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pppereira3
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HW4_CLASSIFICATION

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train · 309k rows

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CustomerID float64 2 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	Churn float64 0 1	Gender_Female bool 2 classes	Gender_Male bool 2 classes	Subscription Type_Basic bool 2 classes	Subscription Type_Premium bool 2 classes	Subscription Type_Standard bool 2 classes	Contract Length_Annual bool 2 classes	Contract Length_Monthly bool 2 classes	Contract Length_Quarterly bool 2 classes	__index_level_0__ int64 0 441k
6,863	45	33	18	4	6	107	17	1	false	true	true	false	false	false	true	false	6,854
420,070	22	44	14	0	11	614.21	17	0	false	true	false	true	false	true	false	false	412,955
15,694	23	27	5	9	29	915	6	1	false	true	false	true	false	false	false	true	15,685
419,600	43	33	17	3	3	918.24	15	0	false	true	false	true	false	true	false	false	412,485
413,775	49	10	4	4	9	646.86	6	0	false	true	true	false	false	true	false	false	406,660
58,871	32	45	10	6	26	640	19	1	true	false	true	false	false	false	true	false	57,739
287,799	40	43	3	4	1	937.76	2	0	true	false	true	false	false	false	false	true	280,685
391,741	40	12	20	1	7	512.93	20	0	false	true	true	false	false	true	false	false	384,626
419,628	37	53	25	2	5	972.63	13	0	true	false	true	false	false	true	false	false	412,513
103,072	25	59	1	3	20	274	26	1	false	true	false	true	false	false	true	false	100,102
128,148	23	11	30	3	11	233	28	1	true	false	false	true	false	false	true	false	124,161
264,976	38	20	19	3	8	824.31	10	0	true	false	false	true	false	false	false	true	257,862
105,991	23	1	29	5	2	537	6	1	false	true	false	false	true	false	true	false	102,894
196,518	38	14	4	4	12	943	26	1	false	true	true	false	false	false	false	true	191,707
298,436	33	38	23	0	15	784.09	26	0	false	true	false	false	true	false	false	true	291,322
434,004	33	55	16	3	2	786.02	14	0	true	false	false	false	true	true	false	false	426,889
199,296	29	59	18	9	2	919	26	1	false	true	true	false	false	true	false	false	194,485
249,246	31	54	23	10	11	469.9	20	1	true	false	false	true	false	true	false	false	242,560
339,806	37	43	27	0	12	695.73	15	0	false	true	false	false	true	true	false	false	332,691
375,315	38	52	29	2	6	667.37	17	0	false	true	false	true	false	false	false	true	368,200
159,520	65	12	3	3	16	259	24	1	true	false	false	true	false	false	false	true	154,709
249,550	61	1	5	6	13	883.29	13	1	false	true	true	false	false	true	false	false	242,849
134,941	45	16	17	3	25	449	9	1	false	true	false	true	false	false	false	true	130,661
47,779	56	43	27	3	7	296	16	1	true	false	false	true	false	false	true	false	47,121
138,161	42	2	21	5	23	140	12	1	true	false	false	true	false	false	true	false	133,741
46,412	34	2	26	0	19	889	27	1	true	false	false	true	false	false	true	false	45,805
7,888	38	55	29	7	5	226	28	1	false	true	false	true	false	true	false	false	7,879
283,151	30	40	8	0	17	704.62	14	0	true	false	false	true	false	false	false	true	276,037
332,131	34	60	8	1	5	767.59	12	0	false	true	false	false	true	true	false	false	325,016
144,802	64	60	17	6	21	251	18	1	true	false	false	false	true	false	false	true	140,093
312,855	50	42	2	2	20	928.37	10	0	true	false	false	false	true	true	false	false	305,741
170,856	43	20	2	4	29	550	28	1	false	true	false	true	false	true	false	false	166,045
126,808	18	16	18	5	30	437	23	1	false	true	false	true	false	true	false	false	122,867
394,878	37	5	16	3	19	621.59	1	0	true	false	false	true	false	true	false	false	387,763
412,772	49	9	24	4	8	534.95	27	0	false	true	false	true	false	false	false	true	405,657
156,639	60	13	30	10	5	832	16	1	false	true	false	false	true	true	false	false	151,828
172,284	24	34	4	5	24	865	6	1	false	true	false	false	true	true	false	false	167,473
180,958	30	15	19	7	10	166	14	1	true	false	true	false	false	false	false	true	176,147
203,019	56	21	26	5	3	328	2	1	true	false	false	true	false	false	true	false	198,208
118,397	45	28	13	3	6	405	23	1	true	false	false	false	true	false	false	true	114,786
11,099	50	2	5	2	4	257	19	1	true	false	true	false	false	false	false	true	11,090
389,412	20	26	27	2	1	718.34	6	0	true	false	false	true	false	false	false	true	382,297
423,432	41	60	30	1	16	522.14	24	0	false	true	false	false	true	true	false	false	416,317
222,924	58	3	5	5	12	893.22	2	1	false	true	false	false	true	false	false	true	217,344
331,304	38	49	17	3	17	960.48	22	0	false	true	false	false	true	false	false	true	324,189
115,606	37	38	28	4	2	234	19	1	true	false	false	true	false	false	true	false	112,116
442,313	40	20	30	2	19	900.01	17	0	false	true	true	false	false	true	false	false	435,198
18,543	38	47	25	1	22	531	30	1	true	false	false	false	true	false	true	false	18,534
275,689	36	36	27	3	6	774.16	1	0	false	true	false	false	true	true	false	false	268,575
146,959	22	32	6	0	21	654	2	1	false	true	true	false	false	false	true	false	142,162
435,033	24	44	25	2	10	546.07	18	0	false	true	false	true	false	false	false	true	427,918
211,480	39	45	20	5	11	411.75	27	1	true	false	false	true	false	false	true	false	206,384
71,913	41	41	3	2	18	507	26	1	true	false	false	true	false	false	true	false	70,246
334,035	50	58	17	5	18	831.28	5	0	false	true	true	false	false	true	false	false	326,920
433,773	49	7	8	2	5	982.37	3	0	true	false	false	false	true	true	false	false	426,658
403,449	32	52	29	1	0	881.95	16	0	false	true	false	true	false	false	false	true	396,334
70,611	60	47	30	4	26	934	29	1	false	true	true	false	false	false	false	true	68,995
108,393	55	13	10	9	28	231	26	1	false	true	false	false	true	false	false	true	105,204
140,823	65	51	18	0	2	487	4	1	true	false	false	false	true	false	false	true	136,284
266,339	43	55	15	1	2	691.91	19	0	false	true	true	false	false	true	false	false	259,225
107	42	12	6	8	25	566	11	1	true	false	true	false	false	false	true	false	98
257,236	28	26	16	5	17	668.74	23	1	false	true	false	true	false	false	false	true	250,207
245,163	32	1	27	7	11	677.13	5	1	true	false	false	false	true	false	false	true	238,664
265,596	33	58	1	2	4	751.82	4	0	false	true	false	true	false	false	false	true	258,482
195,770	27	23	6	0	28	358	6	1	false	true	false	true	false	false	true	false	190,959
419,596	37	44	4	1	7	549.43	21	0	false	true	false	true	false	false	false	true	412,481
54,883	41	60	6	2	25	394	22	1	false	true	true	false	false	false	true	false	53,917
304,522	50	47	8	1	20	576.45	11	0	false	true	true	false	false	true	false	false	297,408
109,005	43	47	19	2	27	645	28	1	true	false	false	true	false	true	false	false	105,792
362,363	44	25	29	1	1	906.36	30	0	false	true	false	true	false	true	false	false	355,248
235,580	61	56	3	2	30	489.2	22	1	true	false	false	true	false	false	true	false	229,493
67,277	54	21	13	6	4	439	2	1	true	false	false	false	true	false	true	false	65,810
35,580	43	46	21	10	3	531	9	1	false	true	false	false	true	true	false	false	35,419
261,800	47	32	1	0	3	936.91	23	0	false	true	false	false	true	true	false	false	254,686
294,276	42	52	10	1	7	696.27	1	0	true	false	false	false	true	true	false	false	287,162
391,275	42	10	1	1	12	738.97	20	0	false	true	true	false	false	true	false	false	384,160
261,788	49	2	12	2	5	797.54	12	0	true	false	false	false	true	true	false	false	254,674
242,396	18	38	18	10	21	989.39	29	1	true	false	false	false	true	true	false	false	236,020
158,766	20	36	10	6	26	663	4	1	true	false	false	true	false	false	false	true	153,955
61,488	57	30	18	8	21	246	21	1	false	true	false	false	true	true	false	false	60,244
15,454	51	41	30	0	18	797	22	1	false	true	false	false	true	false	true	false	15,445
7,132	60	15	18	6	0	570	5	1	true	false	false	true	false	false	true	false	7,123
358,667	44	60	1	0	10	811.85	15	0	true	false	false	true	false	true	false	false	351,552
372,848	44	51	27	4	20	705.96	29	0	false	true	false	false	true	false	false	true	365,733
399,577	24	59	9	1	4	673.61	22	0	false	true	false	true	false	true	false	false	392,462
346,269	24	46	20	2	4	805.05	2	0	true	false	false	true	false	false	false	true	339,154
325,537	48	18	24	4	13	539.29	9	0	false	true	true	false	false	false	false	true	318,422
109,154	38	26	9	0	26	762	12	1	true	false	false	false	true	true	false	false	105,933
259,881	55	44	16	8	22	571.31	20	1	true	false	false	true	false	false	false	true	252,767
177,248	64	25	30	8	20	255	2	1	true	false	false	true	false	false	false	true	172,437
214,794	52	53	14	8	11	114.88	12	1	true	false	true	false	false	false	true	false	209,560
388,836	39	32	26	2	7	627.5	20	0	false	true	false	false	true	false	false	true	381,721
89,575	32	22	15	3	7	443	10	1	true	false	true	false	false	false	true	false	87,169
359,917	20	8	16	0	6	795.7	16	0	false	true	false	true	false	false	false	true	352,802
162,108	18	44	9	5	10	310	1	1	false	true	false	true	false	true	false	false	157,297
387,414	40	49	16	3	15	880.03	6	0	true	false	false	true	false	false	false	true	380,299
319,031	34	32	13	0	2	639.89	18	0	false	true	false	false	true	true	false	false	311,916
15,464	39	19	5	7	10	110	27	1	false	true	true	false	false	false	true	false	15,455
146,772	20	28	20	9	23	434	16	1	true	false	true	false	false	true	false	false	141,987
305,998	49	58	3	0	1	765.33	6	0	true	false	false	true	false	false	false	true	298,884

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