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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
96,730	Male	22	1	39	1	< 1 Year	No	26,684	160	283	0
392,589	Male	46	1	11	0	1-2 Year	Yes	2,630	26	169	1
449,164	Male	52	1	27	0	1-2 Year	Yes	2,630	157	196	1
147,603	Male	35	1	14	0	1-2 Year	Yes	2,630	157	183	1
104,745	Male	30	1	15	0	< 1 Year	Yes	33,054	152	71	0
425,276	Female	24	1	32	1	< 1 Year	No	2,630	152	35	0
96,714	Male	24	1	8	1	< 1 Year	No	43,318	152	85	0
146,436	Female	27	1	6	1	< 1 Year	No	27,623	152	133	0
262,776	Male	60	1	28	0	> 2 Years	Yes	42,587	124	72	0
415,108	Female	21	1	8	1	< 1 Year	No	72,281	152	287	0
253,967	Male	52	1	28	0	1-2 Year	Yes	22,233	26	34	0
286,716	Female	61	1	28	1	1-2 Year	No	45,484	122	244	0
217,434	Male	51	1	28	0	> 2 Years	Yes	28,950	26	116	0
283,457	Female	34	1	16	1	1-2 Year	No	33,484	152	250	0
173,749	Female	23	1	18	1	< 1 Year	No	35,187	152	270	0
28,300	Male	47	1	1	1	1-2 Year	No	2,630	124	15	0
364,473	Female	35	1	28	0	1-2 Year	No	74,807	124	257	0
272,900	Male	49	1	20	0	> 2 Years	Yes	2,630	124	142	0
91,193	Female	60	1	32	1	1-2 Year	No	19,736	124	62	0
92,471	Female	56	1	5	0	> 2 Years	Yes	2,630	157	215	0
240,610	Female	32	1	41	1	< 1 Year	No	50,709	152	174	0
3,901	Female	23	1	13	1	< 1 Year	No	28,671	152	282	0
264,543	Female	70	1	28	1	1-2 Year	No	38,521	24	142	0
70,965	Male	26	1	27	1	< 1 Year	No	23,061	152	89	0
40,481	Female	25	1	25	1	< 1 Year	No	31,149	152	280	0
93,237	Male	56	1	40	0	> 2 Years	Yes	38,527	26	171	1
335,291	Female	23	1	2	1	< 1 Year	No	31,130	152	221	0
23,734	Male	58	1	28	0	1-2 Year	Yes	30,269	26	31	1
86,991	Female	47	1	17	1	1-2 Year	No	2,630	124	144	0
185,721	Female	29	1	29	1	< 1 Year	No	2,630	152	214	0
332,267	Female	55	1	33	1	1-2 Year	No	28,084	152	185	0
461,369	Male	21	1	36	1	< 1 Year	No	34,788	160	165	0
160,712	Female	23	1	11	1	< 1 Year	No	24,299	152	269	0
243,201	Male	32	1	28	0	1-2 Year	Yes	57,749	124	171	0
218,086	Male	58	1	29	0	1-2 Year	Yes	47,500	26	119	0
329,579	Female	26	1	28	1	< 1 Year	No	64,278	152	128	0
386,228	Male	44	1	28	1	1-2 Year	No	38,996	26	101	0
288,281	Female	36	1	45	0	1-2 Year	No	24,917	124	21	0
457,088	Female	50	1	28	0	1-2 Year	Yes	60,636	163	30	1
414,232	Male	67	1	19	1	1-2 Year	No	48,554	26	235	0
344,873	Male	39	1	49	0	1-2 Year	Yes	34,940	26	158	0
418,585	Female	44	1	23	0	1-2 Year	Yes	2,630	156	170	1
29,656	Female	51	1	39	0	1-2 Year	Yes	30,322	26	229	0
261,999	Male	43	1	28	0	1-2 Year	Yes	40,861	26	60	1
115,708	Female	22	1	16	1	< 1 Year	No	26,779	152	167	0
65,717	Male	43	1	41	0	1-2 Year	Yes	22,284	154	147	0
275,269	Female	51	1	28	0	1-2 Year	Yes	34,951	150	205	0
264,807	Female	54	1	15	0	1-2 Year	Yes	40,135	26	264	0
352,420	Male	21	1	25	1	< 1 Year	No	2,630	160	220	0
404,859	Female	24	1	8	1	< 1 Year	No	42,777	152	213	0
229,109	Female	26	1	6	1	< 1 Year	No	26,022	152	172	0
174,826	Female	26	1	41	1	< 1 Year	No	37,041	152	293	0
3,674	Male	62	1	28	1	1-2 Year	No	57,290	61	240	0
222,310	Female	27	1	30	0	1-2 Year	Yes	32,260	154	61	1
341,533	Female	59	1	7	0	1-2 Year	Yes	2,630	157	232	0
272,857	Male	50	1	28	1	1-2 Year	No	37,037	26	283	0
139,082	Male	48	1	29	0	1-2 Year	Yes	2,630	26	180	1
314,089	Female	67	1	18	1	1-2 Year	No	44,334	124	298	0
253,383	Female	23	1	15	0	< 1 Year	Yes	36,917	152	221	1
29,428	Male	47	1	28	0	1-2 Year	Yes	41,892	122	16	0
380,820	Male	40	1	28	0	1-2 Year	Yes	23,565	26	221	0
89,496	Male	35	1	2	0	1-2 Year	Yes	2,630	156	80	0
213,178	Male	52	1	46	0	> 2 Years	Yes	23,350	163	232	0
187,201	Female	43	1	28	0	1-2 Year	Yes	40,017	26	220	0
328,921	Male	24	1	41	1	< 1 Year	No	57,195	152	232	0
202,809	Female	49	1	20	0	1-2 Year	Yes	2,630	26	252	1
306,145	Male	35	1	28	1	1-2 Year	No	25,386	152	120	0
274,700	Male	20	1	28	0	< 1 Year	Yes	2,630	160	276	0
141,501	Male	26	1	36	1	< 1 Year	No	31,289	160	15	0
118,007	Male	70	1	18	1	1-2 Year	No	37,931	26	248	0
110,665	Male	64	1	15	1	1-2 Year	No	37,503	124	30	0
94,016	Male	68	1	28	1	1-2 Year	No	44,927	26	143	0
132,969	Female	44	1	28	0	1-2 Year	Yes	44,814	124	222	0
13,347	Male	51	1	48	1	1-2 Year	No	2,630	124	214	0
479,965	Female	23	1	8	1	< 1 Year	No	31,812	152	123	0
354,241	Female	39	1	28	0	1-2 Year	Yes	36,606	124	205	0
56,326	Male	65	1	3	0	1-2 Year	Yes	24,763	124	113	0
181,082	Female	42	1	15	0	1-2 Year	Yes	2,630	26	231	0
348,535	Male	25	1	8	1	< 1 Year	No	32,432	152	279	0
62,671	Male	28	1	28	1	< 1 Year	No	48,434	152	254	0
323,893	Male	21	1	28	0	< 1 Year	Yes	48,897	160	149	0
60,086	Male	43	1	8	0	> 2 Years	Yes	45,835	7	241	0
367,602	Male	46	1	28	0	1-2 Year	Yes	51,006	26	252	0
74,366	Male	56	1	47	0	1-2 Year	Yes	34,518	124	22	1
150,764	Male	25	1	8	1	< 1 Year	No	30,578	160	182	0
347,479	Female	45	1	39	0	> 2 Years	Yes	35,017	124	262	0
61,674	Male	26	1	28	1	< 1 Year	No	50,343	152	231	0
336,962	Male	79	1	28	1	1-2 Year	No	40,083	37	277	0
308,208	Female	69	1	28	1	1-2 Year	No	34,277	124	180	0
209,872	Male	58	1	45	0	1-2 Year	Yes	2,630	124	260	0
362,575	Female	25	1	39	1	< 1 Year	No	2,630	26	150	0
301,379	Male	34	1	28	0	< 1 Year	Yes	41,995	152	180	0
146,574	Male	26	1	3	1	< 1 Year	No	2,630	152	229	0
401,417	Male	43	1	8	0	1-2 Year	Yes	88,117	124	16	1
143,398	Female	22	1	29	1	< 1 Year	No	48,091	152	219	0
290,680	Female	33	1	50	0	< 1 Year	No	32,722	152	231	0
302,794	Female	60	1	19	0	> 2 Years	Yes	2,630	157	44	0
168,441	Male	29	1	15	1	< 1 Year	No	2,630	152	225	0
384,675	Female	26	1	10	1	< 1 Year	No	19,097	152	151	0
42,470	Female	74	1	28	0	1-2 Year	Yes	43,614	124	268	0

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