Split (1)

train · 17.7k rows

Tenure int64 0 72	PhoneService stringclasses 2 values	MultipleLines stringclasses 3 values	InternetSpeed stringclasses 4 values	SupportEligibility stringclasses 4 values	Contract stringclasses 3 values	MonthlyStreamingTime stringclasses 4 values	PremiumHDStreaming stringclasses 2 values	prediction_id stringlengths 36 36	prediction_label stringclasses 2 values	prediction_score float64 0 0.95	actual_score int64 0 1	actual_label stringclasses 2 values	shap/Tenure float64 -0.3 0.39	shap/PhoneService float64 -0.11 0.2	shap/MultipleLines float64 -0.15 0.17	shap/InternetSpeed float64 -0.22 0.25	shap/SupportEligibility float64 -0.22 0.2	shap/Contract float64 -0.28 0.19	shap/MonthlyStreamingTime float64 -0.18 0.23	shap/PremiumHDStreaming float64 -0.09 0.14	Gender stringclasses 2 values	Age int64 20 80	Dependents stringclasses 2 values	Partner stringclasses 2 values	EmploymentStatus stringclasses 5 values	LocationCode stringclasses 3 values	Education stringclasses 5 values	timestamp int64 1.67B 1.67B
3	No	No phone service	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	6993b0ce-7848-443a-9a72-2d520b0fb6b2	no_churn	0.381588	0	no_churn	0.08708	0.042519	0.009868	-0.098717	-0.120838	0.09081	-0.049885	-0.035045	Male	28	No	Yes	Employed	Urban	High School or Below	1,672,380,000
17	Yes	No	High Speed	In_Store_Support	One year	0hrs	Disabled	179b4c53-39d2-4f3e-bb67-56044765d607	no_churn	0.023294	0	no_churn	0.056315	-0.003073	-0.018215	-0.01132	-0.017292	-0.229775	-0.022279	-0.023387	Male	49	No	No	Employed	Suburban	High School or Below	1,672,380,000
20	Yes	No	Low Speed	Phone_Support	Month-to-month	0hrs	Disabled	32905633-9794-4085-8e6c-c0e109fec791	churn	0.147471	1	churn	-0.067979	-0.009782	-0.041635	-0.07852	0.004013	0.042364	-0.045368	-0.07212	Female	79	No	No	Employed	Suburban	Bachelor	1,672,380,000
1	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	d48d1873-8a90-4f73-a279-4c9966b34d71	churn	0.67615	0	no_churn	0.160266	-0.012807	-0.009924	-0.069849	0.040472	0.123714	-0.046721	-0.058441	Female	72	Yes	No	Employed	Urban	Bachelor	1,672,380,000
15	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	b8e2fcee-ad2a-4daa-aea6-4c1b196f6bcd	no_churn	0.100968	0	no_churn	0.181643	-0.000755	-0.053958	0.02605	0.115959	0.125032	-0.021561	-0.019042	Male	32	No	No	Employed	Suburban	Bachelor	1,672,380,000
9	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	2015c653-307f-435f-8c3e-79e710aa38d6	no_churn	0.307459	0	no_churn	-0.035714	-0.009773	-0.020175	-0.074904	-0.048364	0.050057	-0.032053	-0.025325	Female	25	Yes	Yes	Unemployed	Suburban	High School or Below	1,672,380,000
11	No	No phone service	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	90853a9d-9afa-434f-990a-6d5de60c572e	no_churn	0.200638	0	no_churn	-0.051659	0.028928	-0.007555	-0.010635	-0.10407	0.035229	-0.031254	-0.028011	Male	56	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
3	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	43e30b7e-e721-41a8-9e46-f7272ea73da2	churn	0.185209	1	churn	0.08727	-0.012275	-0.096188	-0.045743	0.015217	0.090362	-0.020635	-0.012085	Male	67	No	Yes	Unemployed	Rural	Bachelor	1,672,380,000
7	Yes	No	Low Speed	In_Store_Support	Month-to-month	0hrs	Disabled	0aff837a-1560-4dbb-8125-1b25c0df88e2	no_churn	0.085982	0	no_churn	-0.016098	-0.007543	-0.009408	-0.056014	-0.135667	0.042421	-0.035017	-0.025284	Male	31	No	No	Employed	Suburban	High School or Below	1,672,380,000
1	Yes	No	Medium Speed	In_Store_Support	Month-to-month	0hrs	Disabled	9b325026-cecb-4b8f-b393-6402435e9ef3	churn	0.566016	1	churn	0.195332	-0.015414	-0.064687	-0.091724	-0.021266	0.107771	-0.029635	-0.003611	Female	25	No	No	Employed	Urban	College	1,672,380,000
7	No	No phone service	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	ac570415-f95f-4191-86f2-30e867e234ac	no_churn	0.324627	0	no_churn	-0.089431	0.026451	0.015172	-0.094989	0.033558	0.069854	-0.043586	-0.056056	Female	65	No	No	Employed	Urban	Doctor	1,672,380,000
18	Yes	No	High Speed	In_Store_Support	Month-to-month	0hrs	Disabled	e74484db-a458-4f35-87ed-4f616cfe0fb2	no_churn	0.052248	0	no_churn	-0.008454	-0.006007	0.004014	0.002339	0.020268	0.062352	-0.028401	-0.013684	Male	39	No	No	Unemployed	Suburban	Doctor	1,672,380,000
65	Yes	Yes	High Speed	In_Store_Support	One year	0hrs	Disabled	e0aa5b62-c01c-40b2-ac82-4a4a302ff33a	no_churn	0.032908	0	no_churn	-0.061113	-0.003665	-0.002263	-0.03572	-0.052314	-0.074679	-0.018663	-0.02061	Male	33	No	Yes	Employed	Suburban	College	1,672,380,000
1	Yes	No	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	7f4191a8-ac27-47cc-bc10-55205f791702	no_churn	0.200335	0	no_churn	0.246409	-0.012075	-0.018046	-0.05183	0.030844	0.129298	-0.031416	-0.049345	Male	35	No	No	Unemployed	Rural	High School or Below	1,672,380,000
66	Yes	No	Low Speed	Phone_Support	Two year	0hrs	Disabled	460b3ca9-9efb-45e4-8f5e-4c9bfbf96dad	no_churn	0.010142	0	no_churn	-0.037148	-0.003481	-0.021716	-0.02625	-0.000383	-0.121646	-0.02774	-0.030661	Female	42	No	No	Employed	Rural	College	1,672,380,000
4	Yes	Yes	High Speed	Phone_Support	Month-to-month	0hrs	Disabled	e5435b46-f11f-430c-829b-5ebae8ae43c8	no_churn	0.553705	0	no_churn	0.085727	-0.008205	0.081313	-0.049327	0.016739	0.11838	-0.047178	-0.055787	Male	40	No	Yes	Unemployed	Suburban	Master	1,672,380,000
54	Yes	Yes	High Speed	In_Store_Support	Two year	0hrs	Disabled	4fae3200-f48e-4212-a995-e48dc62753c9	no_churn	0.011462	0	no_churn	-0.057125	-0.003883	0.006873	-0.01824	-0.044806	-0.117876	-0.013722	-0.015248	Male	62	No	No	Employed	Urban	College	1,672,380,000
53	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	daa01678-936f-4d2f-90f9-84e6c6ced32b	no_churn	0.026674	0	no_churn	-0.04528	-0.002703	-0.003713	-0.071494	0.025944	-0.094837	-0.029504	-0.04744	Male	20	Yes	Yes	Employed	Suburban	Bachelor	1,672,380,000
15	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	583d3c54-13eb-469a-af81-72715c82bc61	no_churn	0.26068	0	no_churn	-0.034239	-0.073202	-0.063032	-0.057883	-0.032076	0.083755	-0.04154	-0.040809	Female	26	No	No	Employed	Suburban	College	1,672,380,000
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	03acec4e-27d1-4636-8647-bef5b94c48c6	no_churn	0.001502	0	no_churn	-0.083724	-0.003493	0.00578	-0.008572	0.007134	-0.148799	-0.016743	-0.020611	Male	50	Yes	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
19	Yes	No	Medium Speed	Web_Chat_Support	One year	0hrs	Disabled	24f6710d-b329-4fdc-9c3e-55e65b1e2309	no_churn	0.028159	0	no_churn	-0.029041	-0.004317	-0.011924	-0.036575	-0.005498	-0.096087	-0.028543	-0.05304	Male	44	No	No	Employed	Rural	College	1,672,380,000
30	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	8128304d-86e6-4bd7-88d8-893e1723b6d6	no_churn	0.121913	0	no_churn	-0.065545	-0.018197	-0.031334	-0.089231	-0.020716	0.052977	-0.036571	-0.050409	Male	29	Yes	No	Unemployed	Rural	Bachelor	1,672,380,000
6	No	No phone service	Medium Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	d2dea162-5c08-48ed-8424-5d11636eacc5	churn	0.499687	1	churn	0.065244	0.085746	0.05177	-0.053255	-0.008158	0.090394	-0.035338	-0.039333	Female	67	No	Yes	Employed	Suburban	Master	1,672,380,000
18	Yes	No	Low Speed	Web_Chat_Support	Two year	0hrs	Disabled	b243913b-60b6-40bf-99df-5bbb501f812c	no_churn	0.009053	0	no_churn	-0.035274	-0.006427	-0.023016	-0.016947	0.001955	-0.103927	-0.037119	-0.048272	Female	48	No	No	Employed	Suburban	Doctor	1,672,380,000
62	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	105ee674-1720-4efd-86d1-ebc8036d838e	no_churn	0.022851	0	no_churn	-0.068666	-0.003623	-0.012954	-0.017303	0.003804	-0.117554	-0.024736	-0.027994	Male	50	No	No	Unemployed	Suburban	Bachelor	1,672,380,000
10	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	57ecbe60-a40e-4fd4-b9c4-5895e34d0b02	no_churn	0.227264	0	no_churn	-0.041489	-0.009275	-0.026263	-0.099107	-0.009203	0.053038	-0.066194	-0.070535	Male	33	No	No	Employed	Rural	College	1,672,380,000
65	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	0e67d27c-c924-47c4-b8a6-1f907288ef57	no_churn	0.006172	0	no_churn	-0.058348	-0.002922	0.008997	-0.01582	0.007424	-0.167728	-0.019657	-0.020972	Female	42	No	No	Employed	Suburban	College	1,672,380,000
1	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	dbc86ceb-ecfa-4235-bf81-97b16be802e8	churn	0.438185	1	churn	0.214698	-0.004688	0.000731	-0.105151	0.00444	0.113129	-0.05345	-0.061319	Female	41	No	No	Employed	Suburban	College	1,672,380,000
47	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	b97734a4-6fbf-4fc6-bb8f-b2176aca439e	no_churn	0.009536	0	no_churn	-0.030589	-0.003533	-0.001316	-0.054061	0.016723	-0.122569	-0.028684	-0.044997	Male	41	Yes	No	Unemployed	Urban	College	1,672,380,000
4	No	No phone service	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	5bd478eb-30cf-43df-82c3-136f5627fc52	no_churn	0.616933	0	no_churn	0.127048	0.134373	0.056039	0.004812	0.057893	0.137151	-0.02149	-0.005642	Male	72	No	No	Medical Leave	Suburban	Bachelor	1,672,380,000
19	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	622e35ea-419a-47d1-a1fc-a948e825b865	no_churn	0.17037	0	no_churn	-0.03472	-0.014749	-0.035674	-0.114471	0.007913	0.043286	-0.050327	-0.070284	Male	39	No	No	Employed	Suburban	College	1,672,380,000
35	Yes	No	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	e68f3e4f-d6f4-4c91-937b-bbf71581364e	no_churn	0.018431	0	no_churn	-0.052039	-0.004151	-0.011382	-0.060805	0.016323	-0.097216	-0.02202	-0.037738	Male	31	No	No	Unemployed	Rural	Bachelor	1,672,380,000
59	Yes	No	Medium Speed	Web_Chat_Support	Two year	0hrs	Disabled	b9011106-68df-444f-8797-0d50f6ad69b2	no_churn	0.018223	0	no_churn	-0.05072	-0.003004	-0.002809	-0.025035	0.001331	-0.118146	-0.034816	-0.035827	Male	23	Yes	Yes	Employed	Suburban	Bachelor	1,672,380,000
35	Yes	Yes	High Speed	Web_Chat_Support	Two year	0hrs	Disabled	f7554146-60e4-466e-8372-e625d1db7687	no_churn	0.008275	0	no_churn	-0.059106	-0.004331	0.008529	-0.036923	0.011799	-0.132636	-0.023621	-0.032739	Male	35	No	No	Employed	Suburban	College	1,672,380,000
8	Yes	No	High Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	3bf3c0c4-9a37-4d66-8575-5a4e40d9ee1b	no_churn	0.105474	0	no_churn	0.092419	-0.013118	0.010424	-0.037118	0.069426	0.091397	-0.041665	-0.057559	Female	39	Yes	Yes	Employed	Suburban	College	1,672,380,000
32	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	a6ce2c45-d7c4-4150-af45-8992b509eb1d	no_churn	0.060177	0	no_churn	0.079558	-0.002333	0.022823	0.048773	0.074682	0.085454	-0.022721	-0.035261	Female	52	No	No	Unemployed	Urban	College	1,672,380,000
10	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	6d00bdee-1c4b-48e0-b4e9-c1ee58cc94b1	no_churn	0.141669	0	no_churn	0.096401	-0.005157	0.077594	0.020005	0.077568	0.104853	-0.054807	-0.059927	Female	44	No	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
3	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	38fdf498-de2a-41c3-8af5-e1fe397644b2	no_churn	0.180182	0	no_churn	0.115722	-0.007106	-0.035426	-0.038901	-0.02605	0.09312	-0.030117	-0.046174	Male	71	Yes	No	Employed	Urban	Bachelor	1,672,380,000
5	Yes	No	Low Speed	Web_Chat_Support	Month-to-month	0hrs	Disabled	223cbd57-0205-423b-b8b3-88e13d63a4ab	no_churn	0.271908	0	no_churn	0.13856	-0.004215	-0.015113	-0.046239	0.057747	0.101414	-0.029596	-0.059099	Male	64	No	Yes	Medical Leave	Urban	Master	1,672,380,000
8	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	eda2b04c-377d-4b0f-976c-2ec1fa70feb3	churn	0.867068	1	churn	-0.049861	-0.005126	0.007634	-0.118629	0.085124	0.081347	-0.045246	0.07754	Female	44	Yes	Yes	Employed	Suburban	Bachelor	1,672,380,000
15	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	f6632ab2-d27d-41fc-ac3f-c383c303df17	no_churn	0.762852	0	no_churn	0.178383	-0.004332	0.050106	0.024066	0.164106	0.148662	0.108561	0.054088	Female	22	No	No	Unemployed	Suburban	Bachelor	1,672,380,000
12	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	7c4af441-83f9-4ea5-a5e5-fb00438320ae	churn	0.825132	1	churn	0.097513	-0.0014	0.133859	0.03784	0.143208	0.138575	0.050081	0.058297	Female	35	No	No	Unemployed	Suburban	College	1,672,380,000
34	Yes	No	High Speed	Web_Chat_Support	One year	<80hrs	Active	2f9feb35-c1b5-43e3-b733-2c5038458476	no_churn	0.176184	0	no_churn	-0.038461	-0.001435	-0.016426	-0.088801	0.041523	-0.056952	0.029658	0.051868	Female	20	No	No	Employed	Rural	Bachelor	1,672,380,000
72	Yes	Yes	High Speed	Web_Chat_Support	Two year	<50hrs	Active	6c8cbaaa-f795-435d-94a4-945f56ca31a8	no_churn	0.012189	0	no_churn	-0.136293	-0.002254	0.005525	0.000384	0.023249	-0.229037	0.026686	0.042714	Male	66	No	Yes	Employed	Urban	Bachelor	1,672,380,000
20	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	561fb469-77e0-4cb3-a6d3-062203d61cc1	churn	0.670292	1	churn	0.099656	-0.003851	0.035037	0.00943	0.109265	0.136634	0.214237	0.130566	Male	72	No	Yes	Unemployed	Suburban	Bachelor	1,672,380,000
1	Yes	No	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	529d61cd-c82f-4721-aed0-f7dfc44c2fa2	churn	0.853985	1	churn	0.217571	-0.004343	-0.036136	-0.040906	0.173066	0.124841	0.107858	0.109023	Male	48	No	No	Employed	Suburban	High School or Below	1,672,380,000
51	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	66d060cf-cf27-4ebe-9860-b01c97a5cc39	no_churn	0.330758	0	no_churn	-0.191015	-0.002574	-0.017856	-0.154161	0.035511	0.046322	0.011979	0.042768	Female	80	No	Yes	Employed	Rural	College	1,672,380,000
55	Yes	Yes	Low Speed	Web_Chat_Support	One year	<50hrs	Active	db04240e-e4b9-444e-b583-b6ba4f947039	churn	0.352014	1	churn	0.069535	0.001	0.081805	0.066881	0.089983	0.046254	0.156019	0.099497	Male	64	No	No	Employed	Suburban	College	1,672,380,000
57	Yes	No	High Speed	Web_Chat_Support	One year	100hrs+	Active	202bbf62-037b-4c9a-a7cf-8c7f0e3f913b	no_churn	0.12989	0	no_churn	-0.036564	-0.002077	-0.008715	0.012102	0.061429	-0.18789	0.048204	0.068985	Female	22	Yes	No	Employed	Rural	Bachelor	1,672,380,000
50	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	8c04a87a-7faf-485e-a5e7-f8e6fc5c80d5	churn	0.414428	1	churn	-0.003821	-0.000635	0.031293	0.036592	0.130052	0.115984	0.045255	0.019588	Female	63	Yes	Yes	Employed	Suburban	Bachelor	1,672,380,000
30	Yes	No	Low Speed	Web_Chat_Support	One year	100hrs+	Active	defde017-cccb-4075-b94f-b80039c21143	no_churn	0.116305	0	no_churn	-0.01931	-0.002609	-0.03181	0.026011	0.027821	-0.171593	0.030568	0.061896	Female	70	Yes	No	Unemployed	Suburban	Bachelor	1,672,380,000
15	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	07e5becc-7099-4d5c-8e8a-c4be040bb0c7	churn	0.690807	1	churn	0.137244	-0.002896	0.089826	0.012146	0.128625	0.156251	0.116062	0.093715	Female	42	No	No	Disabled	Suburban	Bachelor	1,672,380,000
45	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	58d592b4-7458-4aaa-b530-03a85e8c67dd	no_churn	0.399338	0	no_churn	-0.260993	-0.004144	-0.034766	-0.068852	0.025522	0.029011	0.019299	0.035897	Female	26	No	No	Unemployed	Suburban	High School or Below	1,672,380,000
12	Yes	No	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	527b255c-707d-4d22-9ca7-08b873d86839	churn	0.583552	1	churn	-0.057334	-0.005489	-0.091343	-0.051955	0.070905	0.062848	0.028616	0.054726	Male	40	No	No	Employed	Suburban	Bachelor	1,672,380,000
50	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	23d997f2-2491-4a78-b613-d970676eab0a	churn	0.32944	1	churn	-0.008017	-0.001233	0.051939	-0.001622	0.124401	0.103715	0.061534	0.024733	Male	52	Yes	Yes	Employed	Urban	Bachelor	1,672,380,000
65	Yes	Yes	Medium Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	92524fa7-102c-4a98-8a85-74526d5c2b4d	no_churn	0.435645	0	no_churn	-0.023482	0.001584	0.055185	0.092221	0.10484	0.118608	0.127027	0.104324	Female	57	No	Yes	Medical Leave	Suburban	Bachelor	1,672,380,000
14	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	19c3ac5f-db03-4c1d-bae2-1dedddd30e6a	churn	0.546122	1	churn	0.129343	-0.005051	0.037854	0.007311	0.149822	0.142631	0.138634	0.130429	Female	50	No	No	Employed	Urban	High School or Below	1,672,380,000
3	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<50hrs	Active	face3f30-6e8a-4cbc-ab7a-6269dc6a4732	no_churn	0.694509	0	no_churn	0.038246	-0.006578	-0.00435	-0.037091	-0.006927	0.088499	0.110351	0.054419	Female	69	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
24	Yes	Yes	Low Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	d320223d-1c07-4d7e-b211-5afbb0336f27	no_churn	0.557771	0	no_churn	-0.028298	-0.005068	0.023263	0.040818	0.109464	0.085267	0.013212	0.102317	Female	66	Yes	No	Unemployed	Suburban	College	1,672,380,000
11	Yes	No	High Speed	Web_Chat_Support	Month-to-month	<80hrs	Active	bfa02f83-8b05-4967-8fab-f44b80892d24	no_churn	0.480351	0	no_churn	0.017432	-0.00376	-0.103402	0.031337	0.102166	0.090311	-0.086422	0.008324	Female	63	No	Yes	Employed	Suburban	College	1,672,380,000
36	Yes	Yes	High Speed	Web_Chat_Support	Month-to-month	100hrs+	Active	185454ca-79fb-49a1-85a4-93179214c03c	no_churn	0.516612	0	no_churn	-0.207364	-0.006587	0.021947	-0.1263	0.049085	0.013655	-0.016824	0.003363	Male	30	No	Yes	Employed	Urban	High School or Below	1,672,380,000
31	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	ccbcfc0c-2e77-4345-91d2-5f6d98a73e5e	churn	0.359831	1	churn	0.075601	-0.000801	0.125071	0.051534	0.083271	-0.009034	0.135344	0.109987	Male	20	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
56	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	eb022a14-a06f-4c1f-95ec-44fd0dfe2387	no_churn	0.309634	0	no_churn	-0.214246	-0.003499	-0.061341	-0.049887	0.028713	0.02013	-0.012856	0.023961	Female	75	No	No	Employed	Suburban	Bachelor	1,672,380,000
70	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	4ff94e97-f77d-4944-adb9-5332c47ce609	no_churn	0.200559	0	no_churn	-0.159136	-0.001618	0.041724	-0.026942	-0.061364	-0.17442	0.057427	0.065304	Male	31	No	Yes	Employed	Suburban	High School or Below	1,672,380,000
17	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	c33e7164-7ffd-4cd5-9f55-935b165b8a09	no_churn	0.724361	0	no_churn	0.074535	-0.004501	0.110634	0.008177	0.062705	0.083209	0.043878	0.033754	Female	57	No	No	Disabled	Suburban	College	1,672,380,000
48	Yes	Yes	Fiber optic	Web_Chat_Support	One year	100hrs+	Active	2940ddf1-17e5-4f2c-a6cf-ec4b100043d6	churn	0.218246	1	churn	0.077211	-0.001064	0.108742	0.0685	0.111377	-0.049879	0.142144	0.113944	Female	29	Yes	Yes	Employed	Suburban	College	1,672,380,000
1	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	4ed3f4ea-83c4-4ec1-bc9f-7479ae4daaa7	churn	0.880348	1	churn	0.220842	-0.005909	-0.061361	0.083931	0.036071	0.142791	0.000402	0.013149	Male	79	No	No	Employed	Urban	Bachelor	1,672,380,000
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	c5e3376e-010d-4ce2-845c-5bec0da609b3	churn	0.654746	1	churn	-0.105215	-0.003144	0.023267	0.060642	0.028563	0.072282	0.0224	0.064234	Male	52	No	No	Retired	Suburban	Bachelor	1,672,380,000
72	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	fca0eac1-e705-45b2-b216-107cedb81766	no_churn	0.054569	0	no_churn	-0.153073	-0.002532	0.002249	0.020196	-0.064913	-0.106528	0.006371	0.043132	Male	27	No	Yes	Employed	Urban	College	1,672,380,000
28	Yes	No	Fiber optic	Web_Chat_Support	One year	<80hrs	Active	fe45d031-dacf-4b55-9645-486c5671571e	no_churn	0.123587	0	no_churn	-0.059281	-0.002085	-0.021317	-0.012833	0.017415	-0.081233	0.049512	0.045795	Male	33	No	No	Unemployed	Urban	Bachelor	1,672,380,000
36	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	9d58066f-1d32-4487-8e46-492272f01d30	churn	0.538539	1	churn	-0.063067	-0.003794	0.095198	0.079637	0.079323	0.093877	-0.006878	0.018361	Male	53	Yes	No	Employed	Suburban	Bachelor	1,672,380,000
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	100hrs+	Active	d6c3d1a4-48d2-4fd1-a970-451ee1c2fed0	churn	0.827015	1	churn	0.131171	-0.004224	0.124869	0.097965	0.101845	0.115712	0.043859	0.064776	Male	62	No	No	Unemployed	Urban	College	1,672,380,000
53	Yes	Yes	Fiber optic	Web_Chat_Support	One year	<50hrs	Active	29ff99c8-d5a8-4812-bfc2-d5d915ea1ed7	churn	0.390882	1	churn	-0.091789	-0.002832	0.02242	0.028731	-0.023916	-0.100318	-0.079088	0.047765	Female	42	Yes	No	Employed	Urban	Master	1,672,380,000
42	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	f7723276-c911-414a-81c0-58b97794f223	churn	0.40746	1	churn	0.029575	-0.001379	0.093665	0.06109	0.036407	0.125477	0.058406	0.029233	Male	22	Yes	No	Employed	Suburban	High School or Below	1,672,380,000
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<50hrs	Active	b632fea7-1afc-49df-bbb3-0ea10bf81f3f	churn	0.817477	1	churn	0.203034	-0.004277	0.104425	0.140981	0.07174	0.146985	0.027337	0.04075	Female	57	Yes	Yes	Unemployed	Rural	Bachelor	1,672,380,000
6	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	<80hrs	Active	6d4d80ec-3211-4bbe-8ce0-19b84791ad57	churn	0.863401	1	churn	0.08257	-0.000907	-0.01925	0.02321	0.049707	0.127241	0.01012	0.058283	Female	61	Yes	No	Employed	Suburban	Bachelor	1,672,380,000
72	Yes	Yes	Fiber optic	Web_Chat_Support	Two year	<50hrs	Active	c2e1636e-197f-4e6e-adcb-4c808d26d799	no_churn	0.079431	0	no_churn	-0.184139	-0.00229	0.007484	0.013985	0.007704	-0.146909	-0.001771	0.03691	Male	75	No	No	Employed	Suburban	Master	1,672,380,000
27	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	abc7b0e3-b409-4bb6-9746-a66dfa1341e8	churn	0.326846	1	churn	-0.066414	-0.004155	-0.061019	0.102772	0.051561	0.080675	-0.043375	-0.0167	Male	40	No	Yes	Employed	Suburban	College	1,672,380,000
62	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	3d1e7dbb-4c76-4b24-b0e7-4644d5643794	no_churn	0.083421	0	no_churn	-0.127528	-0.003379	-0.007804	0.018648	-0.011082	-0.095474	-0.017112	-0.025296	Female	45	No	No	Unemployed	Suburban	Bachelor	1,672,380,000
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	70e2adff-79c5-4b12-aa64-5fcccfafe3f7	churn	0.707567	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Male	46	No	No	Employed	Suburban	College	1,672,380,000
3	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	882267d2-d7f6-4220-92fb-09ed5e9f41c0	churn	0.809776	1	churn	0.212043	-0.004813	0.093168	0.134409	0.016871	0.155008	-0.019491	-0.02318	Female	66	No	No	Employed	Suburban	Master	1,672,380,000
10	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	43c35e1c-aae9-4839-ad17-39b75485ecf1	no_churn	0.321197	0	no_churn	0.091899	-0.004987	-0.023741	0.164174	0.045899	0.119718	-0.038699	-0.005558	Male	30	No	Yes	Employed	Suburban	College	1,672,380,000
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f2f3f826-3246-4628-876b-86e623f00574	churn	0.832573	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	66	No	No	Retired	Urban	Bachelor	1,672,380,000
51	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	380d5088-c287-4091-a723-c997dd8d9a30	no_churn	0.171148	0	no_churn	-0.175485	-0.004022	-0.142657	0.03573	0.020713	0.043757	-0.026086	-0.020977	Male	45	Yes	No	Employed	Suburban	Bachelor	1,672,380,000
9	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b43d5749-338f-4654-8c76-c633fdfc3fcb	churn	0.552859	1	churn	0.047111	-0.006663	-0.029302	0.099889	-0.013837	0.108065	-0.031034	-0.003728	Male	72	No	Yes	Employed	Suburban	Master	1,672,380,000
24	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	0e5c8dc2-3241-4524-82d0-1b10dcd0630f	no_churn	0.422692	0	no_churn	-0.046886	-0.006945	0.110449	0.080193	0.082063	0.110481	-0.023446	-0.040074	Female	63	Yes	No	Employed	Rural	High School or Below	1,672,380,000
43	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	c5ac03ce-c80d-440d-810f-7ae8830f6f8f	no_churn	0.335158	0	no_churn	-0.104973	-0.002841	0.013663	0.0601	0.030121	0.085734	-0.045485	-0.054534	Female	51	No	No	Employed	Suburban	Bachelor	1,672,380,000
8	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	8a7cd941-9064-4faa-88bd-cb27a76ffcdd	no_churn	0.380865	0	no_churn	0.093786	-0.007915	-0.02917	0.094142	0.022293	0.114676	-0.038575	-0.011364	Male	78	Yes	No	Unemployed	Urban	College	1,672,380,000
4	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	b9533505-e615-497e-8479-924848d7a71a	churn	0.685265	1	churn	0.168546	-0.003415	0.041361	0.150134	-0.023328	0.141803	-0.031479	-0.030816	Male	56	No	Yes	Employed	Suburban	Bachelor	1,672,380,000
13	Yes	No	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	8694d198-b5e3-4780-b493-bf3817e9401d	no_churn	0.115979	0	no_churn	-0.014595	-0.005308	-0.019344	0.055604	-0.027547	-0.172208	-0.034452	-0.051176	Female	57	No	No	Employed	Rural	Bachelor	1,672,380,000
1	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	438d6f4c-2916-48f0-b400-b3f88ec85ff0	churn	0.863913	1	churn	0.279085	-0.006103	0.023676	0.165613	0.043398	0.157234	-0.021751	-0.028467	Male	46	Yes	Yes	Unemployed	Suburban	Master	1,672,380,000
8	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	89a2cec2-a392-4d93-ba65-1833e092602d	churn	0.732071	1	churn	0.05676	-0.007527	0.014819	0.154392	-0.000339	0.126103	-0.04086	-0.01995	Male	74	No	Yes	Employed	Rural	Bachelor	1,672,380,000
55	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	1e39904e-cf46-4880-a422-cca3fae286f3	no_churn	0.341527	0	no_churn	-0.152118	-0.003715	0.05945	0.024264	0.057761	0.071524	-0.030128	-0.045579	Female	68	No	No	Medical Leave	Rural	Master	1,672,380,000
39	Yes	Yes	Fiber optic	Web_Chat_Support	One year	0hrs	Disabled	28efbe43-e644-437a-890d-f14840f4aec4	no_churn	0.076372	0	no_churn	-0.015533	-0.005561	-0.072821	0.070877	-0.063849	-0.161889	-0.004432	-0.015818	Female	38	No	No	Unemployed	Urban	Bachelor	1,672,380,000
43	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	a03767f9-8d33-4e4a-b219-91caea978091	churn	0.328026	1	churn	-0.065922	-0.00292	-0.028301	0.078221	0.039286	0.070378	-0.022616	-0.01936	Male	45	Yes	No	Employed	Suburban	College	1,672,380,000
10	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	7a7584fc-faf4-4553-8234-149edc502d0f	no_churn	0.458197	0	no_churn	0.045115	-0.004309	0.01049	0.152923	0.010003	0.129236	-0.046359	-0.044426	Male	41	Yes	Yes	Employed	Rural	High School or Below	1,672,380,000
29	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	37dbd209-af16-4c56-bd5e-d7799b8ae2d6	no_churn	0.381668	0	no_churn	-0.062592	-0.007967	-0.01199	0.12992	0.055456	0.096735	-0.036731	-0.020901	Male	61	Yes	Yes	Employed	Suburban	College	1,672,380,000
2	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	5b90de49-0a38-4518-9d9a-05ebf2ce575d	churn	0.729307	1	churn	0.17067	-0.006838	0.03889	0.148428	-0.029646	0.13683	-0.00991	-0.038043	Male	73	Yes	Yes	Unemployed	Suburban	Doctor	1,672,380,000
12	Yes	No	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	faab711d-d919-47f5-97b7-7066d95948d2	no_churn	0.425231	0	no_churn	-0.015998	-0.003301	-0.063323	0.090314	-0.047569	0.086783	-0.024943	-0.0323	Female	49	Yes	Yes	Employed	Suburban	High School or Below	1,672,380,000
11	Yes	Yes	Fiber optic	Web_Chat_Support	Month-to-month	0hrs	Disabled	f221029a-73c9-4b77-b4b2-646673cfaf55	no_churn	0.417388	0	no_churn	0.049644	-0.000795	0.027976	0.040162	0.014262	0.130265	-0.038466	-0.044443	Female	66	Yes	Yes	Employed	Urban	Bachelor	1,672,380,000

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