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pppereira3
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HW4_CLASSIFICATION_mar_iter_imputed

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train · 309k rows

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CustomerID float64 -379,646.93 771k	Age float64 18 65	Tenure float64 -60.57 150	Usage Frequency float64 1 30	Support Calls float64 0 10	Payment Delay float64 -37.97 67.5	Total Spend float64 100 1k	Last Interaction float64 -37.51 72.8	Gender_Female float64 0 1	Gender_Male float64 0 1	Subscription Type_Basic float64 0 1	Subscription Type_Premium float64 -0 1	Subscription Type_Standard float64 0 1	Contract Length_Annual float64 0 1	Contract Length_Monthly float64 -0.03 1	Contract Length_Quarterly float64 -0.02 1.01	target float64 0 1
6,863	45	33	18	4	6	107	17	0	1	1	-0	0	0	0.502182	0.485387	1
321,272.777907	22	29.896344	14	0	6.188726	614.21	17	0	1	0	1	0	1	-0.005	0	0
15,694	23	11.519003	5	9	7.220261	915	6	0	1	0	1	0	0	0	1	1
419,600	43	33	17	3	3	918.24	15	0	1	0	1	0	1	0	0	0
413,775	49	28.177343	4	4	9	646.86	6	0	1	1	0	0	1	-0.006286	0	0
58,871	32	-0.960672	10	6	1.322061	640	19	1	0	1	0	0	0	0.980492	0	1
287,799	40	57.145878	3	4	1	937.76	2	1	0	1	0	0	0	0	1	0
246,584.562417	40	12	20	1	7	512.93	20	0	1	1	0	0	1	-0.008502	0	0
382,495.568096	37	53	25	2	3.894014	972.63	13	1	0	1	0	0	1	0	0	0
103,072	25	3.47121	1	3	1.356117	274	26	0	1	0	1	0	0	0.975568	0	1
128,148	23	11	30	3	-2.653686	233	28	1	0	0	1	0	0	0.97338	0	1
264,976	38	20	19	3	24.437636	824.31	10	1	0	0	1	0	0	0	1	0
105,991	23	1	29	5	-8.158901	537	6	0	1	0	0	1	0	0.981796	0	1
196,518	38	42.679791	4	4	16.874927	943	26	0	1	1	0	0	0	0	1	1
206,279.656306	33	38	23	0	17.637938	784.09	26	0	1	0	0	1	0	0	1	0
434,004	33	54.438119	16	3	16.327942	786.02	14	1	0	0	0	1	1	0	0	0
199,296	29	59	18	9	4.669584	919	26	0	1	1	0	0	1	0	0	1
249,246	31	54	23	10	10.244152	469.9	20	1	0	0	1	0	1	-0.006604	0	1
331,839.312454	37	43	27	0	9.252157	695.73	15	0	1	0	0	1	1	0	0	0
246,671.407485	38	52	29	2	14.55888	667.37	17	0	1	0	1	0	0	0	1	0
159,520	65	22.547153	3	3	16	259	24	1	0	0	1	0	0	-0.013509	1	1
249,550	61	26.955719	5	6	13	883.29	13	0	1	1	0	0	1	0	0	1
134,941	45	16	17	3	25	449	9	0	1	0	1	0	0	-0.001772	1	1
47,779	56	43	27	3	7	296	16	1	0	0	1	0	0	0.987692	0	1
138,161	42	2	21	5	23	140	12	1	0	0	1	0	0	0.98152	0	1
-39,025.731844	34	2	26	0	31.159086	889	27	1	0	0	1	0	0	1	0	1
7,888	38	55	29	7	22.3569	226	28	0	1	0	1	0	1	0.001499	0	1
203,714.746857	30	39.623754	8	0	16.615579	704.62	14	1	0	0	1	0	0	0	1	0
296,313.395608	34	30.557104	8	1	10.050356	767.59	12	0	1	0	0	1	1	0	0	0
144,802	64	60	17	6	21	251	18	1	0	0	0	1	0	-0.004816	1	1
351,050.432055	50	18.122349	2	2	20	928.37	10	1	0	0	0	1	1	0	0	0
170,856	43	38.807427	2	4	29	550	28	0	1	0	1	0	1	0.001466	0	1
126,808	18	16	18	5	15.845946	437	23	0	1	0	1	0	1	-0.005015	0	1
394,878	37	24.726225	16	3	4.638124	621.59	1	1	0	0	1	0	1	-0.006737	0	0
412,772	49	9	24	4	8	534.95	27	0	1	0	1	0	0	-0.019955	1	0
156,639	60	13	30	10	5	832	16	0	1	0	0	1	1	0	0	1
172,284	24	14.871063	4	5	4.098417	865	6	0	1	0	0	1	1	0	0	1
180,958	30	15	19	7	4.842623	166	14	1	0	1	0	0	0	-0.018857	1	1
203,019	56	21	26	5	3	328	2	1	0	0	1	0	0	0.981976	0	1
118,397	45	20.094439	13	3	6	405	23	1	0	0	0	1	0	-0.012959	1	1
362,995.903317	50	23.686464	5	2	4	257	19	1	0	1	0	0	0	-0.021326	1	1
196,968.946952	20	26	27	2	15.282603	718.34	6	1	0	0	1	0	0	0	1	0
261,105.931111	41	60	30	1	16	522.14	24	0	1	0	0	1	1	0.001421	0	0
222,924	58	22.776766	5	5	12	893.22	2	0	1	0	0	1	0	0	1	1
331,304	38	49	17	3	16.568297	960.48	22	0	1	0	0	1	0	0	1	0
115,606	37	38	28	4	-4.036273	234	19	1	0	0	1	0	0	0.979411	0	1
346,119.695812	40	20	30	2	19	900.01	17	0	1	1	0	0	1	0	0	0
527,212.222893	38	47	25	1	-12.758162	531	30	1	0	0	0	1	0	0.969108	0	1
275,689	36	36	27	3	-1.948758	774.16	1	0	1	0	0	1	1	0	0	0
697,681.866446	22	-9.107984	6	0	-18.143671	654	2	0	1	1	0	0	0	0.964118	0	1
476,123.600015	24	44	25	2	-6.227508	546.07	18	0	1	0	1	0	0	-0.017048	1	0
211,480	39	45	20	5	-7.093302	411.75	27	1	0	0	1	0	0	0.976454	0	1
406,316.341409	41	1.511148	3	2	18	507	26	1	0	0	1	0	0	0.974491	0	1
334,035	50	58	17	5	18	831.28	5	0	1	1	0	0	1	0	0	0
349,898.990913	49	27.807581	8	2	5	982.37	3	1	0	0	0	1	1	0	0	0
330,003.358938	32	52	29	1	9.803771	881.95	16	0	1	0	1	0	0	0	1	0
70,611	60	47	30	4	26	934	29	0	1	1	0	0	0	0	1	1
108,393	55	24.589261	10	9	28	231	26	0	1	0	0	1	0	-0.009739	1	1
557,447.392968	65	51	18	0	2	487	4	1	0	0	0	1	0	-0.013736	1	1
195,626.994431	43	47.343955	15	1	2	691.91	19	0	1	1	0	0	1	0	0	0
107	42	-4.062648	6	8	25	566	11	1	0	1	0	0	0	0.989198	0	1
257,236	28	58.282266	16	5	21.835721	668.74	23	0	1	0	1	0	0	0	1	1
245,163	32	1	27	7	37.085432	677.13	5	1	0	0	0	1	0	0	1	1
259,229.923841	33	31.639697	1	2	14.006813	751.82	4	0	1	0	1	0	0	0	1	0
625,372.275536	27	-5.51867	6	0	-14.038773	358	6	0	1	0	1	0	0	0.962935	0	1
443,204.362961	37	18.488361	4	1	0.73811	549.43	21	0	1	0	1	0	0	-0.019224	1	0
399,598.277653	41	-0.694397	6	2	25	394	22	0	1	1	0	0	0	0.977231	0	1
267,267.86376	50	29.041033	8	1	20	576.45	11	0	1	1	0	0	1	0.0006	0	0
155,689.55532	43	47	19	2	27	645	28	1	0	0	1	0	1	0.004093	0	1
116,617.465626	44	25	29	1	1	906.36	30	0	1	0	1	0	1	0	0	0
375,169.035103	61	-0.279402	3	2	30	489.2	22	1	0	0	1	0	0	0.97966	0	1
67,277	54	-7.244434	13	6	4	439	2	1	0	0	0	1	0	0.982278	0	1
35,580	43	46	21	10	3	531	9	0	1	0	0	1	1	0.00111	0	1
266,769.088055	47	41.103523	1	0	3	936.91	23	0	1	0	0	1	1	0	0	0
292,635.047026	42	32.363392	10	1	7	696.27	1	1	0	0	0	1	1	0	0	0
235,047.115736	42	36.624431	1	1	12	738.97	20	0	1	1	0	0	1	0	0	0
237,184.075721	49	38.322359	12	2	5	797.54	12	1	0	0	0	1	1	0	0	0
242,396	18	38	18	10	19.94792	989.39	29	1	0	0	0	1	1	0	0	1
158,766	20	36.440269	10	6	15.554268	663	4	1	0	0	1	0	0	0	1	1
61,488	57	30	18	8	21	246	21	0	1	0	0	1	1	-0.003187	0	1
81,354.741122	51	41	30	0	18	797	22	0	1	0	0	1	0	1	0	1
7,132	60	15	18	6	0	570	5	1	0	0	1	0	0	0.987484	0	1
268,110.057488	44	34.976619	1	0	10	811.85	15	1	0	0	1	0	1	0	0	0
372,848	44	51	27	4	20	705.96	29	0	1	0	0	1	0	0	1	0
214,528.228039	24	37.618186	9	1	11.759749	673.61	22	0	1	0	1	0	1	0	0	0
306,964.440549	24	46	20	2	9.287033	805.05	2	1	0	0	1	0	0	0	1	0
325,537	48	18	24	4	13	539.29	9	0	1	1	0	0	0	-0.009891	1	0
284,710.727528	38	32.406954	9	0	11.529727	762	12	1	0	0	0	1	1	0	0	1
259,881	55	17.354158	16	8	22	571.31	20	1	0	0	1	0	0	-0.011145	1	1
177,248	64	25	30	8	20	255	2	1	0	0	1	0	0	-0.007421	1	1
214,794	52	3.811748	14	8	11	114.88	12	1	0	1	0	0	0	0.973282	0	1
453,903.514679	39	32	26	2	-1.984133	627.5	20	0	1	0	0	1	0	-0.016331	1	0
89,575	32	-4.676375	15	3	0.251476	443	10	1	0	1	0	0	0	0.979861	0	1
249,553.016873	20	37.766224	16	0	13.217982	795.7	16	0	1	0	1	0	0	0	1	0
162,108	18	27.640264	9	5	9.894342	310	1	0	1	0	1	0	1	-0.002297	0	1
387,414	40	51.127606	16	3	15	880.03	6	1	0	0	1	0	0	0	1	0
312,697.550038	34	30.813856	13	0	8.678166	639.89	18	0	1	0	0	1	1	-0.00382	0	0
15,464	39	9.962472	5	7	7.621094	110	27	0	1	1	0	0	0	0.976192	0	1
146,772	20	28	20	9	13.863066	434	16	1	0	1	0	0	1	-0.006138	0	1
198,340.927721	49	50.850713	3	0	1	765.33	6	1	0	0	1	0	0	0	1	0

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