female	47	1	46	1	1-2 Year	No	2,630	11	144	0
430,401	Male	71	1	48	1	1-2 Year	No	2,630	15	208	0
98,557	Male	51	1	28	1	1-2 Year	No	60,286	26	161	0
498,478	Female	23	1	8	1	< 1 Year	No	35,006	152	268	0
482,746	Male	54	1	7	1	1-2 Year	No	34,681	26	107	0
164,427	Female	23	1	4	1	< 1 Year	No	27,573	124	137	0
221,249	Male	20	1	28	0	< 1 Year	No	2,630	160	140	0
203,424	Female	23	1	30	1	< 1 Year	No	29,744	152	101	0
99,916	Female	29	1	20	0	1-2 Year	No	2,630	124	278	0
255,332	Male	52	1	46	0	1-2 Year	Yes	29,111	124	268	0
173,137	Female	71	1	28	0	> 2 Years	Yes	44,141	124	96	0
82,704	Male	45	1	28	1	1-2 Year	No	28,308	26	100	0
285,511	Female	80	1	13	1	1-2 Year	No	29,909	124	185	0
119,608	Male	58	1	28	0	1-2 Year	Yes	53,810	26	90	0
45,268	Male	43	1	28	1	1-2 Year	No	41,334	124	50	0
9,806	Male	22	1	22	0	< 1 Year	Yes	29,676	152	81	0
495,039	Male	23	1	11	1	< 1 Year	No	27,808	152	159	0
157,913	Female	24	1	14	0	< 1 Year	Yes	2,630	152	51	0
286,315	Male	40	1	8	1	1-2 Year	No	31,815	124	185	0
176,567	Male	47	1	41	1	1-2 Year	Yes	27,733	157	278	0
169,219	Male	70	1	28	0	1-2 Year	Yes	54,468	124	268	1
320,245	Female	27	1	32	0	< 1 Year	Yes	27,329	152	28	0
5,143	Female	24	1	17	0	< 1 Year	Yes	2,630	152	229	0
494,505	Male	39	1	28	0	1-2 Year	Yes	48,630	122	150	1
372,507	Female	44	1	46	0	1-2 Year	Yes	30,239	26	142	1
329,456	Female	47	1	28	1	1-2 Year	No	28,219	26	38	0
220,715	Female	20	1	3	0	< 1 Year	Yes	77,251	160	278	0
313,208	Male	22	1	39	1	< 1 Year	No	40,692	152	96	0
92,183	Male	27	1	45	1	< 1 Year	No	23,740	152	252	0
105,542	Female	25	1	28	1	< 1 Year	No	37,879	152	35	0
75,136	Female	77	1	28	0	1-2 Year	Yes	63,520	122	266	0
365,304	Male	55	1	19	0	> 2 Years	Yes	36,356	26	13	1
370,407	Male	45	1	3	1	1-2 Year	Yes	40,714	26	166	0
463,564	Female	27	1	3	1	< 1 Year	No	29,847	152	58	0
445,904	Female	31	1	11	1	< 1 Year	No	22,813	152	34	0
279,024	Female	24	1	8	0	< 1 Year	Yes	35,060	152	121	0
436,419	Female	23	1	13	1	< 1 Year	No	33,106	152	151	0
309,403	Male	24	1	36	0	< 1 Year	Yes	28,938	152	270	0
175,922	Male	21	1	15	0	< 1 Year	Yes	41,521	160	243	0
463,075	Male	23	1	7	1	< 1 Year	No	2,630	152	165	0
166,518	Male	30	1	30	1	< 1 Year	No	41,960	152	108	0
74,241	Female	46	1	46	0	> 2 Years	Yes	28,726	124	291	0
109,239	Female	20	1	2	1	< 1 Year	No	31,796	160	146	0
145,417	Female	21	1	15	0	< 1 Year	No	40,920	160	256	0
263,926	Male	52	1	3	1	1-2 Year	No	2,630	26	130	0
212,714	Male	49	1	50	0	1-2 Year	Yes	27,948	26	96	1
317,168	Male	45	1	39	0	1-2 Year	Yes	25,293	127	211	0
222,062	Female	21	1	2	0	< 1 Year	Yes	2,630	152	119	0
126,725	Male	47	1	48	1	1-2 Year	No	2,630	15	96	0
311,901	Male	60	1	28	0	> 2 Years	Yes	43,567	124	180	0
289,597	Male	23	1	37	0	< 1 Year	Yes	28,698	26	104	0
310,735	Female	62	1	2	0	1-2 Year	Yes	27,251	124	30	0
80,186	Male	32	1	6	0	< 1 Year	Yes	2,630	152	211	0
174,693	Male	74	1	41	0	1-2 Year	Yes	42,035	12	70	0
158,553	Male	24	1	24	0	< 1 Year	Yes	34,092	152	36	0
206,370	Male	29	1	21	1	< 1 Year	No	2,630	152	101	0
273,110	Male	24	1	8	0	< 1 Year	Yes	47,415	124	83	1
311,517	Female	52	1	50	0	1-2 Year	Yes	35,039	26	193	0
426,357	Female	27	1	28	1	< 1 Year	No	38,452	152	39	0
288,557	Female	22	1	34	1	< 1 Year	Yes	33,436	152	67	0
26,398	Male	29	1	28	1	< 1 Year	No	45,078	152	19	0
277,576	Male	30	1	7	1	< 1 Year	No	2,630	160	194	0
371,237	Male	56	1	46	0	1-2 Year	Yes	26,926	26	43	0
195,606	Female	32	1	41	1	< 1 Year	No	56,134	152	218	0
135,784	Male	22	1	30	1	< 1 Year	No	24,913	152	116	0
309,570	Female	26	1	28	1	< 1 Year	No	63,015	152	89	0
291,747	Male	58	1	39	0	1-2 Year	Yes	41,112	26	160	0
147,065	Female	59	1	6	1	1-2 Year	No	2,630	160	32	0
375,145	Male	23	1	28	1	< 1 Year	No	47,301	152	158	0
335,777	Male	62	1	28	0	1-2 Year	Yes	49,700	30	93	1
161,969	Female	25	1	9	1	< 1 Year	No	50,356	152	236	0
268,691	Male	47	1	36	0	1-2 Year	Yes	2,630	157	182	0
504,168	Male	80	1	28	1	1-2 Year	No	30,012	26	58	0
378,209	Male	40	1	4	1	1-2 Year	No	29,605	26	16	0
191,665	Male	40	1	50	1	1-2 Year	No	26,915	124	63	0
74,626	Female	43	1	28	0	1-2 Year	Yes	57,156	163	41	0
105,030	Female	46	1	0	1	1-2 Year	No	2,630	124	184	0
51,148	Male	61	1	48	0	1-2 Year	Yes	2,630	26	51	0
149,501	Female	42	1	28	0	1-2 Year	Yes	33,783	122	48	0
242,713	Male	26	1	50	0	< 1 Year	Yes	29,062	152	297	0
231,742	Male	21	1	35	0	< 1 Year	Yes	24,151	152	256	0
79,407	Male	26	1	28	1	< 1 Year	No	33,272	152	18	0
325,851	Male	40	1	7	0	1-2 Year	Yes	2,630	26	59	1
499,188	Male	49	1	41	0	1-2 Year	Yes	43,551	26	251	1
302,486	Male	23	1	40	1	< 1 Year	No	40,639	152	209	0
346,037	Female	21	1	46	1	< 1 Year	No	23,692	152	196	0
339,505	Male	30	1	5	0	1-2 Year	No	2,630	124	270	0
312,460	Male	52	1	28	0	1-2 Year	Yes	31,577	26	210	0
91,489	Male	46	1	28	0	1-2 Year	Yes	35,478	55	263	0
158,026	Male	44	1	28	0	1-2 Year	Yes	2,630	26	55	1
375,354	Male	33	1	8	0	1-2 Year	Yes	30,614	157	258	0
257,704	Female	78	1	28	1	1-2 Year	No	49,403	26	12	0

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