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pppereira3
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HW4_CLASSIFICATION_mmcar_iter_imputed

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train · 309k rows

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CustomerID float64 -94,870.31 450k	Age float64 18 65	Tenure float64 1 60	Usage Frequency float64 1 30	Support Calls float64 0 10	Payment Delay float64 0 30	Total Spend float64 100 1k	Last Interaction float64 1 30	Gender_Female float64 -0 1	Gender_Male float64 -0 1	Subscription Type_Basic float64 -0 1	Subscription Type_Premium float64 -0.27 1	Subscription Type_Standard float64 -0.22 1	Contract Length_Annual float64 -0 1	Contract Length_Monthly float64 -0.34 1	Contract Length_Quarterly float64 -0.33 1	target float64 0 1
43,450.120989	45	33	18	6.192377	16.733807	107	17	0	1	1	0	0	0.328498	1	-0.328497	1
420,070	22	44	14	0	11	614.21	17	0	1	0	1	0	0.423038	0	0.576961	0
172,405.617176	23	27	5	9	29	915	6	0	1	-0	1	0	0	0	1	1
419,600	43	33	16.427148	1.050646	3	918.24	15	0	1	0	1	0	1	0	0	0
413,775	49	10	4	1.257293	9.228367	646.86	6	0	1	1	0	0	1	0	0	0
58,871	32	45	10	6	26	640	19	1	0	1	0	0	0	1	0.000002	1
287,799	40	43	3	4	1	937.76	2	1	0	1	0	0	0	0	1	0
391,741	40	12	20	1.39657	7	512.93	13.692701	0	1	1	0	0	1	0	0	0
333,988.99045	37	53	25	2	10.681927	972.63	13	1	0	1	0	0.000001	1	-0.209054	0.209059	0
103,072	41.059556	59	14.747895	3	20	531.872443	26	0	1	0	1	0	0.327734	1	-0.327735	1
128,148	23	11	30	3	11	233	28	1	0	0.358623	0.641377	0	0	0.507104	0.492897	1
264,976	38	20	16.2098	3	8	824.31	10	1	0	-0	1	0	0.420917	0	0.579082	0
105,991	23	1	29	4.8647	15.532521	537	6	0	1	0	-0	1	0.499085	0.500914	0	1
282,327.146341	38.708325	14	16.409424	4	12	943	15.004898	0	1	1	0	0	0	0	1	1
298,436	33	30.998733	23	0	15	784.09	26	0	1	0	0	1	0	0	1	0
434,004	33	55	15.939306	3	8.660559	786.02	14	1	0	0	0	1	1	0	0	0
216,998.330648	29	31.784323	18	9	2	919	26	0	1	1	0	0	1	0	0	1
249,246	31	54	15.372193	10	11	469.9	20	1	-0	0	1	0	0.507327	0.492673	0	1
274,115.552519	38.285739	43	15.694824	2.881387	12	695.73	15	0	1	-0	0	1	1	0	0	0
375,315	38	52	29	2	6	667.37	17	0	1	0	0.402751	0.597249	0	0	1	0
159,520	65	12	3	3	16	259	24	1	0	0	1	0	0	0	1	1
249,550	61	32.99283	5	6	13	883.29	15.410527	0	1	1	0	0	1	0	0	1
158,341.754336	45	16	17	4.574625	25	449	16.343297	0	1	-0	1	0	0	0	1	1
47,779	42.049327	43	27	3	16.595861	296	16	1	0	0	1	0	0	1	0	1
138,161	41.560988	2	21	5	23	140	12	1	0	0	1	0	-0	1	0	1
238,507.127696	34	30.027564	26	0	19	889	27	1	0	0	1	0	0	1	0	1
7,888	38	55	29	7	5	226	18.404759	0	1	-0	1	0	1	0	0	1
283,151	30	40	8	2.660457	11.790825	678.5481	14	1	0	0	1	0	0	0	1	0
332,131	36.979887	60	8	2.108177	10.7459	767.59	13.295588	0.417903	0.582097	0	0.401553	0.598447	1	0	0	0
144,802	64	60	17	6	21	251	13.708633	1	0	0	0	1	0	0	1	1
312,855	50	42	2	2.626522	20	928.37	10	1	0	0	0	1	1	0	0	0
170,856	43	31.734288	2	4.310827	14.034224	550	28	0	1	0	1	0	1	-0.153769	0.153769	1
126,808	18	16	18	5	30	437	23	-0	1	0	1	0	1	0	0.000002	1
238,026.145648	37	5	16.43489	3	19	641.797629	1	1	0	0	1	0	0.420216	0	0.579784	0
214,614.464282	39.63415	30.152728	24	3.723646	13.12005	534.95	27	0	1	0	1	0	0	0	1	0
156,639	60	13	16.129276	10	5	832	16	0	1	0.382854	0	0.617146	1	0	0	1
172,284	24	34	4	5	24	865	16.330856	-0	1	0	0	1	1	0	0.000001	1
180,958	41.539958	15	19	7	13.935029	595.314587	14	1	0	1	0	0	0.41857	0	0.581432	1
203,019	56	30.798973	15.803171	4.320779	3	328	2	1	0	0	1	0	-0	1	0	1
118,397	45	30.584646	15.473147	3	6	544.357979	23	1	0	0.259078	-0.259078	1	0	0	1	1
11,099	50	2	5	2	17.428055	257	19	1	0	1	-0	0	0	0	1	1
389,412	20	26	16.432779	2	1	765.100144	6	1	0	0.356972	0.643027	0	-0.000003	0	1	0
423,432	41	60	30	1	16	522.14	24	0	1	-0.000001	0	1	1	-0.000004	0	0
222,924	58	31.903471	5	5	13.104285	893.22	2	0	1	0	-0	1	-0.000001	0	1	1
331,304	38	49	15.722462	3	17	717.767259	22	0	1	0	0	1	-0	0	1	0
115,606	41.969127	29.091384	28	5.21444	2	234	19	1	-0	0	1	0	0	1	0	1
442,313	40	20	16.759197	2	19	900.01	17	0	1	1	0	0	1	0	0	0
18,543	38	28.438907	25	1	22	531	16.865498	0.44742	0.55258	0	0	1	0	1	0	1
275,689	36	36	27	2.822509	6	672.471748	15.146167	0	1	0	0.402994	0.597006	1	-0	0	0
146,959	22	32	6	0	21	567.621043	2	0	1	1	0.000002	0	0	1.000008	0	1
435,033	24	31.90939	25	2	10	546.07	18	0	1	0	1	0	0	0	1	0
133,167.496442	39	45	20	5	11	411.75	27	1	0	0	1	0	0	0.477969	0.522031	1
163,259.251858	41	41	15.357369	2	18	507	13.609561	1	0	-0.000001	1	0	0	0.999994	0	1
257,934.910942	50	32.082887	15.970288	5	12.361323	831.28	5	0.447772	0.552228	1	0	0	1	-0.184562	0.184561	0
342,443.401438	36.888917	7	16.770075	1.970537	5	982.37	3	1	0	0	0	1	1	-0.000002	0	0
403,449	35.590418	52	29	1	0	881.95	13.634197	0	1	0	1	0	0	0	1	0
161,147.175338	60	47	30	4	26	579.175353	29	0	1	1	0	0	0.000002	0	1	1
108,393	43.463222	13	15.830261	9	28	536.210567	26	0	1	0.258591	-0.258591	1	0	0	1	1
140,823	65	30.118135	18	5.203641	14.73037	487	13.808287	1	0	0	0	1	0	0	1	1
266,339	43	55	15	1	12.055702	691.91	19	0	1	1	0	0	1	0	-0.000001	0
107	44.809482	30.912414	6	8	25	448.008954	11	1	0	1	0	0	0	1	-0	1
257,236	28	31.21866	15.868105	5	17	668.74	23	0	1	0	1	0	0	0	1	1
245,163	32	1	16.567033	7	12.703905	677.13	5	1	-0	0	0	1.000001	0	0	1.000004	1
341,731.754495	33	58	1	2	4	751.82	4	0	1	-0	1	0	0	-0.000002	1	0
195,770	27	23	6	3.791799	28	358	15.9518	0	1	0	1	0	0.500368	0.499632	0	1
297,833.071704	37	44	4	1	7	549.43	14.868299	0	1	0.208764	1	-0.208764	0	-0.000001	1	0
54,883	41	60	14.56691	2	16.382591	394	22	0	1	1	0	0	0	1	0	1
271,197.621692	50	47	8	1	20	668.80393	11	-0	1	1	0	0.000002	1	0.000008	0	0
109,005	43	29.653603	19	5.19117	15.276391	645	28	1	0	0	1	0	1	0	0	1
362,363	44	30.741658	29	1	10.132402	906.36	14.041294	0	1	0	1	-0	1	0	0	0
105,728.195729	61	56	3	2	30	489.2	22	0.424883	0.575117	0	1	0	0	1	0	1
103,507.237416	54	21	13	6	15.595791	532.198908	2	1	-0	0	0	1	-0	1	0	1
35,580	43	29.102062	21	6.083631	3	531	18.090199	0	1	0	0	1.000002	1	0.00001	0	1
261,800	47	32	15.954196	3.178035	3	936.91	23	0	1	0	0	1	1	0	0	0
294,276	37.190322	32.113793	10	1	7	696.27	1	1	0	-0	0	1	1	0	-0	0
391,275	42	10	1	1	12	738.97	20	0	1	1	0	0	1	0	0	0
261,788	49	2	12	2	12.288325	797.54	12.431731	1	0	0	0	1	1	0	0	0
271,111.830553	18	38	15.725165	2.577887	21	989.39	29	1	0	0.261078	-0.261078	1	1	0	0	1
185,408.300628	20	36	10	6	26	663	4	1	0	0	1	0	0	0	1	1
61,488	57	30	18	6.058687	21	246	17.557188	0	1	0	0	1	1	0.000001	0	1
235,462.206533	51	41	30	0	18	797	22	0.417895	0.582105	0	0	1	0	1	0	1
133,725.622589	60	30.265301	15.62354	6	0	570	14.102117	1	0	0	1	0	0	1	0	1
232,313.744085	44	60	1	3.574356	10	637.207204	15	1	0	0	1	0	1	0	0	0
372,848	37.233527	51	27	4	20	705.96	29	0	1	0	0	1	0	0	1	0
399,577	24	33.045828	9	1	4	773.378707	22	0	1	0	1	0	1	0	0	0
346,269	36.897	31.525466	20	2	10.570908	729.957643	2	1	-0	0	1	0	0	0	1	0
325,537	38.154758	18	24	4	10.993224	539.29	9	0	1	1	0	0	0	0	1	0
109,154	38	26	9	0	26	536.82875	12	1	0	0.259613	-0.259613	1	1	0	0	1
259,881	38.62472	31.154874	16	3.161252	22	571.31	20	1	0	0	1	0	0	0.000001	1	1
135,538.482863	64	28.816162	30	8	14.906935	558.282383	2	1	-0	0	1	0	0	0	1	1
214,794	52	53	14	8	13.186667	622.868196	13.037665	1	0	1	0	0	0	1	0	1
388,836	36.232398	32	26	2	7	627.5	20	0	1	0	0	1	0	0	1	0
89,575	32	31.00064	15	3	7	443	10	0.453419	0.546581	1	0	0	0	1.000001	0	1
344,730.987468	36.043718	32.311575	16	0	6	728.705594	16	0	1	0.356751	0.643249	0	0	0	1	0
162,108	41.04052	44	15.330446	5	10	310	1	0	1	0	1	0.000001	1	0	0.000006	1
387,414	36.580954	49	16	3	15	880.03	6	1	-0	0	0.401622	0.598378	0	0	1	0
319,031	36.380359	32.135461	13	0	2	639.89	18	0	1	-0	0	1	1	-0.000002	0	0
35,175.695632	39	19	15.432316	7	10	110	27	0	1	1	0	0	0	1	0	1
146,772	42.860884	30.823474	20	9	23	567.468021	16	1	0	1	0	-0	1	0	0	1
320,385.791475	49	58	3	0	11.034149	765.33	6	1	0	0	1	0	0	0	1	0

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